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  "aboutHtml": "<p>DeepSeek V4 Flash 0731 är den officiella utgåvan av Flash-grenen och ersätter dess förhandsversion. Dess praktiska fokus omfattar kodning och agentarbete: att tolka ett tillhandahållet kodförråd, föreslå en ändring, använda verktygsobservationer och returnera ett resultat som anroparen kan granska. Behåll utgåvan 0731 tillsammans med ett sparat resultat när du jämför det med Flash Preview, Pro 0813 eller V4.1 Flash.</p><h4>Börja med materialet och resultatet</h4><p>Ange den verkliga uppgiften, relevanta filer eller dokumentavsnitt, begränsningarna och det förväntade resultatet. För en ändring i ett kodförråd inkluderar du den berörda koden, det observerade beteendet och kommandot eller förfrågan som återskapar problemet. Ange om leveransen är en förklaring, en föreslagen patch, en lista med iakttagelser eller en strukturerad plan.</p><p>En användbar felsökningsbeskrivning är: ”Använd den tillhandahållna rutthanteraren, valideringsschemat och den felande förfrågan. Förklara var indata avviker från schemat, föreslå minsta möjliga ändring och identifiera den befintliga kontroll som skulle skilja ut ett korrigerat resultat.” För en dokumentuppgift namnger du de tillhandahållna avsnitten och ber om en tabell med krav, belägg och olösta frågor. Detta är illustrativa uppgiftsbeskrivningar; inkludera det verkliga källmaterialet med förfrågan.</p><h4>Välj direkt chatt eller thinking</h4><p>Tillverkarens format stöder direkt chatt och thinking. Direkt chatt returnerar svarsinnehållet direkt. Thinking skiljer modellens resonemangsfält från dess slutliga svar. I thinking-läget är de dokumenterade nivåerna low, high och max, med low som standard. Denna utgåva använder dessa namngivna nivåer i stället för V4.1 Flashs heltalsskala för resonemangsnivå.</p><p>Välj läge utifrån arbetet. En kort formulering kan ange fakta som ska behållas och tonen i ersättningstexten. En komplicerad uppgift i ett kodförråd kan definiera undersökningsstegen, det relevanta underlaget och en kompakt slutrapport. Håll det önskade slutresultatet tydligt även vid högre thinking-nivå, exempelvis en föreslagen diff med en kort förklaring och de kommandon som behövs för att granska den.</p><h4>Anslut verktyg genom ett applikationsflöde</h4><p>Det ursprungliga formatet stöder meddelanden över flera turer och verktygsdefinitioner med namngivna parametrar och scheman. Modellen kan returnera ett begärt verktygsanrop; applikationen utför operationen och skickar tillbaka den resulterande observationen i nästa tur. Håll verktygsresultat kopplade till motsvarande anrop och bevara ordningen när flera observationer returneras.</p><p>För ett flöde som granskar filer exponerar du den verkliga filläsningsoperationen, beskriver dess indatasökväg och returnerar det observerade innehållet. Be modellen grunda nästa förslag i det innehållet. För ett dataflöde tillhandahåller du frågeoperationen och returnerar de verkliga posterna; be om en beräkning eller sammanfattning utifrån dessa poster. Ett returnerat anrop och en utförd operation är separata steg på vägen till det begärda resultatet.</p><p>Tillverkarens kodare bevarar resonemangskontexten genom verktygskonversationer. I vanlig chatt tar den normalt bort resonemang från tidigare turer före det senaste användarmeddelandet. Använd de dokumenterade meddelandefälten och konversationshanteringen när du bevarar ett flerstegsflöde. Referenstolken förväntar sig korrekt formaterade utdata, så kontrollera ett tolkat anrops namn och parametrar innan det körs och behåll ett ogiltigt resultat för granskning.</p><h4>Budgetera konversationen och svaret</h4><p>Den daterade modellkonfigurationen anger 1,048,576 sekvenspositioner. Inkludera tillhandahållet material, konversationshistorik, verktygsdefinitioner, returnerade observationer och genererat svar när du förbereder en sekvens. Ge modellen ett användbart svarsmål, såsom en liten patch, en beläggstabell eller en numrerad plan, i stället för att fylla tillgängligt utrymme med ovidkommande filer.</p><p>Tillverkarens lokala recept rekommenderar temperature 1.0, med top_p 0.95 för agentarbete och 1.0 annars. För thinking-nivåerna high och max rekommenderas en maximal utdatalängd på 384K token. Detta är publicerade receptinställningar och en rekommendation för genereringsbudgeten; sekvensbudgeten måste fortfarande rymma resten av förfrågan.</p><h4>Håll utgåvan och arkitekturen åtskilda</h4><p>Utgåvan 0731 använder Flash DSpark-strukturen, inklusive en ansluten modul för spekulativ avkodning. Den underliggande Flash-stommen är en expertblandningsmodell som beskrivs med 284 miljarder parametrar totalt och 13 miljarder aktiverade per token. Håll dessa stomtal skilda från eventuella ytterligare modulvikter. Den exakta daterade konfigurationen har 43 lager, 256 dirigerade experter, en delad expert och sex valda experter per token.</p><p>Den användbara utdatan är fortfarande det svar, kodförslag, strukturerade fynd eller nästa arbetssteg som anroparen har begärt. Granska en kodändring mot de tillhandahållna filerna och det observerade felet. Granska en dokumentslutsats mot det citerade avsnittet eller den returnerade posten. Spara modellutgåvan, uppgiftsbeskrivningen och relevanta observationer med resultatet så att en senare jämförelse använder samma problem och underlag.</p>",
  "aboutText": "DeepSeek V4 Flash 0731 är den officiella utgåvan av Flash-grenen och ersätter dess förhandsversion. Dess praktiska fokus omfattar kodning och agentarbete: att tolka ett tillhandahållet kodförråd, föreslå en ändring, använda verktygsobservationer och returnera ett resultat som anroparen kan granska. Behåll utgåvan 0731 tillsammans med ett sparat resultat när du jämför det med Flash Preview, Pro 0813 eller V4.1 Flash.\n\n### Börja med materialet och resultatet\n\nAnge den verkliga uppgiften, relevanta filer eller dokumentavsnitt, begränsningarna och det förväntade resultatet. För en ändring i ett kodförråd inkluderar du den berörda koden, det observerade beteendet och kommandot eller förfrågan som återskapar problemet. Ange om leveransen är en förklaring, en föreslagen patch, en lista med iakttagelser eller en strukturerad plan.\n\nEn användbar felsökningsbeskrivning är: ”Använd den tillhandahållna rutthanteraren, valideringsschemat och den felande förfrågan. Förklara var indata avviker från schemat, föreslå minsta möjliga ändring och identifiera den befintliga kontroll som skulle skilja ut ett korrigerat resultat.” För en dokumentuppgift namnger du de tillhandahållna avsnitten och ber om en tabell med krav, belägg och olösta frågor. Detta är illustrativa uppgiftsbeskrivningar; inkludera det verkliga källmaterialet med förfrågan.\n\n### Välj direkt chatt eller thinking\n\nTillverkarens format stöder direkt chatt och thinking. Direkt chatt returnerar svarsinnehållet direkt. Thinking skiljer modellens resonemangsfält från dess slutliga svar. I thinking-läget är de dokumenterade nivåerna low, high och max, med low som standard. Denna utgåva använder dessa namngivna nivåer i stället för V4.1 Flashs heltalsskala för resonemangsnivå.\n\nVälj läge utifrån arbetet. En kort formulering kan ange fakta som ska behållas och tonen i ersättningstexten. En komplicerad uppgift i ett kodförråd kan definiera undersökningsstegen, det relevanta underlaget och en kompakt slutrapport. Håll det önskade slutresultatet tydligt även vid högre thinking-nivå, exempelvis en föreslagen diff med en kort förklaring och de kommandon som behövs för att granska den.\n\n### Anslut verktyg genom ett applikationsflöde\n\nDet ursprungliga formatet stöder meddelanden över flera turer och verktygsdefinitioner med namngivna parametrar och scheman. Modellen kan returnera ett begärt verktygsanrop; applikationen utför operationen och skickar tillbaka den resulterande observationen i nästa tur. Håll verktygsresultat kopplade till motsvarande anrop och bevara ordningen när flera observationer returneras.\n\nFör ett flöde som granskar filer exponerar du den verkliga filläsningsoperationen, beskriver dess indatasökväg och returnerar det observerade innehållet. Be modellen grunda nästa förslag i det innehållet. För ett dataflöde tillhandahåller du frågeoperationen och returnerar de verkliga posterna; be om en beräkning eller sammanfattning utifrån dessa poster. Ett returnerat anrop och en utförd operation är separata steg på vägen till det begärda resultatet.\n\nTillverkarens kodare bevarar resonemangskontexten genom verktygskonversationer. I vanlig chatt tar den normalt bort resonemang från tidigare turer före det senaste användarmeddelandet. Använd de dokumenterade meddelandefälten och konversationshanteringen när du bevarar ett flerstegsflöde. Referenstolken förväntar sig korrekt formaterade utdata, så kontrollera ett tolkat anrops namn och parametrar innan det körs och behåll ett ogiltigt resultat för granskning.\n\n### Budgetera konversationen och svaret\n\nDen daterade modellkonfigurationen anger 1,048,576 sekvenspositioner. Inkludera tillhandahållet material, konversationshistorik, verktygsdefinitioner, returnerade observationer och genererat svar när du förbereder en sekvens. Ge modellen ett användbart svarsmål, såsom en liten patch, en beläggstabell eller en numrerad plan, i stället för att fylla tillgängligt utrymme med ovidkommande filer.\n\nTillverkarens lokala recept rekommenderar temperature 1.0, med top_p 0.95 för agentarbete och 1.0 annars. För thinking-nivåerna high och max rekommenderas en maximal utdatalängd på 384K token. Detta är publicerade receptinställningar och en rekommendation för genereringsbudgeten; sekvensbudgeten måste fortfarande rymma resten av förfrågan.\n\n### Håll utgåvan och arkitekturen åtskilda\n\nUtgåvan 0731 använder Flash DSpark-strukturen, inklusive en ansluten modul för spekulativ avkodning. Den underliggande Flash-stommen är en expertblandningsmodell som beskrivs med 284 miljarder parametrar totalt och 13 miljarder aktiverade per token. Håll dessa stomtal skilda från eventuella ytterligare modulvikter. Den exakta daterade konfigurationen har 43 lager, 256 dirigerade experter, en delad expert och sex valda experter per token.\n\nDen användbara utdatan är fortfarande det svar, kodförslag, strukturerade fynd eller nästa arbetssteg som anroparen har begärt. Granska en kodändring mot de tillhandahållna filerna och det observerade felet. Granska en dokumentslutsats mot det citerade avsnittet eller den returnerade posten. Spara modellutgåvan, uppgiftsbeskrivningen och relevanta observationer med resultatet så att en senare jämförelse använder samma problem och underlag.",
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      "practical_html": "<h3>Praktisk uppgift</h3><p>Tekniskt exempel på engelska</p><pre><code>Repair a required-field check\n\nA route rejects only if not payload.get(&quot;quantity&quot;). The contract requires quantity to be an integer greater than zero, excluding booleans. Explain why inputs {&quot;quantity&quot;: -2} and {&quot;quantity&quot;: true} expose a problem. Propose a small Python validation patch and cases for missing, zero, negative, boolean and positive values.</code></pre><h4>Förväntat resultat</h4><pre><code>A diagnosis, a focused validation patch and five input cases with accept or reject expectations.</code></pre><h4>Kontrollera resultatet</h4><pre><code>Check that Python booleans are not accepted as integers and positive whole quantities still pass.</code></pre>"
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      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">DS</span><h2 id=\"sheet-title\">DeepSeek: DeepSeek V4 Flash 0731</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"Stäng\">×</button></div><div class=\"idline\"><span>DeepSeek /</span><code>deepseek-v4-flash-0731</code><button type=\"button\" id=\"copy-id\">Kopiera ID</button></div><nav class=\"card-jump-nav\" aria-label=\"Modellkortets avsnitt\"><button type=\"button\" data-card-jump=\"overview\">Start</button><button type=\"button\" data-card-jump=\"methods\">Indata &amp; metoder</button><button type=\"button\" data-card-jump=\"pricing\">Priser</button><button type=\"button\" data-card-jump=\"examples\">Exempel</button><button type=\"button\" data-card-jump=\"results\">Resultat</button><button type=\"button\" data-card-jump=\"aliases\">Alias</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"API-metoder\"><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-0\" data-card-method=\"Core|chat|/v1/chat/completions|deepseek-v4-flash-0731\">Chat</button><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-1\" data-card-method=\"Core|messages|/v1/messages|deepseek-v4-flash-0731\">Messages</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-2\" data-card-method=\"Core|responses|/v1/responses|deepseek-v4-flash-0731\">Responses</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-3\" data-card-method=\"Ultra|chat|/v1/chat/completions|deepseek%2Fdeepseek-v4-flash-0731\">Chat · Ultra</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-4\" data-card-method=\"Ultra|messages|/v1/messages|deepseek%2Fdeepseek-v4-flash-0731\">Messages · Ultra</button></div><div id=\"card-method-content\" role=\"tabpanel\" aria-labelledby=\"card-method-tab-1\"><section class=\"card-section\" data-card-section=\"overview\"><h3 tabindex=\"-1\">Start</h3><p class=\"mdesc-full\">DeepSeek V4 Flash 0731 är den officiella Flash-utgåvan för text, kodning och agentarbetsflöden. Den erbjuder lägen för direktchatt och tänkande, strukturerade utdata för verktygsanrop och en modellkontext på en miljon token; den daterade utgåvan innehåller DSpark-modulen för spekulativ avkodning.</p><dl class=\"card-io\" data-card-io><div><dt>Godkända indata</dt><dd>Text</dd></div><div><dt>Resultat</dt><dd>Text</dd></div></dl><details class=\"card-about\"><summary>Om modellen</summary><p class=\"note-s\" data-model-method-boundary>Den här beskrivningen omfattar modellens förmågor. Tillgängliga indata, utdata och alternativ i Ailoot anges nedan för den valda metoden.</p><div class=\"mabout\" id=\"m-about\"><p>DeepSeek V4 Flash 0731 är den officiella utgåvan av Flash-grenen och ersätter dess förhandsversion. Dess praktiska fokus omfattar kodning och agentarbete: att tolka ett tillhandahållet kodförråd, föreslå en ändring, använda verktygsobservationer och returnera ett resultat som anroparen kan granska. Behåll utgåvan 0731 tillsammans med ett sparat resultat när du jämför det med Flash Preview, Pro 0813 eller V4.1 Flash.</p><h4>Börja med materialet och resultatet</h4><p>Ange den verkliga uppgiften, relevanta filer eller dokumentavsnitt, begränsningarna och det förväntade resultatet. För en ändring i ett kodförråd inkluderar du den berörda koden, det observerade beteendet och kommandot eller förfrågan som återskapar problemet. Ange om leveransen är en förklaring, en föreslagen patch, en lista med iakttagelser eller en strukturerad plan.</p><p>En användbar felsökningsbeskrivning är: ”Använd den tillhandahållna rutthanteraren, valideringsschemat och den felande förfrågan. Förklara var indata avviker från schemat, föreslå minsta möjliga ändring och identifiera den befintliga kontroll som skulle skilja ut ett korrigerat resultat.” För en dokumentuppgift namnger du de tillhandahållna avsnitten och ber om en tabell med krav, belägg och olösta frågor. Detta är illustrativa uppgiftsbeskrivningar; inkludera det verkliga källmaterialet med förfrågan.</p><h4>Välj direkt chatt eller thinking</h4><p>Tillverkarens format stöder direkt chatt och thinking. Direkt chatt returnerar svarsinnehållet direkt. Thinking skiljer modellens resonemangsfält från dess slutliga svar. I thinking-läget är de dokumenterade nivåerna low, high och max, med low som standard. Denna utgåva använder dessa namngivna nivåer i stället för V4.1 Flashs heltalsskala för resonemangsnivå.</p><p>Välj läge utifrån arbetet. En kort formulering kan ange fakta som ska behållas och tonen i ersättningstexten. En komplicerad uppgift i ett kodförråd kan definiera undersökningsstegen, det relevanta underlaget och en kompakt slutrapport. Håll det önskade slutresultatet tydligt även vid högre thinking-nivå, exempelvis en föreslagen diff med en kort förklaring och de kommandon som behövs för att granska den.</p><h4>Anslut verktyg genom ett applikationsflöde</h4><p>Det ursprungliga formatet stöder meddelanden över flera turer och verktygsdefinitioner med namngivna parametrar och scheman. Modellen kan returnera ett begärt verktygsanrop; applikationen utför operationen och skickar tillbaka den resulterande observationen i nästa tur. Håll verktygsresultat kopplade till motsvarande anrop och bevara ordningen när flera observationer returneras.</p><p>För ett flöde som granskar filer exponerar du den verkliga filläsningsoperationen, beskriver dess indatasökväg och returnerar det observerade innehållet. Be modellen grunda nästa förslag i det innehållet. För ett dataflöde tillhandahåller du frågeoperationen och returnerar de verkliga posterna; be om en beräkning eller sammanfattning utifrån dessa poster. Ett returnerat anrop och en utförd operation är separata steg på vägen till det begärda resultatet.</p><p>Tillverkarens kodare bevarar resonemangskontexten genom verktygskonversationer. I vanlig chatt tar den normalt bort resonemang från tidigare turer före det senaste användarmeddelandet. Använd de dokumenterade meddelandefälten och konversationshanteringen när du bevarar ett flerstegsflöde. Referenstolken förväntar sig korrekt formaterade utdata, så kontrollera ett tolkat anrops namn och parametrar innan det körs och behåll ett ogiltigt resultat för granskning.</p><h4>Budgetera konversationen och svaret</h4><p>Den daterade modellkonfigurationen anger 1,048,576 sekvenspositioner. Inkludera tillhandahållet material, konversationshistorik, verktygsdefinitioner, returnerade observationer och genererat svar när du förbereder en sekvens. Ge modellen ett användbart svarsmål, såsom en liten patch, en beläggstabell eller en numrerad plan, i stället för att fylla tillgängligt utrymme med ovidkommande filer.</p><p>Tillverkarens lokala recept rekommenderar temperature 1.0, med top_p 0.95 för agentarbete och 1.0 annars. För thinking-nivåerna high och max rekommenderas en maximal utdatalängd på 384K token. Detta är publicerade receptinställningar och en rekommendation för genereringsbudgeten; sekvensbudgeten måste fortfarande rymma resten av förfrågan.</p><h4>Håll utgåvan och arkitekturen åtskilda</h4><p>Utgåvan 0731 använder Flash DSpark-strukturen, inklusive en ansluten modul för spekulativ avkodning. Den underliggande Flash-stommen är en expertblandningsmodell som beskrivs med 284 miljarder parametrar totalt och 13 miljarder aktiverade per token. Håll dessa stomtal skilda från eventuella ytterligare modulvikter. Den exakta daterade konfigurationen har 43 lager, 256 dirigerade experter, en delad expert och sex valda experter per token.</p><p>Den användbara utdatan är fortfarande det svar, kodförslag, strukturerade fynd eller nästa arbetssteg som anroparen har begärt. Granska en kodändring mot de tillhandahållna filerna och det observerade felet. Granska en dokumentslutsats mot det citerade avsnittet eller den returnerade posten. Spara modellutgåvan, uppgiftsbeskrivningen och relevanta observationer med resultatet så att en senare jämförelse använder samma problem och underlag.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Tillgängligt i Ailoot · indata &amp; metoder</h3><details class=\"card-method\" open><summary><b>Ailoot · Anthropic Messages</b> <code>POST /v1/messages</code></summary><dl class=\"method-capabilities\"><div><dt>Indatatyper</dt><dd><code>text</code></dd></div><div><dt>Utdatatyper</dt><dd><code>text</code></dd></div><div><dt>Kontext</dt><dd>1 000 000 tokens</dd></div><div><dt>Maximala utdata</dt><dd>393 216 tokens</dd></div><div><dt>Utdataformat</dt><dd>json eller SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>Fält</th><th>Typ</th><th>Krav</th><th>Värden &amp; gränser</th><th>Standard</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>deepseek-v4-flash-0731</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>message[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Minsta antal objekt: 1</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].role</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>user, assistant</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|content_block[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">system</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|content_block[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">max_tokens</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>integer</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Minimum: 1</div><div>Gränsen gäller för: den exakta gränsen för den valda modellen/det valda kortet</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"known\"><span class=\"card-cell-label\">Standard</span>false</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">temperature</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>number</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">top_p</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>number</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stop_sequences</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>tool[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].name</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Gäller när: verktyg har tillhandahållits</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].description</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].input_schema</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>JSON_schema</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tool_choice</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">thinking.type</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">thinking.budget_tokens</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>integer</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">output_config.effort</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">metadata</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">cache_control</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>Kombinationer av indatamaterial</summary><p class=\"note-s\"><b>Text</b> · UTF8-text</p><p class=\"note-s\"><code>messages[].content eller ett type=text-block</code></p></details><details class=\"note-s\" data-method-contract><summary>Metodparametrar och livscykel</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>Parameter</th><th>Avtal</th></tr></thead><tbody><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>material_types</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>text</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>required</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>model, messages, max_tokens</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>optional_controls</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>null</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>content_type</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>application/json</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>text_file_material</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>faktiskt UTF-8-innehåll infogat som text; fil-ID:n/URLs kräver separat, exakt definierat stöd</td></tr></tbody></table></div><p>Livscykel: <code>exact retained published method</code></p><p class=\"note-s\">Metodernas strukturer och ID:n är exakta; leverantörens funktioner är åtskilda från att begäran tillåts.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">Priser</h3><h4>Priser för Ailoot-metoder</h4><section class=\"meth\" data-route=\"Core\"><header><b><span class=\"alias\">Ailoot</span> Anthropic Messages</b><code>POST /v1/messages</code></header><dl><div><dt>Indata</dt><dd>0,00044 US$ <em>/ 1K</em></dd></div><div><dt>Utdata</dt><dd>0,00132 US$ <em>/ 1K</em></dd></div><div><dt>Cacheläsning</dt><dd>0,000044 US$ <em>/ 1K</em></dd></div><div><dt>Skrivning till cache</dt><dd>0,00044 US$ <em>/ 1K</em></dd></div><div><dt>Skrivning till cache, 5 min</dt><dd>0,00044 US$ <em>/ 1K tokens</em></dd></div></dl></section><p class=\"note-s\">Ailoot reserverar ett uppskattat belopp före en begäran. Efter resultatet slutregleras avgiften utifrån uppmätt förbrukning. Slutreglering för strömning använder den slutliga förbrukningsposten. <a href=\"/docs/sv/billing/reserve/\">Så fungerar reservation och slutreglering →</a></p><div data-model-tariff-reference><h4>Detaljer om referenstariffen</h4><p class=\"note-s\">Referensprislistor på modellnivå ändrar inte metodval, prisuppgifter eller avgifter. Aktiva avgifter använder priserna för den valda Ailoot-metoden.</p><details class=\"card-price-reference\" data-profile-scope=\"model_reference\" data-client-selectable=\"false\"><summary>Modellens referensprislistor</summary><h4>Priser efter konfiguration</h4><p class=\"note-s\">Matcha varje avgift mot de visade villkoren. Använd ett pris för varje uppsättning alternativa konfigurationer.</p><div class=\"tw\" data-pricing-profiles><table><thead><tr><th>Konfiguration</th><th>Prislista</th><th>Kontexttoken, fler än</th><th>Kontexttoken, upp till och med</th><th>Avgift</th></tr></thead><tbody><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>OpenAI Chat · Grundpriser för token</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>Grundpris</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>—</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>OpenAI Chat · Nivå 1 baserad på begärans längd</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>—</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>0</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Anthropic Messages · Grundpriser för token</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>Grundpris</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>—</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Anthropic Messages · Nivå 1 baserad på begärans längd</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>—</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>0</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr></tbody></table></div></details></div></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">Exempelbegäranden</h3><h4>Ailoot · Anthropic Messages</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Kodvarianter\"><button class=\"cg-tab\" id=\"model-code-209-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-209-panel-0\" aria-selected=\"true\" tabindex=\"0\">Textexempel</button><button class=\"cg-tab\" id=\"model-code-209-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-209-panel-1\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-209-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-209-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Node.js SDK</button><button class=\"cg-tab\" id=\"model-code-209-tab-3\" role=\"tab\" type=\"button\" aria-controls=\"model-code-209-panel-3\" aria-selected=\"false\" tabindex=\"-1\">Python-strömning</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Kopiera kod\"><svg class=\"cp\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><rect x=\"5.25\" y=\"5.25\" width=\"8.5\" height=\"8.5\" rx=\"1.75\"/><path d=\"M10.75 5.25V3.5a1.25 1.25 0 0 0-1.25-1.25H3.5A1.25 1.25 0 0 0 2.25 3.5v6a1.25 1.25 0 0 0 1.25 1.25h1.75\"/></svg><svg class=\"ok\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><path d=\"m3 8.5 3.25 3.25L13 5\"/></svg></button></div></div><div class=\"cg-body\"><div class=\"cg-pane\" id=\"model-code-209-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-209-tab-0\"><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\n: &quot;${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}&quot;\nexport AILOOT_TEXT_FILE\npython3 - &lt;&lt;&#39;PY_REQUEST&#39;\nimport json,os\nfrom pathlib import Path\np=json.loads(&#39;{&quot;model&quot;: &quot;deepseek-v4-flash-0731&quot;, &quot;max_tokens&quot;: 1024, &quot;messages&quot;: []}&#39;)\nf=Path(os.environ[&quot;AILOOT_TEXT_FILE&quot;])\nif not f.is_file():raise SystemExit(&quot;Choose your actual UTF-8 source material&quot;)\ntext=f.read_text(encoding=&quot;utf-8&quot;)\nif not text.strip():raise SystemExit(&quot;Source material must contain text&quot;)\np[&quot;messages&quot;]=[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Summarize this material and quote supporting source passages.\\n\\n&quot;+text}]\nPath(&quot;request.json&quot;).write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \\\n  -H &quot;x-api-key: $AILOOT_API_KEY&quot; -H &#39;anthropic-version: 2023-06-01&#39; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(&quot;result.json&quot;).read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-209-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-209-tab-1\" hidden><pre data-lang=\"python\"><code>import anthropic\nimport os\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient = anthropic.Anthropic(base_url=&quot;https://api.ailoot.ai&quot;, api_key=os.environ[&quot;AILOOT_API_KEY&quot;], max_retries=0)\nmsg = client.messages.create(\n    model=&quot;deepseek-v4-flash-0731&quot;,\n    max_tokens=1024,\n    messages=[{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: &quot;Explain the difference between an observation and a hypothesis in three sentences.&quot;}],\n)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nsave_result(msg.to_dict(mode=&quot;json&quot;))\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-209-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-209-tab-2\" hidden><pre data-lang=\"js\"><code>import Anthropic from &quot;@anthropic-ai/sdk&quot;;\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(&quot;Set AILOOT_API_KEY before making a request&quot;);\nconst client = new Anthropic({ baseURL: &quot;https://api.ailoot.ai&quot;, apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst msg = await client.messages.create({\n  model: &quot;deepseek-v4-flash-0731&quot;,\n  max_tokens: 1024,\n  messages: [{ role: &quot;user&quot;, content: &quot;Explain the difference between an observation and a hypothesis in three sentences.&quot; }],\n});\nimport { writeFileSync } from &quot;node:fs&quot;;\n\nfunction saveResult(data, stem = &quot;result&quot;) {\n  writeFileSync(stem + &quot;.json&quot;, JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) =&gt; {\n    const raw = Buffer.from(encoded, &quot;base64&quot;);\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? &quot;png&quot; : raw[0]===255 &amp;&amp; raw[1]===216 ? &quot;jpg&quot; : raw.subarray(0,4).toString()===&quot;RIFF&quot; &amp;&amp; raw.subarray(8,12).toString()===&quot;WEBP&quot; ? &quot;webp&quot; : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(&quot;Saved&quot;, file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(&quot;Content&quot;, i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(&quot;Choice&quot;, choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(&quot;Output&quot;, i, JSON.stringify(item));\n    if (item.type === &quot;image_generation_call&quot; &amp;&amp; item.result) saveBlob(item.result, item.output_format || &quot;bin&quot;, `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(&quot;Candidate/part&quot;, ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;})[mime] || &quot;bin&quot;;\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(msg);\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-209-panel-3\" role=\"tabpanel\" aria-labelledby=\"model-code-209-tab-3\" hidden><pre data-lang=\"python\"><code>import anthropic,os\nfrom pathlib import Path\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient=anthropic.Anthropic(base_url=&quot;https://api.ailoot.ai&quot;,api_key=os.environ[&quot;AILOOT_API_KEY&quot;],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nwith client.messages.stream(model=&#39;deepseek-v4-flash-0731&#39;,max_tokens=1024,messages=[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Explain observations and hypotheses in three sentences.&quot;}]) as stream:\n    with Path(&quot;stream-events.jsonl&quot;).open(&quot;w&quot;,encoding=&quot;utf-8&quot;) as log:\n        for event in stream:\n            payload=event.to_dict(mode=&quot;json&quot;)\n            log.write(json.dumps(payload,ensure_ascii=False)+&quot;\\n&quot;); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_message()\n    save_result(final.to_dict(mode=&quot;json&quot;),&quot;stream-result&quot;)\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">Ta emot och spara resultat</h3><h4>Ailoot · Anthropic Messages</h4><p class=\"note-s\">json eller SSE</p><div class=\"card-result-process\" data-all-results><h5>Behåll alla färdiga resultat</h5><p class=\"note-s\">Behåll varje fullständigt returnerat svar, fil och innehållsdel.</p><p class=\"note-s\">Behåll alla innehållsblock, resonemangssignaturer och faktiska ID:n för verktygsanvändning. Sätt samman alla SSE-deltauppdateringar för blocken; ett första textblock är inte hela utdata.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>Om det ursprungliga svaret behöver kontrolleras</h5><p class=\"note-s\">Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls.</p></div><details class=\"card-about\" data-output-fields><summary>Svarsfält</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>Fält</th><th>Typ</th></tr></thead><tbody><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">id</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">content[]</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>text|thinking|tool_use|other content block</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stop_reason</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string|null</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>Fel och nästa steg</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>Svar</th><th>Villkor</th><th>Nästa steg</th></tr></thead><tbody><tr><th data-cell-label=\"Svar\" scope=\"row\"><span class=\"card-cell-label\">Svar</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"Villkor\"><span class=\"card-cell-label\">Villkor</span>Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde</td><td data-cell-label=\"Nästa steg\"><span class=\"card-cell-label\">Nästa steg</span>Korrigera de angivna fälten före en ny begäran om att skapa.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">Alias</h3><h4>Modellalias</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=messages\"><code>deepseek-v4-flash-0731</code></a></span><br><span data-model-alias-route=\"Ultra\"><b>Ailoot Ultra</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731&amp;fmt=messages\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest&amp;fmt=messages\"><code>~deepseek/deepseek-v4-flash-latest</code></a></span></p><h4>Alias för metodsökvägar</h4><p class=\"note-s\">Använd metodsökvägarna som visas ovan.</p><h4>Relaterade anropar-ID:n</h4><p class=\"note-s\"><a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731&amp;fmt=messages\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest&amp;fmt=messages\"><code>~deepseek/deepseek-v4-flash-latest</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=messages\"><code>deepseek-v4-flash-0731</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "deepseek-v4-flash-0731",
        "fmt": "messages",
        "http": "POST",
        "path": "/v1/messages",
        "request_model_id": "deepseek-v4-flash-0731",
        "route_label": "Core"
      },
      "method_key": "Core|messages|/v1/messages|deepseek-v4-flash-0731",
      "ordinal": 0,
      "rawMethod": {
        "cache_read": 0.044,
        "cache_write": 0.44,
        "cache_write_1h": null,
        "cache_write_5m": 0.44,
        "conditional_meter": null,
        "contract": {
          "data": {
            "all_results": "Keep all content blocks, thinking signatures and actual tool-use IDs. Assemble all SSE block deltas; a first text block is not the complete output.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "headers": [
                "x-api-key",
                "anthropic-version"
              ],
              "version_example": "2023-06-01"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/messages"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content eller ett type=text-block",
                "required_material": "UTF8-text"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Behåll alla innehållsblock, resonemangssignaturer och faktiska ID:n för verktygsanvändning. Sätt samman alla SSE-deltauppdateringar för blocken; ett första textblock är inte hela utdata.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "model",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "content[]",
                  "type": "text|thinking|tool_use|other content block"
                },
                {
                  "description": null,
                  "name": "stop_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "deepseek-v4-flash-0731"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "user",
                  "assistant"
                ],
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": true,
                "type": "string|content_block[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "system",
                "required": false,
                "type": "string|content_block[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "limit_scope": "den exakta gränsen för den valda modellen/det valda kortet",
                "minimum": 1,
                "name": "max_tokens",
                "required": true,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stop_sequences",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "tool[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].name",
                "required": false,
                "type": "string",
                "when": "verktyg har tillhandahållits"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].description",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].input_schema",
                "required": false,
                "type": "JSON_schema"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "thinking.type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "thinking.budget_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "output_config.effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "metadata",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "cache_control",
                "required": false,
                "type": "object"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": []
          },
          "hints": [
            "Metodernas strukturer och ID:n är exakta; leverantörens funktioner är åtskilda från att begäran tillåts."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "faktiskt UTF-8-innehåll infogat som text; fil-ID:n/URLs kräver separat, exakt definierat stöd"
          },
          "lifecycle": {
            "mode": "exact retained published method"
          },
          "method": {
            "http": "POST",
            "path": "/v1/messages"
          },
          "operation_modes": [
            "messages"
          ],
          "output": {
            "family": [
              "text"
            ],
            "format": "JSON or supported SSE",
            "multioutputs": "retain every actual response output"
          }
        },
        "ctx": 1000000,
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}\"\nexport AILOOT_TEXT_FILE\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"deepseek-v4-flash-0731\", \"max_tokens\": 1024, \"messages\": []}')\nf=Path(os.environ[\"AILOOT_TEXT_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose your actual UTF-8 source material\")\ntext=f.read_text(encoding=\"utf-8\")\nif not text.strip():raise SystemExit(\"Source material must contain text\")\np[\"messages\"]=[{\"role\":\"user\",\"content\":\"Summarize this material and quote supporting source passages.\\n\\n\"+text}]\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \\\n  -H \"x-api-key: $AILOOT_API_KEY\" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(\"result.json\").read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n",
            "label": "Use actual text material",
            "language": "bash"
          },
          {
            "code": "import anthropic\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient = anthropic.Anthropic(base_url=\"https://api.ailoot.ai\", api_key=os.environ[\"AILOOT_API_KEY\"], max_retries=0)\nmsg = client.messages.create(\n    model=\"deepseek-v4-flash-0731\",\n    max_tokens=1024,\n    messages=[{\"role\": \"user\", \"content\": \"Explain the difference between an observation and a hypothesis in three sentences.\"}],\n)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(msg.to_dict(mode=\"json\"))\n",
            "label": "Python · retained SDK call",
            "language": "python"
          },
          {
            "SDK_retry_proof": {
              "field": "maxRetries",
              "scope": "normalclient options; no provider/account/proxy switches",
              "source_urls": [
                "https://raw.githubusercontent.com/openai/openai-node/master/src/client.ts",
                "https://raw.githubusercontent.com/anthropics/anthropic-sdk-typescript/main/src/client.ts"
              ],
              "value": 0
            },
            "code": "import Anthropic from \"@anthropic-ai/sdk\";\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(\"Set AILOOT_API_KEY before making a request\");\nconst client = new Anthropic({ baseURL: \"https://api.ailoot.ai\", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst msg = await client.messages.create({\n  model: \"deepseek-v4-flash-0731\",\n  max_tokens: 1024,\n  messages: [{ role: \"user\", content: \"Explain the difference between an observation and a hypothesis in three sentences.\" }],\n});\nimport { writeFileSync } from \"node:fs\";\n\nfunction saveResult(data, stem = \"result\") {\n  writeFileSync(stem + \".json\", JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) => {\n    const raw = Buffer.from(encoded, \"base64\");\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? \"png\" : raw[0]===255 && raw[1]===216 ? \"jpg\" : raw.subarray(0,4).toString()===\"RIFF\" && raw.subarray(8,12).toString()===\"WEBP\" ? \"webp\" : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(\"Saved\", file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(\"Content\", i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(\"Choice\", choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(\"Output\", i, JSON.stringify(item));\n    if (item.type === \"image_generation_call\" && item.result) saveBlob(item.result, item.output_format || \"bin\", `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(\"Candidate/part\", ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"})[mime] || \"bin\";\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(msg);\n",
            "label": "Node.js · retained SDK call",
            "language": "js"
          },
          {
            "code": "import anthropic,os\nfrom pathlib import Path\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=anthropic.Anthropic(base_url=\"https://api.ailoot.ai\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nwith client.messages.stream(model='deepseek-v4-flash-0731',max_tokens=1024,messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_message()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python streaming · complete final message",
            "language": "python"
          }
        ],
        "family": "anthropic",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "messages",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 0.44,
        "input": [
          "text"
        ],
        "label": "Anthropic Messages",
        "max_out": 393216,
        "max_tool_calls": null,
        "out": 1.32,
        "output": [
          "text"
        ],
        "path": "/v1/messages",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 1.32,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.044,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              },
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write",
                "label": "Cache write",
                "side": "in"
              },
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_5m",
                "label": "Cache write 5m",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "deepseek-v4-flash-0731",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [],
        "tool_prices": null,
        "unit": "token",
        "units": []
      }
    },
    {
      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">DS</span><h2 id=\"sheet-title\">DeepSeek: DeepSeek V4 Flash 0731</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"Stäng\">×</button></div><div class=\"idline\"><span>DeepSeek /</span><code>deepseek-v4-flash-0731</code><button type=\"button\" id=\"copy-id\">Kopiera ID</button></div><nav class=\"card-jump-nav\" aria-label=\"Modellkortets avsnitt\"><button type=\"button\" data-card-jump=\"overview\">Start</button><button type=\"button\" data-card-jump=\"methods\">Indata &amp; metoder</button><button type=\"button\" data-card-jump=\"pricing\">Priser</button><button type=\"button\" data-card-jump=\"examples\">Exempel</button><button type=\"button\" data-card-jump=\"results\">Resultat</button><button type=\"button\" data-card-jump=\"aliases\">Alias</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"API-metoder\"><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-0\" data-card-method=\"Core|chat|/v1/chat/completions|deepseek-v4-flash-0731\">Chat</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-1\" data-card-method=\"Core|messages|/v1/messages|deepseek-v4-flash-0731\">Messages</button><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-2\" data-card-method=\"Core|responses|/v1/responses|deepseek-v4-flash-0731\">Responses</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-3\" data-card-method=\"Ultra|chat|/v1/chat/completions|deepseek%2Fdeepseek-v4-flash-0731\">Chat · Ultra</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-4\" data-card-method=\"Ultra|messages|/v1/messages|deepseek%2Fdeepseek-v4-flash-0731\">Messages · Ultra</button></div><div id=\"card-method-content\" role=\"tabpanel\" aria-labelledby=\"card-method-tab-2\"><section class=\"card-section\" data-card-section=\"overview\"><h3 tabindex=\"-1\">Start</h3><p class=\"mdesc-full\">DeepSeek V4 Flash 0731 är den officiella Flash-utgåvan för text, kodning och agentarbetsflöden. Den erbjuder lägen för direktchatt och tänkande, strukturerade utdata för verktygsanrop och en modellkontext på en miljon token; den daterade utgåvan innehåller DSpark-modulen för spekulativ avkodning.</p><dl class=\"card-io\" data-card-io><div><dt>Godkända indata</dt><dd>Text</dd></div><div><dt>Resultat</dt><dd>Text</dd></div></dl><details class=\"card-about\"><summary>Om modellen</summary><p class=\"note-s\" data-model-method-boundary>Den här beskrivningen omfattar modellens förmågor. Tillgängliga indata, utdata och alternativ i Ailoot anges nedan för den valda metoden.</p><div class=\"mabout\" id=\"m-about\"><p>DeepSeek V4 Flash 0731 är den officiella utgåvan av Flash-grenen och ersätter dess förhandsversion. Dess praktiska fokus omfattar kodning och agentarbete: att tolka ett tillhandahållet kodförråd, föreslå en ändring, använda verktygsobservationer och returnera ett resultat som anroparen kan granska. Behåll utgåvan 0731 tillsammans med ett sparat resultat när du jämför det med Flash Preview, Pro 0813 eller V4.1 Flash.</p><h4>Börja med materialet och resultatet</h4><p>Ange den verkliga uppgiften, relevanta filer eller dokumentavsnitt, begränsningarna och det förväntade resultatet. För en ändring i ett kodförråd inkluderar du den berörda koden, det observerade beteendet och kommandot eller förfrågan som återskapar problemet. Ange om leveransen är en förklaring, en föreslagen patch, en lista med iakttagelser eller en strukturerad plan.</p><p>En användbar felsökningsbeskrivning är: ”Använd den tillhandahållna rutthanteraren, valideringsschemat och den felande förfrågan. Förklara var indata avviker från schemat, föreslå minsta möjliga ändring och identifiera den befintliga kontroll som skulle skilja ut ett korrigerat resultat.” För en dokumentuppgift namnger du de tillhandahållna avsnitten och ber om en tabell med krav, belägg och olösta frågor. Detta är illustrativa uppgiftsbeskrivningar; inkludera det verkliga källmaterialet med förfrågan.</p><h4>Välj direkt chatt eller thinking</h4><p>Tillverkarens format stöder direkt chatt och thinking. Direkt chatt returnerar svarsinnehållet direkt. Thinking skiljer modellens resonemangsfält från dess slutliga svar. I thinking-läget är de dokumenterade nivåerna low, high och max, med low som standard. Denna utgåva använder dessa namngivna nivåer i stället för V4.1 Flashs heltalsskala för resonemangsnivå.</p><p>Välj läge utifrån arbetet. En kort formulering kan ange fakta som ska behållas och tonen i ersättningstexten. En komplicerad uppgift i ett kodförråd kan definiera undersökningsstegen, det relevanta underlaget och en kompakt slutrapport. Håll det önskade slutresultatet tydligt även vid högre thinking-nivå, exempelvis en föreslagen diff med en kort förklaring och de kommandon som behövs för att granska den.</p><h4>Anslut verktyg genom ett applikationsflöde</h4><p>Det ursprungliga formatet stöder meddelanden över flera turer och verktygsdefinitioner med namngivna parametrar och scheman. Modellen kan returnera ett begärt verktygsanrop; applikationen utför operationen och skickar tillbaka den resulterande observationen i nästa tur. Håll verktygsresultat kopplade till motsvarande anrop och bevara ordningen när flera observationer returneras.</p><p>För ett flöde som granskar filer exponerar du den verkliga filläsningsoperationen, beskriver dess indatasökväg och returnerar det observerade innehållet. Be modellen grunda nästa förslag i det innehållet. För ett dataflöde tillhandahåller du frågeoperationen och returnerar de verkliga posterna; be om en beräkning eller sammanfattning utifrån dessa poster. Ett returnerat anrop och en utförd operation är separata steg på vägen till det begärda resultatet.</p><p>Tillverkarens kodare bevarar resonemangskontexten genom verktygskonversationer. I vanlig chatt tar den normalt bort resonemang från tidigare turer före det senaste användarmeddelandet. Använd de dokumenterade meddelandefälten och konversationshanteringen när du bevarar ett flerstegsflöde. Referenstolken förväntar sig korrekt formaterade utdata, så kontrollera ett tolkat anrops namn och parametrar innan det körs och behåll ett ogiltigt resultat för granskning.</p><h4>Budgetera konversationen och svaret</h4><p>Den daterade modellkonfigurationen anger 1,048,576 sekvenspositioner. Inkludera tillhandahållet material, konversationshistorik, verktygsdefinitioner, returnerade observationer och genererat svar när du förbereder en sekvens. Ge modellen ett användbart svarsmål, såsom en liten patch, en beläggstabell eller en numrerad plan, i stället för att fylla tillgängligt utrymme med ovidkommande filer.</p><p>Tillverkarens lokala recept rekommenderar temperature 1.0, med top_p 0.95 för agentarbete och 1.0 annars. För thinking-nivåerna high och max rekommenderas en maximal utdatalängd på 384K token. Detta är publicerade receptinställningar och en rekommendation för genereringsbudgeten; sekvensbudgeten måste fortfarande rymma resten av förfrågan.</p><h4>Håll utgåvan och arkitekturen åtskilda</h4><p>Utgåvan 0731 använder Flash DSpark-strukturen, inklusive en ansluten modul för spekulativ avkodning. Den underliggande Flash-stommen är en expertblandningsmodell som beskrivs med 284 miljarder parametrar totalt och 13 miljarder aktiverade per token. Håll dessa stomtal skilda från eventuella ytterligare modulvikter. Den exakta daterade konfigurationen har 43 lager, 256 dirigerade experter, en delad expert och sex valda experter per token.</p><p>Den användbara utdatan är fortfarande det svar, kodförslag, strukturerade fynd eller nästa arbetssteg som anroparen har begärt. Granska en kodändring mot de tillhandahållna filerna och det observerade felet. Granska en dokumentslutsats mot det citerade avsnittet eller den returnerade posten. Spara modellutgåvan, uppgiftsbeskrivningen och relevanta observationer med resultatet så att en senare jämförelse använder samma problem och underlag.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Tillgängligt i Ailoot · indata &amp; metoder</h3><details class=\"card-method\" open><summary><b>Ailoot · OpenAI Responses</b> <code>POST /v1/responses</code></summary><dl class=\"method-capabilities\"><div><dt>Indatatyper</dt><dd><code>text</code></dd></div><div><dt>Utdatatyper</dt><dd><code>text</code></dd></div><div><dt>Kontext</dt><dd>1 000 000 tokens</dd></div><div><dt>Maximala utdata</dt><dd>393 216 tokens</dd></div><div><dt>Utdataformat</dt><dd>json eller SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>Fält</th><th>Typ</th><th>Krav</th><th>Värden &amp; gränser</th><th>Standard</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>deepseek-v4-flash-0731</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">input</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|input_item[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">instructions</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">input[].type</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>message, reasoning, function_call, function_call_output</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">input[].content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|content_part[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">input[].call_id</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Gäller när: function_call_output; behåll det faktiska returnerade call_id</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">input[].output</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|content_part[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Gäller när: function_call_output</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">max_output_tokens</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>integer</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Minimum: 1</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"known\"><span class=\"card-cell-label\">Standard</span>false</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">temperature</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>number</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">top_p</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>number</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>tool[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tool_choice</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">parallel_tool_calls</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">reasoning.effort</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">reasoning.summary</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">text.format</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">text.verbosity</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">include</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">store</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">previous_response_id</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>ID-krav: Endast ett faktiskt svars-ID från en fortsättning som stöds</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">service_tier</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">prompt_cache_key</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">prompt_cache_options</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>Kombinationer av indatamaterial</summary><p class=\"note-s\"><b>Text</b> · UTF8-text</p><p class=\"note-s\"><code>indatatext eller en input_text-del</code></p></details><details class=\"note-s\" data-method-contract><summary>Metodparametrar och livscykel</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>Parameter</th><th>Avtal</th></tr></thead><tbody><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>material_types</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>text</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>required</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>model, input</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>optional_controls</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>null</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>content_type</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>application/json</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>text_file_material</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>faktiskt UTF-8-innehåll infogat som text; fil-ID:n/URLs kräver separat, exakt definierat stöd</td></tr></tbody></table></div><p>Livscykel: <code>exact retained published method</code></p><p class=\"note-s\">Metodernas strukturer och ID:n är exakta; leverantörens funktioner är åtskilda från att begäran tillåts.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">Priser</h3><h4>Priser för Ailoot-metoder</h4><section class=\"meth\" data-route=\"Core\"><header><b><span class=\"alias\">Ailoot</span> OpenAI Responses</b><code>POST /v1/responses</code></header><dl><div><dt>Indata</dt><dd>0,00044 US$ <em>/ 1K</em></dd></div><div><dt>Utdata</dt><dd>0,00132 US$ <em>/ 1K</em></dd></div><div><dt>Cacheläsning</dt><dd>0,000044 US$ <em>/ 1K</em></dd></div><div><dt>Skrivning till cache</dt><dd>0,00044 US$ <em>/ 1K</em></dd></div><div><dt>Skrivning till cache, 5 min</dt><dd>0,00044 US$ <em>/ 1K tokens</em></dd></div></dl></section><p class=\"note-s\">Ailoot reserverar ett uppskattat belopp före en begäran. Efter resultatet slutregleras avgiften utifrån uppmätt förbrukning. Slutreglering för strömning använder den slutliga förbrukningsposten. <a href=\"/docs/sv/billing/reserve/\">Så fungerar reservation och slutreglering →</a></p><div data-model-tariff-reference><h4>Detaljer om referenstariffen</h4><p class=\"note-s\">Referensprislistor på modellnivå ändrar inte metodval, prisuppgifter eller avgifter. Aktiva avgifter använder priserna för den valda Ailoot-metoden.</p><details class=\"card-price-reference\" data-profile-scope=\"model_reference\" data-client-selectable=\"false\"><summary>Modellens referensprislistor</summary><h4>Priser efter konfiguration</h4><p class=\"note-s\">Matcha varje avgift mot de visade villkoren. Använd ett pris för varje uppsättning alternativa konfigurationer.</p><div class=\"tw\" data-pricing-profiles><table><thead><tr><th>Konfiguration</th><th>Prislista</th><th>Kontexttoken, fler än</th><th>Kontexttoken, upp till och med</th><th>Avgift</th></tr></thead><tbody><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>OpenAI Chat · Grundpriser för token</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>Grundpris</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>—</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>OpenAI Chat · Nivå 1 baserad på begärans längd</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>—</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>0</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Anthropic Messages · Grundpriser för token</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>Grundpris</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>—</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Anthropic Messages · Nivå 1 baserad på begärans längd</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>—</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>0</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr></tbody></table></div></details></div></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">Exempelbegäranden</h3><h4>Ailoot · OpenAI Responses</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Kodvarianter\"><button class=\"cg-tab\" id=\"model-code-210-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-210-panel-0\" aria-selected=\"true\" tabindex=\"0\">Textexempel</button><button class=\"cg-tab\" id=\"model-code-210-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-210-panel-1\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-210-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-210-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Node.js SDK</button><button class=\"cg-tab\" id=\"model-code-210-tab-3\" role=\"tab\" type=\"button\" aria-controls=\"model-code-210-panel-3\" aria-selected=\"false\" tabindex=\"-1\">Python-strömning</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Kopiera kod\"><svg class=\"cp\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><rect x=\"5.25\" y=\"5.25\" width=\"8.5\" height=\"8.5\" rx=\"1.75\"/><path d=\"M10.75 5.25V3.5a1.25 1.25 0 0 0-1.25-1.25H3.5A1.25 1.25 0 0 0 2.25 3.5v6a1.25 1.25 0 0 0 1.25 1.25h1.75\"/></svg><svg class=\"ok\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><path d=\"m3 8.5 3.25 3.25L13 5\"/></svg></button></div></div><div class=\"cg-body\"><div class=\"cg-pane\" id=\"model-code-210-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-210-tab-0\"><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\n: &quot;${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}&quot;\nexport AILOOT_TEXT_FILE\npython3 - &lt;&lt;&#39;PY_REQUEST&#39;\nimport json,os\nfrom pathlib import Path\np=json.loads(&#39;{&quot;model&quot;: &quot;deepseek-v4-flash-0731&quot;, &quot;input&quot;: &quot;&quot;}&#39;)\nf=Path(os.environ[&quot;AILOOT_TEXT_FILE&quot;])\nif not f.is_file():raise SystemExit(&quot;Choose your actual UTF-8 source material&quot;)\ntext=f.read_text(encoding=&quot;utf-8&quot;)\nif not text.strip():raise SystemExit(&quot;Source material must contain text&quot;)\np[&quot;input&quot;]=&quot;Summarize this material and quote supporting source passages.\\n\\n&quot;+text\nPath(&quot;request.json&quot;).write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/responses \\\n  -H &quot;Authorization: Bearer $AILOOT_API_KEY&quot; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nsave_result(json.loads(Path(&quot;result.json&quot;).read_text(encoding=&quot;utf-8&quot;)))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-210-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-210-tab-1\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient = OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;, api_key=os.environ[&quot;AILOOT_API_KEY&quot;], max_retries=0)\nresp = client.responses.create(model=&quot;deepseek-v4-flash-0731&quot;, input=&quot;Explain the difference between an observation and a hypothesis in three sentences.&quot;)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nsave_result(resp.to_dict(mode=&quot;json&quot;))\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-210-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-210-tab-2\" hidden><pre data-lang=\"js\"><code>import OpenAI from &quot;openai&quot;;\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(&quot;Set AILOOT_API_KEY before making a request&quot;);\nconst client = new OpenAI({ baseURL: &quot;https://api.ailoot.ai/v1&quot;, apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst resp = await client.responses.create({ model: &quot;deepseek-v4-flash-0731&quot;, input: &quot;Explain the difference between an observation and a hypothesis in three sentences.&quot; });\nimport { writeFileSync } from &quot;node:fs&quot;;\n\nfunction saveResult(data, stem = &quot;result&quot;) {\n  writeFileSync(stem + &quot;.json&quot;, JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) =&gt; {\n    const raw = Buffer.from(encoded, &quot;base64&quot;);\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? &quot;png&quot; : raw[0]===255 &amp;&amp; raw[1]===216 ? &quot;jpg&quot; : raw.subarray(0,4).toString()===&quot;RIFF&quot; &amp;&amp; raw.subarray(8,12).toString()===&quot;WEBP&quot; ? &quot;webp&quot; : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(&quot;Saved&quot;, file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(&quot;Content&quot;, i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(&quot;Choice&quot;, choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(&quot;Output&quot;, i, JSON.stringify(item));\n    if (item.type === &quot;image_generation_call&quot; &amp;&amp; item.result) saveBlob(item.result, item.output_format || &quot;bin&quot;, `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(&quot;Candidate/part&quot;, ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;})[mime] || &quot;bin&quot;;\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(resp);\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-210-panel-3\" role=\"tabpanel\" aria-labelledby=\"model-code-210-tab-3\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\nfrom pathlib import Path\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient=OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;,api_key=os.environ[&quot;AILOOT_API_KEY&quot;],max_retries=0)\nwith client.responses.stream(model=&quot;deepseek-v4-flash-0731&quot;, input=&quot;Explain the difference between an observation and a hypothesis in three sentences.&quot;) as stream:\n    with Path(&quot;stream-events.jsonl&quot;).open(&quot;w&quot;,encoding=&quot;utf-8&quot;) as log:\n        for event in stream:\n            payload=event.to_dict(mode=&quot;json&quot;)\n            log.write(json.dumps(payload,ensure_ascii=False)+&quot;\\n&quot;); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_response()\n    save_result(final.to_dict(mode=&quot;json&quot;),&quot;stream-result&quot;)\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">Ta emot och spara resultat</h3><h4>Ailoot · OpenAI Responses</h4><p class=\"note-s\">json eller SSE</p><div class=\"card-result-process\" data-all-results><h5>Behåll alla färdiga resultat</h5><p class=\"note-s\">Behåll varje fullständigt returnerat svar, fil och innehållsdel.</p><p class=\"note-s\">Behåll varje utdatapost och innehållsdel, det faktiska call_id för funktionen, krypterat resonemang och användningsuppgifter. Bevara vid strömning den fullständiga identiteten för händelsen/posten.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>Om det ursprungliga svaret behöver kontrolleras</h5><p class=\"note-s\">Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls.</p></div><details class=\"card-about\" data-output-fields><summary>Svarsfält</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>Fält</th><th>Typ</th></tr></thead><tbody><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">id</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">status</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">output[]</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>message|reasoning|function_call|other item</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">output[].content[]</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>content part</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>Fel och nästa steg</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>Svar</th><th>Villkor</th><th>Nästa steg</th></tr></thead><tbody><tr><th data-cell-label=\"Svar\" scope=\"row\"><span class=\"card-cell-label\">Svar</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"Villkor\"><span class=\"card-cell-label\">Villkor</span>Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde</td><td data-cell-label=\"Nästa steg\"><span class=\"card-cell-label\">Nästa steg</span>Korrigera de angivna fälten före en ny begäran om att skapa.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">Alias</h3><h4>Modellalias</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=responses\"><code>deepseek-v4-flash-0731</code></a></span><br><span data-model-alias-route=\"Ultra\"><b>Ailoot Ultra</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest\"><code>~deepseek/deepseek-v4-flash-latest</code></a></span></p><h4>Alias för metodsökvägar</h4><p class=\"note-s\">Använd metodsökvägarna som visas ovan.</p><h4>Relaterade anropar-ID:n</h4><p class=\"note-s\"><a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest\"><code>~deepseek/deepseek-v4-flash-latest</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=responses\"><code>deepseek-v4-flash-0731</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "deepseek-v4-flash-0731",
        "fmt": "responses",
        "http": "POST",
        "path": "/v1/responses",
        "request_model_id": "deepseek-v4-flash-0731",
        "route_label": "Core"
      },
      "method_key": "Core|responses|/v1/responses|deepseek-v4-flash-0731",
      "ordinal": 1,
      "rawMethod": {
        "cache_read": 0.044,
        "cache_write": 0.44,
        "cache_write_1h": null,
        "cache_write_5m": 0.44,
        "conditional_meter": null,
        "contract": {
          "data": {
            "all_results": "Keep every output item and content part, actual function call_id, encrypted reasoning and usage. In streaming retain complete event/item identity.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/responses"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "indatatext eller en input_text-del",
                "required_material": "UTF8-text"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Behåll varje utdatapost och innehållsdel, det faktiska call_id för funktionen, krypterat resonemang och användningsuppgifter. Bevara vid strömning den fullständiga identiteten för händelsen/posten.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "status",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "output[]",
                  "type": "message|reasoning|function_call|other item"
                },
                {
                  "description": null,
                  "name": "output[].content[]",
                  "type": "content part"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "deepseek-v4-flash-0731"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input",
                "required": true,
                "type": "string|input_item[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "message",
                  "reasoning",
                  "function_call",
                  "function_call_output"
                ],
                "enum_known": true,
                "name": "input[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input[].content",
                "required": false,
                "type": "string|content_part[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input[].call_id",
                "required": false,
                "type": "string",
                "when": "function_call_output; behåll det faktiska returnerade call_id"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input[].output",
                "required": false,
                "type": "string|content_part[]",
                "when": "function_call_output"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_output_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning.effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning.summary",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "text.format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "text.verbosity",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "include",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "store",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "identity_rule": "Endast ett faktiskt svars-ID från en fortsättning som stöds",
                "name": "previous_response_id",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_key",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": []
          },
          "hints": [
            "Metodernas strukturer och ID:n är exakta; leverantörens funktioner är åtskilda från att begäran tillåts."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "input"
            ],
            "text_file_material": "faktiskt UTF-8-innehåll infogat som text; fil-ID:n/URLs kräver separat, exakt definierat stöd"
          },
          "lifecycle": {
            "mode": "exact retained published method"
          },
          "method": {
            "http": "POST",
            "path": "/v1/responses"
          },
          "operation_modes": [
            "responses"
          ],
          "output": {
            "family": [
              "text"
            ],
            "format": "JSON or supported SSE",
            "multioutputs": "retain every actual response output"
          }
        },
        "ctx": 1000000,
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}\"\nexport AILOOT_TEXT_FILE\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"deepseek-v4-flash-0731\", \"input\": \"\"}')\nf=Path(os.environ[\"AILOOT_TEXT_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose your actual UTF-8 source material\")\ntext=f.read_text(encoding=\"utf-8\")\nif not text.strip():raise SystemExit(\"Source material must contain text\")\np[\"input\"]=\"Summarize this material and quote supporting source passages.\\n\\n\"+text\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/responses \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(json.loads(Path(\"result.json\").read_text(encoding=\"utf-8\")))\nPY_RESULT\n",
            "label": "Use actual text material",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient = OpenAI(base_url=\"https://api.ailoot.ai/v1\", api_key=os.environ[\"AILOOT_API_KEY\"], max_retries=0)\nresp = client.responses.create(model=\"deepseek-v4-flash-0731\", input=\"Explain the difference between an observation and a hypothesis in three sentences.\")\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(resp.to_dict(mode=\"json\"))\n",
            "label": "Python · retained SDK call",
            "language": "python"
          },
          {
            "SDK_retry_proof": {
              "field": "maxRetries",
              "scope": "normalclient options; no provider/account/proxy switches",
              "source_urls": [
                "https://raw.githubusercontent.com/openai/openai-node/master/src/client.ts",
                "https://raw.githubusercontent.com/anthropics/anthropic-sdk-typescript/main/src/client.ts"
              ],
              "value": 0
            },
            "code": "import OpenAI from \"openai\";\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(\"Set AILOOT_API_KEY before making a request\");\nconst client = new OpenAI({ baseURL: \"https://api.ailoot.ai/v1\", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst resp = await client.responses.create({ model: \"deepseek-v4-flash-0731\", input: \"Explain the difference between an observation and a hypothesis in three sentences.\" });\nimport { writeFileSync } from \"node:fs\";\n\nfunction saveResult(data, stem = \"result\") {\n  writeFileSync(stem + \".json\", JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) => {\n    const raw = Buffer.from(encoded, \"base64\");\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? \"png\" : raw[0]===255 && raw[1]===216 ? \"jpg\" : raw.subarray(0,4).toString()===\"RIFF\" && raw.subarray(8,12).toString()===\"WEBP\" ? \"webp\" : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(\"Saved\", file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(\"Content\", i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(\"Choice\", choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(\"Output\", i, JSON.stringify(item));\n    if (item.type === \"image_generation_call\" && item.result) saveBlob(item.result, item.output_format || \"bin\", `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(\"Candidate/part\", ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"})[mime] || \"bin\";\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(resp);\n",
            "label": "Node.js · retained SDK call",
            "language": "js"
          },
          {
            "Source_stream_contract": "typed parameters.stream=boolean/source_interface/defaultfalse; outputs.format=json or SSE",
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nwith client.responses.stream(model=\"deepseek-v4-flash-0731\", input=\"Explain the difference between an observation and a hypothesis in three sentences.\") as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_response()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "creation_argument_parity": "same model/input as existing normal SDK call; SDK sets stream=true",
            "label": "Python streaming · complete Responses result",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "responses",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 0.44,
        "input": [
          "text"
        ],
        "label": "OpenAI Responses",
        "max_out": 393216,
        "max_tool_calls": null,
        "out": 1.32,
        "output": [
          "text"
        ],
        "path": "/v1/responses",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 1.32,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.044,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              },
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write",
                "label": "Cache write",
                "side": "in"
              },
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_5m",
                "label": "Cache write 5m",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "deepseek-v4-flash-0731",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [],
        "tool_prices": null,
        "unit": "token",
        "units": []
      }
    },
    {
      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">DS</span><h2 id=\"sheet-title\">DeepSeek: DeepSeek V4 Flash 0731</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"Stäng\">×</button></div><div class=\"idline\"><span>DeepSeek /</span><code>deepseek-v4-flash-0731</code><button type=\"button\" id=\"copy-id\">Kopiera ID</button></div><nav class=\"card-jump-nav\" aria-label=\"Modellkortets avsnitt\"><button type=\"button\" data-card-jump=\"overview\">Start</button><button type=\"button\" data-card-jump=\"methods\">Indata &amp; metoder</button><button type=\"button\" data-card-jump=\"pricing\">Priser</button><button type=\"button\" data-card-jump=\"examples\">Exempel</button><button type=\"button\" data-card-jump=\"results\">Resultat</button><button type=\"button\" data-card-jump=\"aliases\">Alias</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"API-metoder\"><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-0\" data-card-method=\"Core|chat|/v1/chat/completions|deepseek-v4-flash-0731\">Chat</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-1\" data-card-method=\"Core|messages|/v1/messages|deepseek-v4-flash-0731\">Messages</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-2\" data-card-method=\"Core|responses|/v1/responses|deepseek-v4-flash-0731\">Responses</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-3\" data-card-method=\"Ultra|chat|/v1/chat/completions|deepseek%2Fdeepseek-v4-flash-0731\">Chat · Ultra</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-4\" data-card-method=\"Ultra|messages|/v1/messages|deepseek%2Fdeepseek-v4-flash-0731\">Messages · Ultra</button></div><div id=\"card-method-content\" role=\"tabpanel\" aria-labelledby=\"card-method-tab-0\"><section class=\"card-section\" data-card-section=\"overview\"><h3 tabindex=\"-1\">Start</h3><p class=\"mdesc-full\">DeepSeek V4 Flash 0731 är den officiella Flash-utgåvan för text, kodning och agentarbetsflöden. Den erbjuder lägen för direktchatt och tänkande, strukturerade utdata för verktygsanrop och en modellkontext på en miljon token; den daterade utgåvan innehåller DSpark-modulen för spekulativ avkodning.</p><dl class=\"card-io\" data-card-io><div><dt>Godkända indata</dt><dd>Text</dd></div><div><dt>Resultat</dt><dd>Text</dd></div></dl><details class=\"card-about\"><summary>Om modellen</summary><p class=\"note-s\" data-model-method-boundary>Den här beskrivningen omfattar modellens förmågor. Tillgängliga indata, utdata och alternativ i Ailoot anges nedan för den valda metoden.</p><div class=\"mabout\" id=\"m-about\"><p>DeepSeek V4 Flash 0731 är den officiella utgåvan av Flash-grenen och ersätter dess förhandsversion. Dess praktiska fokus omfattar kodning och agentarbete: att tolka ett tillhandahållet kodförråd, föreslå en ändring, använda verktygsobservationer och returnera ett resultat som anroparen kan granska. Behåll utgåvan 0731 tillsammans med ett sparat resultat när du jämför det med Flash Preview, Pro 0813 eller V4.1 Flash.</p><h4>Börja med materialet och resultatet</h4><p>Ange den verkliga uppgiften, relevanta filer eller dokumentavsnitt, begränsningarna och det förväntade resultatet. För en ändring i ett kodförråd inkluderar du den berörda koden, det observerade beteendet och kommandot eller förfrågan som återskapar problemet. Ange om leveransen är en förklaring, en föreslagen patch, en lista med iakttagelser eller en strukturerad plan.</p><p>En användbar felsökningsbeskrivning är: ”Använd den tillhandahållna rutthanteraren, valideringsschemat och den felande förfrågan. Förklara var indata avviker från schemat, föreslå minsta möjliga ändring och identifiera den befintliga kontroll som skulle skilja ut ett korrigerat resultat.” För en dokumentuppgift namnger du de tillhandahållna avsnitten och ber om en tabell med krav, belägg och olösta frågor. Detta är illustrativa uppgiftsbeskrivningar; inkludera det verkliga källmaterialet med förfrågan.</p><h4>Välj direkt chatt eller thinking</h4><p>Tillverkarens format stöder direkt chatt och thinking. Direkt chatt returnerar svarsinnehållet direkt. Thinking skiljer modellens resonemangsfält från dess slutliga svar. I thinking-läget är de dokumenterade nivåerna low, high och max, med low som standard. Denna utgåva använder dessa namngivna nivåer i stället för V4.1 Flashs heltalsskala för resonemangsnivå.</p><p>Välj läge utifrån arbetet. En kort formulering kan ange fakta som ska behållas och tonen i ersättningstexten. En komplicerad uppgift i ett kodförråd kan definiera undersökningsstegen, det relevanta underlaget och en kompakt slutrapport. Håll det önskade slutresultatet tydligt även vid högre thinking-nivå, exempelvis en föreslagen diff med en kort förklaring och de kommandon som behövs för att granska den.</p><h4>Anslut verktyg genom ett applikationsflöde</h4><p>Det ursprungliga formatet stöder meddelanden över flera turer och verktygsdefinitioner med namngivna parametrar och scheman. Modellen kan returnera ett begärt verktygsanrop; applikationen utför operationen och skickar tillbaka den resulterande observationen i nästa tur. Håll verktygsresultat kopplade till motsvarande anrop och bevara ordningen när flera observationer returneras.</p><p>För ett flöde som granskar filer exponerar du den verkliga filläsningsoperationen, beskriver dess indatasökväg och returnerar det observerade innehållet. Be modellen grunda nästa förslag i det innehållet. För ett dataflöde tillhandahåller du frågeoperationen och returnerar de verkliga posterna; be om en beräkning eller sammanfattning utifrån dessa poster. Ett returnerat anrop och en utförd operation är separata steg på vägen till det begärda resultatet.</p><p>Tillverkarens kodare bevarar resonemangskontexten genom verktygskonversationer. I vanlig chatt tar den normalt bort resonemang från tidigare turer före det senaste användarmeddelandet. Använd de dokumenterade meddelandefälten och konversationshanteringen när du bevarar ett flerstegsflöde. Referenstolken förväntar sig korrekt formaterade utdata, så kontrollera ett tolkat anrops namn och parametrar innan det körs och behåll ett ogiltigt resultat för granskning.</p><h4>Budgetera konversationen och svaret</h4><p>Den daterade modellkonfigurationen anger 1,048,576 sekvenspositioner. Inkludera tillhandahållet material, konversationshistorik, verktygsdefinitioner, returnerade observationer och genererat svar när du förbereder en sekvens. Ge modellen ett användbart svarsmål, såsom en liten patch, en beläggstabell eller en numrerad plan, i stället för att fylla tillgängligt utrymme med ovidkommande filer.</p><p>Tillverkarens lokala recept rekommenderar temperature 1.0, med top_p 0.95 för agentarbete och 1.0 annars. För thinking-nivåerna high och max rekommenderas en maximal utdatalängd på 384K token. Detta är publicerade receptinställningar och en rekommendation för genereringsbudgeten; sekvensbudgeten måste fortfarande rymma resten av förfrågan.</p><h4>Håll utgåvan och arkitekturen åtskilda</h4><p>Utgåvan 0731 använder Flash DSpark-strukturen, inklusive en ansluten modul för spekulativ avkodning. Den underliggande Flash-stommen är en expertblandningsmodell som beskrivs med 284 miljarder parametrar totalt och 13 miljarder aktiverade per token. Håll dessa stomtal skilda från eventuella ytterligare modulvikter. Den exakta daterade konfigurationen har 43 lager, 256 dirigerade experter, en delad expert och sex valda experter per token.</p><p>Den användbara utdatan är fortfarande det svar, kodförslag, strukturerade fynd eller nästa arbetssteg som anroparen har begärt. Granska en kodändring mot de tillhandahållna filerna och det observerade felet. Granska en dokumentslutsats mot det citerade avsnittet eller den returnerade posten. Spara modellutgåvan, uppgiftsbeskrivningen och relevanta observationer med resultatet så att en senare jämförelse använder samma problem och underlag.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Tillgängligt i Ailoot · indata &amp; metoder</h3><details class=\"card-method\" open><summary><b>Ailoot · OpenAI Chat</b> <code>POST /v1/chat/completions</code></summary><dl class=\"method-capabilities\"><div><dt>Indatatyper</dt><dd><code>text</code></dd></div><div><dt>Utdatatyper</dt><dd><code>text</code></dd></div><div><dt>Kontext</dt><dd>1 000 000 tokens</dd></div><div><dt>Maximala utdata</dt><dd>393 216 tokens</dd></div><div><dt>Utdataformat</dt><dd>json eller SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>Fält</th><th>Typ</th><th>Krav</th><th>Värden &amp; gränser</th><th>Standard</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>deepseek-v4-flash-0731</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>message[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Minsta antal objekt: 1</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].role</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Exempel: system, user, assistant, tool, function</div><div>Villkor: Dessa roller representeras uttryckligen av källkodens kompatibilitetstyper; den exakta rolluppsättningen är fortfarande modellspecifik.</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|content_part[]|null</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].tool_calls</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>tool_call[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].tool_call_id</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Gäller när: role=tool; använd det faktiska returnerade ID:t</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].name</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].reasoning_content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Gäller när: Skicka tillbaka det faktiska returnerade resonemanget när modellen använder det</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].reasoning_details</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object|array</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">max_tokens</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>integer</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Minimum: 1</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">max_completion_tokens</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>integer</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Minimum: 1</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"known\"><span class=\"card-cell-label\">Standard</span>false</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stream_options.include_usage</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">temperature</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>number</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">top_p</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>number</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stop</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|string[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>function_tool[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].type</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].function.name</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Gäller när: verktyg av typen funktion har tillhandahållits</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].function.description</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].function.parameters</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>JSON_schema</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tool_choice</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">parallel_tool_calls</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">response_format</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">reasoning_effort</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">reasoning</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">service_tier</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_compatibility\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">instructions</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Kompatibilitetsfält</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">functions</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>function[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">function_call</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">prompt_cache_options</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>Kombinationer av indatamaterial</summary><p class=\"note-s\"><b>Text</b> · UTF8-text</p><p class=\"note-s\"><code>messages[].content</code></p></details><details class=\"note-s\" data-method-contract><summary>Metodparametrar och livscykel</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>Parameter</th><th>Avtal</th></tr></thead><tbody><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>material_types</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>text</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>required</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>model, messages</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>optional_controls</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>null</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>content_type</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>application/json</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>text_file_material</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>faktiskt UTF-8-innehåll infogat som text; fil-ID:n/URLs kräver separat, exakt definierat stöd</td></tr></tbody></table></div><p>Livscykel: <code>exact retained published method</code></p><p class=\"note-s\">Metodernas strukturer och ID:n är exakta; leverantörens funktioner är åtskilda från att begäran tillåts.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">Priser</h3><h4>Priser för Ailoot-metoder</h4><section class=\"meth\" data-route=\"Core\"><header><b><span class=\"alias\">Ailoot</span> OpenAI Chat</b><code>POST /v1/chat/completions</code></header><dl><div><dt>Indata</dt><dd>0,00044 US$ <em>/ 1K</em></dd></div><div><dt>Utdata</dt><dd>0,00132 US$ <em>/ 1K</em></dd></div><div><dt>Cacheläsning</dt><dd>0,000044 US$ <em>/ 1K</em></dd></div><div><dt>Skrivning till cache</dt><dd>0,00044 US$ <em>/ 1K</em></dd></div><div><dt>Skrivning till cache, 5 min</dt><dd>0,00044 US$ <em>/ 1K tokens</em></dd></div></dl></section><p class=\"note-s\">Ailoot reserverar ett uppskattat belopp före en begäran. Efter resultatet slutregleras avgiften utifrån uppmätt förbrukning. Slutreglering för strömning använder den slutliga förbrukningsposten. <a href=\"/docs/sv/billing/reserve/\">Så fungerar reservation och slutreglering →</a></p><div data-model-tariff-reference><h4>Detaljer om referenstariffen</h4><p class=\"note-s\">Referensprislistor på modellnivå ändrar inte metodval, prisuppgifter eller avgifter. Aktiva avgifter använder priserna för den valda Ailoot-metoden.</p><details class=\"card-price-reference\" data-profile-scope=\"model_reference\" data-client-selectable=\"false\"><summary>Modellens referensprislistor</summary><h4>Priser efter konfiguration</h4><p class=\"note-s\">Matcha varje avgift mot de visade villkoren. Använd ett pris för varje uppsättning alternativa konfigurationer.</p><div class=\"tw\" data-pricing-profiles><table><thead><tr><th>Konfiguration</th><th>Prislista</th><th>Kontexttoken, fler än</th><th>Kontexttoken, upp till och med</th><th>Avgift</th></tr></thead><tbody><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>OpenAI Chat · Grundpriser för token</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>Grundpris</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>—</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>OpenAI Chat · Nivå 1 baserad på begärans längd</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>—</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>0</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Anthropic Messages · Grundpriser för token</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>Grundpris</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>—</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Anthropic Messages · Nivå 1 baserad på begärans längd</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>—</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>0</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr></tbody></table></div></details></div></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">Exempelbegäranden</h3><h4>Ailoot · OpenAI Chat</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Kodvarianter\"><button class=\"cg-tab\" id=\"model-code-211-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-211-panel-0\" aria-selected=\"true\" tabindex=\"0\">Textexempel</button><button class=\"cg-tab\" id=\"model-code-211-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-211-panel-1\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-211-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-211-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Node.js SDK</button><button class=\"cg-tab\" id=\"model-code-211-tab-3\" role=\"tab\" type=\"button\" aria-controls=\"model-code-211-panel-3\" aria-selected=\"false\" tabindex=\"-1\">Python-strömning</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Kopiera kod\"><svg class=\"cp\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><rect x=\"5.25\" y=\"5.25\" width=\"8.5\" height=\"8.5\" rx=\"1.75\"/><path d=\"M10.75 5.25V3.5a1.25 1.25 0 0 0-1.25-1.25H3.5A1.25 1.25 0 0 0 2.25 3.5v6a1.25 1.25 0 0 0 1.25 1.25h1.75\"/></svg><svg class=\"ok\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><path d=\"m3 8.5 3.25 3.25L13 5\"/></svg></button></div></div><div class=\"cg-body\"><div class=\"cg-pane\" id=\"model-code-211-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-211-tab-0\"><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\n: &quot;${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}&quot;\nexport AILOOT_TEXT_FILE\npython3 - &lt;&lt;&#39;PY_REQUEST&#39;\nimport json,os\nfrom pathlib import Path\np=json.loads(&#39;{&quot;model&quot;: &quot;deepseek-v4-flash-0731&quot;, &quot;messages&quot;: []}&#39;)\nf=Path(os.environ[&quot;AILOOT_TEXT_FILE&quot;])\nif not f.is_file():raise SystemExit(&quot;Choose your actual UTF-8 source material&quot;)\ntext=f.read_text(encoding=&quot;utf-8&quot;)\nif not text.strip():raise SystemExit(&quot;Source material must contain text&quot;)\np[&quot;messages&quot;]=[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Summarize this material and quote supporting source passages.\\n\\n&quot;+text}]\nPath(&quot;request.json&quot;).write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H &quot;Authorization: Bearer $AILOOT_API_KEY&quot; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(&quot;result.json&quot;).read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-211-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-211-tab-1\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient = OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;, api_key=os.environ[&quot;AILOOT_API_KEY&quot;], max_retries=0)\nresp = client.chat.completions.create(\n    model=&quot;deepseek-v4-flash-0731&quot;,\n    messages=[{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: &quot;Explain the difference between an observation and a hypothesis in three sentences.&quot;}],\n)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nsave_result(resp.to_dict(mode=&quot;json&quot;))\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-211-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-211-tab-2\" hidden><pre data-lang=\"js\"><code>import OpenAI from &quot;openai&quot;;\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(&quot;Set AILOOT_API_KEY before making a request&quot;);\nconst client = new OpenAI({ baseURL: &quot;https://api.ailoot.ai/v1&quot;, apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst resp = await client.chat.completions.create({\n  model: &quot;deepseek-v4-flash-0731&quot;,\n  messages: [{ role: &quot;user&quot;, content: &quot;Explain the difference between an observation and a hypothesis in three sentences.&quot; }],\n});\nimport { writeFileSync } from &quot;node:fs&quot;;\n\nfunction saveResult(data, stem = &quot;result&quot;) {\n  writeFileSync(stem + &quot;.json&quot;, JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) =&gt; {\n    const raw = Buffer.from(encoded, &quot;base64&quot;);\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? &quot;png&quot; : raw[0]===255 &amp;&amp; raw[1]===216 ? &quot;jpg&quot; : raw.subarray(0,4).toString()===&quot;RIFF&quot; &amp;&amp; raw.subarray(8,12).toString()===&quot;WEBP&quot; ? &quot;webp&quot; : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(&quot;Saved&quot;, file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(&quot;Content&quot;, i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(&quot;Choice&quot;, choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(&quot;Output&quot;, i, JSON.stringify(item));\n    if (item.type === &quot;image_generation_call&quot; &amp;&amp; item.result) saveBlob(item.result, item.output_format || &quot;bin&quot;, `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(&quot;Candidate/part&quot;, ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;})[mime] || &quot;bin&quot;;\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(resp);\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-211-panel-3\" role=\"tabpanel\" aria-labelledby=\"model-code-211-tab-3\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient=OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;,api_key=os.environ[&quot;AILOOT_API_KEY&quot;],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nwith client.chat.completions.stream(model=&#39;deepseek-v4-flash-0731&#39;,messages=[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Explain observations and hypotheses in three sentences.&quot;}]) as stream:\n    with Path(&quot;stream-events.jsonl&quot;).open(&quot;w&quot;,encoding=&quot;utf-8&quot;) as log:\n        for event in stream:\n            payload=event.to_dict(mode=&quot;json&quot;)\n            log.write(json.dumps(payload,ensure_ascii=False)+&quot;\\n&quot;); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=&quot;json&quot;),&quot;stream-result&quot;)\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">Ta emot och spara resultat</h3><h4>Ailoot · OpenAI Chat</h4><p class=\"note-s\">json eller SSE</p><div class=\"card-result-process\" data-all-results><h5>Behåll alla färdiga resultat</h5><p class=\"note-s\">Behåll varje fullständigt returnerat svar, fil och innehållsdel.</p><p class=\"note-s\">Behåll varje svarsalternativ och dess innehåll/verktygsanrop/resonemang. Sätt i SSE samman deltauppdateringar efter svarsalternativets/verktygets index och behåll den slutliga avslutsorsaken och användningsuppgifterna.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>Om det ursprungliga svaret behöver kontrolleras</h5><p class=\"note-s\">Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls.</p></div><details class=\"card-about\" data-output-fields><summary>Svarsfält</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>Fält</th><th>Typ</th></tr></thead><tbody><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].index</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>integer</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].message.content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string|null</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].message.tool_calls</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>tool_call[]</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].message.reasoning_content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].message.reasoning_details</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>object|array</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].finish_reason</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string|null</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>Fel och nästa steg</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>Svar</th><th>Villkor</th><th>Nästa steg</th></tr></thead><tbody><tr><th data-cell-label=\"Svar\" scope=\"row\"><span class=\"card-cell-label\">Svar</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"Villkor\"><span class=\"card-cell-label\">Villkor</span>Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde</td><td data-cell-label=\"Nästa steg\"><span class=\"card-cell-label\">Nästa steg</span>Korrigera de angivna fälten före en ny begäran om att skapa.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">Alias</h3><h4>Modellalias</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=chat\"><code>deepseek-v4-flash-0731</code></a></span><br><span data-model-alias-route=\"Ultra\"><b>Ailoot Ultra</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731&amp;fmt=chat\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest&amp;fmt=chat\"><code>~deepseek/deepseek-v4-flash-latest</code></a></span></p><h4>Alias för metodsökvägar</h4><p class=\"note-s\">Använd metodsökvägarna som visas ovan.</p><h4>Relaterade anropar-ID:n</h4><p class=\"note-s\"><a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731&amp;fmt=chat\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest&amp;fmt=chat\"><code>~deepseek/deepseek-v4-flash-latest</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=chat\"><code>deepseek-v4-flash-0731</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "deepseek-v4-flash-0731",
        "fmt": "chat",
        "http": "POST",
        "path": "/v1/chat/completions",
        "request_model_id": "deepseek-v4-flash-0731",
        "route_label": "Core"
      },
      "method_key": "Core|chat|/v1/chat/completions|deepseek-v4-flash-0731",
      "ordinal": 2,
      "rawMethod": {
        "cache_read": 0.044,
        "cache_write": 0.44,
        "cache_write_1h": null,
        "cache_write_5m": 0.44,
        "conditional_meter": null,
        "contract": {
          "data": {
            "all_results": "Keep every choice and its content/tool calls/reasoning. In SSE assemble deltas by choice/tool index, retain the final finish reason and usage.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/chat/completions"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content",
                "required_material": "UTF8-text"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Behåll varje svarsalternativ och dess innehåll/verktygsanrop/resonemang. Sätt i SSE samman deltauppdateringar efter svarsalternativets/verktygets index och behåll den slutliga avslutsorsaken och användningsuppgifterna.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "choices[].index",
                  "type": "integer"
                },
                {
                  "description": null,
                  "name": "choices[].message.content",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "choices[].message.tool_calls",
                  "type": "tool_call[]"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_content",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_details",
                  "type": "object|array"
                },
                {
                  "description": null,
                  "name": "choices[].finish_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "deepseek-v4-flash-0731"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "model_dependent",
                "conditions": "Dessa roller representeras uttryckligen av källkodens kompatibilitetstyper; den exakta rolluppsättningen är fortfarande modellspecifik.",
                "default": null,
                "default_known": false,
                "enum": [
                  "system",
                  "user",
                  "assistant",
                  "tool",
                  "function"
                ],
                "enum_exhaustive": false,
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": false,
                "type": "string|content_part[]|null"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_calls",
                "required": false,
                "type": "tool_call[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_call_id",
                "required": false,
                "type": "string",
                "when": "role=tool; använd det faktiska returnerade ID:t"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].name",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_content",
                "required": false,
                "type": "string",
                "when": "Skicka tillbaka det faktiska returnerade resonemanget när modellen använder det"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_details",
                "required": false,
                "type": "object|array"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_completion_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stream_options.include_usage",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stop",
                "required": false,
                "type": "string|string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "function_tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.name",
                "required": true,
                "type": "string",
                "when": "verktyg av typen funktion har tillhandahållits"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.description",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.parameters",
                "required": false,
                "type": "JSON_schema"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "response_format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning_effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_compatibility",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "functions",
                "required": false,
                "type": "function[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "function_call",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": []
          },
          "hints": [
            "Metodernas strukturer och ID:n är exakta; leverantörens funktioner är åtskilda från att begäran tillåts."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "messages"
            ],
            "text_file_material": "faktiskt UTF-8-innehåll infogat som text; fil-ID:n/URLs kräver separat, exakt definierat stöd"
          },
          "lifecycle": {
            "mode": "exact retained published method"
          },
          "method": {
            "http": "POST",
            "path": "/v1/chat/completions"
          },
          "operation_modes": [
            "chat_completions"
          ],
          "output": {
            "family": [
              "text"
            ],
            "format": "JSON or supported SSE",
            "multioutputs": "retain every actual response output"
          }
        },
        "ctx": 1000000,
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}\"\nexport AILOOT_TEXT_FILE\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"deepseek-v4-flash-0731\", \"messages\": []}')\nf=Path(os.environ[\"AILOOT_TEXT_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose your actual UTF-8 source material\")\ntext=f.read_text(encoding=\"utf-8\")\nif not text.strip():raise SystemExit(\"Source material must contain text\")\np[\"messages\"]=[{\"role\":\"user\",\"content\":\"Summarize this material and quote supporting source passages.\\n\\n\"+text}]\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(\"result.json\").read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n",
            "label": "Use actual text material",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient = OpenAI(base_url=\"https://api.ailoot.ai/v1\", api_key=os.environ[\"AILOOT_API_KEY\"], max_retries=0)\nresp = client.chat.completions.create(\n    model=\"deepseek-v4-flash-0731\",\n    messages=[{\"role\": \"user\", \"content\": \"Explain the difference between an observation and a hypothesis in three sentences.\"}],\n)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(resp.to_dict(mode=\"json\"))\n",
            "label": "Python · retained SDK call",
            "language": "python"
          },
          {
            "SDK_retry_proof": {
              "field": "maxRetries",
              "scope": "normalclient options; no provider/account/proxy switches",
              "source_urls": [
                "https://raw.githubusercontent.com/openai/openai-node/master/src/client.ts",
                "https://raw.githubusercontent.com/anthropics/anthropic-sdk-typescript/main/src/client.ts"
              ],
              "value": 0
            },
            "code": "import OpenAI from \"openai\";\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(\"Set AILOOT_API_KEY before making a request\");\nconst client = new OpenAI({ baseURL: \"https://api.ailoot.ai/v1\", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst resp = await client.chat.completions.create({\n  model: \"deepseek-v4-flash-0731\",\n  messages: [{ role: \"user\", content: \"Explain the difference between an observation and a hypothesis in three sentences.\" }],\n});\nimport { writeFileSync } from \"node:fs\";\n\nfunction saveResult(data, stem = \"result\") {\n  writeFileSync(stem + \".json\", JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) => {\n    const raw = Buffer.from(encoded, \"base64\");\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? \"png\" : raw[0]===255 && raw[1]===216 ? \"jpg\" : raw.subarray(0,4).toString()===\"RIFF\" && raw.subarray(8,12).toString()===\"WEBP\" ? \"webp\" : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(\"Saved\", file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(\"Content\", i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(\"Choice\", choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(\"Output\", i, JSON.stringify(item));\n    if (item.type === \"image_generation_call\" && item.result) saveBlob(item.result, item.output_format || \"bin\", `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(\"Candidate/part\", ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"})[mime] || \"bin\";\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(resp);\n",
            "label": "Node.js · retained SDK call",
            "language": "js"
          },
          {
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nwith client.chat.completions.stream(model='deepseek-v4-flash-0731',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python streaming · retain all events",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "chat",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 0.44,
        "input": [
          "text"
        ],
        "label": "OpenAI Chat",
        "max_out": 393216,
        "max_tool_calls": null,
        "out": 1.32,
        "output": [
          "text"
        ],
        "path": "/v1/chat/completions",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 1.32,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.044,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              },
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write",
                "label": "Cache write",
                "side": "in"
              },
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_5m",
                "label": "Cache write 5m",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "deepseek-v4-flash-0731",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [],
        "tool_prices": null,
        "unit": "token",
        "units": []
      }
    },
    {
      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">DS</span><h2 id=\"sheet-title\">DeepSeek: DeepSeek V4 Flash 0731</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"Stäng\">×</button></div><div class=\"idline\"><span>DeepSeek /</span><code>deepseek/deepseek-v4-flash-0731</code><button type=\"button\" id=\"copy-id\">Kopiera ID</button></div><nav class=\"card-jump-nav\" aria-label=\"Modellkortets avsnitt\"><button type=\"button\" data-card-jump=\"overview\">Start</button><button type=\"button\" data-card-jump=\"methods\">Indata &amp; metoder</button><button type=\"button\" data-card-jump=\"pricing\">Priser</button><button type=\"button\" data-card-jump=\"examples\">Exempel</button><button type=\"button\" data-card-jump=\"results\">Resultat</button><button type=\"button\" data-card-jump=\"aliases\">Alias</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"API-metoder\"><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-0\" data-card-method=\"Core|chat|/v1/chat/completions|deepseek-v4-flash-0731\">Chat</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-1\" data-card-method=\"Core|messages|/v1/messages|deepseek-v4-flash-0731\">Messages</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-2\" data-card-method=\"Core|responses|/v1/responses|deepseek-v4-flash-0731\">Responses</button><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-3\" data-card-method=\"Ultra|chat|/v1/chat/completions|deepseek%2Fdeepseek-v4-flash-0731\">Chat · Ultra</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-4\" data-card-method=\"Ultra|messages|/v1/messages|deepseek%2Fdeepseek-v4-flash-0731\">Messages · Ultra</button></div><div class=\"idline\"><label for=\"card-model-id\">Modell-ID</label><select class=\"sel\" id=\"card-model-id\" style=\"min-width:0;max-width:100%\"><option value=\"Ultra|chat|/v1/chat/completions|deepseek%2Fdeepseek-v4-flash-0731\" selected>deepseek/deepseek-v4-flash-0731</option><option value=\"Ultra|chat|/v1/chat/completions|~deepseek%2Fdeepseek-v4-flash-latest\">~deepseek/deepseek-v4-flash-latest</option></select></div><div id=\"card-method-content\" role=\"tabpanel\" aria-labelledby=\"card-method-tab-3\"><section class=\"card-section\" data-card-section=\"overview\"><h3 tabindex=\"-1\">Start</h3><p class=\"mdesc-full\">DeepSeek V4 Flash 0731 är den officiella Flash-utgåvan för text, kodning och agentarbetsflöden. Den erbjuder lägen för direktchatt och tänkande, strukturerade utdata för verktygsanrop och en modellkontext på en miljon token; den daterade utgåvan innehåller DSpark-modulen för spekulativ avkodning.</p><dl class=\"card-io\" data-card-io><div><dt>Godkända indata</dt><dd>Text</dd></div><div><dt>Resultat</dt><dd>Text</dd></div></dl><details class=\"card-about\"><summary>Om modellen</summary><p class=\"note-s\" data-model-method-boundary>Den här beskrivningen omfattar modellens förmågor. Tillgängliga indata, utdata och alternativ i Ailoot anges nedan för den valda metoden.</p><div class=\"mabout\" id=\"m-about\"><p>DeepSeek V4 Flash 0731 är den officiella utgåvan av Flash-grenen och ersätter dess förhandsversion. Dess praktiska fokus omfattar kodning och agentarbete: att tolka ett tillhandahållet kodförråd, föreslå en ändring, använda verktygsobservationer och returnera ett resultat som anroparen kan granska. Behåll utgåvan 0731 tillsammans med ett sparat resultat när du jämför det med Flash Preview, Pro 0813 eller V4.1 Flash.</p><h4>Börja med materialet och resultatet</h4><p>Ange den verkliga uppgiften, relevanta filer eller dokumentavsnitt, begränsningarna och det förväntade resultatet. För en ändring i ett kodförråd inkluderar du den berörda koden, det observerade beteendet och kommandot eller förfrågan som återskapar problemet. Ange om leveransen är en förklaring, en föreslagen patch, en lista med iakttagelser eller en strukturerad plan.</p><p>En användbar felsökningsbeskrivning är: ”Använd den tillhandahållna rutthanteraren, valideringsschemat och den felande förfrågan. Förklara var indata avviker från schemat, föreslå minsta möjliga ändring och identifiera den befintliga kontroll som skulle skilja ut ett korrigerat resultat.” För en dokumentuppgift namnger du de tillhandahållna avsnitten och ber om en tabell med krav, belägg och olösta frågor. Detta är illustrativa uppgiftsbeskrivningar; inkludera det verkliga källmaterialet med förfrågan.</p><h4>Välj direkt chatt eller thinking</h4><p>Tillverkarens format stöder direkt chatt och thinking. Direkt chatt returnerar svarsinnehållet direkt. Thinking skiljer modellens resonemangsfält från dess slutliga svar. I thinking-läget är de dokumenterade nivåerna low, high och max, med low som standard. Denna utgåva använder dessa namngivna nivåer i stället för V4.1 Flashs heltalsskala för resonemangsnivå.</p><p>Välj läge utifrån arbetet. En kort formulering kan ange fakta som ska behållas och tonen i ersättningstexten. En komplicerad uppgift i ett kodförråd kan definiera undersökningsstegen, det relevanta underlaget och en kompakt slutrapport. Håll det önskade slutresultatet tydligt även vid högre thinking-nivå, exempelvis en föreslagen diff med en kort förklaring och de kommandon som behövs för att granska den.</p><h4>Anslut verktyg genom ett applikationsflöde</h4><p>Det ursprungliga formatet stöder meddelanden över flera turer och verktygsdefinitioner med namngivna parametrar och scheman. Modellen kan returnera ett begärt verktygsanrop; applikationen utför operationen och skickar tillbaka den resulterande observationen i nästa tur. Håll verktygsresultat kopplade till motsvarande anrop och bevara ordningen när flera observationer returneras.</p><p>För ett flöde som granskar filer exponerar du den verkliga filläsningsoperationen, beskriver dess indatasökväg och returnerar det observerade innehållet. Be modellen grunda nästa förslag i det innehållet. För ett dataflöde tillhandahåller du frågeoperationen och returnerar de verkliga posterna; be om en beräkning eller sammanfattning utifrån dessa poster. Ett returnerat anrop och en utförd operation är separata steg på vägen till det begärda resultatet.</p><p>Tillverkarens kodare bevarar resonemangskontexten genom verktygskonversationer. I vanlig chatt tar den normalt bort resonemang från tidigare turer före det senaste användarmeddelandet. Använd de dokumenterade meddelandefälten och konversationshanteringen när du bevarar ett flerstegsflöde. Referenstolken förväntar sig korrekt formaterade utdata, så kontrollera ett tolkat anrops namn och parametrar innan det körs och behåll ett ogiltigt resultat för granskning.</p><h4>Budgetera konversationen och svaret</h4><p>Den daterade modellkonfigurationen anger 1,048,576 sekvenspositioner. Inkludera tillhandahållet material, konversationshistorik, verktygsdefinitioner, returnerade observationer och genererat svar när du förbereder en sekvens. Ge modellen ett användbart svarsmål, såsom en liten patch, en beläggstabell eller en numrerad plan, i stället för att fylla tillgängligt utrymme med ovidkommande filer.</p><p>Tillverkarens lokala recept rekommenderar temperature 1.0, med top_p 0.95 för agentarbete och 1.0 annars. För thinking-nivåerna high och max rekommenderas en maximal utdatalängd på 384K token. Detta är publicerade receptinställningar och en rekommendation för genereringsbudgeten; sekvensbudgeten måste fortfarande rymma resten av förfrågan.</p><h4>Håll utgåvan och arkitekturen åtskilda</h4><p>Utgåvan 0731 använder Flash DSpark-strukturen, inklusive en ansluten modul för spekulativ avkodning. Den underliggande Flash-stommen är en expertblandningsmodell som beskrivs med 284 miljarder parametrar totalt och 13 miljarder aktiverade per token. Håll dessa stomtal skilda från eventuella ytterligare modulvikter. Den exakta daterade konfigurationen har 43 lager, 256 dirigerade experter, en delad expert och sex valda experter per token.</p><p>Den användbara utdatan är fortfarande det svar, kodförslag, strukturerade fynd eller nästa arbetssteg som anroparen har begärt. Granska en kodändring mot de tillhandahållna filerna och det observerade felet. Granska en dokumentslutsats mot det citerade avsnittet eller den returnerade posten. Spara modellutgåvan, uppgiftsbeskrivningen och relevanta observationer med resultatet så att en senare jämförelse använder samma problem och underlag.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Tillgängligt i Ailoot · indata &amp; metoder</h3><details class=\"card-method\" open><summary><b>Ailoot Ultra · OpenAI Chat</b> <code>POST /v1/chat/completions</code></summary><dl class=\"method-capabilities\"><div><dt>Indatatyper</dt><dd><code>text</code></dd></div><div><dt>Utdatatyper</dt><dd><code>text</code></dd></div><div><dt>Utdataformat</dt><dd>json eller SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>Fält</th><th>Typ</th><th>Krav</th><th>Värden &amp; gränser</th><th>Standard</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>deepseek/deepseek-v4-flash-0731</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>message[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Minsta antal objekt: 1</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].role</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Exempel: system, user, assistant, tool, function</div><div>Villkor: Dessa roller representeras uttryckligen av källkodens kompatibilitetstyper; den exakta rolluppsättningen är fortfarande modellspecifik.</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|content_part[]|null</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].tool_calls</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>tool_call[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].tool_call_id</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Gäller när: role=tool; använd det faktiska returnerade ID:t</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].name</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].reasoning_content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Gäller när: Skicka tillbaka det faktiska returnerade resonemanget när modellen använder det</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].reasoning_details</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object|array</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">max_tokens</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>integer</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Minimum: 1</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">max_completion_tokens</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>integer</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Minimum: 1</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"known\"><span class=\"card-cell-label\">Standard</span>false</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stream_options.include_usage</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">temperature</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>number</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">top_p</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>number</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stop</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|string[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>function_tool[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].type</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>function</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].function.name</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Gäller när: verktyg av typen funktion har tillhandahållits</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].function.description</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].function.parameters</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>JSON_schema</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tool_choice</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">parallel_tool_calls</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">response_format</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">reasoning_effort</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">reasoning</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">service_tier</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_compatibility\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">instructions</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Kompatibilitetsfält</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">functions</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>function[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">function_call</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">prompt_cache_options</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">modalities</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>text</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">provider</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Villkor: provider.options avvisas på denna Ultra-textrutt</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">cache_control.ttl</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Villkor: 1h avvisas på de faktiska platserna för promptcache</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>Kombinationer av indatamaterial</summary><p class=\"note-s\"><b>Text</b> · UTF8-text</p><p class=\"note-s\"><code>messages[].content</code></p></details><details class=\"note-s\" data-method-contract><summary>Metodparametrar och livscykel</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>Parameter</th><th>Avtal</th></tr></thead><tbody><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>content_type</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>application/json</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>required</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>model, messages</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>material_types</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>text</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>messages</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>meddelandearray med strukturen role/content</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>file_material</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>det faktiska UTF-8-dokumentet infogat som bokstavlig text; inget fil-ID härleds</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>optional_controls</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>stream, temperature, top_p, stop, max_tokens, max_completion_tokens, reasoning, response_format, tools, tool_choice</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>control_scope</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>modellspecifikt; användarens funktionsverktyg skiljer sig från värdbaserade verktyg</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>output_modalities</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>text</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>hosted_operations</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>false</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>multimodal_input_binding</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>null</td></tr></tbody></table></div><p>Livscykel: <code>synchronous_or_streamed</code></p><p class=\"note-s\">Skicka det exakta modell-ID:t tillsammans med messages.</p><p class=\"note-s\">Kontextlängden är inte en utdatagräns.</p><p class=\"note-s\">En textfil kan tillhandahålla bokstavlig text; bild-/ljud-/filobjektsindata kräver exakt bindning.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">Priser</h3><div data-native-semantic-method=\"v1\" data-tariff-reference-only><p class=\"note-s\" data-rate-support-note>Tariffuppgifter lägger inte till begäransalternativ. Parametrar som stöds anges för den valda metoden.</p><dl data-price-conditions><dt>Snabbt läge</dt><dd>Standardpris <span class=\"note-s\">När snabbt läge är valt</span></dd><dt>Flex-läge</dt><dd>Standardpris <span class=\"note-s\">När läget flex är valt</span></dd><dt>Högsta resonemangsnivå</dt><dd>Standardpris <span class=\"note-s\">När den högsta resonemangsnivån använder standardjusteringen (default)</span></dd><dt>Resonemangsnivå · hög</dt><dd>Standardpris <span class=\"note-s\">När resonemangsnivån är hög</span></dd><dt>Resonemangsnivå · låg</dt><dd>Standardpris <span class=\"note-s\">När resonemangsnivån är låg</span></dd><dt>Resonemangsnivå · maximal</dt><dd>Standardpris <span class=\"note-s\">När resonemangsnivån är maximal</span></dd></dl></div><div data-declared-tariff-pricing><h4>Ailoot-priser</h4><h4>Priser efter konfiguration</h4><p class=\"note-s\">Matcha varje avgift mot de visade villkoren. Använd ett pris för varje uppsättning alternativa konfigurationer.</p><div class=\"tw\" data-pricing-profiles><table><thead><tr><th>Konfiguration</th><th>Prislista</th><th>Kontexttoken, fler än</th><th>Kontexttoken, upp till och med</th><th>Avgift</th></tr></thead><tbody><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Grundpriser för token</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>Grundpris</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>—</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Nivå 1 för förfrågans längd</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>—</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>0</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr></tbody></table></div></div><p class=\"note-s\">Ailoot reserverar ett uppskattat belopp före en begäran. Efter resultatet slutregleras avgiften utifrån uppmätt förbrukning. Slutreglering för strömning använder den slutliga förbrukningsposten. <a href=\"/docs/sv/billing/reserve/\">Så fungerar reservation och slutreglering →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">Exempelbegäranden</h3><h4>Ailoot Ultra · OpenAI Chat</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Kodvarianter\"><button class=\"cg-tab\" id=\"model-code-212-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-212-panel-0\" aria-selected=\"true\" tabindex=\"0\">curl</button><button class=\"cg-tab\" id=\"model-code-212-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-212-panel-1\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-212-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-212-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python-strömning</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Kopiera kod\"><svg class=\"cp\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><rect x=\"5.25\" y=\"5.25\" width=\"8.5\" height=\"8.5\" rx=\"1.75\"/><path d=\"M10.75 5.25V3.5a1.25 1.25 0 0 0-1.25-1.25H3.5A1.25 1.25 0 0 0 2.25 3.5v6a1.25 1.25 0 0 0 1.25 1.25h1.75\"/></svg><svg class=\"ok\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><path d=\"m3 8.5 3.25 3.25L13 5\"/></svg></button></div></div><div class=\"cg-body\"><div class=\"cg-pane\" id=\"model-code-212-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-212-tab-0\"><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\npython3 - &lt;&lt;&#39;PY_REQUEST&#39;\nimport json,os\nfrom pathlib import Path\np=json.loads(&#39;{&quot;model&quot;: &quot;deepseek/deepseek-v4-flash-0731&quot;, &quot;messages&quot;: [{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: &quot;Explain the difference between an observation and a hypothesis in three sentences.&quot;}]}&#39;)\n\nPath(&quot;request.json&quot;).write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H &quot;Authorization: Bearer $AILOOT_API_KEY&quot; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\nr=json.loads(Path(&quot;result.json&quot;).read_text())\nfor x in r.get(&quot;choices&quot;,[]):\n    if x.get(&quot;message&quot;,{}).get(&quot;content&quot;): print(x[&quot;message&quot;][&quot;content&quot;])\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-212-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-212-tab-1\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient=OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;,api_key=os.environ[&quot;AILOOT_API_KEY&quot;],max_retries=0)\nresult=client.chat.completions.create(model=&#39;deepseek/deepseek-v4-flash-0731&#39;,messages=[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Explain observations and hypotheses in three sentences.&quot;}])\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nsave_result(result.to_dict(mode=&quot;json&quot;))\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-212-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-212-tab-2\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient=OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;,api_key=os.environ[&quot;AILOOT_API_KEY&quot;],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nwith client.chat.completions.stream(model=&#39;deepseek/deepseek-v4-flash-0731&#39;,messages=[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Explain observations and hypotheses in three sentences.&quot;}]) as stream:\n    with Path(&quot;stream-events.jsonl&quot;).open(&quot;w&quot;,encoding=&quot;utf-8&quot;) as log:\n        for event in stream:\n            payload=event.to_dict(mode=&quot;json&quot;)\n            log.write(json.dumps(payload,ensure_ascii=False)+&quot;\\n&quot;); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=&quot;json&quot;),&quot;stream-result&quot;)\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">Ta emot och spara resultat</h3><h4>Ailoot Ultra · OpenAI Chat</h4><p class=\"note-s\">json eller SSE</p><div class=\"card-result-process\" data-all-results><h5>Behåll alla färdiga resultat</h5><p class=\"note-s\">Behåll varje fullständigt returnerat svar, fil och innehållsdel.</p><p class=\"note-s\">Behåll varje svarsalternativ och dess innehåll/verktygsanrop/resonemang. Sätt i SSE samman deltauppdateringar efter svarsalternativets/verktygets index och behåll den slutliga avslutsorsaken och användningsuppgifterna.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>Om det ursprungliga svaret behöver kontrolleras</h5><p class=\"note-s\">Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls.</p></div><details class=\"card-about\" data-output-fields><summary>Svarsfält</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>Fält</th><th>Typ</th></tr></thead><tbody><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].index</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>integer</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].message.content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string|null</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].message.tool_calls</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>tool_call[]</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].message.reasoning_content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].message.reasoning_details</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>object|array</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].finish_reason</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string|null</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>Fel och nästa steg</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>Svar</th><th>Villkor</th><th>Nästa steg</th></tr></thead><tbody><tr><th data-cell-label=\"Svar\" scope=\"row\"><span class=\"card-cell-label\">Svar</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"Villkor\"><span class=\"card-cell-label\">Villkor</span>Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde</td><td data-cell-label=\"Nästa steg\"><span class=\"card-cell-label\">Nästa steg</span>Korrigera de angivna fälten före en ny begäran om att skapa.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">Alias</h3><h4>Modellalias</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=chat\"><code>deepseek-v4-flash-0731</code></a></span><br><span data-model-alias-route=\"Ultra\"><b>Ailoot Ultra</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731&amp;fmt=chat\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest&amp;fmt=chat\"><code>~deepseek/deepseek-v4-flash-latest</code></a></span></p><h4>Alias för metodsökvägar</h4><p class=\"note-s\">Använd metodsökvägarna som visas ovan.</p><h4>Relaterade anropar-ID:n</h4><p class=\"note-s\"><a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731&amp;fmt=chat\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest&amp;fmt=chat\"><code>~deepseek/deepseek-v4-flash-latest</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=chat\"><code>deepseek-v4-flash-0731</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "deepseek/deepseek-v4-flash-0731",
        "fmt": "chat",
        "http": "POST",
        "path": "/v1/chat/completions",
        "request_model_id": "deepseek/deepseek-v4-flash-0731",
        "route_label": "Ultra"
      },
      "method_key": "Ultra|chat|/v1/chat/completions|deepseek%2Fdeepseek-v4-flash-0731",
      "ordinal": 3,
      "rawMethod": {
        "available": null,
        "cache_read": 0.056,
        "cache_write": null,
        "cache_write_1h": null,
        "contract": {
          "data": {
            "all_results": "Keep every choice and its content/tool calls/reasoning. In SSE assemble deltas by choice/tool index, retain the final finish reason and usage.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID.",
              "Guarded canonical keys must occur once; duplicate or case-varied model/tools/cap fields are rejected."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/chat/completions"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content",
                "required_material": "UTF8-text"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Behåll varje svarsalternativ och dess innehåll/verktygsanrop/resonemang. Sätt i SSE samman deltauppdateringar efter svarsalternativets/verktygets index och behåll den slutliga avslutsorsaken och användningsuppgifterna.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "choices[].index",
                  "type": "integer"
                },
                {
                  "description": null,
                  "name": "choices[].message.content",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "choices[].message.tool_calls",
                  "type": "tool_call[]"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_content",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_details",
                  "type": "object|array"
                },
                {
                  "description": null,
                  "name": "choices[].finish_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "deepseek/deepseek-v4-flash-0731"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "model_dependent",
                "conditions": "Dessa roller representeras uttryckligen av källkodens kompatibilitetstyper; den exakta rolluppsättningen är fortfarande modellspecifik.",
                "default": null,
                "default_known": false,
                "enum": [
                  "system",
                  "user",
                  "assistant",
                  "tool",
                  "function"
                ],
                "enum_exhaustive": false,
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": false,
                "type": "string|content_part[]|null"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_calls",
                "required": false,
                "type": "tool_call[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_call_id",
                "required": false,
                "type": "string",
                "when": "role=tool; använd det faktiska returnerade ID:t"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].name",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_content",
                "required": false,
                "type": "string",
                "when": "Skicka tillbaka det faktiska returnerade resonemanget när modellen använder det"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_details",
                "required": false,
                "type": "object|array"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_completion_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stream_options.include_usage",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stop",
                "required": false,
                "type": "string|string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "function_tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": [
                  "function"
                ],
                "enum_known": true,
                "name": "tools[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.name",
                "required": true,
                "type": "string",
                "when": "verktyg av typen funktion har tillhandahållits"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.description",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.parameters",
                "required": false,
                "type": "JSON_schema"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "response_format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning_effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_compatibility",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "functions",
                "required": false,
                "type": "function[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "function_call",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "text"
                ],
                "enum_known": true,
                "name": "modalities",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "source_interface",
                "conditions": "provider.options avvisas på denna Ultra-textrutt",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "provider",
                "required": false,
                "type": "object"
              },
              {
                "availability": "source_interface",
                "conditions": "1h avvisas på de faktiska platserna för promptcache",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "cache_control.ttl",
                "required": false,
                "type": "string"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": [
              "additional models/models list",
              "plugins",
              "route",
              "hosted tools; ordinary client function tools remain separate",
              "non-text output modalities",
              "provider.options overrides",
              "one-hour prompt-cache TTL"
            ]
          },
          "hints": [
            "Skicka det exakta modell-ID:t tillsammans med messages.",
            "Kontextlängden är inte en utdatagräns.",
            "En textfil kan tillhandahålla bokstavlig text; bild-/ljud-/filobjektsindata kräver exakt bindning."
          ],
          "input": {
            "content_type": "application/json",
            "control_scope": "modellspecifikt; användarens funktionsverktyg skiljer sig från värdbaserade verktyg",
            "file_material": "det faktiska UTF-8-dokumentet infogat som bokstavlig text; inget fil-ID härleds",
            "hosted_operations": false,
            "material_types": [
              "text"
            ],
            "messages": "meddelandearray med strukturen role/content",
            "multimodal_input_binding": null,
            "optional_controls": [
              "stream",
              "temperature",
              "top_p",
              "stop",
              "max_tokens",
              "max_completion_tokens",
              "reasoning",
              "response_format",
              "tools",
              "tool_choice"
            ],
            "output_modalities": [
              "text"
            ],
            "required": [
              "model",
              "messages"
            ]
          },
          "lifecycle": {
            "mode": "synchronous_or_streamed",
            "unknown": "preserve original request id; no generic chat job retrieval path"
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/chat/completions"
          },
          "method_aliases": [],
          "operation_modes": [
            "text_chat"
          ],
          "output": {
            "content": "choices[].message.content or stream delta",
            "family": "text",
            "format": "json or supported SSE",
            "tool_calls": "retain actual returned function calls"
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Grundpriser för token",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Nivå 1 för förfrågans längd",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"deepseek/deepseek-v4-flash-0731\", \"messages\": [{\"role\": \"user\", \"content\": \"Explain the difference between an observation and a hypothesis in three sentences.\"}]}')\n\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nr=json.loads(Path(\"result.json\").read_text())\nfor x in r.get(\"choices\",[]):\n    if x.get(\"message\",{}).get(\"content\"): print(x[\"message\"][\"content\"])\nPY_RESULT\n",
            "label": "curl · retained exact creation",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nresult=client.chat.completions.create(model='deepseek/deepseek-v4-flash-0731',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}])\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(result.to_dict(mode=\"json\"))\n",
            "label": "Python SDK · all choices",
            "language": "python"
          },
          {
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nwith client.chat.completions.stream(model='deepseek/deepseek-v4-flash-0731',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python SDK streaming · all events",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": 1,
        "flex_multiplier": 1,
        "fmt": "chat",
        "hints": [
          "Send exact model ID with messages.",
          "Context length is not an output cap.",
          "A text file may supply literal text; image/audio/file-object inputs need exact binding."
        ],
        "http": "POST",
        "in": 0.88,
        "input": [
          "text"
        ],
        "label": "OpenAI Chat",
        "max_out": null,
        "max_reasoning_effort_multiplier": 1,
        "method_aliases": [],
        "out": 2.64,
        "output": [
          "text"
        ],
        "path": "/v1/chat/completions",
        "price_conditions": [
          {
            "label": "Snabbt läge",
            "value": "Standardpris",
            "when": "När snabbt läge är valt"
          },
          {
            "label": "Flex-läge",
            "value": "Standardpris",
            "when": "När läget flex är valt"
          },
          {
            "label": "Högsta resonemangsnivå",
            "value": "Standardpris",
            "when": "När den högsta resonemangsnivån använder standardjusteringen (default)"
          },
          {
            "label": "Resonemangsnivå · hög",
            "value": "Standardpris",
            "when": "När resonemangsnivån är hög"
          },
          {
            "label": "Resonemangsnivå · låg",
            "value": "Standardpris",
            "when": "När resonemangsnivån är låg"
          },
          {
            "label": "Resonemangsnivå · maximal",
            "value": "Standardpris",
            "when": "När resonemangsnivån är maximal"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
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                "label": "Input tokens",
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                "native_unit": "input_token",
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                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
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                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
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                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
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                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Request-length tier 1",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
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                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
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                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
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                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
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                "rate_role": "typed_native_retail_rate",
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                "unit": "output_token"
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                "amount_unit": "usd_per_thousand_tokens",
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                "estimate_only": false,
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                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "reasoning_effort_multipliers": {
          "high": 1,
          "low": 1,
          "max": 1
        },
        "request_model_id": "deepseek/deepseek-v4-flash-0731",
        "route_label": "Ultra",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 0.056,
            "cache_read_multiplier": null,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_multiplier": null,
            "created_at": "0001-01-01T00:00:00Z",
            "in": 0.88,
            "input_multiplier": null,
            "interval_boundary": "min_exclusive_max_inclusive",
            "max": null,
            "max_tokens": null,
            "min": 0,
            "min_tokens": 0,
            "null_rate_policy": "unknown or inherited; never zero",
            "out": 2.64,
            "output_multiplier": null,
            "per_request_price": null,
            "sort_order": 0,
            "tier_label": "",
            "updated_at": "0001-01-01T00:00:00Z"
          }
        ],
        "units": [
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            "amount": "0.00088000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
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            "native_amount_usd_per_unit": "0.00000088",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
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            "native_unit": "cached_input_token",
            "public_unit_label": "/ 1K tokens",
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            "amount_unit": "usd_per_thousand_tokens",
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            "public_unit_label": "/ 1K tokens",
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            "unit": "generic_cache_creation_token"
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            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
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            "label": "Cache write, 1 hour",
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            "native_quantity": 1,
            "native_unit": "one_hour_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
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    {
      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">DS</span><h2 id=\"sheet-title\">DeepSeek: DeepSeek V4 Flash 0731</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"Stäng\">×</button></div><div class=\"idline\"><span>DeepSeek /</span><code>deepseek/deepseek-v4-flash-0731</code><button type=\"button\" id=\"copy-id\">Kopiera ID</button></div><nav class=\"card-jump-nav\" aria-label=\"Modellkortets avsnitt\"><button type=\"button\" data-card-jump=\"overview\">Start</button><button type=\"button\" data-card-jump=\"methods\">Indata &amp; metoder</button><button type=\"button\" data-card-jump=\"pricing\">Priser</button><button type=\"button\" data-card-jump=\"examples\">Exempel</button><button type=\"button\" data-card-jump=\"results\">Resultat</button><button type=\"button\" data-card-jump=\"aliases\">Alias</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"API-metoder\"><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-0\" data-card-method=\"Core|chat|/v1/chat/completions|deepseek-v4-flash-0731\">Chat</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-1\" data-card-method=\"Core|messages|/v1/messages|deepseek-v4-flash-0731\">Messages</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-2\" data-card-method=\"Core|responses|/v1/responses|deepseek-v4-flash-0731\">Responses</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-3\" data-card-method=\"Ultra|chat|/v1/chat/completions|deepseek%2Fdeepseek-v4-flash-0731\">Chat · Ultra</button><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-4\" data-card-method=\"Ultra|messages|/v1/messages|deepseek%2Fdeepseek-v4-flash-0731\">Messages · Ultra</button></div><div class=\"idline\"><label for=\"card-model-id\">Modell-ID</label><select class=\"sel\" id=\"card-model-id\" style=\"min-width:0;max-width:100%\"><option value=\"Ultra|messages|/v1/messages|deepseek%2Fdeepseek-v4-flash-0731\" selected>deepseek/deepseek-v4-flash-0731</option><option value=\"Ultra|messages|/v1/messages|~deepseek%2Fdeepseek-v4-flash-latest\">~deepseek/deepseek-v4-flash-latest</option></select></div><div id=\"card-method-content\" role=\"tabpanel\" aria-labelledby=\"card-method-tab-4\"><section class=\"card-section\" data-card-section=\"overview\"><h3 tabindex=\"-1\">Start</h3><p class=\"mdesc-full\">DeepSeek V4 Flash 0731 är den officiella Flash-utgåvan för text, kodning och agentarbetsflöden. Den erbjuder lägen för direktchatt och tänkande, strukturerade utdata för verktygsanrop och en modellkontext på en miljon token; den daterade utgåvan innehåller DSpark-modulen för spekulativ avkodning.</p><dl class=\"card-io\" data-card-io><div><dt>Godkända indata</dt><dd>Text</dd></div><div><dt>Resultat</dt><dd>json · sse</dd></div></dl><details class=\"card-about\"><summary>Om modellen</summary><p class=\"note-s\" data-model-method-boundary>Den här beskrivningen omfattar modellens förmågor. Tillgängliga indata, utdata och alternativ i Ailoot anges nedan för den valda metoden.</p><div class=\"mabout\" id=\"m-about\"><p>DeepSeek V4 Flash 0731 är den officiella utgåvan av Flash-grenen och ersätter dess förhandsversion. Dess praktiska fokus omfattar kodning och agentarbete: att tolka ett tillhandahållet kodförråd, föreslå en ändring, använda verktygsobservationer och returnera ett resultat som anroparen kan granska. Behåll utgåvan 0731 tillsammans med ett sparat resultat när du jämför det med Flash Preview, Pro 0813 eller V4.1 Flash.</p><h4>Börja med materialet och resultatet</h4><p>Ange den verkliga uppgiften, relevanta filer eller dokumentavsnitt, begränsningarna och det förväntade resultatet. För en ändring i ett kodförråd inkluderar du den berörda koden, det observerade beteendet och kommandot eller förfrågan som återskapar problemet. Ange om leveransen är en förklaring, en föreslagen patch, en lista med iakttagelser eller en strukturerad plan.</p><p>En användbar felsökningsbeskrivning är: ”Använd den tillhandahållna rutthanteraren, valideringsschemat och den felande förfrågan. Förklara var indata avviker från schemat, föreslå minsta möjliga ändring och identifiera den befintliga kontroll som skulle skilja ut ett korrigerat resultat.” För en dokumentuppgift namnger du de tillhandahållna avsnitten och ber om en tabell med krav, belägg och olösta frågor. Detta är illustrativa uppgiftsbeskrivningar; inkludera det verkliga källmaterialet med förfrågan.</p><h4>Välj direkt chatt eller thinking</h4><p>Tillverkarens format stöder direkt chatt och thinking. Direkt chatt returnerar svarsinnehållet direkt. Thinking skiljer modellens resonemangsfält från dess slutliga svar. I thinking-läget är de dokumenterade nivåerna low, high och max, med low som standard. Denna utgåva använder dessa namngivna nivåer i stället för V4.1 Flashs heltalsskala för resonemangsnivå.</p><p>Välj läge utifrån arbetet. En kort formulering kan ange fakta som ska behållas och tonen i ersättningstexten. En komplicerad uppgift i ett kodförråd kan definiera undersökningsstegen, det relevanta underlaget och en kompakt slutrapport. Håll det önskade slutresultatet tydligt även vid högre thinking-nivå, exempelvis en föreslagen diff med en kort förklaring och de kommandon som behövs för att granska den.</p><h4>Anslut verktyg genom ett applikationsflöde</h4><p>Det ursprungliga formatet stöder meddelanden över flera turer och verktygsdefinitioner med namngivna parametrar och scheman. Modellen kan returnera ett begärt verktygsanrop; applikationen utför operationen och skickar tillbaka den resulterande observationen i nästa tur. Håll verktygsresultat kopplade till motsvarande anrop och bevara ordningen när flera observationer returneras.</p><p>För ett flöde som granskar filer exponerar du den verkliga filläsningsoperationen, beskriver dess indatasökväg och returnerar det observerade innehållet. Be modellen grunda nästa förslag i det innehållet. För ett dataflöde tillhandahåller du frågeoperationen och returnerar de verkliga posterna; be om en beräkning eller sammanfattning utifrån dessa poster. Ett returnerat anrop och en utförd operation är separata steg på vägen till det begärda resultatet.</p><p>Tillverkarens kodare bevarar resonemangskontexten genom verktygskonversationer. I vanlig chatt tar den normalt bort resonemang från tidigare turer före det senaste användarmeddelandet. Använd de dokumenterade meddelandefälten och konversationshanteringen när du bevarar ett flerstegsflöde. Referenstolken förväntar sig korrekt formaterade utdata, så kontrollera ett tolkat anrops namn och parametrar innan det körs och behåll ett ogiltigt resultat för granskning.</p><h4>Budgetera konversationen och svaret</h4><p>Den daterade modellkonfigurationen anger 1,048,576 sekvenspositioner. Inkludera tillhandahållet material, konversationshistorik, verktygsdefinitioner, returnerade observationer och genererat svar när du förbereder en sekvens. Ge modellen ett användbart svarsmål, såsom en liten patch, en beläggstabell eller en numrerad plan, i stället för att fylla tillgängligt utrymme med ovidkommande filer.</p><p>Tillverkarens lokala recept rekommenderar temperature 1.0, med top_p 0.95 för agentarbete och 1.0 annars. För thinking-nivåerna high och max rekommenderas en maximal utdatalängd på 384K token. Detta är publicerade receptinställningar och en rekommendation för genereringsbudgeten; sekvensbudgeten måste fortfarande rymma resten av förfrågan.</p><h4>Håll utgåvan och arkitekturen åtskilda</h4><p>Utgåvan 0731 använder Flash DSpark-strukturen, inklusive en ansluten modul för spekulativ avkodning. Den underliggande Flash-stommen är en expertblandningsmodell som beskrivs med 284 miljarder parametrar totalt och 13 miljarder aktiverade per token. Håll dessa stomtal skilda från eventuella ytterligare modulvikter. Den exakta daterade konfigurationen har 43 lager, 256 dirigerade experter, en delad expert och sex valda experter per token.</p><p>Den användbara utdatan är fortfarande det svar, kodförslag, strukturerade fynd eller nästa arbetssteg som anroparen har begärt. Granska en kodändring mot de tillhandahållna filerna och det observerade felet. Granska en dokumentslutsats mot det citerade avsnittet eller den returnerade posten. Spara modellutgåvan, uppgiftsbeskrivningen och relevanta observationer med resultatet så att en senare jämförelse använder samma problem och underlag.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Tillgängligt i Ailoot · indata &amp; metoder</h3><details class=\"card-method\" open><summary><b>Ailoot Ultra · Anthropic Messages</b> <code>POST /v1/messages</code></summary><dl class=\"method-capabilities\"><div><dt>Indatatyper</dt><dd><code>text</code></dd></div><div><dt>Utdatatyper</dt><dd><code>json</code>, <code>sse</code></dd></div><div><dt>Utdataformat</dt><dd>JSON eller SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>Fält</th><th>Typ</th><th>Krav</th><th>Värden &amp; gränser</th><th>Standard</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>deepseek/deepseek-v4-flash-0731</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>message[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].role</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>user, assistant</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">max_tokens</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>integer</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"known\"><span class=\"card-cell-label\">Standard</span>false</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>Kombinationer av indatamaterial</summary><p class=\"note-s\"><b>Text</b> · UTF-8-text</p><p class=\"note-s\"><code>sträng i messages[].content</code></p></details><details class=\"note-s\" data-method-contract><summary>Metodparametrar och livscykel</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>Parameter</th><th>Avtal</th></tr></thead><tbody><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>content_type</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>application/json</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>required</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>model, messages, max_tokens</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>optional_controls</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>stream</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>material_types</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>text</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>text_file_material</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>Läs det faktiska UTF-8-dokumentet och placera texten i det angivna input-fältet eller i strängen för meddelandets innehåll.</td></tr></tbody></table></div><p>Livscykel: <code>synchronous_or_streamed</code></p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">Priser</h3><div data-native-semantic-method=\"v1\" data-tariff-reference-only><p class=\"note-s\" data-rate-support-note>Tariffuppgifter lägger inte till begäransalternativ. Parametrar som stöds anges för den valda metoden.</p><dl data-price-conditions><dt>Snabbt läge</dt><dd>Standardpris <span class=\"note-s\">När snabbt läge är valt</span></dd><dt>Flex-läge</dt><dd>Standardpris <span class=\"note-s\">När läget flex är valt</span></dd><dt>Högsta resonemangsnivå</dt><dd>Standardpris <span class=\"note-s\">När den högsta resonemangsnivån använder standardjusteringen (default)</span></dd><dt>Resonemangsnivå · hög</dt><dd>Standardpris <span class=\"note-s\">När resonemangsnivån är hög</span></dd><dt>Resonemangsnivå · låg</dt><dd>Standardpris <span class=\"note-s\">När resonemangsnivån är låg</span></dd><dt>Resonemangsnivå · maximal</dt><dd>Standardpris <span class=\"note-s\">När resonemangsnivån är maximal</span></dd></dl></div><div data-declared-tariff-pricing><h4>Ailoot-priser</h4><h4>Priser efter konfiguration</h4><p class=\"note-s\">Matcha varje avgift mot de visade villkoren. Använd ett pris för varje uppsättning alternativa konfigurationer.</p><div class=\"tw\" data-pricing-profiles><table><thead><tr><th>Konfiguration</th><th>Prislista</th><th>Kontexttoken, fler än</th><th>Kontexttoken, upp till och med</th><th>Avgift</th></tr></thead><tbody><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Grundpriser för token</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>Grundpris</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>—</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Nivå 1 för förfrågans längd</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>—</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>0</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr></tbody></table></div></div><p class=\"note-s\">Ailoot reserverar ett uppskattat belopp före en begäran. Efter resultatet slutregleras avgiften utifrån uppmätt förbrukning. Slutreglering för strömning använder den slutliga förbrukningsposten. <a href=\"/docs/sv/billing/reserve/\">Så fungerar reservation och slutreglering →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">Exempelbegäranden</h3><h4>Ailoot Ultra · Anthropic Messages</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Kodvarianter\"><button class=\"cg-tab\" id=\"model-code-213-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-213-panel-0\" aria-selected=\"true\" tabindex=\"0\">Komplett minimal JSON-kropp</button><button class=\"cg-tab\" id=\"model-code-213-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-213-panel-1\" aria-selected=\"false\" tabindex=\"-1\">curl · använd ditt UTF-8-dokument</button><button class=\"cg-tab\" id=\"model-code-213-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-213-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python · spara hela resultatet</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Kopiera kod\"><svg class=\"cp\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><rect x=\"5.25\" y=\"5.25\" width=\"8.5\" height=\"8.5\" rx=\"1.75\"/><path d=\"M10.75 5.25V3.5a1.25 1.25 0 0 0-1.25-1.25H3.5A1.25 1.25 0 0 0 2.25 3.5v6a1.25 1.25 0 0 0 1.25 1.25h1.75\"/></svg><svg class=\"ok\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><path d=\"m3 8.5 3.25 3.25L13 5\"/></svg></button></div></div><div class=\"cg-body\"><div class=\"cg-pane\" id=\"model-code-213-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-213-tab-0\"><pre data-lang=\"json\"><code>{\n  &quot;model&quot;: &quot;deepseek/deepseek-v4-flash-0731&quot;,\n  &quot;max_tokens&quot;: 128,\n  &quot;messages&quot;: [\n    {\n      &quot;role&quot;: &quot;user&quot;,\n      &quot;content&quot;: &quot;Summarize the incident report.&quot;\n    }\n  ],\n  &quot;stream&quot;: false\n}</code></pre></div><div class=\"cg-pane\" id=\"model-code-213-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-213-tab-1\" hidden><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\n: &quot;${AILOOT_TEXT_FILE:?Set your actual UTF-8 document}&quot;\nexport AILOOT_TEXT_FILE\npython3 - &lt;&lt;&#39;PY_REQUEST&#39;\nimport json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ[&#39;AILOOT_TEXT_FILE&#39;])\nif not source_file.is_file():\n    raise SystemExit(&#39;Set AILOOT_TEXT_FILE to your actual UTF-8 document&#39;)\ntext = source_file.read_text(encoding=&#39;utf-8&#39;)\nif not text.strip():\n    raise SystemExit(&#39;Choose a document containing text&#39;)\npayload = {&#39;model&#39;: &#39;deepseek/deepseek-v4-flash-0731&#39;, &#39;max_tokens&#39;: 128, &#39;messages&#39;: [{&#39;role&#39;: &#39;user&#39;, &#39;content&#39;: &#39;Summarize the incident report.&#39;}]}\npayload[&#39;messages&#39;][0][&#39;content&#39;] = &#39;Summarize this material and quote supporting source passages.\\n\\n&#39; + text\nPath(&#39;request.json&#39;).write_text(json.dumps(payload, ensure_ascii=False), encoding=&#39;utf-8&#39;)\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \\\n  -H &quot;x-api-key: $AILOOT_API_KEY&quot; -H &#39;anthropic-version: 2023-06-01&#39; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path(&#39;result.json&#39;).read_text(encoding=&#39;utf-8&#39;))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-213-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-213-tab-2\" hidden><pre data-lang=\"python\"><code>import json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ[&#39;AILOOT_TEXT_FILE&#39;])\nif not source_file.is_file():\n    raise SystemExit(&#39;Set AILOOT_TEXT_FILE to your actual UTF-8 document&#39;)\ntext = source_file.read_text(encoding=&#39;utf-8&#39;)\nif not text.strip():\n    raise SystemExit(&#39;Choose a document containing text&#39;)\npayload = {&#39;model&#39;: &#39;deepseek/deepseek-v4-flash-0731&#39;, &#39;max_tokens&#39;: 128, &#39;messages&#39;: [{&#39;role&#39;: &#39;user&#39;, &#39;content&#39;: &#39;Summarize the incident report.&#39;}]}\npayload[&#39;messages&#39;][0][&#39;content&#39;] = &#39;Summarize this material and quote supporting source passages.\\n\\n&#39; + text\nfrom urllib.request import Request, urlopen\nfrom urllib.error import HTTPError\n\napi_key = os.environ[&#39;AILOOT_API_KEY&#39;]\nif not api_key.strip():\n    raise SystemExit(&#39;Set AILOOT_API_KEY before making a request&#39;)\nheaders = {&#39;x-api-key&#39;: &#39;PLACEHOLDER_KEY&#39;, &#39;anthropic-version&#39;: &#39;2023-06-01&#39;, &#39;Content-Type&#39;: &#39;application/json&#39;}\nheaders[&#39;x-api-key&#39;] = api_key\nrequest = Request(&#39;https://api.ailoot.ai/v1/messages&#39;, data=json.dumps(payload, ensure_ascii=False).encode(&#39;utf-8&#39;), headers=headers, method=&#39;POST&#39;)\ntry:\n    with urlopen(request, timeout=120) as response:\n        raw = response.read()\n        Path(&#39;response-headers.txt&#39;).write_text(str(response.headers), encoding=&#39;utf-8&#39;)\nexcept HTTPError as error:\n    Path(&#39;result.json&#39;).write_bytes(error.read())\n    Path(&#39;response-headers.txt&#39;).write_text(str(error.headers), encoding=&#39;utf-8&#39;)\n    raise\nPath(&#39;result.json&#39;).write_bytes(raw)\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path(&#39;result.json&#39;).read_text(encoding=&#39;utf-8&#39;))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">Ta emot och spara resultat</h3><h4>Ailoot Ultra · Anthropic Messages</h4><p class=\"note-s\">JSON eller SSE</p><div class=\"card-result-process\" data-all-results><h5>Behåll alla färdiga resultat</h5><p class=\"note-s\">Behåll varje fullständigt returnerat svar, fil och innehållsdel.</p><p class=\"note-s\">Behåll alla innehållsblock, resonemangssignaturer och faktiska ID:n för verktygsanvändning. Sätt samman alla SSE-deltauppdateringar för blocken; ett första textblock är inte hela utdata.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>Om det ursprungliga svaret behöver kontrolleras</h5><p class=\"note-s\">Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls.</p></div><details class=\"card-about\" data-output-fields><summary>Svarsfält</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>Fält</th><th>Typ</th></tr></thead><tbody><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">id</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">content[]</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>text|thinking|tool_use|other content block</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stop_reason</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string|null</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>Fel och nästa steg</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>Svar</th><th>Villkor</th><th>Nästa steg</th></tr></thead><tbody><tr><th data-cell-label=\"Svar\" scope=\"row\"><span class=\"card-cell-label\">Svar</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"Villkor\"><span class=\"card-cell-label\">Villkor</span>Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde</td><td data-cell-label=\"Nästa steg\"><span class=\"card-cell-label\">Nästa steg</span>Korrigera de angivna fälten före en ny begäran om att skapa.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">Alias</h3><h4>Modellalias</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=messages\"><code>deepseek-v4-flash-0731</code></a></span><br><span data-model-alias-route=\"Ultra\"><b>Ailoot Ultra</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731&amp;fmt=messages\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest&amp;fmt=messages\"><code>~deepseek/deepseek-v4-flash-latest</code></a></span></p><h4>Alias för metodsökvägar</h4><p class=\"note-s\">Använd metodsökvägarna som visas ovan.</p><h4>Relaterade anropar-ID:n</h4><p class=\"note-s\"><a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731&amp;fmt=messages\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest&amp;fmt=messages\"><code>~deepseek/deepseek-v4-flash-latest</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=messages\"><code>deepseek-v4-flash-0731</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "deepseek/deepseek-v4-flash-0731",
        "fmt": "messages",
        "http": "POST",
        "path": "/v1/messages",
        "request_model_id": "deepseek/deepseek-v4-flash-0731",
        "route_label": "Ultra"
      },
      "method_key": "Ultra|messages|/v1/messages|deepseek%2Fdeepseek-v4-flash-0731",
      "ordinal": 4,
      "rawMethod": {
        "available": null,
        "cache_read": 0.056,
        "cache_write": null,
        "cache_write_1h": null,
        "contract": {
          "data": {
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "headers": [
                "Authorization: Bearer",
                "x-api-key",
                "anthropic-version"
              ],
              "version_example": "2023-06-01"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "example_body": {
              "max_tokens": 128,
              "messages": [
                {
                  "content": "Summarize the incident report.",
                  "role": "user"
                }
              ],
              "model": "deepseek/deepseek-v4-flash-0731",
              "stream": false
            },
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/messages"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "sträng i messages[].content",
                "required_material": "UTF-8-text"
              }
            ],
            "operation_modes": [
              "synchronous_json",
              "streamed_SSE"
            ],
            "outputs": {
              "all_results": "Behåll alla innehållsblock, resonemangssignaturer och faktiska ID:n för verktygsanvändning. Sätt samman alla SSE-deltauppdateringar för blocken; ett första textblock är inte hela utdata.",
              "family": "protocol",
              "fields": [
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "model",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "content[]",
                  "type": "text|thinking|tool_use|other content block"
                },
                {
                  "description": null,
                  "name": "stop_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "JSON eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "deepseek/deepseek-v4-flash-0731"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "user",
                  "assistant"
                ],
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "max_tokens",
                "required": true,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              }
            ],
            "profile_binding": "Documented current stock Messages bridge; optional model capabilities are separate from this minimal text request.",
            "request_schema": {
              "additionalProperties": false,
              "properties": {
                "max_tokens": {
                  "minimum": 1,
                  "type": "integer"
                },
                "messages": {
                  "items": {
                    "additionalProperties": false,
                    "properties": {
                      "content": {
                        "oneOf": [
                          {
                            "type": "string"
                          },
                          {
                            "items": {
                              "oneOf": [
                                {
                                  "properties": {
                                    "text": {
                                      "type": "string"
                                    },
                                    "type": {
                                      "const": "text"
                                    }
                                  },
                                  "required": [
                                    "type",
                                    "text"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "properties": {
                                    "source": {
                                      "oneOf": [
                                        {
                                          "properties": {
                                            "type": {
                                              "const": "url"
                                            },
                                            "url": {
                                              "type": "string"
                                            }
                                          },
                                          "required": [
                                            "type",
                                            "url"
                                          ],
                                          "type": "object"
                                        },
                                        {
                                          "properties": {
                                            "data": {
                                              "type": "string"
                                            },
                                            "media_type": {
                                              "type": "string"
                                            },
                                            "type": {
                                              "const": "base64"
                                            }
                                          },
                                          "required": [
                                            "type",
                                            "media_type",
                                            "data"
                                          ],
                                          "type": "object"
                                        }
                                      ]
                                    },
                                    "type": {
                                      "const": "image"
                                    }
                                  },
                                  "required": [
                                    "type",
                                    "source"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "type": "array"
                          }
                        ]
                      },
                      "role": {
                        "enum": [
                          "user",
                          "assistant"
                        ],
                        "type": "string"
                      }
                    },
                    "required": [
                      "role",
                      "content"
                    ],
                    "type": "object"
                  },
                  "minItems": 1,
                  "type": "array"
                },
                "model": {
                  "enum": [
                    "deepseek/deepseek-v4-flash-0731"
                  ],
                  "type": "string"
                },
                "stream": {
                  "default": false,
                  "type": "boolean"
                }
              },
              "required": [
                "model",
                "messages",
                "max_tokens"
              ],
              "type": "object"
            },
            "schema_template": {
              "max_tokens": 128,
              "messages": [
                {
                  "content": "Summarize the incident report.",
                  "role": "user"
                }
              ],
              "model": "deepseek/deepseek-v4-flash-0731",
              "stream": false
            },
            "unsupported": [
              "No query API key.",
              "Hosted/server-side tools and model-specific optional controls are not part of this minimal family example."
            ]
          },
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text"
            ],
            "optional_controls": [
              "stream"
            ],
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "Läs det faktiska UTF-8-dokumentet och placera texten i det angivna input-fältet eller i strängen för meddelandets innehåll."
          },
          "lifecycle": {
            "create": {
              "http": "POST",
              "path": "/v1/messages"
            },
            "job_read": null,
            "mode": "synchronous_or_streamed",
            "unknown": "Keep request/response IDs and headers. No generic text job retrieval URL is supplied."
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/messages"
          },
          "output": {
            "all_results": "Keep all content blocks, thinking signatures and actual tool-use IDs. Assemble all SSE block deltas; a first text block is not the complete output.",
            "family": "protocol",
            "format": "JSON or SSE"
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Grundpriser för token",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Nivå 1 för förfrågans längd",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "{\n  \"model\": \"deepseek/deepseek-v4-flash-0731\",\n  \"max_tokens\": 128,\n  \"messages\": [\n    {\n      \"role\": \"user\",\n      \"content\": \"Summarize the incident report.\"\n    }\n  ],\n  \"stream\": false\n}",
            "label": "Complete minimal JSON body",
            "language": "json"
          },
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_TEXT_FILE:?Set your actual UTF-8 document}\"\nexport AILOOT_TEXT_FILE\npython3 - <<'PY_REQUEST'\nimport json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ['AILOOT_TEXT_FILE'])\nif not source_file.is_file():\n    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')\ntext = source_file.read_text(encoding='utf-8')\nif not text.strip():\n    raise SystemExit('Choose a document containing text')\npayload = {'model': 'deepseek/deepseek-v4-flash-0731', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}\npayload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\\n\\n' + text\nPath('request.json').write_text(json.dumps(payload, ensure_ascii=False), encoding='utf-8')\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \\\n  -H \"x-api-key: $AILOOT_API_KEY\" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path('result.json').read_text(encoding='utf-8'))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\nPY_RESULT\n",
            "label": "curl · use your UTF-8 document",
            "language": "bash"
          },
          {
            "code": "import json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ['AILOOT_TEXT_FILE'])\nif not source_file.is_file():\n    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')\ntext = source_file.read_text(encoding='utf-8')\nif not text.strip():\n    raise SystemExit('Choose a document containing text')\npayload = {'model': 'deepseek/deepseek-v4-flash-0731', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}\npayload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\\n\\n' + text\nfrom urllib.request import Request, urlopen\nfrom urllib.error import HTTPError\n\napi_key = os.environ['AILOOT_API_KEY']\nif not api_key.strip():\n    raise SystemExit('Set AILOOT_API_KEY before making a request')\nheaders = {'x-api-key': 'PLACEHOLDER_KEY', 'anthropic-version': '2023-06-01', 'Content-Type': 'application/json'}\nheaders['x-api-key'] = api_key\nrequest = Request('https://api.ailoot.ai/v1/messages', data=json.dumps(payload, ensure_ascii=False).encode('utf-8'), headers=headers, method='POST')\ntry:\n    with urlopen(request, timeout=120) as response:\n        raw = response.read()\n        Path('response-headers.txt').write_text(str(response.headers), encoding='utf-8')\nexcept HTTPError as error:\n    Path('result.json').write_bytes(error.read())\n    Path('response-headers.txt').write_text(str(error.headers), encoding='utf-8')\n    raise\nPath('result.json').write_bytes(raw)\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path('result.json').read_text(encoding='utf-8'))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\n",
            "label": "Python · save the complete result",
            "language": "python"
          }
        ],
        "family": "anthropic",
        "fast_multiplier": 1,
        "flex_multiplier": 1,
        "fmt": "messages",
        "http": "POST",
        "in": 0.88,
        "input": [
          "text"
        ],
        "label": "Anthropic Messages",
        "max_out": null,
        "max_reasoning_effort_multiplier": 1,
        "method_aliases": [],
        "out": 2.64,
        "output": [
          "json",
          "sse"
        ],
        "path": "/v1/messages",
        "price_conditions": [
          {
            "label": "Snabbt läge",
            "value": "Standardpris",
            "when": "När snabbt läge är valt"
          },
          {
            "label": "Flex-läge",
            "value": "Standardpris",
            "when": "När läget flex är valt"
          },
          {
            "label": "Högsta resonemangsnivå",
            "value": "Standardpris",
            "when": "När den högsta resonemangsnivån använder standardjusteringen (default)"
          },
          {
            "label": "Resonemangsnivå · hög",
            "value": "Standardpris",
            "when": "När resonemangsnivån är hög"
          },
          {
            "label": "Resonemangsnivå · låg",
            "value": "Standardpris",
            "when": "När resonemangsnivån är låg"
          },
          {
            "label": "Resonemangsnivå · maximal",
            "value": "Standardpris",
            "when": "När resonemangsnivån är maximal"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Request-length tier 1",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "reasoning_effort_multipliers": {
          "high": 1,
          "low": 1,
          "max": 1
        },
        "request_model_id": "deepseek/deepseek-v4-flash-0731",
        "route_label": "Ultra",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 0.056,
            "cache_read_multiplier": null,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_multiplier": null,
            "created_at": "0001-01-01T00:00:00Z",
            "in": 0.88,
            "input_multiplier": null,
            "max": null,
            "max_tokens": null,
            "min": 0,
            "min_tokens": 0,
            "out": 2.64,
            "output_multiplier": null,
            "per_request_price": null,
            "sort_order": 0,
            "tier_label": "",
            "updated_at": "0001-01-01T00:00:00Z"
          }
        ],
        "units": [
          {
            "amount": "0.00088000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.00000088",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.00264000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.00000264",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          },
          {
            "amount": "0.000056000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_read_price",
            "label": "Cache read",
            "native_amount_usd_per_unit": "0.000000056",
            "native_quantity": 1,
            "native_unit": "cached_input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "cached_input_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_price",
            "label": "Cache write",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "generic_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "generic_cache_creation_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_1h_price",
            "label": "Cache write, 1 hour",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "one_hour_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "one_hour_cache_creation_token"
          }
        ]
      }
    },
    {
      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">DS</span><h2 id=\"sheet-title\">DeepSeek: DeepSeek V4 Flash 0731</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"Stäng\">×</button></div><div class=\"idline\"><span>DeepSeek /</span><code>~deepseek/deepseek-v4-flash-latest</code><button type=\"button\" id=\"copy-id\">Kopiera ID</button></div><nav class=\"card-jump-nav\" aria-label=\"Modellkortets avsnitt\"><button type=\"button\" data-card-jump=\"overview\">Start</button><button type=\"button\" data-card-jump=\"methods\">Indata &amp; metoder</button><button type=\"button\" data-card-jump=\"pricing\">Priser</button><button type=\"button\" data-card-jump=\"examples\">Exempel</button><button type=\"button\" data-card-jump=\"results\">Resultat</button><button type=\"button\" data-card-jump=\"aliases\">Alias</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"API-metoder\"><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-0\" data-card-method=\"Core|chat|/v1/chat/completions|deepseek-v4-flash-0731\">Chat</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-1\" data-card-method=\"Core|messages|/v1/messages|deepseek-v4-flash-0731\">Messages</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-2\" data-card-method=\"Core|responses|/v1/responses|deepseek-v4-flash-0731\">Responses</button><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-3\" data-card-method=\"Ultra|chat|/v1/chat/completions|~deepseek%2Fdeepseek-v4-flash-latest\">Chat · Ultra</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-4\" data-card-method=\"Ultra|messages|/v1/messages|deepseek%2Fdeepseek-v4-flash-0731\">Messages · Ultra</button></div><div class=\"idline\"><label for=\"card-model-id\">Modell-ID</label><select class=\"sel\" id=\"card-model-id\" style=\"min-width:0;max-width:100%\"><option value=\"Ultra|chat|/v1/chat/completions|deepseek%2Fdeepseek-v4-flash-0731\">deepseek/deepseek-v4-flash-0731</option><option value=\"Ultra|chat|/v1/chat/completions|~deepseek%2Fdeepseek-v4-flash-latest\" selected>~deepseek/deepseek-v4-flash-latest</option></select></div><div id=\"card-method-content\" role=\"tabpanel\" aria-labelledby=\"card-method-tab-3\"><section class=\"card-section\" data-card-section=\"overview\"><h3 tabindex=\"-1\">Start</h3><p class=\"mdesc-full\">DeepSeek V4 Flash 0731 är den officiella Flash-utgåvan för text, kodning och agentarbetsflöden. Den erbjuder lägen för direktchatt och tänkande, strukturerade utdata för verktygsanrop och en modellkontext på en miljon token; den daterade utgåvan innehåller DSpark-modulen för spekulativ avkodning.</p><dl class=\"card-io\" data-card-io><div><dt>Godkända indata</dt><dd>Text</dd></div><div><dt>Resultat</dt><dd>Text</dd></div></dl><details class=\"card-about\"><summary>Om modellen</summary><p class=\"note-s\" data-model-method-boundary>Den här beskrivningen omfattar modellens förmågor. Tillgängliga indata, utdata och alternativ i Ailoot anges nedan för den valda metoden.</p><div class=\"mabout\" id=\"m-about\"><p>DeepSeek V4 Flash 0731 är den officiella utgåvan av Flash-grenen och ersätter dess förhandsversion. Dess praktiska fokus omfattar kodning och agentarbete: att tolka ett tillhandahållet kodförråd, föreslå en ändring, använda verktygsobservationer och returnera ett resultat som anroparen kan granska. Behåll utgåvan 0731 tillsammans med ett sparat resultat när du jämför det med Flash Preview, Pro 0813 eller V4.1 Flash.</p><h4>Börja med materialet och resultatet</h4><p>Ange den verkliga uppgiften, relevanta filer eller dokumentavsnitt, begränsningarna och det förväntade resultatet. För en ändring i ett kodförråd inkluderar du den berörda koden, det observerade beteendet och kommandot eller förfrågan som återskapar problemet. Ange om leveransen är en förklaring, en föreslagen patch, en lista med iakttagelser eller en strukturerad plan.</p><p>En användbar felsökningsbeskrivning är: ”Använd den tillhandahållna rutthanteraren, valideringsschemat och den felande förfrågan. Förklara var indata avviker från schemat, föreslå minsta möjliga ändring och identifiera den befintliga kontroll som skulle skilja ut ett korrigerat resultat.” För en dokumentuppgift namnger du de tillhandahållna avsnitten och ber om en tabell med krav, belägg och olösta frågor. Detta är illustrativa uppgiftsbeskrivningar; inkludera det verkliga källmaterialet med förfrågan.</p><h4>Välj direkt chatt eller thinking</h4><p>Tillverkarens format stöder direkt chatt och thinking. Direkt chatt returnerar svarsinnehållet direkt. Thinking skiljer modellens resonemangsfält från dess slutliga svar. I thinking-läget är de dokumenterade nivåerna low, high och max, med low som standard. Denna utgåva använder dessa namngivna nivåer i stället för V4.1 Flashs heltalsskala för resonemangsnivå.</p><p>Välj läge utifrån arbetet. En kort formulering kan ange fakta som ska behållas och tonen i ersättningstexten. En komplicerad uppgift i ett kodförråd kan definiera undersökningsstegen, det relevanta underlaget och en kompakt slutrapport. Håll det önskade slutresultatet tydligt även vid högre thinking-nivå, exempelvis en föreslagen diff med en kort förklaring och de kommandon som behövs för att granska den.</p><h4>Anslut verktyg genom ett applikationsflöde</h4><p>Det ursprungliga formatet stöder meddelanden över flera turer och verktygsdefinitioner med namngivna parametrar och scheman. Modellen kan returnera ett begärt verktygsanrop; applikationen utför operationen och skickar tillbaka den resulterande observationen i nästa tur. Håll verktygsresultat kopplade till motsvarande anrop och bevara ordningen när flera observationer returneras.</p><p>För ett flöde som granskar filer exponerar du den verkliga filläsningsoperationen, beskriver dess indatasökväg och returnerar det observerade innehållet. Be modellen grunda nästa förslag i det innehållet. För ett dataflöde tillhandahåller du frågeoperationen och returnerar de verkliga posterna; be om en beräkning eller sammanfattning utifrån dessa poster. Ett returnerat anrop och en utförd operation är separata steg på vägen till det begärda resultatet.</p><p>Tillverkarens kodare bevarar resonemangskontexten genom verktygskonversationer. I vanlig chatt tar den normalt bort resonemang från tidigare turer före det senaste användarmeddelandet. Använd de dokumenterade meddelandefälten och konversationshanteringen när du bevarar ett flerstegsflöde. Referenstolken förväntar sig korrekt formaterade utdata, så kontrollera ett tolkat anrops namn och parametrar innan det körs och behåll ett ogiltigt resultat för granskning.</p><h4>Budgetera konversationen och svaret</h4><p>Den daterade modellkonfigurationen anger 1,048,576 sekvenspositioner. Inkludera tillhandahållet material, konversationshistorik, verktygsdefinitioner, returnerade observationer och genererat svar när du förbereder en sekvens. Ge modellen ett användbart svarsmål, såsom en liten patch, en beläggstabell eller en numrerad plan, i stället för att fylla tillgängligt utrymme med ovidkommande filer.</p><p>Tillverkarens lokala recept rekommenderar temperature 1.0, med top_p 0.95 för agentarbete och 1.0 annars. För thinking-nivåerna high och max rekommenderas en maximal utdatalängd på 384K token. Detta är publicerade receptinställningar och en rekommendation för genereringsbudgeten; sekvensbudgeten måste fortfarande rymma resten av förfrågan.</p><h4>Håll utgåvan och arkitekturen åtskilda</h4><p>Utgåvan 0731 använder Flash DSpark-strukturen, inklusive en ansluten modul för spekulativ avkodning. Den underliggande Flash-stommen är en expertblandningsmodell som beskrivs med 284 miljarder parametrar totalt och 13 miljarder aktiverade per token. Håll dessa stomtal skilda från eventuella ytterligare modulvikter. Den exakta daterade konfigurationen har 43 lager, 256 dirigerade experter, en delad expert och sex valda experter per token.</p><p>Den användbara utdatan är fortfarande det svar, kodförslag, strukturerade fynd eller nästa arbetssteg som anroparen har begärt. Granska en kodändring mot de tillhandahållna filerna och det observerade felet. Granska en dokumentslutsats mot det citerade avsnittet eller den returnerade posten. Spara modellutgåvan, uppgiftsbeskrivningen och relevanta observationer med resultatet så att en senare jämförelse använder samma problem och underlag.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Tillgängligt i Ailoot · indata &amp; metoder</h3><details class=\"card-method\" open><summary><b>Ailoot Ultra · OpenAI Chat</b> <code>POST /v1/chat/completions</code></summary><dl class=\"method-capabilities\"><div><dt>Indatatyper</dt><dd><code>text</code></dd></div><div><dt>Utdatatyper</dt><dd><code>text</code></dd></div><div><dt>Utdataformat</dt><dd>json eller SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>Fält</th><th>Typ</th><th>Krav</th><th>Värden &amp; gränser</th><th>Standard</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>~deepseek/deepseek-v4-flash-latest</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>message[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Minsta antal objekt: 1</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].role</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Exempel: system, user, assistant, tool, function</div><div>Villkor: Dessa roller representeras uttryckligen av källkodens kompatibilitetstyper; den exakta rolluppsättningen är fortfarande modellspecifik.</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|content_part[]|null</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].tool_calls</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>tool_call[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].tool_call_id</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Gäller när: role=tool; använd det faktiska returnerade ID:t</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].name</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].reasoning_content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Gäller när: Skicka tillbaka det faktiska returnerade resonemanget när modellen använder det</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].reasoning_details</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object|array</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">max_tokens</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>integer</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Minimum: 1</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">max_completion_tokens</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>integer</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Minimum: 1</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"known\"><span class=\"card-cell-label\">Standard</span>false</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stream_options.include_usage</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">temperature</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>number</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">top_p</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>number</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stop</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|string[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>function_tool[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].type</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>function</div><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].function.name</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Gäller när: verktyg av typen funktion har tillhandahållits</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].function.description</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tools[].function.parameters</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>JSON_schema</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">tool_choice</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">parallel_tool_calls</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">response_format</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">reasoning_effort</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">reasoning</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">service_tier</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_compatibility\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">instructions</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Kompatibilitetsfält</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">functions</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>function[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">function_call</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string|object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">prompt_cache_options</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div class=\"note-s\">Beror på modellen</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">modalities</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>text</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">provider</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>object</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Villkor: provider.options avvisas på denna Ultra-textrutt</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">cache_control.ttl</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>Villkor: 1h avvisas på de faktiska platserna för promptcache</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>Kombinationer av indatamaterial</summary><p class=\"note-s\"><b>Text</b> · UTF8-text</p><p class=\"note-s\"><code>messages[].content</code></p></details><details class=\"note-s\" data-method-contract><summary>Metodparametrar och livscykel</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>Parameter</th><th>Avtal</th></tr></thead><tbody><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>content_type</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>application/json</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>required</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>model, messages</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>material_types</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>text</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>messages</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>meddelandearray med strukturen role/content</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>file_material</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>det faktiska UTF-8-dokumentet infogat som bokstavlig text; inget fil-ID härleds</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>optional_controls</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>stream, temperature, top_p, stop, max_tokens, max_completion_tokens, reasoning, response_format, tools, tool_choice</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>control_scope</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>modellspecifikt; användarens funktionsverktyg skiljer sig från värdbaserade verktyg</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>output_modalities</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>text</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>hosted_operations</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>false</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>multimodal_input_binding</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>null</td></tr></tbody></table></div><p>Livscykel: <code>synchronous_or_streamed</code></p><p class=\"note-s\">Skicka det exakta modell-ID:t tillsammans med messages.</p><p class=\"note-s\">Kontextlängden är inte en utdatagräns.</p><p class=\"note-s\">En textfil kan tillhandahålla bokstavlig text; bild-/ljud-/filobjektsindata kräver exakt bindning.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">Priser</h3><div data-native-semantic-method=\"v1\" data-tariff-reference-only><p class=\"note-s\" data-rate-support-note>Tariffuppgifter lägger inte till begäransalternativ. Parametrar som stöds anges för den valda metoden.</p><dl data-price-conditions><dt>Snabbt läge</dt><dd>Standardpris <span class=\"note-s\">När snabbt läge är valt</span></dd><dt>Flex-läge</dt><dd>Standardpris <span class=\"note-s\">När läget flex är valt</span></dd><dt>Högsta resonemangsnivå</dt><dd>Standardpris <span class=\"note-s\">När den högsta resonemangsnivån använder standardjusteringen (default)</span></dd><dt>Resonemangsnivå · hög</dt><dd>Standardpris <span class=\"note-s\">När resonemangsnivån är hög</span></dd><dt>Resonemangsnivå · låg</dt><dd>Standardpris <span class=\"note-s\">När resonemangsnivån är låg</span></dd><dt>Resonemangsnivå · maximal</dt><dd>Standardpris <span class=\"note-s\">När resonemangsnivån är maximal</span></dd></dl></div><div data-declared-tariff-pricing><h4>Ailoot-priser</h4><h4>Priser efter konfiguration</h4><p class=\"note-s\">Matcha varje avgift mot de visade villkoren. Använd ett pris för varje uppsättning alternativa konfigurationer.</p><div class=\"tw\" data-pricing-profiles><table><thead><tr><th>Konfiguration</th><th>Prislista</th><th>Kontexttoken, fler än</th><th>Kontexttoken, upp till och med</th><th>Avgift</th></tr></thead><tbody><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Grundpriser för token</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>Grundpris</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>—</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Nivå 1 för förfrågans längd</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>—</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>0</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr></tbody></table></div></div><p class=\"note-s\">Ailoot reserverar ett uppskattat belopp före en begäran. Efter resultatet slutregleras avgiften utifrån uppmätt förbrukning. Slutreglering för strömning använder den slutliga förbrukningsposten. <a href=\"/docs/sv/billing/reserve/\">Så fungerar reservation och slutreglering →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">Exempelbegäranden</h3><h4>Ailoot Ultra · OpenAI Chat</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Kodvarianter\"><button class=\"cg-tab\" id=\"model-code-214-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-214-panel-0\" aria-selected=\"true\" tabindex=\"0\">curl</button><button class=\"cg-tab\" id=\"model-code-214-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-214-panel-1\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-214-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-214-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python-strömning</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Kopiera kod\"><svg class=\"cp\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><rect x=\"5.25\" y=\"5.25\" width=\"8.5\" height=\"8.5\" rx=\"1.75\"/><path d=\"M10.75 5.25V3.5a1.25 1.25 0 0 0-1.25-1.25H3.5A1.25 1.25 0 0 0 2.25 3.5v6a1.25 1.25 0 0 0 1.25 1.25h1.75\"/></svg><svg class=\"ok\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><path d=\"m3 8.5 3.25 3.25L13 5\"/></svg></button></div></div><div class=\"cg-body\"><div class=\"cg-pane\" id=\"model-code-214-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-214-tab-0\"><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\npython3 - &lt;&lt;&#39;PY_REQUEST&#39;\nimport json,os\nfrom pathlib import Path\np=json.loads(&#39;{&quot;model&quot;: &quot;~deepseek/deepseek-v4-flash-latest&quot;, &quot;messages&quot;: [{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: &quot;Explain the difference between an observation and a hypothesis in three sentences.&quot;}]}&#39;)\n\nPath(&quot;request.json&quot;).write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H &quot;Authorization: Bearer $AILOOT_API_KEY&quot; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\nr=json.loads(Path(&quot;result.json&quot;).read_text())\nfor x in r.get(&quot;choices&quot;,[]):\n    if x.get(&quot;message&quot;,{}).get(&quot;content&quot;): print(x[&quot;message&quot;][&quot;content&quot;])\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-214-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-214-tab-1\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient=OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;,api_key=os.environ[&quot;AILOOT_API_KEY&quot;],max_retries=0)\nresult=client.chat.completions.create(model=&#39;~deepseek/deepseek-v4-flash-latest&#39;,messages=[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Explain observations and hypotheses in three sentences.&quot;}])\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nsave_result(result.to_dict(mode=&quot;json&quot;))\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-214-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-214-tab-2\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient=OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;,api_key=os.environ[&quot;AILOOT_API_KEY&quot;],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nwith client.chat.completions.stream(model=&#39;~deepseek/deepseek-v4-flash-latest&#39;,messages=[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Explain observations and hypotheses in three sentences.&quot;}]) as stream:\n    with Path(&quot;stream-events.jsonl&quot;).open(&quot;w&quot;,encoding=&quot;utf-8&quot;) as log:\n        for event in stream:\n            payload=event.to_dict(mode=&quot;json&quot;)\n            log.write(json.dumps(payload,ensure_ascii=False)+&quot;\\n&quot;); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=&quot;json&quot;),&quot;stream-result&quot;)\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">Ta emot och spara resultat</h3><h4>Ailoot Ultra · OpenAI Chat</h4><p class=\"note-s\">json eller SSE</p><div class=\"card-result-process\" data-all-results><h5>Behåll alla färdiga resultat</h5><p class=\"note-s\">Behåll varje fullständigt returnerat svar, fil och innehållsdel.</p><p class=\"note-s\">Behåll varje svarsalternativ och dess innehåll/verktygsanrop/resonemang. Sätt i SSE samman deltauppdateringar efter svarsalternativets/verktygets index och behåll den slutliga avslutsorsaken och användningsuppgifterna.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>Om det ursprungliga svaret behöver kontrolleras</h5><p class=\"note-s\">Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls.</p></div><details class=\"card-about\" data-output-fields><summary>Svarsfält</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>Fält</th><th>Typ</th></tr></thead><tbody><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].index</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>integer</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].message.content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string|null</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].message.tool_calls</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>tool_call[]</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].message.reasoning_content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].message.reasoning_details</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>object|array</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">choices[].finish_reason</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string|null</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>Fel och nästa steg</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>Svar</th><th>Villkor</th><th>Nästa steg</th></tr></thead><tbody><tr><th data-cell-label=\"Svar\" scope=\"row\"><span class=\"card-cell-label\">Svar</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"Villkor\"><span class=\"card-cell-label\">Villkor</span>Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde</td><td data-cell-label=\"Nästa steg\"><span class=\"card-cell-label\">Nästa steg</span>Korrigera de angivna fälten före en ny begäran om att skapa.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">Alias</h3><h4>Modellalias</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=chat\"><code>deepseek-v4-flash-0731</code></a></span><br><span data-model-alias-route=\"Ultra\"><b>Ailoot Ultra</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731&amp;fmt=chat\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest&amp;fmt=chat\"><code>~deepseek/deepseek-v4-flash-latest</code></a></span></p><h4>Alias för metodsökvägar</h4><p class=\"note-s\">Använd metodsökvägarna som visas ovan.</p><h4>Relaterade anropar-ID:n</h4><p class=\"note-s\"><a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731&amp;fmt=chat\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest&amp;fmt=chat\"><code>~deepseek/deepseek-v4-flash-latest</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=chat\"><code>deepseek-v4-flash-0731</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "~deepseek/deepseek-v4-flash-latest",
        "fmt": "chat",
        "http": "POST",
        "path": "/v1/chat/completions",
        "request_model_id": "~deepseek/deepseek-v4-flash-latest",
        "route_label": "Ultra"
      },
      "method_key": "Ultra|chat|/v1/chat/completions|~deepseek%2Fdeepseek-v4-flash-latest",
      "ordinal": 5,
      "rawMethod": {
        "available": null,
        "cache_read": 0.056,
        "cache_write": null,
        "cache_write_1h": null,
        "contract": {
          "data": {
            "all_results": "Keep every choice and its content/tool calls/reasoning. In SSE assemble deltas by choice/tool index, retain the final finish reason and usage.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID.",
              "Guarded canonical keys must occur once; duplicate or case-varied model/tools/cap fields are rejected."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/chat/completions"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content",
                "required_material": "UTF8-text"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Behåll varje svarsalternativ och dess innehåll/verktygsanrop/resonemang. Sätt i SSE samman deltauppdateringar efter svarsalternativets/verktygets index och behåll den slutliga avslutsorsaken och användningsuppgifterna.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "choices[].index",
                  "type": "integer"
                },
                {
                  "description": null,
                  "name": "choices[].message.content",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "choices[].message.tool_calls",
                  "type": "tool_call[]"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_content",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_details",
                  "type": "object|array"
                },
                {
                  "description": null,
                  "name": "choices[].finish_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "~deepseek/deepseek-v4-flash-latest"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "model_dependent",
                "conditions": "Dessa roller representeras uttryckligen av källkodens kompatibilitetstyper; den exakta rolluppsättningen är fortfarande modellspecifik.",
                "default": null,
                "default_known": false,
                "enum": [
                  "system",
                  "user",
                  "assistant",
                  "tool",
                  "function"
                ],
                "enum_exhaustive": false,
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": false,
                "type": "string|content_part[]|null"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_calls",
                "required": false,
                "type": "tool_call[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_call_id",
                "required": false,
                "type": "string",
                "when": "role=tool; använd det faktiska returnerade ID:t"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].name",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_content",
                "required": false,
                "type": "string",
                "when": "Skicka tillbaka det faktiska returnerade resonemanget när modellen använder det"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_details",
                "required": false,
                "type": "object|array"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_completion_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stream_options.include_usage",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stop",
                "required": false,
                "type": "string|string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "function_tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": [
                  "function"
                ],
                "enum_known": true,
                "name": "tools[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.name",
                "required": true,
                "type": "string",
                "when": "verktyg av typen funktion har tillhandahållits"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.description",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.parameters",
                "required": false,
                "type": "JSON_schema"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "response_format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning_effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_compatibility",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "functions",
                "required": false,
                "type": "function[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "function_call",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "text"
                ],
                "enum_known": true,
                "name": "modalities",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "source_interface",
                "conditions": "provider.options avvisas på denna Ultra-textrutt",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "provider",
                "required": false,
                "type": "object"
              },
              {
                "availability": "source_interface",
                "conditions": "1h avvisas på de faktiska platserna för promptcache",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "cache_control.ttl",
                "required": false,
                "type": "string"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": [
              "additional models/models list",
              "plugins",
              "route",
              "hosted tools; ordinary client function tools remain separate",
              "non-text output modalities",
              "provider.options overrides",
              "one-hour prompt-cache TTL"
            ]
          },
          "hints": [
            "Skicka det exakta modell-ID:t tillsammans med messages.",
            "Kontextlängden är inte en utdatagräns.",
            "En textfil kan tillhandahålla bokstavlig text; bild-/ljud-/filobjektsindata kräver exakt bindning."
          ],
          "input": {
            "content_type": "application/json",
            "control_scope": "modellspecifikt; användarens funktionsverktyg skiljer sig från värdbaserade verktyg",
            "file_material": "det faktiska UTF-8-dokumentet infogat som bokstavlig text; inget fil-ID härleds",
            "hosted_operations": false,
            "material_types": [
              "text"
            ],
            "messages": "meddelandearray med strukturen role/content",
            "multimodal_input_binding": null,
            "optional_controls": [
              "stream",
              "temperature",
              "top_p",
              "stop",
              "max_tokens",
              "max_completion_tokens",
              "reasoning",
              "response_format",
              "tools",
              "tool_choice"
            ],
            "output_modalities": [
              "text"
            ],
            "required": [
              "model",
              "messages"
            ]
          },
          "lifecycle": {
            "mode": "synchronous_or_streamed",
            "unknown": "preserve original request id; no generic chat job retrieval path"
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/chat/completions"
          },
          "method_aliases": [],
          "operation_modes": [
            "text_chat"
          ],
          "output": {
            "content": "choices[].message.content or stream delta",
            "family": "text",
            "format": "json or supported SSE",
            "tool_calls": "retain actual returned function calls"
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Grundpriser för token",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Nivå 1 för förfrågans längd",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"~deepseek/deepseek-v4-flash-latest\", \"messages\": [{\"role\": \"user\", \"content\": \"Explain the difference between an observation and a hypothesis in three sentences.\"}]}')\n\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nr=json.loads(Path(\"result.json\").read_text())\nfor x in r.get(\"choices\",[]):\n    if x.get(\"message\",{}).get(\"content\"): print(x[\"message\"][\"content\"])\nPY_RESULT\n",
            "label": "curl · retained exact creation",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nresult=client.chat.completions.create(model='~deepseek/deepseek-v4-flash-latest',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}])\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(result.to_dict(mode=\"json\"))\n",
            "label": "Python SDK · all choices",
            "language": "python"
          },
          {
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nwith client.chat.completions.stream(model='~deepseek/deepseek-v4-flash-latest',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python SDK streaming · all events",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": 1,
        "flex_multiplier": 1,
        "fmt": "chat",
        "hints": [
          "Send exact model ID with messages.",
          "Context length is not an output cap.",
          "A text file may supply literal text; image/audio/file-object inputs need exact binding."
        ],
        "http": "POST",
        "in": 0.88,
        "input": [
          "text"
        ],
        "label": "OpenAI Chat",
        "max_out": null,
        "max_reasoning_effort_multiplier": 1,
        "method_aliases": [],
        "out": 2.64,
        "output": [
          "text"
        ],
        "path": "/v1/chat/completions",
        "price_conditions": [
          {
            "label": "Snabbt läge",
            "value": "Standardpris",
            "when": "När snabbt läge är valt"
          },
          {
            "label": "Flex-läge",
            "value": "Standardpris",
            "when": "När läget flex är valt"
          },
          {
            "label": "Högsta resonemangsnivå",
            "value": "Standardpris",
            "when": "När den högsta resonemangsnivån använder standardjusteringen (default)"
          },
          {
            "label": "Resonemangsnivå · hög",
            "value": "Standardpris",
            "when": "När resonemangsnivån är hög"
          },
          {
            "label": "Resonemangsnivå · låg",
            "value": "Standardpris",
            "when": "När resonemangsnivån är låg"
          },
          {
            "label": "Resonemangsnivå · maximal",
            "value": "Standardpris",
            "when": "När resonemangsnivån är maximal"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Request-length tier 1",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "reasoning_effort_multipliers": {
          "high": 1,
          "low": 1,
          "max": 1
        },
        "request_model_id": "~deepseek/deepseek-v4-flash-latest",
        "route_label": "Ultra",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 0.056,
            "cache_read_multiplier": null,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_multiplier": null,
            "created_at": "0001-01-01T00:00:00Z",
            "in": 0.88,
            "input_multiplier": null,
            "interval_boundary": "min_exclusive_max_inclusive",
            "max": null,
            "max_tokens": null,
            "min": 0,
            "min_tokens": 0,
            "null_rate_policy": "unknown or inherited; never zero",
            "out": 2.64,
            "output_multiplier": null,
            "per_request_price": null,
            "sort_order": 0,
            "tier_label": "",
            "updated_at": "0001-01-01T00:00:00Z"
          }
        ],
        "units": [
          {
            "amount": "0.00088000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.00000088",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.00264000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.00000264",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          },
          {
            "amount": "0.000056000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_read_price",
            "label": "Cache read",
            "native_amount_usd_per_unit": "0.000000056",
            "native_quantity": 1,
            "native_unit": "cached_input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "cached_input_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_price",
            "label": "Cache write",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "generic_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "generic_cache_creation_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_1h_price",
            "label": "Cache write, 1 hour",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "one_hour_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "one_hour_cache_creation_token"
          }
        ]
      }
    },
    {
      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">DS</span><h2 id=\"sheet-title\">DeepSeek: DeepSeek V4 Flash 0731</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"Stäng\">×</button></div><div class=\"idline\"><span>DeepSeek /</span><code>~deepseek/deepseek-v4-flash-latest</code><button type=\"button\" id=\"copy-id\">Kopiera ID</button></div><nav class=\"card-jump-nav\" aria-label=\"Modellkortets avsnitt\"><button type=\"button\" data-card-jump=\"overview\">Start</button><button type=\"button\" data-card-jump=\"methods\">Indata &amp; metoder</button><button type=\"button\" data-card-jump=\"pricing\">Priser</button><button type=\"button\" data-card-jump=\"examples\">Exempel</button><button type=\"button\" data-card-jump=\"results\">Resultat</button><button type=\"button\" data-card-jump=\"aliases\">Alias</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"API-metoder\"><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-0\" data-card-method=\"Core|chat|/v1/chat/completions|deepseek-v4-flash-0731\">Chat</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-1\" data-card-method=\"Core|messages|/v1/messages|deepseek-v4-flash-0731\">Messages</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-2\" data-card-method=\"Core|responses|/v1/responses|deepseek-v4-flash-0731\">Responses</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-3\" data-card-method=\"Ultra|chat|/v1/chat/completions|deepseek%2Fdeepseek-v4-flash-0731\">Chat · Ultra</button><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-4\" data-card-method=\"Ultra|messages|/v1/messages|~deepseek%2Fdeepseek-v4-flash-latest\">Messages · Ultra</button></div><div class=\"idline\"><label for=\"card-model-id\">Modell-ID</label><select class=\"sel\" id=\"card-model-id\" style=\"min-width:0;max-width:100%\"><option value=\"Ultra|messages|/v1/messages|deepseek%2Fdeepseek-v4-flash-0731\">deepseek/deepseek-v4-flash-0731</option><option value=\"Ultra|messages|/v1/messages|~deepseek%2Fdeepseek-v4-flash-latest\" selected>~deepseek/deepseek-v4-flash-latest</option></select></div><div id=\"card-method-content\" role=\"tabpanel\" aria-labelledby=\"card-method-tab-4\"><section class=\"card-section\" data-card-section=\"overview\"><h3 tabindex=\"-1\">Start</h3><p class=\"mdesc-full\">DeepSeek V4 Flash 0731 är den officiella Flash-utgåvan för text, kodning och agentarbetsflöden. Den erbjuder lägen för direktchatt och tänkande, strukturerade utdata för verktygsanrop och en modellkontext på en miljon token; den daterade utgåvan innehåller DSpark-modulen för spekulativ avkodning.</p><dl class=\"card-io\" data-card-io><div><dt>Godkända indata</dt><dd>Text</dd></div><div><dt>Resultat</dt><dd>json · sse</dd></div></dl><details class=\"card-about\"><summary>Om modellen</summary><p class=\"note-s\" data-model-method-boundary>Den här beskrivningen omfattar modellens förmågor. Tillgängliga indata, utdata och alternativ i Ailoot anges nedan för den valda metoden.</p><div class=\"mabout\" id=\"m-about\"><p>DeepSeek V4 Flash 0731 är den officiella utgåvan av Flash-grenen och ersätter dess förhandsversion. Dess praktiska fokus omfattar kodning och agentarbete: att tolka ett tillhandahållet kodförråd, föreslå en ändring, använda verktygsobservationer och returnera ett resultat som anroparen kan granska. Behåll utgåvan 0731 tillsammans med ett sparat resultat när du jämför det med Flash Preview, Pro 0813 eller V4.1 Flash.</p><h4>Börja med materialet och resultatet</h4><p>Ange den verkliga uppgiften, relevanta filer eller dokumentavsnitt, begränsningarna och det förväntade resultatet. För en ändring i ett kodförråd inkluderar du den berörda koden, det observerade beteendet och kommandot eller förfrågan som återskapar problemet. Ange om leveransen är en förklaring, en föreslagen patch, en lista med iakttagelser eller en strukturerad plan.</p><p>En användbar felsökningsbeskrivning är: ”Använd den tillhandahållna rutthanteraren, valideringsschemat och den felande förfrågan. Förklara var indata avviker från schemat, föreslå minsta möjliga ändring och identifiera den befintliga kontroll som skulle skilja ut ett korrigerat resultat.” För en dokumentuppgift namnger du de tillhandahållna avsnitten och ber om en tabell med krav, belägg och olösta frågor. Detta är illustrativa uppgiftsbeskrivningar; inkludera det verkliga källmaterialet med förfrågan.</p><h4>Välj direkt chatt eller thinking</h4><p>Tillverkarens format stöder direkt chatt och thinking. Direkt chatt returnerar svarsinnehållet direkt. Thinking skiljer modellens resonemangsfält från dess slutliga svar. I thinking-läget är de dokumenterade nivåerna low, high och max, med low som standard. Denna utgåva använder dessa namngivna nivåer i stället för V4.1 Flashs heltalsskala för resonemangsnivå.</p><p>Välj läge utifrån arbetet. En kort formulering kan ange fakta som ska behållas och tonen i ersättningstexten. En komplicerad uppgift i ett kodförråd kan definiera undersökningsstegen, det relevanta underlaget och en kompakt slutrapport. Håll det önskade slutresultatet tydligt även vid högre thinking-nivå, exempelvis en föreslagen diff med en kort förklaring och de kommandon som behövs för att granska den.</p><h4>Anslut verktyg genom ett applikationsflöde</h4><p>Det ursprungliga formatet stöder meddelanden över flera turer och verktygsdefinitioner med namngivna parametrar och scheman. Modellen kan returnera ett begärt verktygsanrop; applikationen utför operationen och skickar tillbaka den resulterande observationen i nästa tur. Håll verktygsresultat kopplade till motsvarande anrop och bevara ordningen när flera observationer returneras.</p><p>För ett flöde som granskar filer exponerar du den verkliga filläsningsoperationen, beskriver dess indatasökväg och returnerar det observerade innehållet. Be modellen grunda nästa förslag i det innehållet. För ett dataflöde tillhandahåller du frågeoperationen och returnerar de verkliga posterna; be om en beräkning eller sammanfattning utifrån dessa poster. Ett returnerat anrop och en utförd operation är separata steg på vägen till det begärda resultatet.</p><p>Tillverkarens kodare bevarar resonemangskontexten genom verktygskonversationer. I vanlig chatt tar den normalt bort resonemang från tidigare turer före det senaste användarmeddelandet. Använd de dokumenterade meddelandefälten och konversationshanteringen när du bevarar ett flerstegsflöde. Referenstolken förväntar sig korrekt formaterade utdata, så kontrollera ett tolkat anrops namn och parametrar innan det körs och behåll ett ogiltigt resultat för granskning.</p><h4>Budgetera konversationen och svaret</h4><p>Den daterade modellkonfigurationen anger 1,048,576 sekvenspositioner. Inkludera tillhandahållet material, konversationshistorik, verktygsdefinitioner, returnerade observationer och genererat svar när du förbereder en sekvens. Ge modellen ett användbart svarsmål, såsom en liten patch, en beläggstabell eller en numrerad plan, i stället för att fylla tillgängligt utrymme med ovidkommande filer.</p><p>Tillverkarens lokala recept rekommenderar temperature 1.0, med top_p 0.95 för agentarbete och 1.0 annars. För thinking-nivåerna high och max rekommenderas en maximal utdatalängd på 384K token. Detta är publicerade receptinställningar och en rekommendation för genereringsbudgeten; sekvensbudgeten måste fortfarande rymma resten av förfrågan.</p><h4>Håll utgåvan och arkitekturen åtskilda</h4><p>Utgåvan 0731 använder Flash DSpark-strukturen, inklusive en ansluten modul för spekulativ avkodning. Den underliggande Flash-stommen är en expertblandningsmodell som beskrivs med 284 miljarder parametrar totalt och 13 miljarder aktiverade per token. Håll dessa stomtal skilda från eventuella ytterligare modulvikter. Den exakta daterade konfigurationen har 43 lager, 256 dirigerade experter, en delad expert och sex valda experter per token.</p><p>Den användbara utdatan är fortfarande det svar, kodförslag, strukturerade fynd eller nästa arbetssteg som anroparen har begärt. Granska en kodändring mot de tillhandahållna filerna och det observerade felet. Granska en dokumentslutsats mot det citerade avsnittet eller den returnerade posten. Spara modellutgåvan, uppgiftsbeskrivningen och relevanta observationer med resultatet så att en senare jämförelse använder samma problem och underlag.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Tillgängligt i Ailoot · indata &amp; metoder</h3><details class=\"card-method\" open><summary><b>Ailoot Ultra · Anthropic Messages</b> <code>POST /v1/messages</code></summary><dl class=\"method-capabilities\"><div><dt>Indatatyper</dt><dd><code>text</code></dd></div><div><dt>Utdatatyper</dt><dd><code>json</code>, <code>sse</code></dd></div><div><dt>Utdataformat</dt><dd>JSON eller SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>Fält</th><th>Typ</th><th>Krav</th><th>Värden &amp; gränser</th><th>Standard</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>~deepseek/deepseek-v4-flash-latest</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>message[]</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].role</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span><div>user, assistant</div></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">messages[].content</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>string</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">max_tokens</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>integer</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Obligatoriskt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>boolean</code></td><td data-cell-label=\"Krav\"><span class=\"card-cell-label\">Krav</span>Valfritt</td><td data-cell-label=\"Värden &amp; gränser\"><span class=\"card-cell-label\">Värden &amp; gränser</span></td><td data-cell-label=\"Standard\" data-default=\"known\"><span class=\"card-cell-label\">Standard</span>false</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>Kombinationer av indatamaterial</summary><p class=\"note-s\"><b>Text</b> · UTF-8-text</p><p class=\"note-s\"><code>sträng i messages[].content</code></p></details><details class=\"note-s\" data-method-contract><summary>Metodparametrar och livscykel</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>Parameter</th><th>Avtal</th></tr></thead><tbody><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>content_type</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>application/json</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>required</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>model, messages, max_tokens</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>optional_controls</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>stream</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>material_types</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>text</td></tr><tr><th data-cell-label=\"Parameter\" scope=\"row\"><span class=\"card-cell-label\">Parameter</span><code>text_file_material</code></th><td data-cell-label=\"Avtal\"><span class=\"card-cell-label\">Avtal</span>Läs det faktiska UTF-8-dokumentet och placera texten i det angivna input-fältet eller i strängen för meddelandets innehåll.</td></tr></tbody></table></div><p>Livscykel: <code>synchronous_or_streamed</code></p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">Priser</h3><div data-native-semantic-method=\"v1\" data-tariff-reference-only><p class=\"note-s\" data-rate-support-note>Tariffuppgifter lägger inte till begäransalternativ. Parametrar som stöds anges för den valda metoden.</p><dl data-price-conditions><dt>Snabbt läge</dt><dd>Standardpris <span class=\"note-s\">När snabbt läge är valt</span></dd><dt>Flex-läge</dt><dd>Standardpris <span class=\"note-s\">När läget flex är valt</span></dd><dt>Högsta resonemangsnivå</dt><dd>Standardpris <span class=\"note-s\">När den högsta resonemangsnivån använder standardjusteringen (default)</span></dd><dt>Resonemangsnivå · hög</dt><dd>Standardpris <span class=\"note-s\">När resonemangsnivån är hög</span></dd><dt>Resonemangsnivå · låg</dt><dd>Standardpris <span class=\"note-s\">När resonemangsnivån är låg</span></dd><dt>Resonemangsnivå · maximal</dt><dd>Standardpris <span class=\"note-s\">När resonemangsnivån är maximal</span></dd></dl></div><div data-declared-tariff-pricing><h4>Ailoot-priser</h4><h4>Priser efter konfiguration</h4><p class=\"note-s\">Matcha varje avgift mot de visade villkoren. Använd ett pris för varje uppsättning alternativa konfigurationer.</p><div class=\"tw\" data-pricing-profiles><table><thead><tr><th>Konfiguration</th><th>Prislista</th><th>Kontexttoken, fler än</th><th>Kontexttoken, upp till och med</th><th>Avgift</th></tr></thead><tbody><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Grundpriser för token</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>Grundpris</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>—</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr><tr><th data-cell-label=\"Konfiguration\" scope=\"row\"><span class=\"card-cell-label\">Konfiguration</span>Nivå 1 för förfrågans längd</th><td data-cell-label=\"Prislista\"><span class=\"card-cell-label\">Prislista</span>—</td><td data-cell-label=\"Kontexttoken, fler än\"><span class=\"card-cell-label\">Kontexttoken, fler än</span>0</td><td data-cell-label=\"Kontexttoken, upp till och med\"><span class=\"card-cell-label\">Kontexttoken, upp till och med</span>Ingen övre gräns</td><td data-cell-label=\"Avgift\"><span class=\"card-cell-label\">Avgift</span><div><span>Indata · Indatatoken</span> <b>$0.00088</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Utdata · Utdatatoken</span> <b>$0.00264</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Cacheläsning</span> <b>$0.000056</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div><div><span>Indata · Skrivning till cache, 1 tim</span> <b>—</b> <span class=\"price-unit\">/ 1K token</span></div></td></tr></tbody></table></div></div><p class=\"note-s\">Ailoot reserverar ett uppskattat belopp före en begäran. Efter resultatet slutregleras avgiften utifrån uppmätt förbrukning. Slutreglering för strömning använder den slutliga förbrukningsposten. <a href=\"/docs/sv/billing/reserve/\">Så fungerar reservation och slutreglering →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">Exempelbegäranden</h3><h4>Ailoot Ultra · Anthropic Messages</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Kodvarianter\"><button class=\"cg-tab\" id=\"model-code-215-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-215-panel-0\" aria-selected=\"true\" tabindex=\"0\">Komplett minimal JSON-kropp</button><button class=\"cg-tab\" id=\"model-code-215-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-215-panel-1\" aria-selected=\"false\" tabindex=\"-1\">curl · använd ditt UTF-8-dokument</button><button class=\"cg-tab\" id=\"model-code-215-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-215-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python · spara hela resultatet</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Kopiera kod\"><svg class=\"cp\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><rect x=\"5.25\" y=\"5.25\" width=\"8.5\" height=\"8.5\" rx=\"1.75\"/><path d=\"M10.75 5.25V3.5a1.25 1.25 0 0 0-1.25-1.25H3.5A1.25 1.25 0 0 0 2.25 3.5v6a1.25 1.25 0 0 0 1.25 1.25h1.75\"/></svg><svg class=\"ok\" viewBox=\"0 0 16 16\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.4\"><path d=\"m3 8.5 3.25 3.25L13 5\"/></svg></button></div></div><div class=\"cg-body\"><div class=\"cg-pane\" id=\"model-code-215-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-215-tab-0\"><pre data-lang=\"json\"><code>{\n  &quot;model&quot;: &quot;~deepseek/deepseek-v4-flash-latest&quot;,\n  &quot;max_tokens&quot;: 128,\n  &quot;messages&quot;: [\n    {\n      &quot;role&quot;: &quot;user&quot;,\n      &quot;content&quot;: &quot;Summarize the incident report.&quot;\n    }\n  ],\n  &quot;stream&quot;: false\n}</code></pre></div><div class=\"cg-pane\" id=\"model-code-215-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-215-tab-1\" hidden><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\n: &quot;${AILOOT_TEXT_FILE:?Set your actual UTF-8 document}&quot;\nexport AILOOT_TEXT_FILE\npython3 - &lt;&lt;&#39;PY_REQUEST&#39;\nimport json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ[&#39;AILOOT_TEXT_FILE&#39;])\nif not source_file.is_file():\n    raise SystemExit(&#39;Set AILOOT_TEXT_FILE to your actual UTF-8 document&#39;)\ntext = source_file.read_text(encoding=&#39;utf-8&#39;)\nif not text.strip():\n    raise SystemExit(&#39;Choose a document containing text&#39;)\npayload = {&#39;model&#39;: &#39;~deepseek/deepseek-v4-flash-latest&#39;, &#39;max_tokens&#39;: 128, &#39;messages&#39;: [{&#39;role&#39;: &#39;user&#39;, &#39;content&#39;: &#39;Summarize the incident report.&#39;}]}\npayload[&#39;messages&#39;][0][&#39;content&#39;] = &#39;Summarize this material and quote supporting source passages.\\n\\n&#39; + text\nPath(&#39;request.json&#39;).write_text(json.dumps(payload, ensure_ascii=False), encoding=&#39;utf-8&#39;)\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \\\n  -H &quot;x-api-key: $AILOOT_API_KEY&quot; -H &#39;anthropic-version: 2023-06-01&#39; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path(&#39;result.json&#39;).read_text(encoding=&#39;utf-8&#39;))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-215-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-215-tab-2\" hidden><pre data-lang=\"python\"><code>import json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ[&#39;AILOOT_TEXT_FILE&#39;])\nif not source_file.is_file():\n    raise SystemExit(&#39;Set AILOOT_TEXT_FILE to your actual UTF-8 document&#39;)\ntext = source_file.read_text(encoding=&#39;utf-8&#39;)\nif not text.strip():\n    raise SystemExit(&#39;Choose a document containing text&#39;)\npayload = {&#39;model&#39;: &#39;~deepseek/deepseek-v4-flash-latest&#39;, &#39;max_tokens&#39;: 128, &#39;messages&#39;: [{&#39;role&#39;: &#39;user&#39;, &#39;content&#39;: &#39;Summarize the incident report.&#39;}]}\npayload[&#39;messages&#39;][0][&#39;content&#39;] = &#39;Summarize this material and quote supporting source passages.\\n\\n&#39; + text\nfrom urllib.request import Request, urlopen\nfrom urllib.error import HTTPError\n\napi_key = os.environ[&#39;AILOOT_API_KEY&#39;]\nif not api_key.strip():\n    raise SystemExit(&#39;Set AILOOT_API_KEY before making a request&#39;)\nheaders = {&#39;x-api-key&#39;: &#39;PLACEHOLDER_KEY&#39;, &#39;anthropic-version&#39;: &#39;2023-06-01&#39;, &#39;Content-Type&#39;: &#39;application/json&#39;}\nheaders[&#39;x-api-key&#39;] = api_key\nrequest = Request(&#39;https://api.ailoot.ai/v1/messages&#39;, data=json.dumps(payload, ensure_ascii=False).encode(&#39;utf-8&#39;), headers=headers, method=&#39;POST&#39;)\ntry:\n    with urlopen(request, timeout=120) as response:\n        raw = response.read()\n        Path(&#39;response-headers.txt&#39;).write_text(str(response.headers), encoding=&#39;utf-8&#39;)\nexcept HTTPError as error:\n    Path(&#39;result.json&#39;).write_bytes(error.read())\n    Path(&#39;response-headers.txt&#39;).write_text(str(error.headers), encoding=&#39;utf-8&#39;)\n    raise\nPath(&#39;result.json&#39;).write_bytes(raw)\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path(&#39;result.json&#39;).read_text(encoding=&#39;utf-8&#39;))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">Ta emot och spara resultat</h3><h4>Ailoot Ultra · Anthropic Messages</h4><p class=\"note-s\">JSON eller SSE</p><div class=\"card-result-process\" data-all-results><h5>Behåll alla färdiga resultat</h5><p class=\"note-s\">Behåll varje fullständigt returnerat svar, fil och innehållsdel.</p><p class=\"note-s\">Behåll alla innehållsblock, resonemangssignaturer och faktiska ID:n för verktygsanvändning. Sätt samman alla SSE-deltauppdateringar för blocken; ett första textblock är inte hela utdata.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>Om det ursprungliga svaret behöver kontrolleras</h5><p class=\"note-s\">Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls.</p></div><details class=\"card-about\" data-output-fields><summary>Svarsfält</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>Fält</th><th>Typ</th></tr></thead><tbody><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">id</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">content[]</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>text|thinking|tool_use|other content block</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">stop_reason</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>string|null</td></tr><tr><th data-cell-label=\"Fält\" scope=\"row\"><span class=\"card-cell-label\">Fält</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>Fel och nästa steg</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>Svar</th><th>Villkor</th><th>Nästa steg</th></tr></thead><tbody><tr><th data-cell-label=\"Svar\" scope=\"row\"><span class=\"card-cell-label\">Svar</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"Villkor\"><span class=\"card-cell-label\">Villkor</span>Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde</td><td data-cell-label=\"Nästa steg\"><span class=\"card-cell-label\">Nästa steg</span>Korrigera de angivna fälten före en ny begäran om att skapa.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">Alias</h3><h4>Modellalias</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=messages\"><code>deepseek-v4-flash-0731</code></a></span><br><span data-model-alias-route=\"Ultra\"><b>Ailoot Ultra</b> <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731&amp;fmt=messages\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest&amp;fmt=messages\"><code>~deepseek/deepseek-v4-flash-latest</code></a></span></p><h4>Alias för metodsökvägar</h4><p class=\"note-s\">Använd metodsökvägarna som visas ovan.</p><h4>Relaterade anropar-ID:n</h4><p class=\"note-s\"><a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=deepseek%2Fdeepseek-v4-flash-0731&amp;fmt=messages\"><code>deepseek/deepseek-v4-flash-0731</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Ultra&amp;caller=~deepseek%2Fdeepseek-v4-flash-latest&amp;fmt=messages\"><code>~deepseek/deepseek-v4-flash-latest</code></a>, <a href=\"#m=deepseek%2Fdeepseek-v4-flash-0731&amp;route=Core&amp;caller=deepseek-v4-flash-0731&amp;fmt=messages\"><code>deepseek-v4-flash-0731</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "~deepseek/deepseek-v4-flash-latest",
        "fmt": "messages",
        "http": "POST",
        "path": "/v1/messages",
        "request_model_id": "~deepseek/deepseek-v4-flash-latest",
        "route_label": "Ultra"
      },
      "method_key": "Ultra|messages|/v1/messages|~deepseek%2Fdeepseek-v4-flash-latest",
      "ordinal": 6,
      "rawMethod": {
        "available": null,
        "cache_read": 0.056,
        "cache_write": null,
        "cache_write_1h": null,
        "contract": {
          "data": {
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "headers": [
                "Authorization: Bearer",
                "x-api-key",
                "anthropic-version"
              ],
              "version_example": "2023-06-01"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "example_body": {
              "max_tokens": 128,
              "messages": [
                {
                  "content": "Summarize the incident report.",
                  "role": "user"
                }
              ],
              "model": "~deepseek/deepseek-v4-flash-latest",
              "stream": false
            },
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/messages"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "sträng i messages[].content",
                "required_material": "UTF-8-text"
              }
            ],
            "operation_modes": [
              "synchronous_json",
              "streamed_SSE"
            ],
            "outputs": {
              "all_results": "Behåll alla innehållsblock, resonemangssignaturer och faktiska ID:n för verktygsanvändning. Sätt samman alla SSE-deltauppdateringar för blocken; ett första textblock är inte hela utdata.",
              "family": "protocol",
              "fields": [
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "model",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "content[]",
                  "type": "text|thinking|tool_use|other content block"
                },
                {
                  "description": null,
                  "name": "stop_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "JSON eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "~deepseek/deepseek-v4-flash-latest"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "user",
                  "assistant"
                ],
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "max_tokens",
                "required": true,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              }
            ],
            "profile_binding": "Documented current stock Messages bridge; optional model capabilities are separate from this minimal text request.",
            "request_schema": {
              "additionalProperties": false,
              "properties": {
                "max_tokens": {
                  "minimum": 1,
                  "type": "integer"
                },
                "messages": {
                  "items": {
                    "additionalProperties": false,
                    "properties": {
                      "content": {
                        "oneOf": [
                          {
                            "type": "string"
                          },
                          {
                            "items": {
                              "oneOf": [
                                {
                                  "properties": {
                                    "text": {
                                      "type": "string"
                                    },
                                    "type": {
                                      "const": "text"
                                    }
                                  },
                                  "required": [
                                    "type",
                                    "text"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "properties": {
                                    "source": {
                                      "oneOf": [
                                        {
                                          "properties": {
                                            "type": {
                                              "const": "url"
                                            },
                                            "url": {
                                              "type": "string"
                                            }
                                          },
                                          "required": [
                                            "type",
                                            "url"
                                          ],
                                          "type": "object"
                                        },
                                        {
                                          "properties": {
                                            "data": {
                                              "type": "string"
                                            },
                                            "media_type": {
                                              "type": "string"
                                            },
                                            "type": {
                                              "const": "base64"
                                            }
                                          },
                                          "required": [
                                            "type",
                                            "media_type",
                                            "data"
                                          ],
                                          "type": "object"
                                        }
                                      ]
                                    },
                                    "type": {
                                      "const": "image"
                                    }
                                  },
                                  "required": [
                                    "type",
                                    "source"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "type": "array"
                          }
                        ]
                      },
                      "role": {
                        "enum": [
                          "user",
                          "assistant"
                        ],
                        "type": "string"
                      }
                    },
                    "required": [
                      "role",
                      "content"
                    ],
                    "type": "object"
                  },
                  "minItems": 1,
                  "type": "array"
                },
                "model": {
                  "enum": [
                    "~deepseek/deepseek-v4-flash-latest"
                  ],
                  "type": "string"
                },
                "stream": {
                  "default": false,
                  "type": "boolean"
                }
              },
              "required": [
                "model",
                "messages",
                "max_tokens"
              ],
              "type": "object"
            },
            "schema_template": {
              "max_tokens": 128,
              "messages": [
                {
                  "content": "Summarize the incident report.",
                  "role": "user"
                }
              ],
              "model": "~deepseek/deepseek-v4-flash-latest",
              "stream": false
            },
            "unsupported": [
              "No query API key.",
              "Hosted/server-side tools and model-specific optional controls are not part of this minimal family example."
            ]
          },
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text"
            ],
            "optional_controls": [
              "stream"
            ],
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "Läs det faktiska UTF-8-dokumentet och placera texten i det angivna input-fältet eller i strängen för meddelandets innehåll."
          },
          "lifecycle": {
            "create": {
              "http": "POST",
              "path": "/v1/messages"
            },
            "job_read": null,
            "mode": "synchronous_or_streamed",
            "unknown": "Keep request/response IDs and headers. No generic text job retrieval URL is supplied."
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/messages"
          },
          "output": {
            "all_results": "Keep all content blocks, thinking signatures and actual tool-use IDs. Assemble all SSE block deltas; a first text block is not the complete output.",
            "family": "protocol",
            "format": "JSON or SSE"
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Grundpriser för token",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Nivå 1 för förfrågans längd",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "{\n  \"model\": \"~deepseek/deepseek-v4-flash-latest\",\n  \"max_tokens\": 128,\n  \"messages\": [\n    {\n      \"role\": \"user\",\n      \"content\": \"Summarize the incident report.\"\n    }\n  ],\n  \"stream\": false\n}",
            "label": "Complete minimal JSON body",
            "language": "json"
          },
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_TEXT_FILE:?Set your actual UTF-8 document}\"\nexport AILOOT_TEXT_FILE\npython3 - <<'PY_REQUEST'\nimport json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ['AILOOT_TEXT_FILE'])\nif not source_file.is_file():\n    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')\ntext = source_file.read_text(encoding='utf-8')\nif not text.strip():\n    raise SystemExit('Choose a document containing text')\npayload = {'model': '~deepseek/deepseek-v4-flash-latest', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}\npayload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\\n\\n' + text\nPath('request.json').write_text(json.dumps(payload, ensure_ascii=False), encoding='utf-8')\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \\\n  -H \"x-api-key: $AILOOT_API_KEY\" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path('result.json').read_text(encoding='utf-8'))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\nPY_RESULT\n",
            "label": "curl · use your UTF-8 document",
            "language": "bash"
          },
          {
            "code": "import json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ['AILOOT_TEXT_FILE'])\nif not source_file.is_file():\n    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')\ntext = source_file.read_text(encoding='utf-8')\nif not text.strip():\n    raise SystemExit('Choose a document containing text')\npayload = {'model': '~deepseek/deepseek-v4-flash-latest', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}\npayload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\\n\\n' + text\nfrom urllib.request import Request, urlopen\nfrom urllib.error import HTTPError\n\napi_key = os.environ['AILOOT_API_KEY']\nif not api_key.strip():\n    raise SystemExit('Set AILOOT_API_KEY before making a request')\nheaders = {'x-api-key': 'PLACEHOLDER_KEY', 'anthropic-version': '2023-06-01', 'Content-Type': 'application/json'}\nheaders['x-api-key'] = api_key\nrequest = Request('https://api.ailoot.ai/v1/messages', data=json.dumps(payload, ensure_ascii=False).encode('utf-8'), headers=headers, method='POST')\ntry:\n    with urlopen(request, timeout=120) as response:\n        raw = response.read()\n        Path('response-headers.txt').write_text(str(response.headers), encoding='utf-8')\nexcept HTTPError as error:\n    Path('result.json').write_bytes(error.read())\n    Path('response-headers.txt').write_text(str(error.headers), encoding='utf-8')\n    raise\nPath('result.json').write_bytes(raw)\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path('result.json').read_text(encoding='utf-8'))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\n",
            "label": "Python · save the complete result",
            "language": "python"
          }
        ],
        "family": "anthropic",
        "fast_multiplier": 1,
        "flex_multiplier": 1,
        "fmt": "messages",
        "http": "POST",
        "in": 0.88,
        "input": [
          "text"
        ],
        "label": "Anthropic Messages",
        "max_out": null,
        "max_reasoning_effort_multiplier": 1,
        "method_aliases": [],
        "out": 2.64,
        "output": [
          "json",
          "sse"
        ],
        "path": "/v1/messages",
        "price_conditions": [
          {
            "label": "Snabbt läge",
            "value": "Standardpris",
            "when": "När snabbt läge är valt"
          },
          {
            "label": "Flex-läge",
            "value": "Standardpris",
            "when": "När läget flex är valt"
          },
          {
            "label": "Högsta resonemangsnivå",
            "value": "Standardpris",
            "when": "När den högsta resonemangsnivån använder standardjusteringen (default)"
          },
          {
            "label": "Resonemangsnivå · hög",
            "value": "Standardpris",
            "when": "När resonemangsnivån är hög"
          },
          {
            "label": "Resonemangsnivå · låg",
            "value": "Standardpris",
            "when": "När resonemangsnivån är låg"
          },
          {
            "label": "Resonemangsnivå · maximal",
            "value": "Standardpris",
            "when": "När resonemangsnivån är maximal"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Request-length tier 1",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "reasoning_effort_multipliers": {
          "high": 1,
          "low": 1,
          "max": 1
        },
        "request_model_id": "~deepseek/deepseek-v4-flash-latest",
        "route_label": "Ultra",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 0.056,
            "cache_read_multiplier": null,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_multiplier": null,
            "created_at": "0001-01-01T00:00:00Z",
            "in": 0.88,
            "input_multiplier": null,
            "max": null,
            "max_tokens": null,
            "min": 0,
            "min_tokens": 0,
            "out": 2.64,
            "output_multiplier": null,
            "per_request_price": null,
            "sort_order": 0,
            "tier_label": "",
            "updated_at": "0001-01-01T00:00:00Z"
          }
        ],
        "units": [
          {
            "amount": "0.00088000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.00000088",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.00264000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.00000264",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          },
          {
            "amount": "0.000056000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_read_price",
            "label": "Cache read",
            "native_amount_usd_per_unit": "0.000000056",
            "native_quantity": 1,
            "native_unit": "cached_input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "cached_input_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_price",
            "label": "Cache write",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "generic_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "generic_cache_creation_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_1h_price",
            "label": "Cache write, 1 hour",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "one_hour_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "one_hour_cache_creation_token"
          }
        ]
      }
    }
  ],
  "model_id": "deepseek/deepseek-v4-flash-0731",
  "nativeProvenance": {
    "input_facts_canonical_sha256": "b5716d302e358f4b8590c80d3c5c146941f26d6bf5dd02ebf708f50dd9d18efa",
    "input_html_sha256": "834d82ca60e349fc9c0713815c7f3b606f894c45dae651248c0e5969c3901d88",
    "private_audit_sha256": "8bb3cc5a3ffd064b1bcd7ad653b658e61e22ba42b8da358711d24e34a65fe2e7",
    "role": "historical-normalized-input-audit-hashes",
    "schema": "ailoot-native-model-provenance-v2"
  },
  "page": {
    "canonical": "https://ailoot.ai/models/sv/deepseek-v4-flash-0731/",
    "description": "DeepSeek V4 Flash 0731 är den officiella Flash-utgåvan för text, kodning och agentarbetsflöden. Den erbjuder lägen för direktchatt och tänkande, strukturerade utdata för verktygsanrop och en modellkontext på en miljon token; den daterade utgåvan innehåller DSpark-modulen för spekulativ avkodning.",
    "locale": "sv",
    "md_url": "https://ailoot.ai/models/sv/deepseek-v4-flash-0731/index.md",
    "title": "DeepSeek: DeepSeek V4 Flash 0731 — Ailoot",
    "url": "https://ailoot.ai/models/sv/deepseek-v4-flash-0731/"
  },
  "practicalHtml": "<h3>Praktisk uppgift</h3><p>Tekniskt exempel på engelska</p><pre><code>Repair a required-field check\n\nA route rejects only if not payload.get(&quot;quantity&quot;). The contract requires quantity to be an integer greater than zero, excluding booleans. Explain why inputs {&quot;quantity&quot;: -2} and {&quot;quantity&quot;: true} expose a problem. Propose a small Python validation patch and cases for missing, zero, negative, boolean and positive values.</code></pre><h4>Förväntat resultat</h4><pre><code>A diagnosis, a focused validation patch and five input cases with accept or reject expectations.</code></pre><h4>Kontrollera resultatet</h4><pre><code>Check that Python booleans are not accepted as integers and positive whole quantities still pass.</code></pre>",
  "practicalText": "Praktisk uppgift Tekniskt exempel på engelska Repair a required-field check A route rejects only if not payload.get(\"quantity\"). The contract requires quantity to be an integer greater than zero, excluding booleans. Explain why inputs {\"quantity\": -2} and {\"quantity\": true} expose a problem. Propose a small Python validation patch and cases for missing, zero, negative, boolean and positive values. Förväntat resultat A diagnosis, a focused validation patch and five input cases with accept or reject expectations. Kontrollera resultatet Check that Python booleans are not accepted as integers and positive whole quantities still pass.",
  "rawModel": {
    "about": "DeepSeek V4 Flash 0731 är den officiella utgåvan av Flash-grenen och ersätter dess förhandsversion. Dess praktiska fokus omfattar kodning och agentarbete: att tolka ett tillhandahållet kodförråd, föreslå en ändring, använda verktygsobservationer och returnera ett resultat som anroparen kan granska. Behåll utgåvan 0731 tillsammans med ett sparat resultat när du jämför det med Flash Preview, Pro 0813 eller V4.1 Flash.\n\n### Börja med materialet och resultatet\n\nAnge den verkliga uppgiften, relevanta filer eller dokumentavsnitt, begränsningarna och det förväntade resultatet. För en ändring i ett kodförråd inkluderar du den berörda koden, det observerade beteendet och kommandot eller förfrågan som återskapar problemet. Ange om leveransen är en förklaring, en föreslagen patch, en lista med iakttagelser eller en strukturerad plan.\n\nEn användbar felsökningsbeskrivning är: ”Använd den tillhandahållna rutthanteraren, valideringsschemat och den felande förfrågan. Förklara var indata avviker från schemat, föreslå minsta möjliga ändring och identifiera den befintliga kontroll som skulle skilja ut ett korrigerat resultat.” För en dokumentuppgift namnger du de tillhandahållna avsnitten och ber om en tabell med krav, belägg och olösta frågor. Detta är illustrativa uppgiftsbeskrivningar; inkludera det verkliga källmaterialet med förfrågan.\n\n### Välj direkt chatt eller thinking\n\nTillverkarens format stöder direkt chatt och thinking. Direkt chatt returnerar svarsinnehållet direkt. Thinking skiljer modellens resonemangsfält från dess slutliga svar. I thinking-läget är de dokumenterade nivåerna low, high och max, med low som standard. Denna utgåva använder dessa namngivna nivåer i stället för V4.1 Flashs heltalsskala för resonemangsnivå.\n\nVälj läge utifrån arbetet. En kort formulering kan ange fakta som ska behållas och tonen i ersättningstexten. En komplicerad uppgift i ett kodförråd kan definiera undersökningsstegen, det relevanta underlaget och en kompakt slutrapport. Håll det önskade slutresultatet tydligt även vid högre thinking-nivå, exempelvis en föreslagen diff med en kort förklaring och de kommandon som behövs för att granska den.\n\n### Anslut verktyg genom ett applikationsflöde\n\nDet ursprungliga formatet stöder meddelanden över flera turer och verktygsdefinitioner med namngivna parametrar och scheman. Modellen kan returnera ett begärt verktygsanrop; applikationen utför operationen och skickar tillbaka den resulterande observationen i nästa tur. Håll verktygsresultat kopplade till motsvarande anrop och bevara ordningen när flera observationer returneras.\n\nFör ett flöde som granskar filer exponerar du den verkliga filläsningsoperationen, beskriver dess indatasökväg och returnerar det observerade innehållet. Be modellen grunda nästa förslag i det innehållet. För ett dataflöde tillhandahåller du frågeoperationen och returnerar de verkliga posterna; be om en beräkning eller sammanfattning utifrån dessa poster. Ett returnerat anrop och en utförd operation är separata steg på vägen till det begärda resultatet.\n\nTillverkarens kodare bevarar resonemangskontexten genom verktygskonversationer. I vanlig chatt tar den normalt bort resonemang från tidigare turer före det senaste användarmeddelandet. Använd de dokumenterade meddelandefälten och konversationshanteringen när du bevarar ett flerstegsflöde. Referenstolken förväntar sig korrekt formaterade utdata, så kontrollera ett tolkat anrops namn och parametrar innan det körs och behåll ett ogiltigt resultat för granskning.\n\n### Budgetera konversationen och svaret\n\nDen daterade modellkonfigurationen anger 1,048,576 sekvenspositioner. Inkludera tillhandahållet material, konversationshistorik, verktygsdefinitioner, returnerade observationer och genererat svar när du förbereder en sekvens. Ge modellen ett användbart svarsmål, såsom en liten patch, en beläggstabell eller en numrerad plan, i stället för att fylla tillgängligt utrymme med ovidkommande filer.\n\nTillverkarens lokala recept rekommenderar temperature 1.0, med top_p 0.95 för agentarbete och 1.0 annars. För thinking-nivåerna high och max rekommenderas en maximal utdatalängd på 384K token. Detta är publicerade receptinställningar och en rekommendation för genereringsbudgeten; sekvensbudgeten måste fortfarande rymma resten av förfrågan.\n\n### Håll utgåvan och arkitekturen åtskilda\n\nUtgåvan 0731 använder Flash DSpark-strukturen, inklusive en ansluten modul för spekulativ avkodning. Den underliggande Flash-stommen är en expertblandningsmodell som beskrivs med 284 miljarder parametrar totalt och 13 miljarder aktiverade per token. Håll dessa stomtal skilda från eventuella ytterligare modulvikter. Den exakta daterade konfigurationen har 43 lager, 256 dirigerade experter, en delad expert och sex valda experter per token.\n\nDen användbara utdatan är fortfarande det svar, kodförslag, strukturerade fynd eller nästa arbetssteg som anroparen har begärt. Granska en kodändring mot de tillhandahållna filerna och det observerade felet. Granska en dokumentslutsats mot det citerade avsnittet eller den returnerade posten. Spara modellutgåvan, uppgiftsbeskrivningen och relevanta observationer med resultatet så att en senare jämförelse använder samma problem och underlag.",
    "alias_of": null,
    "aliases": [
      "~deepseek/deepseek-v4-flash-latest",
      "deepseek-v4-flash-0731"
    ],
    "author": "DeepSeek",
    "available": null,
    "canonical_model": "deepseek/deepseek-v4-flash-0731",
    "capabilities": {
      "context_length": 1048576,
      "manufacturer_input": [
        "text"
      ],
      "manufacturer_output": [
        "text"
      ]
    },
    "card_routes": [
      {
        "label": "Ultra",
        "rates": [
          {
            "amount": "0.00088000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.00000088",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.00264000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.00000264",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          }
        ],
        "summary": "Fullständig prissättning för konfigurationen finns i detaljerna."
      },
      {
        "label": "Ultra",
        "rates": [
          {
            "amount": "0.00088000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.00000088",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.00264000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.00000264",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          }
        ],
        "summary": "Fullständig prissättning för konfigurationen finns i detaljerna."
      }
    ],
    "ctx": null,
    "entity_type": "model",
    "formats": [
      "messages",
      "responses",
      "chat"
    ],
    "id": "deepseek/deepseek-v4-flash-0731",
    "input": [
      "text"
    ],
    "kind": "text",
    "max_out": null,
    "methods": [
      {
        "cache_read": 0.044,
        "cache_write": 0.44,
        "cache_write_1h": null,
        "cache_write_5m": 0.44,
        "conditional_meter": null,
        "contract": {
          "data": {
            "all_results": "Keep all content blocks, thinking signatures and actual tool-use IDs. Assemble all SSE block deltas; a first text block is not the complete output.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "headers": [
                "x-api-key",
                "anthropic-version"
              ],
              "version_example": "2023-06-01"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/messages"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content eller ett type=text-block",
                "required_material": "UTF8-text"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Behåll alla innehållsblock, resonemangssignaturer och faktiska ID:n för verktygsanvändning. Sätt samman alla SSE-deltauppdateringar för blocken; ett första textblock är inte hela utdata.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "model",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "content[]",
                  "type": "text|thinking|tool_use|other content block"
                },
                {
                  "description": null,
                  "name": "stop_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "deepseek-v4-flash-0731"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "user",
                  "assistant"
                ],
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": true,
                "type": "string|content_block[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "system",
                "required": false,
                "type": "string|content_block[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "limit_scope": "den exakta gränsen för den valda modellen/det valda kortet",
                "minimum": 1,
                "name": "max_tokens",
                "required": true,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stop_sequences",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "tool[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].name",
                "required": false,
                "type": "string",
                "when": "verktyg har tillhandahållits"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].description",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].input_schema",
                "required": false,
                "type": "JSON_schema"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "thinking.type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "thinking.budget_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "output_config.effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "metadata",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "cache_control",
                "required": false,
                "type": "object"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": []
          },
          "hints": [
            "Metodernas strukturer och ID:n är exakta; leverantörens funktioner är åtskilda från att begäran tillåts."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "faktiskt UTF-8-innehåll infogat som text; fil-ID:n/URLs kräver separat, exakt definierat stöd"
          },
          "lifecycle": {
            "mode": "exact retained published method"
          },
          "method": {
            "http": "POST",
            "path": "/v1/messages"
          },
          "operation_modes": [
            "messages"
          ],
          "output": {
            "family": [
              "text"
            ],
            "format": "JSON or supported SSE",
            "multioutputs": "retain every actual response output"
          }
        },
        "ctx": 1000000,
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}\"\nexport AILOOT_TEXT_FILE\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"deepseek-v4-flash-0731\", \"max_tokens\": 1024, \"messages\": []}')\nf=Path(os.environ[\"AILOOT_TEXT_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose your actual UTF-8 source material\")\ntext=f.read_text(encoding=\"utf-8\")\nif not text.strip():raise SystemExit(\"Source material must contain text\")\np[\"messages\"]=[{\"role\":\"user\",\"content\":\"Summarize this material and quote supporting source passages.\\n\\n\"+text}]\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \\\n  -H \"x-api-key: $AILOOT_API_KEY\" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(\"result.json\").read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n",
            "label": "Use actual text material",
            "language": "bash"
          },
          {
            "code": "import anthropic\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient = anthropic.Anthropic(base_url=\"https://api.ailoot.ai\", api_key=os.environ[\"AILOOT_API_KEY\"], max_retries=0)\nmsg = client.messages.create(\n    model=\"deepseek-v4-flash-0731\",\n    max_tokens=1024,\n    messages=[{\"role\": \"user\", \"content\": \"Explain the difference between an observation and a hypothesis in three sentences.\"}],\n)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(msg.to_dict(mode=\"json\"))\n",
            "label": "Python · retained SDK call",
            "language": "python"
          },
          {
            "SDK_retry_proof": {
              "field": "maxRetries",
              "scope": "normalclient options; no provider/account/proxy switches",
              "source_urls": [
                "https://raw.githubusercontent.com/openai/openai-node/master/src/client.ts",
                "https://raw.githubusercontent.com/anthropics/anthropic-sdk-typescript/main/src/client.ts"
              ],
              "value": 0
            },
            "code": "import Anthropic from \"@anthropic-ai/sdk\";\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(\"Set AILOOT_API_KEY before making a request\");\nconst client = new Anthropic({ baseURL: \"https://api.ailoot.ai\", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst msg = await client.messages.create({\n  model: \"deepseek-v4-flash-0731\",\n  max_tokens: 1024,\n  messages: [{ role: \"user\", content: \"Explain the difference between an observation and a hypothesis in three sentences.\" }],\n});\nimport { writeFileSync } from \"node:fs\";\n\nfunction saveResult(data, stem = \"result\") {\n  writeFileSync(stem + \".json\", JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) => {\n    const raw = Buffer.from(encoded, \"base64\");\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? \"png\" : raw[0]===255 && raw[1]===216 ? \"jpg\" : raw.subarray(0,4).toString()===\"RIFF\" && raw.subarray(8,12).toString()===\"WEBP\" ? \"webp\" : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(\"Saved\", file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(\"Content\", i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(\"Choice\", choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(\"Output\", i, JSON.stringify(item));\n    if (item.type === \"image_generation_call\" && item.result) saveBlob(item.result, item.output_format || \"bin\", `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(\"Candidate/part\", ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"})[mime] || \"bin\";\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(msg);\n",
            "label": "Node.js · retained SDK call",
            "language": "js"
          },
          {
            "code": "import anthropic,os\nfrom pathlib import Path\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=anthropic.Anthropic(base_url=\"https://api.ailoot.ai\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nwith client.messages.stream(model='deepseek-v4-flash-0731',max_tokens=1024,messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_message()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python streaming · complete final message",
            "language": "python"
          }
        ],
        "family": "anthropic",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "messages",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 0.44,
        "input": [
          "text"
        ],
        "label": "Anthropic Messages",
        "max_out": 393216,
        "max_tool_calls": null,
        "out": 1.32,
        "output": [
          "text"
        ],
        "path": "/v1/messages",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 1.32,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.044,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              },
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write",
                "label": "Cache write",
                "side": "in"
              },
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_5m",
                "label": "Cache write 5m",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "deepseek-v4-flash-0731",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [],
        "tool_prices": null,
        "unit": "token",
        "units": []
      },
      {
        "cache_read": 0.044,
        "cache_write": 0.44,
        "cache_write_1h": null,
        "cache_write_5m": 0.44,
        "conditional_meter": null,
        "contract": {
          "data": {
            "all_results": "Keep every output item and content part, actual function call_id, encrypted reasoning and usage. In streaming retain complete event/item identity.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/responses"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "indatatext eller en input_text-del",
                "required_material": "UTF8-text"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Behåll varje utdatapost och innehållsdel, det faktiska call_id för funktionen, krypterat resonemang och användningsuppgifter. Bevara vid strömning den fullständiga identiteten för händelsen/posten.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "status",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "output[]",
                  "type": "message|reasoning|function_call|other item"
                },
                {
                  "description": null,
                  "name": "output[].content[]",
                  "type": "content part"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "deepseek-v4-flash-0731"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input",
                "required": true,
                "type": "string|input_item[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "message",
                  "reasoning",
                  "function_call",
                  "function_call_output"
                ],
                "enum_known": true,
                "name": "input[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input[].content",
                "required": false,
                "type": "string|content_part[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input[].call_id",
                "required": false,
                "type": "string",
                "when": "function_call_output; behåll det faktiska returnerade call_id"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input[].output",
                "required": false,
                "type": "string|content_part[]",
                "when": "function_call_output"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_output_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning.effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning.summary",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "text.format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "text.verbosity",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "include",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "store",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "identity_rule": "Endast ett faktiskt svars-ID från en fortsättning som stöds",
                "name": "previous_response_id",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_key",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": []
          },
          "hints": [
            "Metodernas strukturer och ID:n är exakta; leverantörens funktioner är åtskilda från att begäran tillåts."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "input"
            ],
            "text_file_material": "faktiskt UTF-8-innehåll infogat som text; fil-ID:n/URLs kräver separat, exakt definierat stöd"
          },
          "lifecycle": {
            "mode": "exact retained published method"
          },
          "method": {
            "http": "POST",
            "path": "/v1/responses"
          },
          "operation_modes": [
            "responses"
          ],
          "output": {
            "family": [
              "text"
            ],
            "format": "JSON or supported SSE",
            "multioutputs": "retain every actual response output"
          }
        },
        "ctx": 1000000,
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}\"\nexport AILOOT_TEXT_FILE\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"deepseek-v4-flash-0731\", \"input\": \"\"}')\nf=Path(os.environ[\"AILOOT_TEXT_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose your actual UTF-8 source material\")\ntext=f.read_text(encoding=\"utf-8\")\nif not text.strip():raise SystemExit(\"Source material must contain text\")\np[\"input\"]=\"Summarize this material and quote supporting source passages.\\n\\n\"+text\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/responses \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(json.loads(Path(\"result.json\").read_text(encoding=\"utf-8\")))\nPY_RESULT\n",
            "label": "Use actual text material",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient = OpenAI(base_url=\"https://api.ailoot.ai/v1\", api_key=os.environ[\"AILOOT_API_KEY\"], max_retries=0)\nresp = client.responses.create(model=\"deepseek-v4-flash-0731\", input=\"Explain the difference between an observation and a hypothesis in three sentences.\")\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(resp.to_dict(mode=\"json\"))\n",
            "label": "Python · retained SDK call",
            "language": "python"
          },
          {
            "SDK_retry_proof": {
              "field": "maxRetries",
              "scope": "normalclient options; no provider/account/proxy switches",
              "source_urls": [
                "https://raw.githubusercontent.com/openai/openai-node/master/src/client.ts",
                "https://raw.githubusercontent.com/anthropics/anthropic-sdk-typescript/main/src/client.ts"
              ],
              "value": 0
            },
            "code": "import OpenAI from \"openai\";\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(\"Set AILOOT_API_KEY before making a request\");\nconst client = new OpenAI({ baseURL: \"https://api.ailoot.ai/v1\", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst resp = await client.responses.create({ model: \"deepseek-v4-flash-0731\", input: \"Explain the difference between an observation and a hypothesis in three sentences.\" });\nimport { writeFileSync } from \"node:fs\";\n\nfunction saveResult(data, stem = \"result\") {\n  writeFileSync(stem + \".json\", JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) => {\n    const raw = Buffer.from(encoded, \"base64\");\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? \"png\" : raw[0]===255 && raw[1]===216 ? \"jpg\" : raw.subarray(0,4).toString()===\"RIFF\" && raw.subarray(8,12).toString()===\"WEBP\" ? \"webp\" : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(\"Saved\", file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(\"Content\", i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(\"Choice\", choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(\"Output\", i, JSON.stringify(item));\n    if (item.type === \"image_generation_call\" && item.result) saveBlob(item.result, item.output_format || \"bin\", `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(\"Candidate/part\", ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"})[mime] || \"bin\";\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(resp);\n",
            "label": "Node.js · retained SDK call",
            "language": "js"
          },
          {
            "Source_stream_contract": "typed parameters.stream=boolean/source_interface/defaultfalse; outputs.format=json or SSE",
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nwith client.responses.stream(model=\"deepseek-v4-flash-0731\", input=\"Explain the difference between an observation and a hypothesis in three sentences.\") as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_response()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "creation_argument_parity": "same model/input as existing normal SDK call; SDK sets stream=true",
            "label": "Python streaming · complete Responses result",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "responses",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 0.44,
        "input": [
          "text"
        ],
        "label": "OpenAI Responses",
        "max_out": 393216,
        "max_tool_calls": null,
        "out": 1.32,
        "output": [
          "text"
        ],
        "path": "/v1/responses",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 1.32,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.044,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              },
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write",
                "label": "Cache write",
                "side": "in"
              },
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_5m",
                "label": "Cache write 5m",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "deepseek-v4-flash-0731",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [],
        "tool_prices": null,
        "unit": "token",
        "units": []
      },
      {
        "cache_read": 0.044,
        "cache_write": 0.44,
        "cache_write_1h": null,
        "cache_write_5m": 0.44,
        "conditional_meter": null,
        "contract": {
          "data": {
            "all_results": "Keep every choice and its content/tool calls/reasoning. In SSE assemble deltas by choice/tool index, retain the final finish reason and usage.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/chat/completions"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content",
                "required_material": "UTF8-text"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Behåll varje svarsalternativ och dess innehåll/verktygsanrop/resonemang. Sätt i SSE samman deltauppdateringar efter svarsalternativets/verktygets index och behåll den slutliga avslutsorsaken och användningsuppgifterna.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "choices[].index",
                  "type": "integer"
                },
                {
                  "description": null,
                  "name": "choices[].message.content",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "choices[].message.tool_calls",
                  "type": "tool_call[]"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_content",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_details",
                  "type": "object|array"
                },
                {
                  "description": null,
                  "name": "choices[].finish_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "deepseek-v4-flash-0731"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "model_dependent",
                "conditions": "Dessa roller representeras uttryckligen av källkodens kompatibilitetstyper; den exakta rolluppsättningen är fortfarande modellspecifik.",
                "default": null,
                "default_known": false,
                "enum": [
                  "system",
                  "user",
                  "assistant",
                  "tool",
                  "function"
                ],
                "enum_exhaustive": false,
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": false,
                "type": "string|content_part[]|null"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_calls",
                "required": false,
                "type": "tool_call[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_call_id",
                "required": false,
                "type": "string",
                "when": "role=tool; använd det faktiska returnerade ID:t"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].name",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_content",
                "required": false,
                "type": "string",
                "when": "Skicka tillbaka det faktiska returnerade resonemanget när modellen använder det"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_details",
                "required": false,
                "type": "object|array"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_completion_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stream_options.include_usage",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stop",
                "required": false,
                "type": "string|string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "function_tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.name",
                "required": true,
                "type": "string",
                "when": "verktyg av typen funktion har tillhandahållits"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.description",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.parameters",
                "required": false,
                "type": "JSON_schema"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "response_format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning_effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_compatibility",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "functions",
                "required": false,
                "type": "function[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "function_call",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": []
          },
          "hints": [
            "Metodernas strukturer och ID:n är exakta; leverantörens funktioner är åtskilda från att begäran tillåts."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "messages"
            ],
            "text_file_material": "faktiskt UTF-8-innehåll infogat som text; fil-ID:n/URLs kräver separat, exakt definierat stöd"
          },
          "lifecycle": {
            "mode": "exact retained published method"
          },
          "method": {
            "http": "POST",
            "path": "/v1/chat/completions"
          },
          "operation_modes": [
            "chat_completions"
          ],
          "output": {
            "family": [
              "text"
            ],
            "format": "JSON or supported SSE",
            "multioutputs": "retain every actual response output"
          }
        },
        "ctx": 1000000,
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_TEXT_FILE:?Set your actual UTF-8 source-material file}\"\nexport AILOOT_TEXT_FILE\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"deepseek-v4-flash-0731\", \"messages\": []}')\nf=Path(os.environ[\"AILOOT_TEXT_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose your actual UTF-8 source material\")\ntext=f.read_text(encoding=\"utf-8\")\nif not text.strip():raise SystemExit(\"Source material must contain text\")\np[\"messages\"]=[{\"role\":\"user\",\"content\":\"Summarize this material and quote supporting source passages.\\n\\n\"+text}]\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(\"result.json\").read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n",
            "label": "Use actual text material",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient = OpenAI(base_url=\"https://api.ailoot.ai/v1\", api_key=os.environ[\"AILOOT_API_KEY\"], max_retries=0)\nresp = client.chat.completions.create(\n    model=\"deepseek-v4-flash-0731\",\n    messages=[{\"role\": \"user\", \"content\": \"Explain the difference between an observation and a hypothesis in three sentences.\"}],\n)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(resp.to_dict(mode=\"json\"))\n",
            "label": "Python · retained SDK call",
            "language": "python"
          },
          {
            "SDK_retry_proof": {
              "field": "maxRetries",
              "scope": "normalclient options; no provider/account/proxy switches",
              "source_urls": [
                "https://raw.githubusercontent.com/openai/openai-node/master/src/client.ts",
                "https://raw.githubusercontent.com/anthropics/anthropic-sdk-typescript/main/src/client.ts"
              ],
              "value": 0
            },
            "code": "import OpenAI from \"openai\";\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(\"Set AILOOT_API_KEY before making a request\");\nconst client = new OpenAI({ baseURL: \"https://api.ailoot.ai/v1\", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst resp = await client.chat.completions.create({\n  model: \"deepseek-v4-flash-0731\",\n  messages: [{ role: \"user\", content: \"Explain the difference between an observation and a hypothesis in three sentences.\" }],\n});\nimport { writeFileSync } from \"node:fs\";\n\nfunction saveResult(data, stem = \"result\") {\n  writeFileSync(stem + \".json\", JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) => {\n    const raw = Buffer.from(encoded, \"base64\");\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? \"png\" : raw[0]===255 && raw[1]===216 ? \"jpg\" : raw.subarray(0,4).toString()===\"RIFF\" && raw.subarray(8,12).toString()===\"WEBP\" ? \"webp\" : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(\"Saved\", file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(\"Content\", i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(\"Choice\", choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(\"Output\", i, JSON.stringify(item));\n    if (item.type === \"image_generation_call\" && item.result) saveBlob(item.result, item.output_format || \"bin\", `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(\"Candidate/part\", ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"})[mime] || \"bin\";\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(resp);\n",
            "label": "Node.js · retained SDK call",
            "language": "js"
          },
          {
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nwith client.chat.completions.stream(model='deepseek-v4-flash-0731',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python streaming · retain all events",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "chat",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 0.44,
        "input": [
          "text"
        ],
        "label": "OpenAI Chat",
        "max_out": 393216,
        "max_tool_calls": null,
        "out": 1.32,
        "output": [
          "text"
        ],
        "path": "/v1/chat/completions",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 1.32,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.044,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              },
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write",
                "label": "Cache write",
                "side": "in"
              },
              {
                "amount": 0.44,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_5m",
                "label": "Cache write 5m",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "deepseek-v4-flash-0731",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [],
        "tool_prices": null,
        "unit": "token",
        "units": []
      },
      {
        "available": null,
        "cache_read": 0.056,
        "cache_write": null,
        "cache_write_1h": null,
        "contract": {
          "data": {
            "all_results": "Keep every choice and its content/tool calls/reasoning. In SSE assemble deltas by choice/tool index, retain the final finish reason and usage.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID.",
              "Guarded canonical keys must occur once; duplicate or case-varied model/tools/cap fields are rejected."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/chat/completions"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content",
                "required_material": "UTF8-text"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Behåll varje svarsalternativ och dess innehåll/verktygsanrop/resonemang. Sätt i SSE samman deltauppdateringar efter svarsalternativets/verktygets index och behåll den slutliga avslutsorsaken och användningsuppgifterna.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "choices[].index",
                  "type": "integer"
                },
                {
                  "description": null,
                  "name": "choices[].message.content",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "choices[].message.tool_calls",
                  "type": "tool_call[]"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_content",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_details",
                  "type": "object|array"
                },
                {
                  "description": null,
                  "name": "choices[].finish_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "deepseek/deepseek-v4-flash-0731"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "model_dependent",
                "conditions": "Dessa roller representeras uttryckligen av källkodens kompatibilitetstyper; den exakta rolluppsättningen är fortfarande modellspecifik.",
                "default": null,
                "default_known": false,
                "enum": [
                  "system",
                  "user",
                  "assistant",
                  "tool",
                  "function"
                ],
                "enum_exhaustive": false,
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": false,
                "type": "string|content_part[]|null"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_calls",
                "required": false,
                "type": "tool_call[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_call_id",
                "required": false,
                "type": "string",
                "when": "role=tool; använd det faktiska returnerade ID:t"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].name",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_content",
                "required": false,
                "type": "string",
                "when": "Skicka tillbaka det faktiska returnerade resonemanget när modellen använder det"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_details",
                "required": false,
                "type": "object|array"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_completion_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stream_options.include_usage",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stop",
                "required": false,
                "type": "string|string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "function_tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": [
                  "function"
                ],
                "enum_known": true,
                "name": "tools[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.name",
                "required": true,
                "type": "string",
                "when": "verktyg av typen funktion har tillhandahållits"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.description",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.parameters",
                "required": false,
                "type": "JSON_schema"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "response_format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning_effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_compatibility",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "functions",
                "required": false,
                "type": "function[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "function_call",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "text"
                ],
                "enum_known": true,
                "name": "modalities",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "source_interface",
                "conditions": "provider.options avvisas på denna Ultra-textrutt",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "provider",
                "required": false,
                "type": "object"
              },
              {
                "availability": "source_interface",
                "conditions": "1h avvisas på de faktiska platserna för promptcache",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "cache_control.ttl",
                "required": false,
                "type": "string"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": [
              "additional models/models list",
              "plugins",
              "route",
              "hosted tools; ordinary client function tools remain separate",
              "non-text output modalities",
              "provider.options overrides",
              "one-hour prompt-cache TTL"
            ]
          },
          "hints": [
            "Skicka det exakta modell-ID:t tillsammans med messages.",
            "Kontextlängden är inte en utdatagräns.",
            "En textfil kan tillhandahålla bokstavlig text; bild-/ljud-/filobjektsindata kräver exakt bindning."
          ],
          "input": {
            "content_type": "application/json",
            "control_scope": "modellspecifikt; användarens funktionsverktyg skiljer sig från värdbaserade verktyg",
            "file_material": "det faktiska UTF-8-dokumentet infogat som bokstavlig text; inget fil-ID härleds",
            "hosted_operations": false,
            "material_types": [
              "text"
            ],
            "messages": "meddelandearray med strukturen role/content",
            "multimodal_input_binding": null,
            "optional_controls": [
              "stream",
              "temperature",
              "top_p",
              "stop",
              "max_tokens",
              "max_completion_tokens",
              "reasoning",
              "response_format",
              "tools",
              "tool_choice"
            ],
            "output_modalities": [
              "text"
            ],
            "required": [
              "model",
              "messages"
            ]
          },
          "lifecycle": {
            "mode": "synchronous_or_streamed",
            "unknown": "preserve original request id; no generic chat job retrieval path"
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/chat/completions"
          },
          "method_aliases": [],
          "operation_modes": [
            "text_chat"
          ],
          "output": {
            "content": "choices[].message.content or stream delta",
            "family": "text",
            "format": "json or supported SSE",
            "tool_calls": "retain actual returned function calls"
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Grundpriser för token",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Nivå 1 för förfrågans längd",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"deepseek/deepseek-v4-flash-0731\", \"messages\": [{\"role\": \"user\", \"content\": \"Explain the difference between an observation and a hypothesis in three sentences.\"}]}')\n\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nr=json.loads(Path(\"result.json\").read_text())\nfor x in r.get(\"choices\",[]):\n    if x.get(\"message\",{}).get(\"content\"): print(x[\"message\"][\"content\"])\nPY_RESULT\n",
            "label": "curl · retained exact creation",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nresult=client.chat.completions.create(model='deepseek/deepseek-v4-flash-0731',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}])\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(result.to_dict(mode=\"json\"))\n",
            "label": "Python SDK · all choices",
            "language": "python"
          },
          {
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nwith client.chat.completions.stream(model='deepseek/deepseek-v4-flash-0731',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python SDK streaming · all events",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": 1,
        "flex_multiplier": 1,
        "fmt": "chat",
        "hints": [
          "Send exact model ID with messages.",
          "Context length is not an output cap.",
          "A text file may supply literal text; image/audio/file-object inputs need exact binding."
        ],
        "http": "POST",
        "in": 0.88,
        "input": [
          "text"
        ],
        "label": "OpenAI Chat",
        "max_out": null,
        "max_reasoning_effort_multiplier": 1,
        "method_aliases": [],
        "out": 2.64,
        "output": [
          "text"
        ],
        "path": "/v1/chat/completions",
        "price_conditions": [
          {
            "label": "Snabbt läge",
            "value": "Standardpris",
            "when": "När snabbt läge är valt"
          },
          {
            "label": "Flex-läge",
            "value": "Standardpris",
            "when": "När läget flex är valt"
          },
          {
            "label": "Högsta resonemangsnivå",
            "value": "Standardpris",
            "when": "När den högsta resonemangsnivån använder standardjusteringen (default)"
          },
          {
            "label": "Resonemangsnivå · hög",
            "value": "Standardpris",
            "when": "När resonemangsnivån är hög"
          },
          {
            "label": "Resonemangsnivå · låg",
            "value": "Standardpris",
            "when": "När resonemangsnivån är låg"
          },
          {
            "label": "Resonemangsnivå · maximal",
            "value": "Standardpris",
            "when": "När resonemangsnivån är maximal"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Request-length tier 1",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "reasoning_effort_multipliers": {
          "high": 1,
          "low": 1,
          "max": 1
        },
        "request_model_id": "deepseek/deepseek-v4-flash-0731",
        "route_label": "Ultra",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 0.056,
            "cache_read_multiplier": null,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_multiplier": null,
            "created_at": "0001-01-01T00:00:00Z",
            "in": 0.88,
            "input_multiplier": null,
            "interval_boundary": "min_exclusive_max_inclusive",
            "max": null,
            "max_tokens": null,
            "min": 0,
            "min_tokens": 0,
            "null_rate_policy": "unknown or inherited; never zero",
            "out": 2.64,
            "output_multiplier": null,
            "per_request_price": null,
            "sort_order": 0,
            "tier_label": "",
            "updated_at": "0001-01-01T00:00:00Z"
          }
        ],
        "units": [
          {
            "amount": "0.00088000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.00000088",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.00264000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.00000264",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          },
          {
            "amount": "0.000056000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_read_price",
            "label": "Cache read",
            "native_amount_usd_per_unit": "0.000000056",
            "native_quantity": 1,
            "native_unit": "cached_input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "cached_input_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_price",
            "label": "Cache write",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "generic_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "generic_cache_creation_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_1h_price",
            "label": "Cache write, 1 hour",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "one_hour_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "one_hour_cache_creation_token"
          }
        ]
      },
      {
        "available": null,
        "cache_read": 0.056,
        "cache_write": null,
        "cache_write_1h": null,
        "contract": {
          "data": {
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "headers": [
                "Authorization: Bearer",
                "x-api-key",
                "anthropic-version"
              ],
              "version_example": "2023-06-01"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "example_body": {
              "max_tokens": 128,
              "messages": [
                {
                  "content": "Summarize the incident report.",
                  "role": "user"
                }
              ],
              "model": "deepseek/deepseek-v4-flash-0731",
              "stream": false
            },
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/messages"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "sträng i messages[].content",
                "required_material": "UTF-8-text"
              }
            ],
            "operation_modes": [
              "synchronous_json",
              "streamed_SSE"
            ],
            "outputs": {
              "all_results": "Behåll alla innehållsblock, resonemangssignaturer och faktiska ID:n för verktygsanvändning. Sätt samman alla SSE-deltauppdateringar för blocken; ett första textblock är inte hela utdata.",
              "family": "protocol",
              "fields": [
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "model",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "content[]",
                  "type": "text|thinking|tool_use|other content block"
                },
                {
                  "description": null,
                  "name": "stop_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "JSON eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "deepseek/deepseek-v4-flash-0731"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "user",
                  "assistant"
                ],
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "max_tokens",
                "required": true,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              }
            ],
            "profile_binding": "Documented current stock Messages bridge; optional model capabilities are separate from this minimal text request.",
            "request_schema": {
              "additionalProperties": false,
              "properties": {
                "max_tokens": {
                  "minimum": 1,
                  "type": "integer"
                },
                "messages": {
                  "items": {
                    "additionalProperties": false,
                    "properties": {
                      "content": {
                        "oneOf": [
                          {
                            "type": "string"
                          },
                          {
                            "items": {
                              "oneOf": [
                                {
                                  "properties": {
                                    "text": {
                                      "type": "string"
                                    },
                                    "type": {
                                      "const": "text"
                                    }
                                  },
                                  "required": [
                                    "type",
                                    "text"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "properties": {
                                    "source": {
                                      "oneOf": [
                                        {
                                          "properties": {
                                            "type": {
                                              "const": "url"
                                            },
                                            "url": {
                                              "type": "string"
                                            }
                                          },
                                          "required": [
                                            "type",
                                            "url"
                                          ],
                                          "type": "object"
                                        },
                                        {
                                          "properties": {
                                            "data": {
                                              "type": "string"
                                            },
                                            "media_type": {
                                              "type": "string"
                                            },
                                            "type": {
                                              "const": "base64"
                                            }
                                          },
                                          "required": [
                                            "type",
                                            "media_type",
                                            "data"
                                          ],
                                          "type": "object"
                                        }
                                      ]
                                    },
                                    "type": {
                                      "const": "image"
                                    }
                                  },
                                  "required": [
                                    "type",
                                    "source"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "type": "array"
                          }
                        ]
                      },
                      "role": {
                        "enum": [
                          "user",
                          "assistant"
                        ],
                        "type": "string"
                      }
                    },
                    "required": [
                      "role",
                      "content"
                    ],
                    "type": "object"
                  },
                  "minItems": 1,
                  "type": "array"
                },
                "model": {
                  "enum": [
                    "deepseek/deepseek-v4-flash-0731"
                  ],
                  "type": "string"
                },
                "stream": {
                  "default": false,
                  "type": "boolean"
                }
              },
              "required": [
                "model",
                "messages",
                "max_tokens"
              ],
              "type": "object"
            },
            "schema_template": {
              "max_tokens": 128,
              "messages": [
                {
                  "content": "Summarize the incident report.",
                  "role": "user"
                }
              ],
              "model": "deepseek/deepseek-v4-flash-0731",
              "stream": false
            },
            "unsupported": [
              "No query API key.",
              "Hosted/server-side tools and model-specific optional controls are not part of this minimal family example."
            ]
          },
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text"
            ],
            "optional_controls": [
              "stream"
            ],
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "Läs det faktiska UTF-8-dokumentet och placera texten i det angivna input-fältet eller i strängen för meddelandets innehåll."
          },
          "lifecycle": {
            "create": {
              "http": "POST",
              "path": "/v1/messages"
            },
            "job_read": null,
            "mode": "synchronous_or_streamed",
            "unknown": "Keep request/response IDs and headers. No generic text job retrieval URL is supplied."
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/messages"
          },
          "output": {
            "all_results": "Keep all content blocks, thinking signatures and actual tool-use IDs. Assemble all SSE block deltas; a first text block is not the complete output.",
            "family": "protocol",
            "format": "JSON or SSE"
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Grundpriser för token",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Nivå 1 för förfrågans längd",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "{\n  \"model\": \"deepseek/deepseek-v4-flash-0731\",\n  \"max_tokens\": 128,\n  \"messages\": [\n    {\n      \"role\": \"user\",\n      \"content\": \"Summarize the incident report.\"\n    }\n  ],\n  \"stream\": false\n}",
            "label": "Complete minimal JSON body",
            "language": "json"
          },
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_TEXT_FILE:?Set your actual UTF-8 document}\"\nexport AILOOT_TEXT_FILE\npython3 - <<'PY_REQUEST'\nimport json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ['AILOOT_TEXT_FILE'])\nif not source_file.is_file():\n    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')\ntext = source_file.read_text(encoding='utf-8')\nif not text.strip():\n    raise SystemExit('Choose a document containing text')\npayload = {'model': 'deepseek/deepseek-v4-flash-0731', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}\npayload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\\n\\n' + text\nPath('request.json').write_text(json.dumps(payload, ensure_ascii=False), encoding='utf-8')\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \\\n  -H \"x-api-key: $AILOOT_API_KEY\" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path('result.json').read_text(encoding='utf-8'))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\nPY_RESULT\n",
            "label": "curl · use your UTF-8 document",
            "language": "bash"
          },
          {
            "code": "import json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ['AILOOT_TEXT_FILE'])\nif not source_file.is_file():\n    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')\ntext = source_file.read_text(encoding='utf-8')\nif not text.strip():\n    raise SystemExit('Choose a document containing text')\npayload = {'model': 'deepseek/deepseek-v4-flash-0731', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}\npayload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\\n\\n' + text\nfrom urllib.request import Request, urlopen\nfrom urllib.error import HTTPError\n\napi_key = os.environ['AILOOT_API_KEY']\nif not api_key.strip():\n    raise SystemExit('Set AILOOT_API_KEY before making a request')\nheaders = {'x-api-key': 'PLACEHOLDER_KEY', 'anthropic-version': '2023-06-01', 'Content-Type': 'application/json'}\nheaders['x-api-key'] = api_key\nrequest = Request('https://api.ailoot.ai/v1/messages', data=json.dumps(payload, ensure_ascii=False).encode('utf-8'), headers=headers, method='POST')\ntry:\n    with urlopen(request, timeout=120) as response:\n        raw = response.read()\n        Path('response-headers.txt').write_text(str(response.headers), encoding='utf-8')\nexcept HTTPError as error:\n    Path('result.json').write_bytes(error.read())\n    Path('response-headers.txt').write_text(str(error.headers), encoding='utf-8')\n    raise\nPath('result.json').write_bytes(raw)\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path('result.json').read_text(encoding='utf-8'))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\n",
            "label": "Python · save the complete result",
            "language": "python"
          }
        ],
        "family": "anthropic",
        "fast_multiplier": 1,
        "flex_multiplier": 1,
        "fmt": "messages",
        "http": "POST",
        "in": 0.88,
        "input": [
          "text"
        ],
        "label": "Anthropic Messages",
        "max_out": null,
        "max_reasoning_effort_multiplier": 1,
        "method_aliases": [],
        "out": 2.64,
        "output": [
          "json",
          "sse"
        ],
        "path": "/v1/messages",
        "price_conditions": [
          {
            "label": "Snabbt läge",
            "value": "Standardpris",
            "when": "När snabbt läge är valt"
          },
          {
            "label": "Flex-läge",
            "value": "Standardpris",
            "when": "När läget flex är valt"
          },
          {
            "label": "Högsta resonemangsnivå",
            "value": "Standardpris",
            "when": "När den högsta resonemangsnivån använder standardjusteringen (default)"
          },
          {
            "label": "Resonemangsnivå · hög",
            "value": "Standardpris",
            "when": "När resonemangsnivån är hög"
          },
          {
            "label": "Resonemangsnivå · låg",
            "value": "Standardpris",
            "when": "När resonemangsnivån är låg"
          },
          {
            "label": "Resonemangsnivå · maximal",
            "value": "Standardpris",
            "when": "När resonemangsnivån är maximal"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Request-length tier 1",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "reasoning_effort_multipliers": {
          "high": 1,
          "low": 1,
          "max": 1
        },
        "request_model_id": "deepseek/deepseek-v4-flash-0731",
        "route_label": "Ultra",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 0.056,
            "cache_read_multiplier": null,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_multiplier": null,
            "created_at": "0001-01-01T00:00:00Z",
            "in": 0.88,
            "input_multiplier": null,
            "max": null,
            "max_tokens": null,
            "min": 0,
            "min_tokens": 0,
            "out": 2.64,
            "output_multiplier": null,
            "per_request_price": null,
            "sort_order": 0,
            "tier_label": "",
            "updated_at": "0001-01-01T00:00:00Z"
          }
        ],
        "units": [
          {
            "amount": "0.00088000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.00000088",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.00264000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.00000264",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          },
          {
            "amount": "0.000056000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_read_price",
            "label": "Cache read",
            "native_amount_usd_per_unit": "0.000000056",
            "native_quantity": 1,
            "native_unit": "cached_input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "cached_input_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_price",
            "label": "Cache write",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "generic_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "generic_cache_creation_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_1h_price",
            "label": "Cache write, 1 hour",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "one_hour_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "one_hour_cache_creation_token"
          }
        ]
      },
      {
        "available": null,
        "cache_read": 0.056,
        "cache_write": null,
        "cache_write_1h": null,
        "contract": {
          "data": {
            "all_results": "Keep every choice and its content/tool calls/reasoning. In SSE assemble deltas by choice/tool index, retain the final finish reason and usage.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID.",
              "Guarded canonical keys must occur once; duplicate or case-varied model/tools/cap fields are rejected."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/chat/completions"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content",
                "required_material": "UTF8-text"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Behåll varje svarsalternativ och dess innehåll/verktygsanrop/resonemang. Sätt i SSE samman deltauppdateringar efter svarsalternativets/verktygets index och behåll den slutliga avslutsorsaken och användningsuppgifterna.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "choices[].index",
                  "type": "integer"
                },
                {
                  "description": null,
                  "name": "choices[].message.content",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "choices[].message.tool_calls",
                  "type": "tool_call[]"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_content",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_details",
                  "type": "object|array"
                },
                {
                  "description": null,
                  "name": "choices[].finish_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "~deepseek/deepseek-v4-flash-latest"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "model_dependent",
                "conditions": "Dessa roller representeras uttryckligen av källkodens kompatibilitetstyper; den exakta rolluppsättningen är fortfarande modellspecifik.",
                "default": null,
                "default_known": false,
                "enum": [
                  "system",
                  "user",
                  "assistant",
                  "tool",
                  "function"
                ],
                "enum_exhaustive": false,
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": false,
                "type": "string|content_part[]|null"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_calls",
                "required": false,
                "type": "tool_call[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_call_id",
                "required": false,
                "type": "string",
                "when": "role=tool; använd det faktiska returnerade ID:t"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].name",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_content",
                "required": false,
                "type": "string",
                "when": "Skicka tillbaka det faktiska returnerade resonemanget när modellen använder det"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_details",
                "required": false,
                "type": "object|array"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_completion_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stream_options.include_usage",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stop",
                "required": false,
                "type": "string|string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "function_tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": [
                  "function"
                ],
                "enum_known": true,
                "name": "tools[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.name",
                "required": true,
                "type": "string",
                "when": "verktyg av typen funktion har tillhandahållits"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.description",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.parameters",
                "required": false,
                "type": "JSON_schema"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "response_format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning_effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_compatibility",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "functions",
                "required": false,
                "type": "function[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "function_call",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "text"
                ],
                "enum_known": true,
                "name": "modalities",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "source_interface",
                "conditions": "provider.options avvisas på denna Ultra-textrutt",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "provider",
                "required": false,
                "type": "object"
              },
              {
                "availability": "source_interface",
                "conditions": "1h avvisas på de faktiska platserna för promptcache",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "cache_control.ttl",
                "required": false,
                "type": "string"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": [
              "additional models/models list",
              "plugins",
              "route",
              "hosted tools; ordinary client function tools remain separate",
              "non-text output modalities",
              "provider.options overrides",
              "one-hour prompt-cache TTL"
            ]
          },
          "hints": [
            "Skicka det exakta modell-ID:t tillsammans med messages.",
            "Kontextlängden är inte en utdatagräns.",
            "En textfil kan tillhandahålla bokstavlig text; bild-/ljud-/filobjektsindata kräver exakt bindning."
          ],
          "input": {
            "content_type": "application/json",
            "control_scope": "modellspecifikt; användarens funktionsverktyg skiljer sig från värdbaserade verktyg",
            "file_material": "det faktiska UTF-8-dokumentet infogat som bokstavlig text; inget fil-ID härleds",
            "hosted_operations": false,
            "material_types": [
              "text"
            ],
            "messages": "meddelandearray med strukturen role/content",
            "multimodal_input_binding": null,
            "optional_controls": [
              "stream",
              "temperature",
              "top_p",
              "stop",
              "max_tokens",
              "max_completion_tokens",
              "reasoning",
              "response_format",
              "tools",
              "tool_choice"
            ],
            "output_modalities": [
              "text"
            ],
            "required": [
              "model",
              "messages"
            ]
          },
          "lifecycle": {
            "mode": "synchronous_or_streamed",
            "unknown": "preserve original request id; no generic chat job retrieval path"
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/chat/completions"
          },
          "method_aliases": [],
          "operation_modes": [
            "text_chat"
          ],
          "output": {
            "content": "choices[].message.content or stream delta",
            "family": "text",
            "format": "json or supported SSE",
            "tool_calls": "retain actual returned function calls"
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Grundpriser för token",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Nivå 1 för förfrågans längd",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"~deepseek/deepseek-v4-flash-latest\", \"messages\": [{\"role\": \"user\", \"content\": \"Explain the difference between an observation and a hypothesis in three sentences.\"}]}')\n\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nr=json.loads(Path(\"result.json\").read_text())\nfor x in r.get(\"choices\",[]):\n    if x.get(\"message\",{}).get(\"content\"): print(x[\"message\"][\"content\"])\nPY_RESULT\n",
            "label": "curl · retained exact creation",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nresult=client.chat.completions.create(model='~deepseek/deepseek-v4-flash-latest',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}])\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(result.to_dict(mode=\"json\"))\n",
            "label": "Python SDK · all choices",
            "language": "python"
          },
          {
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nwith client.chat.completions.stream(model='~deepseek/deepseek-v4-flash-latest',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python SDK streaming · all events",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": 1,
        "flex_multiplier": 1,
        "fmt": "chat",
        "hints": [
          "Send exact model ID with messages.",
          "Context length is not an output cap.",
          "A text file may supply literal text; image/audio/file-object inputs need exact binding."
        ],
        "http": "POST",
        "in": 0.88,
        "input": [
          "text"
        ],
        "label": "OpenAI Chat",
        "max_out": null,
        "max_reasoning_effort_multiplier": 1,
        "method_aliases": [],
        "out": 2.64,
        "output": [
          "text"
        ],
        "path": "/v1/chat/completions",
        "price_conditions": [
          {
            "label": "Snabbt läge",
            "value": "Standardpris",
            "when": "När snabbt läge är valt"
          },
          {
            "label": "Flex-läge",
            "value": "Standardpris",
            "when": "När läget flex är valt"
          },
          {
            "label": "Högsta resonemangsnivå",
            "value": "Standardpris",
            "when": "När den högsta resonemangsnivån använder standardjusteringen (default)"
          },
          {
            "label": "Resonemangsnivå · hög",
            "value": "Standardpris",
            "when": "När resonemangsnivån är hög"
          },
          {
            "label": "Resonemangsnivå · låg",
            "value": "Standardpris",
            "when": "När resonemangsnivån är låg"
          },
          {
            "label": "Resonemangsnivå · maximal",
            "value": "Standardpris",
            "when": "När resonemangsnivån är maximal"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Request-length tier 1",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "reasoning_effort_multipliers": {
          "high": 1,
          "low": 1,
          "max": 1
        },
        "request_model_id": "~deepseek/deepseek-v4-flash-latest",
        "route_label": "Ultra",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 0.056,
            "cache_read_multiplier": null,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_multiplier": null,
            "created_at": "0001-01-01T00:00:00Z",
            "in": 0.88,
            "input_multiplier": null,
            "interval_boundary": "min_exclusive_max_inclusive",
            "max": null,
            "max_tokens": null,
            "min": 0,
            "min_tokens": 0,
            "null_rate_policy": "unknown or inherited; never zero",
            "out": 2.64,
            "output_multiplier": null,
            "per_request_price": null,
            "sort_order": 0,
            "tier_label": "",
            "updated_at": "0001-01-01T00:00:00Z"
          }
        ],
        "units": [
          {
            "amount": "0.00088000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "input_price",
            "label": "Input tokens",
            "native_amount_usd_per_unit": "0.00000088",
            "native_quantity": 1,
            "native_unit": "input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "input_token"
          },
          {
            "amount": "0.00264000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "output_price",
            "label": "Output tokens",
            "native_amount_usd_per_unit": "0.00000264",
            "native_quantity": 1,
            "native_unit": "output_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "out",
            "unit": "output_token"
          },
          {
            "amount": "0.000056000",
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_read_price",
            "label": "Cache read",
            "native_amount_usd_per_unit": "0.000000056",
            "native_quantity": 1,
            "native_unit": "cached_input_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "cached_input_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_price",
            "label": "Cache write",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "generic_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "generic_cache_creation_token"
          },
          {
            "amount": null,
            "amount_unit": "usd_per_thousand_tokens",
            "billing_input": true,
            "estimate_only": false,
            "key": "cache_write_1h_price",
            "label": "Cache write, 1 hour",
            "native_amount_usd_per_unit": null,
            "native_quantity": 1,
            "native_unit": "one_hour_cache_creation_token",
            "public_unit_label": "/ 1K tokens",
            "quantity": 1000,
            "quantity_is_estimate": false,
            "rate_role": "typed_native_retail_rate",
            "side": "in",
            "unit": "one_hour_cache_creation_token"
          }
        ]
      },
      {
        "available": null,
        "cache_read": 0.056,
        "cache_write": null,
        "cache_write_1h": null,
        "contract": {
          "data": {
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "headers": [
                "Authorization: Bearer",
                "x-api-key",
                "anthropic-version"
              ],
              "version_example": "2023-06-01"
            },
            "errors": [
              {
                "code": null,
                "condition": "Ogiltiga obligatoriska fält, ogiltig representation av underlaget eller ogiltigt parametervärde",
                "http_status": 400,
                "recovery": "Korrigera de angivna fälten före en ny begäran om att skapa.",
                "type": "invalid_request_error"
              }
            ],
            "example_body": {
              "max_tokens": 128,
              "messages": [
                {
                  "content": "Summarize the incident report.",
                  "role": "user"
                }
              ],
              "model": "~deepseek/deepseek-v4-flash-latest",
              "stream": false
            },
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/messages"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Behåll begärans/svarets ID:n och huvuden. Ingen generell URL för hämtning av textjobb tillhandahålls."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "sträng i messages[].content",
                "required_material": "UTF-8-text"
              }
            ],
            "operation_modes": [
              "synchronous_json",
              "streamed_SSE"
            ],
            "outputs": {
              "all_results": "Behåll alla innehållsblock, resonemangssignaturer och faktiska ID:n för verktygsanvändning. Sätt samman alla SSE-deltauppdateringar för blocken; ett första textblock är inte hela utdata.",
              "family": "protocol",
              "fields": [
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "model",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "content[]",
                  "type": "text|thinking|tool_use|other content block"
                },
                {
                  "description": null,
                  "name": "stop_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "JSON eller SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "~deepseek/deepseek-v4-flash-latest"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "user",
                  "assistant"
                ],
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "max_tokens",
                "required": true,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              }
            ],
            "profile_binding": "Documented current stock Messages bridge; optional model capabilities are separate from this minimal text request.",
            "request_schema": {
              "additionalProperties": false,
              "properties": {
                "max_tokens": {
                  "minimum": 1,
                  "type": "integer"
                },
                "messages": {
                  "items": {
                    "additionalProperties": false,
                    "properties": {
                      "content": {
                        "oneOf": [
                          {
                            "type": "string"
                          },
                          {
                            "items": {
                              "oneOf": [
                                {
                                  "properties": {
                                    "text": {
                                      "type": "string"
                                    },
                                    "type": {
                                      "const": "text"
                                    }
                                  },
                                  "required": [
                                    "type",
                                    "text"
                                  ],
                                  "type": "object"
                                },
                                {
                                  "properties": {
                                    "source": {
                                      "oneOf": [
                                        {
                                          "properties": {
                                            "type": {
                                              "const": "url"
                                            },
                                            "url": {
                                              "type": "string"
                                            }
                                          },
                                          "required": [
                                            "type",
                                            "url"
                                          ],
                                          "type": "object"
                                        },
                                        {
                                          "properties": {
                                            "data": {
                                              "type": "string"
                                            },
                                            "media_type": {
                                              "type": "string"
                                            },
                                            "type": {
                                              "const": "base64"
                                            }
                                          },
                                          "required": [
                                            "type",
                                            "media_type",
                                            "data"
                                          ],
                                          "type": "object"
                                        }
                                      ]
                                    },
                                    "type": {
                                      "const": "image"
                                    }
                                  },
                                  "required": [
                                    "type",
                                    "source"
                                  ],
                                  "type": "object"
                                }
                              ]
                            },
                            "type": "array"
                          }
                        ]
                      },
                      "role": {
                        "enum": [
                          "user",
                          "assistant"
                        ],
                        "type": "string"
                      }
                    },
                    "required": [
                      "role",
                      "content"
                    ],
                    "type": "object"
                  },
                  "minItems": 1,
                  "type": "array"
                },
                "model": {
                  "enum": [
                    "~deepseek/deepseek-v4-flash-latest"
                  ],
                  "type": "string"
                },
                "stream": {
                  "default": false,
                  "type": "boolean"
                }
              },
              "required": [
                "model",
                "messages",
                "max_tokens"
              ],
              "type": "object"
            },
            "schema_template": {
              "max_tokens": 128,
              "messages": [
                {
                  "content": "Summarize the incident report.",
                  "role": "user"
                }
              ],
              "model": "~deepseek/deepseek-v4-flash-latest",
              "stream": false
            },
            "unsupported": [
              "No query API key.",
              "Hosted/server-side tools and model-specific optional controls are not part of this minimal family example."
            ]
          },
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text"
            ],
            "optional_controls": [
              "stream"
            ],
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "Läs det faktiska UTF-8-dokumentet och placera texten i det angivna input-fältet eller i strängen för meddelandets innehåll."
          },
          "lifecycle": {
            "create": {
              "http": "POST",
              "path": "/v1/messages"
            },
            "job_read": null,
            "mode": "synchronous_or_streamed",
            "unknown": "Keep request/response IDs and headers. No generic text job retrieval URL is supplied."
          },
          "manufacturer_capability": null,
          "method": {
            "http": "POST",
            "path": "/v1/messages"
          },
          "output": {
            "all_results": "Keep all content blocks, thinking signatures and actual tool-use IDs. Assemble all SSE block deltas; a first text block is not the complete output.",
            "family": "protocol",
            "format": "JSON or SSE"
          }
        },
        "ctx": null,
        "declared_pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Grundpriser för token",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          },
          {
            "dimensions": {
              "max_context_tokens_inclusive": null,
              "min_context_tokens_exclusive": 0
            },
            "label": "Nivå 1 för förfrågans längd",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "cached_input_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_price",
                "label": "Cache write",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "generic_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "generic_cache_creation_token"
              },
              {
                "amount": null,
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_write_1h_price",
                "label": "Cache write, 1 hour",
                "native_amount_usd_per_unit": null,
                "native_quantity": 1,
                "native_unit": "one_hour_cache_creation_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "one_hour_cache_creation_token"
              }
            ]
          }
        ],
        "examples": [
          {
            "code": "{\n  \"model\": \"~deepseek/deepseek-v4-flash-latest\",\n  \"max_tokens\": 128,\n  \"messages\": [\n    {\n      \"role\": \"user\",\n      \"content\": \"Summarize the incident report.\"\n    }\n  ],\n  \"stream\": false\n}",
            "label": "Complete minimal JSON body",
            "language": "json"
          },
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_TEXT_FILE:?Set your actual UTF-8 document}\"\nexport AILOOT_TEXT_FILE\npython3 - <<'PY_REQUEST'\nimport json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ['AILOOT_TEXT_FILE'])\nif not source_file.is_file():\n    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')\ntext = source_file.read_text(encoding='utf-8')\nif not text.strip():\n    raise SystemExit('Choose a document containing text')\npayload = {'model': '~deepseek/deepseek-v4-flash-latest', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}\npayload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\\n\\n' + text\nPath('request.json').write_text(json.dumps(payload, ensure_ascii=False), encoding='utf-8')\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/messages \\\n  -H \"x-api-key: $AILOOT_API_KEY\" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path('result.json').read_text(encoding='utf-8'))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\nPY_RESULT\n",
            "label": "curl · use your UTF-8 document",
            "language": "bash"
          },
          {
            "code": "import json, os\nfrom pathlib import Path\n\nsource_file = Path(os.environ['AILOOT_TEXT_FILE'])\nif not source_file.is_file():\n    raise SystemExit('Set AILOOT_TEXT_FILE to your actual UTF-8 document')\ntext = source_file.read_text(encoding='utf-8')\nif not text.strip():\n    raise SystemExit('Choose a document containing text')\npayload = {'model': '~deepseek/deepseek-v4-flash-latest', 'max_tokens': 128, 'messages': [{'role': 'user', 'content': 'Summarize the incident report.'}]}\npayload['messages'][0]['content'] = 'Summarize this material and quote supporting source passages.\\n\\n' + text\nfrom urllib.request import Request, urlopen\nfrom urllib.error import HTTPError\n\napi_key = os.environ['AILOOT_API_KEY']\nif not api_key.strip():\n    raise SystemExit('Set AILOOT_API_KEY before making a request')\nheaders = {'x-api-key': 'PLACEHOLDER_KEY', 'anthropic-version': '2023-06-01', 'Content-Type': 'application/json'}\nheaders['x-api-key'] = api_key\nrequest = Request('https://api.ailoot.ai/v1/messages', data=json.dumps(payload, ensure_ascii=False).encode('utf-8'), headers=headers, method='POST')\ntry:\n    with urlopen(request, timeout=120) as response:\n        raw = response.read()\n        Path('response-headers.txt').write_text(str(response.headers), encoding='utf-8')\nexcept HTTPError as error:\n    Path('result.json').write_bytes(error.read())\n    Path('response-headers.txt').write_text(str(error.headers), encoding='utf-8')\n    raise\nPath('result.json').write_bytes(raw)\nimport json\nfrom pathlib import Path\n\nresult = json.loads(Path('result.json').read_text(encoding='utf-8'))\nprint(json.dumps(result, ensure_ascii=False, indent=2))\n",
            "label": "Python · save the complete result",
            "language": "python"
          }
        ],
        "family": "anthropic",
        "fast_multiplier": 1,
        "flex_multiplier": 1,
        "fmt": "messages",
        "http": "POST",
        "in": 0.88,
        "input": [
          "text"
        ],
        "label": "Anthropic Messages",
        "max_out": null,
        "max_reasoning_effort_multiplier": 1,
        "method_aliases": [],
        "out": 2.64,
        "output": [
          "json",
          "sse"
        ],
        "path": "/v1/messages",
        "price_conditions": [
          {
            "label": "Snabbt läge",
            "value": "Standardpris",
            "when": "När snabbt läge är valt"
          },
          {
            "label": "Flex-läge",
            "value": "Standardpris",
            "when": "När läget flex är valt"
          },
          {
            "label": "Högsta resonemangsnivå",
            "value": "Standardpris",
            "when": "När den högsta resonemangsnivån använder standardjusteringen (default)"
          },
          {
            "label": "Resonemangsnivå · hög",
            "value": "Standardpris",
            "when": "När resonemangsnivån är hög"
          },
          {
            "label": "Resonemangsnivå · låg",
            "value": "Standardpris",
            "when": "När resonemangsnivån är låg"
          },
          {
            "label": "Resonemangsnivå · maximal",
            "value": "Standardpris",
            "when": "När resonemangsnivån är maximal"
          }
        ],
        "pricing": {
          "billing_mode": "token",
          "image_input_price": null,
          "image_output_price": null,
          "per_request_price": null
        },
        "pricing_profiles": [
          {
            "dimensions": {
              "regime": "base"
            },
            "label": "Base token rates",
            "units": [
              {
                "amount": "0.00088000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "input_price",
                "label": "Input tokens",
                "native_amount_usd_per_unit": "0.00000088",
                "native_quantity": 1,
                "native_unit": "input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
                "unit": "input_token"
              },
              {
                "amount": "0.00264000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "output_price",
                "label": "Output tokens",
                "native_amount_usd_per_unit": "0.00000264",
                "native_quantity": 1,
                "native_unit": "output_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "out",
                "unit": "output_token"
              },
              {
                "amount": "0.000056000",
                "amount_unit": "usd_per_thousand_tokens",
                "billing_input": true,
                "estimate_only": false,
                "key": "cache_read_price",
                "label": "Cache read",
                "native_amount_usd_per_unit": "0.000000056",
                "native_quantity": 1,
                "native_unit": "cached_input_token",
                "public_unit_label": "/ 1K tokens",
                "quantity": 1000,
                "quantity_is_estimate": false,
                "rate_role": "typed_native_retail_rate",
                "side": "in",
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          "contract_json_pointer": "/methods/4/rawMethod/contract",
          "html_json_pointer": "/methods/4/html",
          "method_ordinal": 4
        },
        {
          "contract_json_pointer": "/methods/5/rawMethod/contract",
          "html_json_pointer": "/methods/5/html",
          "method_ordinal": 5
        },
        {
          "contract_json_pointer": "/methods/6/rawMethod/contract",
          "html_json_pointer": "/methods/6/html",
          "method_ordinal": 6
        }
      ],
      "role": "current-semantic-reference"
    },
    "raw_input": {
      "examples_role": "historical-input-not-current-ready-examples",
      "json_pointers": [
        "/rawModel",
        "/methods/0/rawMethod",
        "/methods/1/rawMethod",
        "/methods/2/rawMethod",
        "/methods/3/rawMethod",
        "/methods/4/rawMethod",
        "/methods/5/rawMethod",
        "/methods/6/rawMethod"
      ],
      "role": "historical-owner-input"
    },
    "schema": "ailoot-native-model-representations-v1"
  },
  "schema": "ailoot-static-model-facts-v1",
  "schema_version": 1,
  "shortText": "DeepSeek V4 Flash 0731 är den officiella Flash-utgåvan för text, kodning och agentarbetsflöden. Den erbjuder lägen för direktchatt och tänkande, strukturerade utdata för verktygsanrop och en modellkontext på en miljon token; den daterade utgåvan innehåller DSpark-modulen för spekulativ avkodning.",
  "source": {
    "audit_sha256": "2e00086bcbfc28e64d0cebe97aa47c17d8d5618963027f8ffb9dc6123d7d25b1",
    "bridge_map_sha256": "1125275768b9636fc8461bc7da5061239a81ddfe508e2557843ca42c58ab0036",
    "raw_model_json_sha256": "91e31a275cb089254dfae24f40b0b11abd8c8283cd96d47d36b958812e5219be",
    "renderer_sha256": "8a45bb31b83d2551e6d975cf4683518c7cb445a54b9394a01947f4dd103f1051"
  },
  "sourceRevision": "77e86f032cdcfa8af5e40bcb5a05315a5a18d748dec5a2f100caf0a9983af6be"
}
