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  "aboutHtml": "<p>Gemini 3.1 Pro Preview je určený na prácu so zložitým materiálom a úlohami vyžadujúcimi viacero postupných rozhodnutí. Google zdôrazňuje softvérové inžinierstvo, používanie nástrojov a súlad faktických odpovedí. Model pomáha analyzovať veľké súbory údajov, celé softvérové repozitáre a úlohy, v ktorých je text spojený s vizuálnymi alebo zvukovými materiálmi.</p><h4>Akým materiálom model rozumie</h4><p>Charakteristiky Google uvádzajú <strong>text, obrázky, video, zvuk a PDF</strong>. V aktuálnom katalógu Ailoot API sú pri textových metódach deklarované <strong>text a obrázky</strong> na vstupe a text na výstupe. Video, zvuk a PDF nie sú súčasťou tohto súboru vstupov. Dlhý kontext pojme najviac <strong>1 048 576 vstupných tokenov</strong>, textová odpoveď najviac <strong>65 536 výstupných tokenov</strong>. Porozumenie obrázkom a zvuku neznamená ich generovanie: výstup tejto verzie zostáva textový.</p><h4>Uvažovanie a práca po krokoch</h4><p>Thinking umožňuje venovať dodatočné úsilie vnútornému uvažovaniu. V režime základného modelu opísanom spoločnosťou Google je štandardná úroveň <code>high</code>; dostupné sú <code>low</code>, <code>medium</code>, <code>high</code>. Tieto hodnoty opisujú základný model Google; režim a dostupnosť riadenia cez Ailoot API závisia od zvolenej metódy a variantu modelu. Hlavné scenáre zahŕňajú zložité programovanie, vývoj algoritmov, strategické plánovanie a postupné zlepšovanie riešenia. Je to zvlášť užitočné, keď treba zohľadniť viacero prepojených požiadaviek a vracať sa k priebežným výsledkom.</p><p>Schopnosti modelu zahŕňajú volania funkcií, vykonávanie kódu a štruktúrované odpovede. Podporované sú ukladanie kontextu do vyrovnávacej pamäte, podloženie vyhľadávaním, Google Maps a používanie obsahu webových adries; k dispozícii je dávkové spracovanie. Takýto súbor umožňuje vytvoriť postup, v ktorom model analyzuje údaje, vyberá ďalší nástroj a vytvára výsledok. Skutočná dostupnosť každého nástroja závisí od metódy práce s modelom.</p><h4>Verzia a osobitosti</h4><p>Karta sa vzťahuje na predbežnú verziu <code>gemini-3.1-pro-preview</code>. Je založená na Gemini 3 Pro. Výrobca samostatne uvádza variant <code>gemini-3.1-pro-preview-customtools</code>, zameraný na postupy s príkazovou konzolou a vlastnými nástrojmi. Jeho priority pri výbere nástrojov a osobitosti správania nie sú vlastnosťami bežnej verzie Preview.</p><p>Pre model zostávajú všeobecné obmedzenia základnej línie: odpovede môžu obsahovať vymyslené údaje a niektoré požiadavky sa môžu vykonávať pomaly alebo skončiť prekročením časového limitu. Uvažovanie vo viacerých krokoch, veľký kontext a prístup k údajom pomáhajú pracovať so zložitou úlohou, ale nerobia z každého vygenerovaného záveru overený fakt.</p>",
  "aboutText": "Gemini 3.1 Pro Preview je určený na prácu so zložitým materiálom a úlohami vyžadujúcimi viacero postupných rozhodnutí. Google zdôrazňuje softvérové inžinierstvo, používanie nástrojov a súlad faktických odpovedí. Model pomáha analyzovať veľké súbory údajov, celé softvérové repozitáre a úlohy, v ktorých je text spojený s vizuálnymi alebo zvukovými materiálmi.\n\n### Akým materiálom model rozumie\n\nCharakteristiky Google uvádzajú **text, obrázky, video, zvuk a PDF**. V aktuálnom katalógu Ailoot API sú pri textových metódach deklarované **text a obrázky** na vstupe a text na výstupe. Video, zvuk a PDF nie sú súčasťou tohto súboru vstupov. Dlhý kontext pojme najviac **1 048 576 vstupných tokenov**, textová odpoveď najviac **65 536 výstupných tokenov**. Porozumenie obrázkom a zvuku neznamená ich generovanie: výstup tejto verzie zostáva textový.\n\n### Uvažovanie a práca po krokoch\n\nThinking umožňuje venovať dodatočné úsilie vnútornému uvažovaniu. V režime základného modelu opísanom spoločnosťou Google je štandardná úroveň `high`; dostupné sú `low`, `medium`, `high`. Tieto hodnoty opisujú základný model Google; režim a dostupnosť riadenia cez Ailoot API závisia od zvolenej metódy a variantu modelu. Hlavné scenáre zahŕňajú zložité programovanie, vývoj algoritmov, strategické plánovanie a postupné zlepšovanie riešenia. Je to zvlášť užitočné, keď treba zohľadniť viacero prepojených požiadaviek a vracať sa k priebežným výsledkom.\n\nSchopnosti modelu zahŕňajú volania funkcií, vykonávanie kódu a štruktúrované odpovede. Podporované sú ukladanie kontextu do vyrovnávacej pamäte, podloženie vyhľadávaním, Google Maps a používanie obsahu webových adries; k dispozícii je dávkové spracovanie. Takýto súbor umožňuje vytvoriť postup, v ktorom model analyzuje údaje, vyberá ďalší nástroj a vytvára výsledok. Skutočná dostupnosť každého nástroja závisí od metódy práce s modelom.\n\n### Verzia a osobitosti\n\nKarta sa vzťahuje na predbežnú verziu `gemini-3.1-pro-preview`. Je založená na Gemini 3 Pro. Výrobca samostatne uvádza variant `gemini-3.1-pro-preview-customtools`, zameraný na postupy s príkazovou konzolou a vlastnými nástrojmi. Jeho priority pri výbere nástrojov a osobitosti správania nie sú vlastnosťami bežnej verzie Preview.\n\nPre model zostávajú všeobecné obmedzenia základnej línie: odpovede môžu obsahovať vymyslené údaje a niektoré požiadavky sa môžu vykonávať pomaly alebo skončiť prekročením časového limitu. Uvažovanie vo viacerých krokoch, veľký kontext a prístup k údajom pomáhajú pracovať so zložitou úlohou, ale nerobia z každého vygenerovaného záveru overený fakt.",
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      "practical_html": "<h3>Praktická úloha</h3><p>Technický príklad v angličtine</p><pre><code>Plan a dependency-constrained move\n\nA lab move has these constraints: archive samples before unplugging the freezer; test the backup freezer before moving samples; restore temperature monitoring before accepting new samples. Staff propose unplugging first to save time. Produce an ordered checklist, flag the unsafe proposed step and specify evidence needed before accepting new samples. Use only the supplied constraints.</code></pre><h4>Očakávaný výsledok</h4><pre><code>An ordered checklist, one identified conflict and an acceptance-evidence item.</code></pre><h4>Overenie výsledku</h4><pre><code>The checklist must place backup testing and sample protection before unplugging and monitoring before intake.</code></pre>"
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      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">G</span><h2 id=\"sheet-title\">Gemini 3.1 Pro High</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"Zavrieť\">×</button></div><div class=\"idline\"><span>Google /</span><code>gemini-3.1-pro-high</code><button type=\"button\" id=\"copy-id\">Skopírovať ID</button></div><nav class=\"card-jump-nav\" aria-label=\"Sekcie karty modelu\"><button type=\"button\" data-card-jump=\"overview\">Úvod</button><button type=\"button\" data-card-jump=\"methods\">Vstupy a metódy</button><button type=\"button\" data-card-jump=\"pricing\">Cenník</button><button type=\"button\" data-card-jump=\"examples\">Príklady</button><button type=\"button\" data-card-jump=\"results\">Výsledky</button><button type=\"button\" data-card-jump=\"aliases\">Aliasy</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"Metódy API\"><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-0\" data-card-method=\"Core|messages|/v1/messages|gemini-3.1-pro-high\">Messages</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|gemini|/v1beta/models/{model}:generateContent|gemini-3.1-pro-high\">Gemini</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\">Úvod</h3><p class=\"mdesc-full\">Multimodálny model spoločnosti Google na zložité programátorské úlohy, analýzu rozsiahlych materiálov a presnú prácu s nástrojmi vo viacerých krokoch.</p><dl class=\"card-io\" data-card-io><div><dt>Povolené vstupy</dt><dd>Text · Obrázky</dd></div><div><dt>Výsledky</dt><dd>Text</dd></div></dl><details class=\"card-about\"><summary>O modeli</summary><p class=\"note-s\" data-model-method-boundary>Tento opis pokrýva možnosti modelu. Dostupné vstupy, výstupy a voľby v Ailoot sú uvedené nižšie pre vybranú metódu.</p><div class=\"mabout\" id=\"m-about\"><p>Gemini 3.1 Pro Preview je určený na prácu so zložitým materiálom a úlohami vyžadujúcimi viacero postupných rozhodnutí. Google zdôrazňuje softvérové inžinierstvo, používanie nástrojov a súlad faktických odpovedí. Model pomáha analyzovať veľké súbory údajov, celé softvérové repozitáre a úlohy, v ktorých je text spojený s vizuálnymi alebo zvukovými materiálmi.</p><h4>Akým materiálom model rozumie</h4><p>Charakteristiky Google uvádzajú <strong>text, obrázky, video, zvuk a PDF</strong>. V aktuálnom katalógu Ailoot API sú pri textových metódach deklarované <strong>text a obrázky</strong> na vstupe a text na výstupe. Video, zvuk a PDF nie sú súčasťou tohto súboru vstupov. Dlhý kontext pojme najviac <strong>1 048 576 vstupných tokenov</strong>, textová odpoveď najviac <strong>65 536 výstupných tokenov</strong>. Porozumenie obrázkom a zvuku neznamená ich generovanie: výstup tejto verzie zostáva textový.</p><h4>Uvažovanie a práca po krokoch</h4><p>Thinking umožňuje venovať dodatočné úsilie vnútornému uvažovaniu. V režime základného modelu opísanom spoločnosťou Google je štandardná úroveň <code>high</code>; dostupné sú <code>low</code>, <code>medium</code>, <code>high</code>. Tieto hodnoty opisujú základný model Google; režim a dostupnosť riadenia cez Ailoot API závisia od zvolenej metódy a variantu modelu. Hlavné scenáre zahŕňajú zložité programovanie, vývoj algoritmov, strategické plánovanie a postupné zlepšovanie riešenia. Je to zvlášť užitočné, keď treba zohľadniť viacero prepojených požiadaviek a vracať sa k priebežným výsledkom.</p><p>Schopnosti modelu zahŕňajú volania funkcií, vykonávanie kódu a štruktúrované odpovede. Podporované sú ukladanie kontextu do vyrovnávacej pamäte, podloženie vyhľadávaním, Google Maps a používanie obsahu webových adries; k dispozícii je dávkové spracovanie. Takýto súbor umožňuje vytvoriť postup, v ktorom model analyzuje údaje, vyberá ďalší nástroj a vytvára výsledok. Skutočná dostupnosť každého nástroja závisí od metódy práce s modelom.</p><h4>Verzia a osobitosti</h4><p>Karta sa vzťahuje na predbežnú verziu <code>gemini-3.1-pro-preview</code>. Je založená na Gemini 3 Pro. Výrobca samostatne uvádza variant <code>gemini-3.1-pro-preview-customtools</code>, zameraný na postupy s príkazovou konzolou a vlastnými nástrojmi. Jeho priority pri výbere nástrojov a osobitosti správania nie sú vlastnosťami bežnej verzie Preview.</p><p>Pre model zostávajú všeobecné obmedzenia základnej línie: odpovede môžu obsahovať vymyslené údaje a niektoré požiadavky sa môžu vykonávať pomaly alebo skončiť prekročením časového limitu. Uvažovanie vo viacerých krokoch, veľký kontext a prístup k údajom pomáhajú pracovať so zložitou úlohou, ale nerobia z každého vygenerovaného záveru overený fakt.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Dostupné v Ailoot · vstupy a metódy</h3><details class=\"card-method\" open><summary><b>Ailoot · Anthropic Messages</b> <code>POST /v1/messages</code></summary><dl class=\"method-capabilities\"><div><dt>Vstup</dt><dd><code>text</code>, <code>image</code></dd></div><div><dt>Výstup</dt><dd><code>text</code></dd></div><div><dt>Kontext</dt><dd>1 048 576 tokens</dd></div><div><dt>Maximálny výstup</dt><dd>65 536 tokens</dd></div><div><dt>Výstupný formát</dt><dd>json alebo SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>Pole</th><th>Typ</th><th>Požiadavka</th><th>Hodnoty a limity</th><th>Predvolené</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Povinné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div>gemini-3.1-pro-high</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Povinné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div>Minimálny počet položiek: 1</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Povinné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div>user, assistant</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Povinné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Povinné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div>Minimum: 1</div><div>Limit sa vzťahuje na: presná horná hranica zvoleného modelu/karty</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span></td><td data-cell-label=\"Predvolené\" data-default=\"known\"><span class=\"card-cell-label\">Predvolené</span>false</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div>Platí, keď: poskytnutý nástroj</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>Kombinácie vstupných podkladov</summary><p class=\"note-s\"><b>Text</b> · Text UTF8</p><p class=\"note-s\"><code>messages[].content alebo blok type=text</code></p><p class=\"note-s\"><b>Text + obrázok</b></p><p class=\"note-s\"><code>{type:image,source:{type:base64,media_type,data}} alebo zdroj s type=url</code></p></details><details class=\"note-s\" data-method-contract><summary>Parametre a životný cyklus metódy</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>Parameter</th><th>Špecifikácia</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=\"Špecifikácia\"><span class=\"card-cell-label\">Špecifikácia</span>text, image</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=\"Špecifikácia\"><span class=\"card-cell-label\">Špecifikácia</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=\"Špecifikácia\"><span class=\"card-cell-label\">Špecifikácia</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=\"Špecifikácia\"><span class=\"card-cell-label\">Špecifikácia</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=\"Špecifikácia\"><span class=\"card-cell-label\">Špecifikácia</span>skutočný obsah UTF-8 vložený ako text; ID súborov a URLs potrebujú samostatnú presne určenú podporu</td></tr></tbody></table></div><p>Životný cyklus: <code>exact retained published method</code></p><p class=\"note-s\">Štruktúry metód a ID sú presné; možnosti dodávateľa sa posudzujú oddelene od prijatia požiadavky.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">Cenník</h3><h4>Sadzby metód Ailoot</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>Vstup</dt><dd>0,002 USD <em>/ 1K</em></dd></div><div><dt>Výstup</dt><dd>0,012 USD <em>/ 1K</em></dd></div><div><dt>Čítanie cache</dt><dd>0,0002 USD <em>/ 1K</em></dd></div></dl><h4>Ceny podľa dĺžky požiadavky · Anthropic Messages</h4><div class=\"tw\" data-card-table=\"tiers\"><table><thead><tr><th>Veľkosť požiadavky v tokenoch</th><th class=\"num\">Vstup</th><th class=\"num\">Výstup</th><th class=\"num\">Čítanie cache</th><th class=\"num\">Zápis do cache</th><th class=\"num\">Cache 5 min</th><th class=\"num\">Cache 1 hod</th></tr></thead><tbody><tr><td data-cell-label=\"Veľkosť požiadavky v tokenoch\"><span class=\"card-cell-label\">Veľkosť požiadavky v tokenoch</span><span class=\"card-tier-interval\">(0; 200 000]</span></td><td data-cell-label=\"Vstup\" class=\"num\"><span class=\"card-cell-label\">Vstup</span>0,002 USD</td><td data-cell-label=\"Výstup\" class=\"num\"><span class=\"card-cell-label\">Výstup</span>0,012 USD</td><td data-cell-label=\"Čítanie cache\" class=\"num\"><span class=\"card-cell-label\">Čítanie cache</span>0,0002 USD</td><td data-cell-label=\"Zápis do cache\" class=\"num\"><span class=\"card-cell-label\">Zápis do cache</span>Základná: —</td><td data-cell-label=\"Cache 5 min\" class=\"num\"><span class=\"card-cell-label\">Cache 5 min</span>Základná: —</td><td data-cell-label=\"Cache 1 hod\" class=\"num\"><span class=\"card-cell-label\">Cache 1 hod</span>Základná: —</td></tr><tr><td data-cell-label=\"Veľkosť požiadavky v tokenoch\"><span class=\"card-cell-label\">Veľkosť požiadavky v tokenoch</span><span class=\"card-tier-interval\">(200 000; ∞)</span></td><td data-cell-label=\"Vstup\" class=\"num\"><span class=\"card-cell-label\">Vstup</span>0,004 USD</td><td data-cell-label=\"Výstup\" class=\"num\"><span class=\"card-cell-label\">Výstup</span>0,018 USD</td><td data-cell-label=\"Čítanie cache\" class=\"num\"><span class=\"card-cell-label\">Čítanie cache</span>0,0004 USD</td><td data-cell-label=\"Zápis do cache\" class=\"num\"><span class=\"card-cell-label\">Zápis do cache</span>Základná: —</td><td data-cell-label=\"Cache 5 min\" class=\"num\"><span class=\"card-cell-label\">Cache 5 min</span>Základná: —</td><td data-cell-label=\"Cache 1 hod\" class=\"num\"><span class=\"card-cell-label\">Cache 1 hod</span>Základná: —</td></tr></tbody></table></div><p class=\"note-s\">Sadzby v USD za 1K tokenov. Ak sadzba nie je nastavená, preberá sa základná sadzba tejto metódy; «—» znamená, že základná sadzba nie je nastavená.</p></section><p class=\"note-s\">Ailoot pred požiadavkou rezervuje odhadovanú sumu. Po získaní výsledku vyúčtuje konečný poplatok podľa nameraného využitia. Pri streamovaní sa vyúčtovanie riadi konečným záznamom využitia. <a href=\"/docs/sk/billing/reserve/\">Ako funguje rezervácia a vyúčtovanie →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">Príklady požiadaviek</h3><h4>Ailoot · Anthropic Messages</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Varianty kódu\"><button class=\"cg-tab\" id=\"model-code-286-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-286-panel-0\" aria-selected=\"true\" tabindex=\"0\">Príklad textu</button><button class=\"cg-tab\" id=\"model-code-286-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-286-panel-1\" aria-selected=\"false\" tabindex=\"-1\">Vstup, obrázok</button><button class=\"cg-tab\" id=\"model-code-286-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-286-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-286-tab-3\" role=\"tab\" type=\"button\" aria-controls=\"model-code-286-panel-3\" aria-selected=\"false\" tabindex=\"-1\">Node.js SDK</button><button class=\"cg-tab\" id=\"model-code-286-tab-4\" role=\"tab\" type=\"button\" aria-controls=\"model-code-286-panel-4\" aria-selected=\"false\" tabindex=\"-1\">Streamovanie v jazyku Python</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Skopírovať kód\"><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-286-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-286-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;gemini-3.1-pro-high&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: $AILOOT_API_KEY&quot; -H &#39;anthropic-version: 2023-06-01&#39; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(&quot;result.json&quot;).read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-286-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-286-tab-1\" hidden><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\n: &quot;${AILOOT_IMAGE_FILE:?Set your actual PNG JPEG or WebP image}&quot;\nexport AILOOT_IMAGE_FILE\npython3 - &lt;&lt;&#39;PY_REQUEST&#39;\nimport json,os\nfrom pathlib import Path\np=json.loads(&#39;{&quot;model&quot;: &quot;gemini-3.1-pro-high&quot;, &quot;max_tokens&quot;: 1024, &quot;messages&quot;: [{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: [{&quot;type&quot;: &quot;text&quot;, &quot;text&quot;: &quot;Read labels and numbers in this image; flag unreadable text.&quot;}]}]}&#39;)\nimport base64\nf=Path(os.environ[&quot;AILOOT_IMAGE_FILE&quot;])\nif not f.is_file():raise SystemExit(&quot;Choose an actual PNG JPEG or WebP image&quot;)\nraw=f.read_bytes()\nmime=&quot;image/png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;image/jpeg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;image/webp&quot; if raw[:4]==b&quot;RIFF&quot; and raw[8:12]==b&quot;WEBP&quot; else None\nif not mime:raise SystemExit(&quot;Use PNG JPEG or WebP&quot;)\nb64=base64.b64encode(raw).decode()\np[&quot;messages&quot;][0][&quot;content&quot;].append({&quot;type&quot;:&quot;image&quot;,&quot;source&quot;:{&quot;type&quot;:&quot;base64&quot;,&quot;media_type&quot;:mime,&quot;data&quot;:b64}})\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-286-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-286-tab-2\" 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;gemini-3.1-pro-high&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-286-panel-3\" role=\"tabpanel\" aria-labelledby=\"model-code-286-tab-3\" 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;gemini-3.1-pro-high&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-286-panel-4\" role=\"tabpanel\" aria-labelledby=\"model-code-286-tab-4\" 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;gemini-3.1-pro-high&#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\">Prijať a uložiť výsledky</h3><h4>Ailoot · Anthropic Messages</h4><p class=\"note-s\">json alebo SSE</p><div class=\"card-result-process\" data-all-results><h5>Uchovať všetky dokončené výsledky</h5><p class=\"note-s\">Uložte každú úplnú vrátenú odpoveď, súbor a časť obsahu.</p><p class=\"note-s\">Zachovajte všetky bloky obsahu, podpisy uvažovania a skutočné ID volaní nástrojov. Zostavte všetky čiastkové zmeny blokov SSE; prvý textový blok nie je celý výstup.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>Ak treba overiť pôvodnú odpoveď</h5><p class=\"note-s\">Zachovajte ID požiadaviek/odpovedí aj hlavičky. Všeobecná URL na načítanie textovej úlohy nie je poskytnutá.</p></div><details class=\"card-about\" data-output-fields><summary>Polia odpovede</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>Pole</th><th>Typ</th></tr></thead><tbody><tr><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</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>Chyby a ďalšie kroky</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>Odpoveď</th><th>Podmienka</th><th>Ďalší krok</th></tr></thead><tbody><tr><th data-cell-label=\"Odpoveď\" scope=\"row\"><span class=\"card-cell-label\">Odpoveď</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"Podmienka\"><span class=\"card-cell-label\">Podmienka</span>Neplatné povinné polia, reprezentácia materiálu alebo hodnota parametra</td><td data-cell-label=\"Ďalší krok\"><span class=\"card-cell-label\">Ďalší krok</span>Pred novou požiadavkou na vytvorenie opravte uvedené polia.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">Aliasy</h3><h4>Aliasy modelov</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=gemini-3.1-pro-high&amp;route=Core&amp;caller=gemini-3.1-pro-high&amp;fmt=messages\"><code>gemini-3.1-pro-high</code></a></span></p><h4>Aliasy ciest metód</h4><p class=\"note-s\">Použite cesty metód uvedené vyššie.</p><h4>Súvisiace ID na volanie</h4><p class=\"note-s\"><a href=\"#m=gemini-3.1-pro-high&amp;route=Core&amp;caller=gemini-3.1-pro-high&amp;fmt=messages\"><code>gemini-3.1-pro-high</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "gemini-3.1-pro-high",
        "fmt": "messages",
        "http": "POST",
        "path": "/v1/messages",
        "request_model_id": "gemini-3.1-pro-high",
        "route_label": "Core"
      },
      "method_key": "Core|messages|/v1/messages|gemini-3.1-pro-high",
      "ordinal": 0,
      "rawMethod": {
        "cache_read": 0.2,
        "cache_write": null,
        "cache_write_1h": null,
        "cache_write_5m": null,
        "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": "Neplatné povinné polia, reprezentácia materiálu alebo hodnota parametra",
                "http_status": 400,
                "recovery": "Pred novou požiadavkou na vytvorenie opravte uvedené polia.",
                "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": "Zachovajte ID požiadaviek/odpovedí aj hlavičky. Všeobecná URL na načítanie textovej úlohy nie je poskytnutá."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content alebo blok type=text",
                "required_material": "Text UTF8"
              },
              {
                "availability": "Exact model input declaration and selected Source bridge required",
                "file_id_workflow": "No Ailoot upload/file-ID endpoint is introduced by this feed.",
                "mode": "text_plus_image",
                "representation": "{type:image,source:{type:base64,media_type,data}} alebo zdroj s type=url"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Zachovajte všetky bloky obsahu, podpisy uvažovania a skutočné ID volaní nástrojov. Zostavte všetky čiastkové zmeny blokov SSE; prvý textový blok nie je celý výstup.",
              "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 alebo SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "gemini-3.1-pro-high"
                ],
                "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": "presná horná hranica zvoleného modelu/karty",
                "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": "poskytnutý nástroj"
              },
              {
                "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": [
            "Štruktúry metód a ID sú presné; možnosti dodávateľa sa posudzujú oddelene od prijatia požiadavky."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "skutočný obsah UTF-8 vložený ako text; ID súborov a URLs potrebujú samostatnú presne určenú podporu"
          },
          "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": 1048576,
        "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\": \"gemini-3.1-pro-high\", \"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: $AILOOT_API_KEY\" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(\"result.json\").read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n",
            "label": "Use actual text material",
            "language": "bash"
          },
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_IMAGE_FILE:?Set your actual PNG JPEG or WebP image}\"\nexport AILOOT_IMAGE_FILE\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"gemini-3.1-pro-high\", \"max_tokens\": 1024, \"messages\": [{\"role\": \"user\", \"content\": [{\"type\": \"text\", \"text\": \"Read labels and numbers in this image; flag unreadable text.\"}]}]}')\nimport base64\nf=Path(os.environ[\"AILOOT_IMAGE_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose an actual PNG JPEG or WebP image\")\nraw=f.read_bytes()\nmime=\"image/png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"image/jpeg\" if raw.startswith(b\"\\xff\\xd8\") else \"image/webp\" if raw[:4]==b\"RIFF\" and raw[8:12]==b\"WEBP\" else None\nif not mime:raise SystemExit(\"Use PNG JPEG or WebP\")\nb64=base64.b64encode(raw).decode()\np[\"messages\"][0][\"content\"].append({\"type\":\"image\",\"source\":{\"type\":\"base64\",\"media_type\":mime,\"data\":b64}})\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 your actual image",
            "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=\"gemini-3.1-pro-high\",\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: \"gemini-3.1-pro-high\",\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='gemini-3.1-pro-high',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": 2,
        "input": [
          "text",
          "image"
        ],
        "label": "Anthropic Messages",
        "max_out": 65536,
        "max_tool_calls": null,
        "out": 12,
        "output": [
          "text"
        ],
        "path": "/v1/messages",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 2,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 12,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.2,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "gemini-3.1-pro-high",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 0.2,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_5m": null,
            "in": 2,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "context",
            "max": 200000,
            "min": 0,
            "null_rate_policy": "inherit_base_rate",
            "out": 12
          },
          {
            "cache_read": 0.4,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_5m": null,
            "in": 4,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "context",
            "max": null,
            "min": 200000,
            "null_rate_policy": "inherit_base_rate",
            "out": 18
          }
        ],
        "tool_prices": null,
        "unit": "token",
        "units": []
      }
    },
    {
      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">G</span><h2 id=\"sheet-title\">Gemini 3.1 Pro High</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"Zavrieť\">×</button></div><div class=\"idline\"><span>Google /</span><code>gemini-3.1-pro-high</code><button type=\"button\" id=\"copy-id\">Skopírovať ID</button></div><nav class=\"card-jump-nav\" aria-label=\"Sekcie karty modelu\"><button type=\"button\" data-card-jump=\"overview\">Úvod</button><button type=\"button\" data-card-jump=\"methods\">Vstupy a metódy</button><button type=\"button\" data-card-jump=\"pricing\">Cenník</button><button type=\"button\" data-card-jump=\"examples\">Príklady</button><button type=\"button\" data-card-jump=\"results\">Výsledky</button><button type=\"button\" data-card-jump=\"aliases\">Aliasy</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"Metódy API\"><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-0\" data-card-method=\"Core|messages|/v1/messages|gemini-3.1-pro-high\">Messages</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|gemini|/v1beta/models/{model}:generateContent|gemini-3.1-pro-high\">Gemini</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\">Úvod</h3><p class=\"mdesc-full\">Multimodálny model spoločnosti Google na zložité programátorské úlohy, analýzu rozsiahlych materiálov a presnú prácu s nástrojmi vo viacerých krokoch.</p><dl class=\"card-io\" data-card-io><div><dt>Povolené vstupy</dt><dd>Text · Obrázky</dd></div><div><dt>Výsledky</dt><dd>Text</dd></div></dl><details class=\"card-about\"><summary>O modeli</summary><p class=\"note-s\" data-model-method-boundary>Tento opis pokrýva možnosti modelu. Dostupné vstupy, výstupy a voľby v Ailoot sú uvedené nižšie pre vybranú metódu.</p><div class=\"mabout\" id=\"m-about\"><p>Gemini 3.1 Pro Preview je určený na prácu so zložitým materiálom a úlohami vyžadujúcimi viacero postupných rozhodnutí. Google zdôrazňuje softvérové inžinierstvo, používanie nástrojov a súlad faktických odpovedí. Model pomáha analyzovať veľké súbory údajov, celé softvérové repozitáre a úlohy, v ktorých je text spojený s vizuálnymi alebo zvukovými materiálmi.</p><h4>Akým materiálom model rozumie</h4><p>Charakteristiky Google uvádzajú <strong>text, obrázky, video, zvuk a PDF</strong>. V aktuálnom katalógu Ailoot API sú pri textových metódach deklarované <strong>text a obrázky</strong> na vstupe a text na výstupe. Video, zvuk a PDF nie sú súčasťou tohto súboru vstupov. Dlhý kontext pojme najviac <strong>1 048 576 vstupných tokenov</strong>, textová odpoveď najviac <strong>65 536 výstupných tokenov</strong>. Porozumenie obrázkom a zvuku neznamená ich generovanie: výstup tejto verzie zostáva textový.</p><h4>Uvažovanie a práca po krokoch</h4><p>Thinking umožňuje venovať dodatočné úsilie vnútornému uvažovaniu. V režime základného modelu opísanom spoločnosťou Google je štandardná úroveň <code>high</code>; dostupné sú <code>low</code>, <code>medium</code>, <code>high</code>. Tieto hodnoty opisujú základný model Google; režim a dostupnosť riadenia cez Ailoot API závisia od zvolenej metódy a variantu modelu. Hlavné scenáre zahŕňajú zložité programovanie, vývoj algoritmov, strategické plánovanie a postupné zlepšovanie riešenia. Je to zvlášť užitočné, keď treba zohľadniť viacero prepojených požiadaviek a vracať sa k priebežným výsledkom.</p><p>Schopnosti modelu zahŕňajú volania funkcií, vykonávanie kódu a štruktúrované odpovede. Podporované sú ukladanie kontextu do vyrovnávacej pamäte, podloženie vyhľadávaním, Google Maps a používanie obsahu webových adries; k dispozícii je dávkové spracovanie. Takýto súbor umožňuje vytvoriť postup, v ktorom model analyzuje údaje, vyberá ďalší nástroj a vytvára výsledok. Skutočná dostupnosť každého nástroja závisí od metódy práce s modelom.</p><h4>Verzia a osobitosti</h4><p>Karta sa vzťahuje na predbežnú verziu <code>gemini-3.1-pro-preview</code>. Je založená na Gemini 3 Pro. Výrobca samostatne uvádza variant <code>gemini-3.1-pro-preview-customtools</code>, zameraný na postupy s príkazovou konzolou a vlastnými nástrojmi. Jeho priority pri výbere nástrojov a osobitosti správania nie sú vlastnosťami bežnej verzie Preview.</p><p>Pre model zostávajú všeobecné obmedzenia základnej línie: odpovede môžu obsahovať vymyslené údaje a niektoré požiadavky sa môžu vykonávať pomaly alebo skončiť prekročením časového limitu. Uvažovanie vo viacerých krokoch, veľký kontext a prístup k údajom pomáhajú pracovať so zložitou úlohou, ale nerobia z každého vygenerovaného záveru overený fakt.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Dostupné v Ailoot · vstupy a metódy</h3><details class=\"card-method\" open><summary><b>Ailoot · Gemini generateContent</b> <code>POST /v1beta/models/{model}:generateContent</code></summary><dl class=\"method-capabilities\"><div><dt>Vstup</dt><dd><code>text</code>, <code>image</code></dd></div><div><dt>Výstup</dt><dd><code>text</code></dd></div><div><dt>Kontext</dt><dd>1 048 576 tokens</dd></div><div><dt>Maximálny výstup</dt><dd>65 536 tokens</dd></div><div><dt>Výstupný formát</dt><dd>json alebo podporované streamovanie</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>Pole</th><th>Typ</th><th>Požiadavka</th><th>Hodnoty a limity</th><th>Predvolené</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">path.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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Povinné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div>gemini-3.1-pro-high</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">contents</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>content[]</code></td><td data-cell-label=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Povinné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div>Minimálny počet položiek: 1</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">contents[].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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div>user, model</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">contents[].parts</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>part[]</code></td><td data-cell-label=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Povinné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">systemInstruction</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>content</code></td><td data-cell-label=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">generationConfig.maxOutputTokens</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div>Minimum: 1</div><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">generationConfig.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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">generationConfig.topP</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">generationConfig.topK</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">generationConfig.stopSequences</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">generationConfig.thinkingConfig.includeThoughts</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">generationConfig.thinkingConfig.thinkingBudget</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">tools[].functionDeclarations</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span><code>function_declaration[]</code></td><td data-cell-label=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">toolConfig.functionCallingConfig.mode</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">safetySettings</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span><div class=\"note-s\">Závisí od modelu</div></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">sessionId</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=\"Požiadavka\"><span class=\"card-cell-label\">Požiadavka</span>Voliteľné</td><td data-cell-label=\"Hodnoty a limity\"><span class=\"card-cell-label\">Hodnoty a limity</span></td><td data-cell-label=\"Predvolené\" data-default=\"unspecified\"><span class=\"card-cell-label\">Predvolené</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>Kombinácie vstupných podkladov</summary><p class=\"note-s\"><b>Text</b> · Text UTF8</p><p class=\"note-s\"><code>contents[].parts[].text</code></p><p class=\"note-s\"><b>Text + obrázok</b></p><p class=\"note-s\"><code>parts[].inlineData={mimeType,data}</code></p></details><details class=\"note-s\" data-method-contract><summary>Parametre a životný cyklus metódy</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>Parameter</th><th>Špecifikácia</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=\"Špecifikácia\"><span class=\"card-cell-label\">Špecifikácia</span>text, image</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=\"Špecifikácia\"><span class=\"card-cell-label\">Špecifikácia</span>contents</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=\"Špecifikácia\"><span class=\"card-cell-label\">Špecifikácia</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=\"Špecifikácia\"><span class=\"card-cell-label\">Špecifikácia</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=\"Špecifikácia\"><span class=\"card-cell-label\">Špecifikácia</span>skutočný obsah UTF-8 vložený ako text; ID súborov a URLs potrebujú samostatnú presne určenú podporu</td></tr></tbody></table></div><p>Životný cyklus: <code>exact retained published method</code></p><p class=\"note-s\">Štruktúry metód a ID sú presné; možnosti dodávateľa sa posudzujú oddelene od prijatia požiadavky.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">Cenník</h3><h4>Sadzby metód Ailoot</h4><section class=\"meth\" data-route=\"Core\"><header><b><span class=\"alias\">Ailoot</span> Gemini generateContent</b><code>POST /v1beta/models/{model}:generateContent</code></header><dl><div><dt>Vstup</dt><dd>0,002 USD <em>/ 1K</em></dd></div><div><dt>Výstup</dt><dd>0,012 USD <em>/ 1K</em></dd></div><div><dt>Čítanie cache</dt><dd>0,0002 USD <em>/ 1K</em></dd></div></dl><h4>Ceny podľa dĺžky požiadavky · Gemini generateContent</h4><div class=\"tw\" data-card-table=\"tiers\"><table><thead><tr><th>Veľkosť požiadavky v tokenoch</th><th class=\"num\">Vstup</th><th class=\"num\">Výstup</th><th class=\"num\">Čítanie cache</th><th class=\"num\">Zápis do cache</th><th class=\"num\">Cache 5 min</th><th class=\"num\">Cache 1 hod</th></tr></thead><tbody><tr><td data-cell-label=\"Veľkosť požiadavky v tokenoch\"><span class=\"card-cell-label\">Veľkosť požiadavky v tokenoch</span><span class=\"card-tier-interval\">(0; 200 000]</span></td><td data-cell-label=\"Vstup\" class=\"num\"><span class=\"card-cell-label\">Vstup</span>0,002 USD</td><td data-cell-label=\"Výstup\" class=\"num\"><span class=\"card-cell-label\">Výstup</span>0,012 USD</td><td data-cell-label=\"Čítanie cache\" class=\"num\"><span class=\"card-cell-label\">Čítanie cache</span>0,0002 USD</td><td data-cell-label=\"Zápis do cache\" class=\"num\"><span class=\"card-cell-label\">Zápis do cache</span>Základná: —</td><td data-cell-label=\"Cache 5 min\" class=\"num\"><span class=\"card-cell-label\">Cache 5 min</span>Základná: —</td><td data-cell-label=\"Cache 1 hod\" class=\"num\"><span class=\"card-cell-label\">Cache 1 hod</span>Základná: —</td></tr><tr><td data-cell-label=\"Veľkosť požiadavky v tokenoch\"><span class=\"card-cell-label\">Veľkosť požiadavky v tokenoch</span><span class=\"card-tier-interval\">(200 000; ∞)</span></td><td data-cell-label=\"Vstup\" class=\"num\"><span class=\"card-cell-label\">Vstup</span>0,004 USD</td><td data-cell-label=\"Výstup\" class=\"num\"><span class=\"card-cell-label\">Výstup</span>0,018 USD</td><td data-cell-label=\"Čítanie cache\" class=\"num\"><span class=\"card-cell-label\">Čítanie cache</span>0,0004 USD</td><td data-cell-label=\"Zápis do cache\" class=\"num\"><span class=\"card-cell-label\">Zápis do cache</span>Základná: —</td><td data-cell-label=\"Cache 5 min\" class=\"num\"><span class=\"card-cell-label\">Cache 5 min</span>Základná: —</td><td data-cell-label=\"Cache 1 hod\" class=\"num\"><span class=\"card-cell-label\">Cache 1 hod</span>Základná: —</td></tr></tbody></table></div><p class=\"note-s\">Sadzby v USD za 1K tokenov. Ak sadzba nie je nastavená, preberá sa základná sadzba tejto metódy; «—» znamená, že základná sadzba nie je nastavená.</p></section><p class=\"note-s\">Ailoot pred požiadavkou rezervuje odhadovanú sumu. Po získaní výsledku vyúčtuje konečný poplatok podľa nameraného využitia. Pri streamovaní sa vyúčtovanie riadi konečným záznamom využitia. <a href=\"/docs/sk/billing/reserve/\">Ako funguje rezervácia a vyúčtovanie →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">Príklady požiadaviek</h3><h4>Ailoot · Gemini generateContent</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Varianty kódu\"><button class=\"cg-tab\" id=\"model-code-287-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-287-panel-0\" aria-selected=\"true\" tabindex=\"0\">Príklad textu</button><button class=\"cg-tab\" id=\"model-code-287-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-287-panel-1\" aria-selected=\"false\" tabindex=\"-1\">Vstup, obrázok</button><button class=\"cg-tab\" id=\"model-code-287-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-287-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-287-tab-3\" role=\"tab\" type=\"button\" aria-controls=\"model-code-287-panel-3\" aria-selected=\"false\" tabindex=\"-1\">Node.js SDK</button><button class=\"cg-tab\" id=\"model-code-287-tab-4\" role=\"tab\" type=\"button\" aria-controls=\"model-code-287-panel-4\" aria-selected=\"false\" tabindex=\"-1\">Streamovanie v jazyku Python</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Skopírovať kód\"><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-287-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-287-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;contents&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;contents&quot;]=[{&quot;role&quot;:&quot;user&quot;,&quot;parts&quot;:[{&quot;text&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/v1beta/models/gemini-3.1-pro-high:generateContent \\\n  -H &quot;x-goog-api-key: $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-287-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-287-tab-1\" hidden><pre data-lang=\"bash\"><code>set -eu\n: &quot;${AILOOT_API_KEY:?Set your Ailoot API key}&quot;\n: &quot;${AILOOT_IMAGE_FILE:?Set your actual PNG JPEG or WebP image}&quot;\nexport AILOOT_IMAGE_FILE\npython3 - &lt;&lt;&#39;PY_REQUEST&#39;\nimport json,os\nfrom pathlib import Path\np=json.loads(&#39;{&quot;contents&quot;: [{&quot;role&quot;: &quot;user&quot;, &quot;parts&quot;: [{&quot;text&quot;: &quot;Read labels and numbers in this image; flag unreadable text.&quot;}]}]}&#39;)\nimport base64\nf=Path(os.environ[&quot;AILOOT_IMAGE_FILE&quot;])\nif not f.is_file():raise SystemExit(&quot;Choose an actual PNG JPEG or WebP image&quot;)\nraw=f.read_bytes()\nmime=&quot;image/png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;image/jpeg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;image/webp&quot; if raw[:4]==b&quot;RIFF&quot; and raw[8:12]==b&quot;WEBP&quot; else None\nif not mime:raise SystemExit(&quot;Use PNG JPEG or WebP&quot;)\nb64=base64.b64encode(raw).decode()\np[&quot;contents&quot;][0][&quot;parts&quot;].append({&quot;inlineData&quot;:{&quot;mimeType&quot;:mime,&quot;data&quot;:b64}})\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/v1beta/models/gemini-3.1-pro-high:generateContent \\\n  -H &quot;x-goog-api-key: $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-287-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-287-tab-2\" hidden><pre data-lang=\"python\"><code>from google import genai\nfrom google.genai import types\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 = genai.Client(\n    api_key=os.environ[&quot;AILOOT_API_KEY&quot;],\n    http_options=types.HttpOptions(base_url=&quot;https://api.ailoot.ai&quot;),\n)\nresp = client.models.generate_content(model=&quot;gemini-3.1-pro-high&quot;, contents=&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_json_dict())\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-287-panel-3\" role=\"tabpanel\" aria-labelledby=\"model-code-287-tab-3\" hidden><pre data-lang=\"js\"><code>import { GoogleGenAI } from &quot;@google/genai&quot;;\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(&quot;Set AILOOT_API_KEY before making a request&quot;);\nconst ai = new GoogleGenAI({ apiKey: process.env.AILOOT_API_KEY, httpOptions: { baseUrl: &quot;https://api.ailoot.ai&quot; } });\nconst resp = await ai.models.generateContent({ model: &quot;gemini-3.1-pro-high&quot;, contents: &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-287-panel-4\" role=\"tabpanel\" aria-labelledby=\"model-code-287-tab-4\" hidden><pre data-lang=\"python\"><code>from google import genai\nfrom google.genai import types\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=genai.Client(api_key=os.environ[&quot;AILOOT_API_KEY&quot;],http_options=types.HttpOptions(base_url=&quot;https://api.ailoot.ai&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\ncount=0\nwith Path(&quot;stream-events.jsonl&quot;).open(&quot;w&quot;,encoding=&quot;utf-8&quot;) as log:\n    for chunk in client.models.generate_content_stream(model=&#39;gemini-3.1-pro-high&#39;,contents=&quot;Explain observations and hypotheses in three sentences.&quot;):\n        payload=chunk.to_json_dict()\n        log.write(json.dumps(payload,ensure_ascii=False)+&quot;\\n&quot;); log.flush()\n        save_result(payload,&quot;stream-chunk-&quot;+str(count))\n        count+=1\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">Prijať a uložiť výsledky</h3><h4>Ailoot · Gemini generateContent</h4><p class=\"note-s\">json alebo podporované streamovanie</p><div class=\"card-result-process\" data-all-results><h5>Uchovať všetky dokončené výsledky</h5><p class=\"note-s\">Uložte každú úplnú vrátenú odpoveď, súbor a časť obsahu.</p><p class=\"note-s\">Zachovajte všetkých kandidátov a časti vrátane volaní funkcií, podpisov uvažovania a údajov o spotrebe; časti prúdu zostavujte v správnom poradí.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>Ak treba overiť pôvodnú odpoveď</h5><p class=\"note-s\">Zachovajte ID požiadaviek/odpovedí aj hlavičky. Všeobecná URL na načítanie textovej úlohy nie je poskytnutá.</p></div><details class=\"card-about\" data-output-fields><summary>Polia odpovede</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>Pole</th><th>Typ</th></tr></thead><tbody><tr><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">responseId</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=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">modelVersion</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=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">candidates[].content.parts[]</code></th><td data-cell-label=\"Typ\" data-field-type><span class=\"card-cell-label\">Typ</span>text|inlineData|functionCall|other part</td></tr><tr><th data-cell-label=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">candidates[].finishReason</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=\"Pole\" scope=\"row\"><span class=\"card-cell-label\">Pole</span><code class=\"card-field-name\">usageMetadata</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>Chyby a ďalšie kroky</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>Odpoveď</th><th>Podmienka</th><th>Ďalší krok</th></tr></thead><tbody><tr><th data-cell-label=\"Odpoveď\" scope=\"row\"><span class=\"card-cell-label\">Odpoveď</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"Podmienka\"><span class=\"card-cell-label\">Podmienka</span>Neplatné povinné polia, reprezentácia materiálu alebo hodnota parametra</td><td data-cell-label=\"Ďalší krok\"><span class=\"card-cell-label\">Ďalší krok</span>Pred novou požiadavkou na vytvorenie opravte uvedené polia.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">Aliasy</h3><h4>Aliasy modelov</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=gemini-3.1-pro-high&amp;route=Core&amp;caller=gemini-3.1-pro-high&amp;fmt=gemini\"><code>gemini-3.1-pro-high</code></a></span></p><h4>Aliasy ciest metód</h4><p class=\"note-s\">Použite cesty metód uvedené vyššie.</p><h4>Súvisiace ID na volanie</h4><p class=\"note-s\"><a href=\"#m=gemini-3.1-pro-high&amp;route=Core&amp;caller=gemini-3.1-pro-high&amp;fmt=gemini\"><code>gemini-3.1-pro-high</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "gemini-3.1-pro-high",
        "fmt": "gemini",
        "http": "POST",
        "path": "/v1beta/models/{model}:generateContent",
        "request_model_id": "gemini-3.1-pro-high",
        "route_label": "Core"
      },
      "method_key": "Core|gemini|/v1beta/models/{model}:generateContent|gemini-3.1-pro-high",
      "ordinal": 1,
      "rawMethod": {
        "cache_read": 0.2,
        "cache_write": null,
        "cache_write_1h": null,
        "cache_write_5m": null,
        "conditional_meter": null,
        "contract": {
          "data": {
            "all_results": "Keep all candidates and parts, including function calls, thought signatures and usage; assemble stream chunks in order.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "x-goog-api-key"
            },
            "errors": [
              {
                "code": null,
                "condition": "Neplatné povinné polia, reprezentácia materiálu alebo hodnota parametra",
                "http_status": 400,
                "recovery": "Pred novou požiadavkou na vytvorenie opravte uvedené polia.",
                "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": "/v1beta/models/{model}:generateContent"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Zachovajte ID požiadaviek/odpovedí aj hlavičky. Všeobecná URL na načítanie textovej úlohy nie je poskytnutá."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "contents[].parts[].text",
                "required_material": "Text UTF8"
              },
              {
                "availability": "Exact model input declaration and selected Source bridge required",
                "file_id_workflow": "No Ailoot upload/file-ID endpoint is introduced by this feed.",
                "mode": "text_plus_image",
                "representation": "parts[].inlineData={mimeType,data}"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "generate_content"
            ],
            "outputs": {
              "all_results": "Zachovajte všetkých kandidátov a časti vrátane volaní funkcií, podpisov uvažovania a údajov o spotrebe; časti prúdu zostavujte v správnom poradí.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "responseId",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "modelVersion",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "candidates[].content.parts[]",
                  "type": "text|inlineData|functionCall|other part"
                },
                {
                  "description": null,
                  "name": "candidates[].finishReason",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "usageMetadata",
                  "type": "object"
                }
              ],
              "format": "json alebo podporované streamovanie"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "gemini-3.1-pro-high"
                ],
                "enum_known": true,
                "name": "path.model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "contents",
                "required": true,
                "type": "content[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "user",
                  "model"
                ],
                "enum_known": true,
                "name": "contents[].role",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "contents[].parts",
                "required": true,
                "type": "part[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "systemInstruction",
                "required": false,
                "type": "content"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "generationConfig.maxOutputTokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "generationConfig.temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "generationConfig.topP",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "generationConfig.topK",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "generationConfig.stopSequences",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "generationConfig.thinkingConfig.includeThoughts",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "generationConfig.thinkingConfig.thinkingBudget",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].functionDeclarations",
                "required": false,
                "type": "function_declaration[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "toolConfig.functionCallingConfig.mode",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "safetySettings",
                "required": false,
                "type": "object[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "sessionId",
                "required": false,
                "type": "string"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": []
          },
          "hints": [
            "Štruktúry metód a ID sú presné; možnosti dodávateľa sa posudzujú oddelene od prijatia požiadavky."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "contents"
            ],
            "text_file_material": "skutočný obsah UTF-8 vložený ako text; ID súborov a URLs potrebujú samostatnú presne určenú podporu"
          },
          "lifecycle": {
            "mode": "exact retained published method"
          },
          "method": {
            "http": "POST",
            "path": "/v1beta/models/{model}:generateContent"
          },
          "operation_modes": [
            "gemini"
          ],
          "output": {
            "family": [
              "text"
            ],
            "format": "JSON or supported SSE",
            "multioutputs": "retain every actual response output"
          }
        },
        "ctx": 1048576,
        "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('{\"contents\": []}')\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[\"contents\"]=[{\"role\":\"user\",\"parts\":[{\"text\":\"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/v1beta/models/gemini-3.1-pro-high:generateContent \\\n  -H \"x-goog-api-key: $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": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_IMAGE_FILE:?Set your actual PNG JPEG or WebP image}\"\nexport AILOOT_IMAGE_FILE\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"contents\": [{\"role\": \"user\", \"parts\": [{\"text\": \"Read labels and numbers in this image; flag unreadable text.\"}]}]}')\nimport base64\nf=Path(os.environ[\"AILOOT_IMAGE_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose an actual PNG JPEG or WebP image\")\nraw=f.read_bytes()\nmime=\"image/png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"image/jpeg\" if raw.startswith(b\"\\xff\\xd8\") else \"image/webp\" if raw[:4]==b\"RIFF\" and raw[8:12]==b\"WEBP\" else None\nif not mime:raise SystemExit(\"Use PNG JPEG or WebP\")\nb64=base64.b64encode(raw).decode()\np[\"contents\"][0][\"parts\"].append({\"inlineData\":{\"mimeType\":mime,\"data\":b64}})\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1beta/models/gemini-3.1-pro-high:generateContent \\\n  -H \"x-goog-api-key: $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 your actual image",
            "language": "bash"
          },
          {
            "code": "from google import genai\nfrom google.genai import types\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient = genai.Client(\n    api_key=os.environ[\"AILOOT_API_KEY\"],\n    http_options=types.HttpOptions(base_url=\"https://api.ailoot.ai\"),\n)\nresp = client.models.generate_content(model=\"gemini-3.1-pro-high\", contents=\"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_json_dict())\n",
            "label": "Python · retained SDK call",
            "language": "python"
          },
          {
            "code": "import { GoogleGenAI } from \"@google/genai\";\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(\"Set AILOOT_API_KEY before making a request\");\nconst ai = new GoogleGenAI({ apiKey: process.env.AILOOT_API_KEY, httpOptions: { baseUrl: \"https://api.ailoot.ai\" } });\nconst resp = await ai.models.generateContent({ model: \"gemini-3.1-pro-high\", contents: \"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"
          },
          {
            "code": "from google import genai\nfrom google.genai import types\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=genai.Client(api_key=os.environ[\"AILOOT_API_KEY\"],http_options=types.HttpOptions(base_url=\"https://api.ailoot.ai\"))\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\ncount=0\nwith Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n    for chunk in client.models.generate_content_stream(model='gemini-3.1-pro-high',contents=\"Explain observations and hypotheses in three sentences.\"):\n        payload=chunk.to_json_dict()\n        log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n        save_result(payload,\"stream-chunk-\"+str(count))\n        count+=1\n",
            "label": "Python streaming · retain all chunks",
            "language": "python"
          }
        ],
        "family": "gemini",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "gemini",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 2,
        "input": [
          "text",
          "image"
        ],
        "label": "Gemini generateContent",
        "max_out": 65536,
        "max_tool_calls": null,
        "out": 12,
        "output": [
          "text"
        ],
        "path": "/v1beta/models/{model}:generateContent",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 2,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 12,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.2,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "gemini-3.1-pro-high",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 0.2,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_5m": null,
            "in": 2,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "context",
            "max": 200000,
            "min": 0,
            "null_rate_policy": "inherit_base_rate",
            "out": 12
          },
          {
            "cache_read": 0.4,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_5m": null,
            "in": 4,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "context",
            "max": null,
            "min": 200000,
            "null_rate_policy": "inherit_base_rate",
            "out": 18
          }
        ],
        "tool_prices": null,
        "unit": "token",
        "units": []
      }
    }
  ],
  "model_id": "gemini-3.1-pro-high",
  "nativeProvenance": {
    "input_facts_canonical_sha256": "49d702b345757121db66cf70c09be0e13fd49ed79807d843128b16a940f2a411",
    "input_html_sha256": "10d7a02e1614f8e903c49f5d427d6b5a80959648b4c996fe930150a1f35a864c",
    "private_audit_sha256": "927f2ac79e81be0ad5e587bef90d9e98f6e177deedc92a1c0ea0fa2e920e6eed",
    "role": "historical-normalized-input-audit-hashes",
    "schema": "ailoot-native-model-provenance-v2"
  },
  "page": {
    "canonical": "https://ailoot.ai/models/sk/gemini-3-1-pro-high/",
    "description": "Multimodálny model spoločnosti Google na zložité programátorské úlohy, analýzu rozsiahlych materiálov a presnú prácu s nástrojmi vo viacerých krokoch.",
    "locale": "sk",
    "md_url": "https://ailoot.ai/models/sk/gemini-3-1-pro-high/index.md",
    "title": "Gemini 3.1 Pro High — Ailoot",
    "url": "https://ailoot.ai/models/sk/gemini-3-1-pro-high/"
  },
  "practicalHtml": "<h3>Praktická úloha</h3><p>Technický príklad v angličtine</p><pre><code>Plan a dependency-constrained move\n\nA lab move has these constraints: archive samples before unplugging the freezer; test the backup freezer before moving samples; restore temperature monitoring before accepting new samples. Staff propose unplugging first to save time. Produce an ordered checklist, flag the unsafe proposed step and specify evidence needed before accepting new samples. Use only the supplied constraints.</code></pre><h4>Očakávaný výsledok</h4><pre><code>An ordered checklist, one identified conflict and an acceptance-evidence item.</code></pre><h4>Overenie výsledku</h4><pre><code>The checklist must place backup testing and sample protection before unplugging and monitoring before intake.</code></pre>",
  "practicalText": "Praktická úloha Technický príklad v angličtine Plan a dependency-constrained move A lab move has these constraints: archive samples before unplugging the freezer; test the backup freezer before moving samples; restore temperature monitoring before accepting new samples. Staff propose unplugging first to save time. Produce an ordered checklist, flag the unsafe proposed step and specify evidence needed before accepting new samples. Use only the supplied constraints. Očakávaný výsledok An ordered checklist, one identified conflict and an acceptance-evidence item. Overenie výsledku The checklist must place backup testing and sample protection before unplugging and monitoring before intake.",
  "rawModel": {
    "about": "Gemini 3.1 Pro Preview je určený na prácu so zložitým materiálom a úlohami vyžadujúcimi viacero postupných rozhodnutí. Google zdôrazňuje softvérové inžinierstvo, používanie nástrojov a súlad faktických odpovedí. Model pomáha analyzovať veľké súbory údajov, celé softvérové repozitáre a úlohy, v ktorých je text spojený s vizuálnymi alebo zvukovými materiálmi.\n\n### Akým materiálom model rozumie\n\nCharakteristiky Google uvádzajú **text, obrázky, video, zvuk a PDF**. V aktuálnom katalógu Ailoot API sú pri textových metódach deklarované **text a obrázky** na vstupe a text na výstupe. Video, zvuk a PDF nie sú súčasťou tohto súboru vstupov. Dlhý kontext pojme najviac **1 048 576 vstupných tokenov**, textová odpoveď najviac **65 536 výstupných tokenov**. Porozumenie obrázkom a zvuku neznamená ich generovanie: výstup tejto verzie zostáva textový.\n\n### Uvažovanie a práca po krokoch\n\nThinking umožňuje venovať dodatočné úsilie vnútornému uvažovaniu. V režime základného modelu opísanom spoločnosťou Google je štandardná úroveň `high`; dostupné sú `low`, `medium`, `high`. Tieto hodnoty opisujú základný model Google; režim a dostupnosť riadenia cez Ailoot API závisia od zvolenej metódy a variantu modelu. Hlavné scenáre zahŕňajú zložité programovanie, vývoj algoritmov, strategické plánovanie a postupné zlepšovanie riešenia. Je to zvlášť užitočné, keď treba zohľadniť viacero prepojených požiadaviek a vracať sa k priebežným výsledkom.\n\nSchopnosti modelu zahŕňajú volania funkcií, vykonávanie kódu a štruktúrované odpovede. Podporované sú ukladanie kontextu do vyrovnávacej pamäte, podloženie vyhľadávaním, Google Maps a používanie obsahu webových adries; k dispozícii je dávkové spracovanie. Takýto súbor umožňuje vytvoriť postup, v ktorom model analyzuje údaje, vyberá ďalší nástroj a vytvára výsledok. Skutočná dostupnosť každého nástroja závisí od metódy práce s modelom.\n\n### Verzia a osobitosti\n\nKarta sa vzťahuje na predbežnú verziu `gemini-3.1-pro-preview`. Je založená na Gemini 3 Pro. Výrobca samostatne uvádza variant `gemini-3.1-pro-preview-customtools`, zameraný na postupy s príkazovou konzolou a vlastnými nástrojmi. Jeho priority pri výbere nástrojov a osobitosti správania nie sú vlastnosťami bežnej verzie Preview.\n\nPre model zostávajú všeobecné obmedzenia základnej línie: odpovede môžu obsahovať vymyslené údaje a niektoré požiadavky sa môžu vykonávať pomaly alebo skončiť prekročením časového limitu. Uvažovanie vo viacerých krokoch, veľký kontext a prístup k údajom pomáhajú pracovať so zložitou úlohou, ale nerobia z každého vygenerovaného záveru overený fakt.",
    "alias_of": null,
    "aliases": [],
    "author": "Google",
    "ctx": 1048576,
    "formats": [
      "messages",
      "gemini"
    ],
    "id": "gemini-3.1-pro-high",
    "input": [
      "text",
      "image"
    ],
    "kind": "text",
    "max_out": 65536,
    "methods": [
      {
        "cache_read": 0.2,
        "cache_write": null,
        "cache_write_1h": null,
        "cache_write_5m": null,
        "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": "Neplatné povinné polia, reprezentácia materiálu alebo hodnota parametra",
                "http_status": 400,
                "recovery": "Pred novou požiadavkou na vytvorenie opravte uvedené polia.",
                "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": "Zachovajte ID požiadaviek/odpovedí aj hlavičky. Všeobecná URL na načítanie textovej úlohy nie je poskytnutá."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content alebo blok type=text",
                "required_material": "Text UTF8"
              },
              {
                "availability": "Exact model input declaration and selected Source bridge required",
                "file_id_workflow": "No Ailoot upload/file-ID endpoint is introduced by this feed.",
                "mode": "text_plus_image",
                "representation": "{type:image,source:{type:base64,media_type,data}} alebo zdroj s type=url"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Zachovajte všetky bloky obsahu, podpisy uvažovania a skutočné ID volaní nástrojov. Zostavte všetky čiastkové zmeny blokov SSE; prvý textový blok nie je celý výstup.",
              "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 alebo SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "gemini-3.1-pro-high"
                ],
                "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": "presná horná hranica zvoleného modelu/karty",
                "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": "poskytnutý nástroj"
              },
              {
                "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": [
            "Štruktúry metód a ID sú presné; možnosti dodávateľa sa posudzujú oddelene od prijatia požiadavky."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "skutočný obsah UTF-8 vložený ako text; ID súborov a URLs potrebujú samostatnú presne určenú podporu"
          },
          "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": 1048576,
        "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\": \"gemini-3.1-pro-high\", \"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: $AILOOT_API_KEY\" -H 'anthropic-version: 2023-06-01' -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(\"result.json\").read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n",
            "label": "Use actual text material",
            "language": "bash"
          },
          {
            "code": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_IMAGE_FILE:?Set your actual PNG JPEG or WebP image}\"\nexport AILOOT_IMAGE_FILE\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"model\": \"gemini-3.1-pro-high\", \"max_tokens\": 1024, \"messages\": [{\"role\": \"user\", \"content\": [{\"type\": \"text\", \"text\": \"Read labels and numbers in this image; flag unreadable text.\"}]}]}')\nimport base64\nf=Path(os.environ[\"AILOOT_IMAGE_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose an actual PNG JPEG or WebP image\")\nraw=f.read_bytes()\nmime=\"image/png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"image/jpeg\" if raw.startswith(b\"\\xff\\xd8\") else \"image/webp\" if raw[:4]==b\"RIFF\" and raw[8:12]==b\"WEBP\" else None\nif not mime:raise SystemExit(\"Use PNG JPEG or WebP\")\nb64=base64.b64encode(raw).decode()\np[\"messages\"][0][\"content\"].append({\"type\":\"image\",\"source\":{\"type\":\"base64\",\"media_type\":mime,\"data\":b64}})\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 your actual image",
            "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=\"gemini-3.1-pro-high\",\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: \"gemini-3.1-pro-high\",\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='gemini-3.1-pro-high',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": 2,
        "input": [
          "text",
          "image"
        ],
        "label": "Anthropic Messages",
        "max_out": 65536,
        "max_tool_calls": null,
        "out": 12,
        "output": [
          "text"
        ],
        "path": "/v1/messages",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 2,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 12,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.2,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "gemini-3.1-pro-high",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 0.2,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_5m": null,
            "in": 2,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "context",
            "max": 200000,
            "min": 0,
            "null_rate_policy": "inherit_base_rate",
            "out": 12
          },
          {
            "cache_read": 0.4,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_5m": null,
            "in": 4,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "context",
            "max": null,
            "min": 200000,
            "null_rate_policy": "inherit_base_rate",
            "out": 18
          }
        ],
        "tool_prices": null,
        "unit": "token",
        "units": []
      },
      {
        "cache_read": 0.2,
        "cache_write": null,
        "cache_write_1h": null,
        "cache_write_5m": null,
        "conditional_meter": null,
        "contract": {
          "data": {
            "all_results": "Keep all candidates and parts, including function calls, thought signatures and usage; assemble stream chunks in order.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "x-goog-api-key"
            },
            "errors": [
              {
                "code": null,
                "condition": "Neplatné povinné polia, reprezentácia materiálu alebo hodnota parametra",
                "http_status": 400,
                "recovery": "Pred novou požiadavkou na vytvorenie opravte uvedené polia.",
                "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": "/v1beta/models/{model}:generateContent"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "Zachovajte ID požiadaviek/odpovedí aj hlavičky. Všeobecná URL na načítanie textovej úlohy nie je poskytnutá."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "contents[].parts[].text",
                "required_material": "Text UTF8"
              },
              {
                "availability": "Exact model input declaration and selected Source bridge required",
                "file_id_workflow": "No Ailoot upload/file-ID endpoint is introduced by this feed.",
                "mode": "text_plus_image",
                "representation": "parts[].inlineData={mimeType,data}"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "generate_content"
            ],
            "outputs": {
              "all_results": "Zachovajte všetkých kandidátov a časti vrátane volaní funkcií, podpisov uvažovania a údajov o spotrebe; časti prúdu zostavujte v správnom poradí.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "responseId",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "modelVersion",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "candidates[].content.parts[]",
                  "type": "text|inlineData|functionCall|other part"
                },
                {
                  "description": null,
                  "name": "candidates[].finishReason",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "usageMetadata",
                  "type": "object"
                }
              ],
              "format": "json alebo podporované streamovanie"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "gemini-3.1-pro-high"
                ],
                "enum_known": true,
                "name": "path.model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "contents",
                "required": true,
                "type": "content[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "user",
                  "model"
                ],
                "enum_known": true,
                "name": "contents[].role",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "contents[].parts",
                "required": true,
                "type": "part[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "systemInstruction",
                "required": false,
                "type": "content"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "generationConfig.maxOutputTokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "generationConfig.temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "generationConfig.topP",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "generationConfig.topK",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "generationConfig.stopSequences",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "generationConfig.thinkingConfig.includeThoughts",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "generationConfig.thinkingConfig.thinkingBudget",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].functionDeclarations",
                "required": false,
                "type": "function_declaration[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "toolConfig.functionCallingConfig.mode",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "safetySettings",
                "required": false,
                "type": "object[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "sessionId",
                "required": false,
                "type": "string"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": []
          },
          "hints": [
            "Štruktúry metód a ID sú presné; možnosti dodávateľa sa posudzujú oddelene od prijatia požiadavky."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "contents"
            ],
            "text_file_material": "skutočný obsah UTF-8 vložený ako text; ID súborov a URLs potrebujú samostatnú presne určenú podporu"
          },
          "lifecycle": {
            "mode": "exact retained published method"
          },
          "method": {
            "http": "POST",
            "path": "/v1beta/models/{model}:generateContent"
          },
          "operation_modes": [
            "gemini"
          ],
          "output": {
            "family": [
              "text"
            ],
            "format": "JSON or supported SSE",
            "multioutputs": "retain every actual response output"
          }
        },
        "ctx": 1048576,
        "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('{\"contents\": []}')\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[\"contents\"]=[{\"role\":\"user\",\"parts\":[{\"text\":\"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/v1beta/models/gemini-3.1-pro-high:generateContent \\\n  -H \"x-goog-api-key: $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": "set -eu\n: \"${AILOOT_API_KEY:?Set your Ailoot API key}\"\n: \"${AILOOT_IMAGE_FILE:?Set your actual PNG JPEG or WebP image}\"\nexport AILOOT_IMAGE_FILE\npython3 - <<'PY_REQUEST'\nimport json,os\nfrom pathlib import Path\np=json.loads('{\"contents\": [{\"role\": \"user\", \"parts\": [{\"text\": \"Read labels and numbers in this image; flag unreadable text.\"}]}]}')\nimport base64\nf=Path(os.environ[\"AILOOT_IMAGE_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose an actual PNG JPEG or WebP image\")\nraw=f.read_bytes()\nmime=\"image/png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"image/jpeg\" if raw.startswith(b\"\\xff\\xd8\") else \"image/webp\" if raw[:4]==b\"RIFF\" and raw[8:12]==b\"WEBP\" else None\nif not mime:raise SystemExit(\"Use PNG JPEG or WebP\")\nb64=base64.b64encode(raw).decode()\np[\"contents\"][0][\"parts\"].append({\"inlineData\":{\"mimeType\":mime,\"data\":b64}})\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1beta/models/gemini-3.1-pro-high:generateContent \\\n  -H \"x-goog-api-key: $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 your actual image",
            "language": "bash"
          },
          {
            "code": "from google import genai\nfrom google.genai import types\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient = genai.Client(\n    api_key=os.environ[\"AILOOT_API_KEY\"],\n    http_options=types.HttpOptions(base_url=\"https://api.ailoot.ai\"),\n)\nresp = client.models.generate_content(model=\"gemini-3.1-pro-high\", contents=\"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_json_dict())\n",
            "label": "Python · retained SDK call",
            "language": "python"
          },
          {
            "code": "import { GoogleGenAI } from \"@google/genai\";\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(\"Set AILOOT_API_KEY before making a request\");\nconst ai = new GoogleGenAI({ apiKey: process.env.AILOOT_API_KEY, httpOptions: { baseUrl: \"https://api.ailoot.ai\" } });\nconst resp = await ai.models.generateContent({ model: \"gemini-3.1-pro-high\", contents: \"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"
          },
          {
            "code": "from google import genai\nfrom google.genai import types\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=genai.Client(api_key=os.environ[\"AILOOT_API_KEY\"],http_options=types.HttpOptions(base_url=\"https://api.ailoot.ai\"))\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\ncount=0\nwith Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n    for chunk in client.models.generate_content_stream(model='gemini-3.1-pro-high',contents=\"Explain observations and hypotheses in three sentences.\"):\n        payload=chunk.to_json_dict()\n        log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n        save_result(payload,\"stream-chunk-\"+str(count))\n        count+=1\n",
            "label": "Python streaming · retain all chunks",
            "language": "python"
          }
        ],
        "family": "gemini",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "gemini",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 2,
        "input": [
          "text",
          "image"
        ],
        "label": "Gemini generateContent",
        "max_out": 65536,
        "max_tool_calls": null,
        "out": 12,
        "output": [
          "text"
        ],
        "path": "/v1beta/models/{model}:generateContent",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 2,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 12,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.2,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "gemini-3.1-pro-high",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 0.2,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_5m": null,
            "in": 2,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "context",
            "max": 200000,
            "min": 0,
            "null_rate_policy": "inherit_base_rate",
            "out": 12
          },
          {
            "cache_read": 0.4,
            "cache_write": null,
            "cache_write_1h": null,
            "cache_write_5m": null,
            "in": 4,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "context",
            "max": null,
            "min": 200000,
            "null_rate_policy": "inherit_base_rate",
            "out": 18
          }
        ],
        "tool_prices": null,
        "unit": "token",
        "units": []
      }
    ],
    "model_aliases": [
      {
        "canonical_model_id": "gemini-3.1-pro-high",
        "request_model_id": "gemini-3.1-pro-high",
        "route_label": "Core"
      }
    ],
    "name": "Gemini 3.1 Pro High",
    "price": {
      "in": 2,
      "in_label": null,
      "out": 12,
      "out_label": null,
      "sort_in": 2,
      "sort_out": 12,
      "varies": false
    },
    "short": "Multimodálny model spoločnosti Google na zložité programátorské úlohy, analýzu rozsiahlych materiálov a presnú prácu s nástrojmi vo viacerých krokoch."
  },
  "renderer_schema": {
    "method_order": "Original DTO methods order; every exact route/format/path/caller survives.",
    "prices": "Original public DTO fields and original native display HTML; no flattened or normalized offers."
  },
  "representation": "exact-public-dto-and-native-renderer-html",
  "representationNotes": {
    "current_reference": {
      "about_json_pointer": "/aboutHtml",
      "methods": [
        {
          "contract_json_pointer": "/methods/0/rawMethod/contract",
          "html_json_pointer": "/methods/0/html",
          "method_ordinal": 0
        },
        {
          "contract_json_pointer": "/methods/1/rawMethod/contract",
          "html_json_pointer": "/methods/1/html",
          "method_ordinal": 1
        }
      ],
      "role": "current-semantic-reference"
    },
    "raw_input": {
      "examples_role": "historical-input-not-current-ready-examples",
      "json_pointers": [
        "/rawModel",
        "/methods/0/rawMethod",
        "/methods/1/rawMethod"
      ],
      "role": "historical-owner-input"
    },
    "schema": "ailoot-native-model-representations-v1"
  },
  "schema": "ailoot-static-model-facts-v1",
  "schema_version": 1,
  "shortText": "Multimodálny model spoločnosti Google na zložité programátorské úlohy, analýzu rozsiahlych materiálov a presnú prácu s nástrojmi vo viacerých krokoch.",
  "source": {
    "audit_sha256": "2e00086bcbfc28e64d0cebe97aa47c17d8d5618963027f8ffb9dc6123d7d25b1",
    "bridge_map_sha256": "1125275768b9636fc8461bc7da5061239a81ddfe508e2557843ca42c58ab0036",
    "raw_model_json_sha256": "fd80cdcd4f6c33e9f9361692eaa071c222032b7ba2f719f3a5880154a1211920",
    "renderer_sha256": "94893ba0fa4d7b7d32370787b705f436a4c2569f84ec7b33063549adc74b07e0"
  },
  "sourceRevision": "d57222235e8eeb0610a5e4088f737281978d29248304c01f86f48c6d529144f0"
}
