{
  "aboutHtml": "<p>Gemini 3 Flash is het hier aangeboden, benoemde profiel voor tekst- en beeldinvoer met tekstuitvoer. De vermelde context bedraagt 1.048.576 tokens en de vermelde maximale uitvoer 65.536 tokens.</p><p>Een praktische aanvraag kan een schermafbeelding combineren met een vraag over de zichtbare inhoud, of geschreven materiaal aanleveren voor een samenvatting. Benoem de doelgroep, de te behouden details en het gevraagde uitvoerformaat.</p><p>Label voor een vergelijking elke bron en som de toe te passen criteria op. Bewaar de exacte profielnaam bij opgeslagen resultaten, zodat ze bij dezelfde selectie blijven horen.</p>",
  "aboutText": "Gemini 3 Flash is het hier aangeboden, benoemde profiel voor tekst- en beeldinvoer met tekstuitvoer. De vermelde context bedraagt 1.048.576 tokens en de vermelde maximale uitvoer 65.536 tokens.\n\nEen praktische aanvraag kan een schermafbeelding combineren met een vraag over de zichtbare inhoud, of geschreven materiaal aanleveren voor een samenvatting. Benoem de doelgroep, de te behouden details en het gevraagde uitvoerformaat.\n\nLabel voor een vergelijking elke bron en som de toe te passen criteria op. Bewaar de exacte profielnaam bij opgeslagen resultaten, zodat ze bij dezelfde selectie blijven horen.",
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      "practical_html": "<h3>Praktische taak</h3><p>Technisch voorbeeld in het Engels</p><pre><code>Summarize a shift log\n\nSummarize this shift log for the next supervisor in three bullets: &quot;08:10 conveyor stopped. 08:22 belt realigned. 08:30 line restarted. Twelve cartons were held for inspection and remain on rack Q. No inspection result recorded.&quot; Preserve the restart time, held quantity and unresolved inspection status; avoid implying that the held cartons are cleared.</code></pre><h4>Verwacht resultaat</h4><pre><code>Three handover bullets containing the restart, the held cartons and the pending inspection.</code></pre><h4>Resultaat controleren</h4><pre><code>Ensure rack Q and the absence of an inspection result survive the summary.</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 Flash</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"Sluiten\">×</button></div><div class=\"idline\"><span>Google /</span><code>gemini-3-flash</code><button type=\"button\" id=\"copy-id\">ID kopiëren</button></div><nav class=\"card-jump-nav\" aria-label=\"Onderdelen van de modelkaart\"><button type=\"button\" data-card-jump=\"overview\">Aan de slag</button><button type=\"button\" data-card-jump=\"methods\">Invoer en methoden</button><button type=\"button\" data-card-jump=\"pricing\">Tarieven</button><button type=\"button\" data-card-jump=\"examples\">Voorbeelden</button><button type=\"button\" data-card-jump=\"results\">Resultaten</button><button type=\"button\" data-card-jump=\"aliases\">Aliasnamen</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"API-methoden\"><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-flash\">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-flash\">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\">Aan de slag</h3><p class=\"mdesc-full\">Gemini 3 Flash is een profiel voor tekst en beeld met een eigen naam en een opgegeven contextvenster van 1.048.576 tokens. Lever het relevante materiaal aan en vraag om een beknopte uitleg, vergelijking of samenvatting.</p><dl class=\"card-io\" data-card-io><div><dt>Toegestane invoer</dt><dd>Tekst · Afbeeldingen</dd></div><div><dt>Resultaten</dt><dd>Tekst</dd></div></dl><details class=\"card-about\"><summary>Over het model</summary><p class=\"note-s\" data-model-method-boundary>Deze beschrijving gaat over de mogelijkheden van het model. De via Ailoot beschikbare invoer, uitvoer en opties staan hieronder voor de geselecteerde methode.</p><div class=\"mabout\" id=\"m-about\"><p>Gemini 3 Flash is het hier aangeboden, benoemde profiel voor tekst- en beeldinvoer met tekstuitvoer. De vermelde context bedraagt 1.048.576 tokens en de vermelde maximale uitvoer 65.536 tokens.</p><p>Een praktische aanvraag kan een schermafbeelding combineren met een vraag over de zichtbare inhoud, of geschreven materiaal aanleveren voor een samenvatting. Benoem de doelgroep, de te behouden details en het gevraagde uitvoerformaat.</p><p>Label voor een vergelijking elke bron en som de toe te passen criteria op. Bewaar de exacte profielnaam bij opgeslagen resultaten, zodat ze bij dezelfde selectie blijven horen.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Beschikbaar in Ailoot · invoer en methoden</h3><details class=\"card-method\" open><summary><b>Ailoot · Anthropic Messages</b> <code>POST /v1/messages</code></summary><dl class=\"method-capabilities\"><div><dt>Invoertypen</dt><dd><code>text</code>, <code>image</code></dd></div><div><dt>Uitvoertypen</dt><dd><code>text</code></dd></div><div><dt>Context</dt><dd>1.048.576 tokens</dd></div><div><dt>Maximale uitvoer</dt><dd>65.536 tokens</dd></div><div><dt>Uitvoerformaat</dt><dd>json of SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>Veld</th><th>Type</th><th>Vereiste</th><th>Waarden en limieten</th><th>Standaard</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Vereist</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div>gemini-3-flash</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">messages</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>message[]</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Vereist</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div>Minimumaantal items: 1</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">messages[].role</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Vereist</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div>user, assistant</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">messages[].content</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string|content_block[]</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Vereist</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">system</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string|content_block[]</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">max_tokens</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>integer</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Vereist</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div>Minimum: 1</div><div>Limiet geldt voor: exacte bovengrens van het gekozen model/de gekozen modelkaart</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>boolean</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span></td><td data-cell-label=\"Standaard\" data-default=\"known\"><span class=\"card-cell-label\">Standaard</span>false</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">temperature</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>number</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">top_p</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>number</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">stop_sequences</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string[]</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">tools</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>tool[]</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">tools[].name</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div>Geldt wanneer: tool opgegeven</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">tools[].description</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">tools[].input_schema</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>JSON_schema</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">tool_choice</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>object</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">thinking.type</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">thinking.budget_tokens</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>integer</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">output_config.effort</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">metadata</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>object</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">cache_control</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>object</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>Combinaties van invoermaterialen</summary><p class=\"note-s\"><b>Tekst</b> · UTF8-tekst</p><p class=\"note-s\"><code>messages[].content of een blok met type=text</code></p><p class=\"note-s\"><b>Tekst + afbeelding</b></p><p class=\"note-s\"><code>{type:image,source:{type:base64,media_type,data}} of bron met type=url</code></p></details><details class=\"note-s\" data-method-contract><summary>Methodeparameters en levenscyclus</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>Parameter</th><th>Contract</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=\"Contract\"><span class=\"card-cell-label\">Contract</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=\"Contract\"><span class=\"card-cell-label\">Contract</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=\"Contract\"><span class=\"card-cell-label\">Contract</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=\"Contract\"><span class=\"card-cell-label\">Contract</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=\"Contract\"><span class=\"card-cell-label\">Contract</span>werkelijke UTF-8-inhoud ingevoegd als tekst; bestands-ID’s/URLs vereisen afzonderlijke exacte ondersteuning</td></tr></tbody></table></div><p>Levenscyclus: <code>exact retained published method</code></p><p class=\"note-s\">De methodestructuren en ID’s zijn exact; de mogelijkheden van de leverancier staan los van toelating.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">Tarieven</h3><h4>Ailoot-methodetarieven</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>Invoer</dt><dd>US$ 0,0005 <em>/ 1K</em></dd></div><div><dt>Uitvoer</dt><dd>US$ 0,003 <em>/ 1K</em></dd></div><div><dt>Cache lezen</dt><dd>US$ 0,00005 <em>/ 1K</em></dd></div></dl></section><p class=\"note-s\">Ailoot reserveert vóór een verzoek een geschat bedrag. Na het resultaat worden de uiteindelijke kosten afgerekend op basis van het gemeten verbruik. Bij streaming gebeurt de afrekening op basis van de definitieve verbruiksregistratie. <a href=\"/docs/nl/billing/reserve/\">Zo werken reservering en afrekening →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">Voorbeeldverzoeken</h3><h4>Ailoot · Anthropic Messages</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Codevarianten\"><button class=\"cg-tab\" id=\"model-code-258-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-258-panel-0\" aria-selected=\"true\" tabindex=\"0\">Tekstvoorbeeld</button><button class=\"cg-tab\" id=\"model-code-258-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-258-panel-1\" aria-selected=\"false\" tabindex=\"-1\">Invoer, afbeelding</button><button class=\"cg-tab\" id=\"model-code-258-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-258-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-258-tab-3\" role=\"tab\" type=\"button\" aria-controls=\"model-code-258-panel-3\" aria-selected=\"false\" tabindex=\"-1\">Node.js SDK</button><button class=\"cg-tab\" id=\"model-code-258-tab-4\" role=\"tab\" type=\"button\" aria-controls=\"model-code-258-panel-4\" aria-selected=\"false\" tabindex=\"-1\">Python-stream</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Code kopiëren\"><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-258-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-258-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-flash&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: $AILOOT_API_KEY&quot; -H &#39;anthropic-version: 2023-06-01&#39; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(&quot;result.json&quot;).read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-258-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-258-tab-1\" hidden><pre data-lang=\"bash\"><code>set -eu\n: &quot;${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-flash&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-258-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-258-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-flash&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-258-panel-3\" role=\"tabpanel\" aria-labelledby=\"model-code-258-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-flash&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-258-panel-4\" role=\"tabpanel\" aria-labelledby=\"model-code-258-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-flash&#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\">Resultaten ophalen en opslaan</h3><h4>Ailoot · Anthropic Messages</h4><p class=\"note-s\">json of SSE</p><div class=\"card-result-process\" data-all-results><h5>Alle voltooide resultaten bewaren</h5><p class=\"note-s\">Bewaar elk volledig teruggegeven antwoord, bestand en inhoudsonderdeel.</p><p class=\"note-s\">Bewaar alle inhoudsblokken, handtekeningen van redeneringen en werkelijke toolgebruik-ID’s. Voeg alle SSE-blokdelta’s samen; het eerste tekstblok is niet de volledige uitvoer.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>Als het oorspronkelijke antwoord moet worden gecontroleerd</h5><p class=\"note-s\">Bewaar aanvraag-/antwoord-ID’s en headers. Er wordt geen algemene URL meegeleverd om teksttaken op te halen.</p></div><details class=\"card-about\" data-output-fields><summary>Antwoordvelden</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>Veld</th><th>Type</th></tr></thead><tbody><tr><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">id</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span>string</td></tr><tr><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span>string</td></tr><tr><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">content[]</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span>text|thinking|tool_use|other content block</td></tr><tr><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">stop_reason</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span>string|null</td></tr><tr><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>Fouten en vervolgstappen</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>Antwoord</th><th>Voorwaarde</th><th>Volgende stap</th></tr></thead><tbody><tr><th data-cell-label=\"Antwoord\" scope=\"row\"><span class=\"card-cell-label\">Antwoord</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"Voorwaarde\"><span class=\"card-cell-label\">Voorwaarde</span>Verplichte velden, de materiaalrepresentatie of een parameterwaarde zijn ongeldig</td><td data-cell-label=\"Volgende stap\"><span class=\"card-cell-label\">Volgende stap</span>Corrigeer de aangegeven velden vóór een nieuwe aanmaakaanvraag.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">Aliasnamen</h3><h4>Modelaliasnamen</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=gemini-3-flash&amp;route=Core&amp;caller=gemini-3-flash&amp;fmt=messages\"><code>gemini-3-flash</code></a></span></p><h4>Aliasnamen voor methodepaden</h4><p class=\"note-s\">Gebruik de hierboven getoonde methodepaden.</p><h4>Gerelateerde aanroeper-ID’s</h4><p class=\"note-s\"><a href=\"#m=gemini-3-flash&amp;route=Core&amp;caller=gemini-3-flash&amp;fmt=messages\"><code>gemini-3-flash</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "gemini-3-flash",
        "fmt": "messages",
        "http": "POST",
        "path": "/v1/messages",
        "request_model_id": "gemini-3-flash",
        "route_label": "Core"
      },
      "method_key": "Core|messages|/v1/messages|gemini-3-flash",
      "ordinal": 0,
      "rawMethod": {
        "cache_read": 0.05,
        "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": "Verplichte velden, de materiaalrepresentatie of een parameterwaarde zijn ongeldig",
                "http_status": 400,
                "recovery": "Corrigeer de aangegeven velden vóór een nieuwe aanmaakaanvraag.",
                "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": "Bewaar aanvraag-/antwoord-ID’s en headers. Er wordt geen algemene URL meegeleverd om teksttaken op te halen."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content of een blok met type=text",
                "required_material": "UTF8-tekst"
              },
              {
                "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}} of bron met type=url"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Bewaar alle inhoudsblokken, handtekeningen van redeneringen en werkelijke toolgebruik-ID’s. Voeg alle SSE-blokdelta’s samen; het eerste tekstblok is niet de volledige uitvoer.",
              "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 of SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "gemini-3-flash"
                ],
                "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": "exacte bovengrens van het gekozen model/de gekozen modelkaart",
                "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": "tool opgegeven"
              },
              {
                "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": [
            "De methodestructuren en ID’s zijn exact; de mogelijkheden van de leverancier staan los van toelating."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "werkelijke UTF-8-inhoud ingevoegd als tekst; bestands-ID’s/URLs vereisen afzonderlijke exacte ondersteuning"
          },
          "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-flash\", \"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-flash\", \"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-flash\",\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-flash\",\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-flash',max_tokens=1024,messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_message()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python streaming · complete final message",
            "language": "python"
          }
        ],
        "family": "anthropic",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "messages",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 0.5,
        "input": [
          "text",
          "image"
        ],
        "label": "Anthropic Messages",
        "max_out": 65536,
        "max_tool_calls": null,
        "out": 3,
        "output": [
          "text"
        ],
        "path": "/v1/messages",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 0.5,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 3,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.05,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "gemini-3-flash",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [],
        "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 Flash</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"Sluiten\">×</button></div><div class=\"idline\"><span>Google /</span><code>gemini-3-flash</code><button type=\"button\" id=\"copy-id\">ID kopiëren</button></div><nav class=\"card-jump-nav\" aria-label=\"Onderdelen van de modelkaart\"><button type=\"button\" data-card-jump=\"overview\">Aan de slag</button><button type=\"button\" data-card-jump=\"methods\">Invoer en methoden</button><button type=\"button\" data-card-jump=\"pricing\">Tarieven</button><button type=\"button\" data-card-jump=\"examples\">Voorbeelden</button><button type=\"button\" data-card-jump=\"results\">Resultaten</button><button type=\"button\" data-card-jump=\"aliases\">Aliasnamen</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"API-methoden\"><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-flash\">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-flash\">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\">Aan de slag</h3><p class=\"mdesc-full\">Gemini 3 Flash is een profiel voor tekst en beeld met een eigen naam en een opgegeven contextvenster van 1.048.576 tokens. Lever het relevante materiaal aan en vraag om een beknopte uitleg, vergelijking of samenvatting.</p><dl class=\"card-io\" data-card-io><div><dt>Toegestane invoer</dt><dd>Tekst · Afbeeldingen</dd></div><div><dt>Resultaten</dt><dd>Tekst</dd></div></dl><details class=\"card-about\"><summary>Over het model</summary><p class=\"note-s\" data-model-method-boundary>Deze beschrijving gaat over de mogelijkheden van het model. De via Ailoot beschikbare invoer, uitvoer en opties staan hieronder voor de geselecteerde methode.</p><div class=\"mabout\" id=\"m-about\"><p>Gemini 3 Flash is het hier aangeboden, benoemde profiel voor tekst- en beeldinvoer met tekstuitvoer. De vermelde context bedraagt 1.048.576 tokens en de vermelde maximale uitvoer 65.536 tokens.</p><p>Een praktische aanvraag kan een schermafbeelding combineren met een vraag over de zichtbare inhoud, of geschreven materiaal aanleveren voor een samenvatting. Benoem de doelgroep, de te behouden details en het gevraagde uitvoerformaat.</p><p>Label voor een vergelijking elke bron en som de toe te passen criteria op. Bewaar de exacte profielnaam bij opgeslagen resultaten, zodat ze bij dezelfde selectie blijven horen.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">Beschikbaar in Ailoot · invoer en methoden</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>Invoertypen</dt><dd><code>text</code>, <code>image</code></dd></div><div><dt>Uitvoertypen</dt><dd><code>text</code></dd></div><div><dt>Context</dt><dd>1.048.576 tokens</dd></div><div><dt>Maximale uitvoer</dt><dd>65.536 tokens</dd></div><div><dt>Uitvoerformaat</dt><dd>json of ondersteunde streaming</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>Veld</th><th>Type</th><th>Vereiste</th><th>Waarden en limieten</th><th>Standaard</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">path.model</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Vereist</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div>gemini-3-flash</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">contents</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>content[]</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Vereist</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div>Minimumaantal items: 1</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">contents[].role</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div>user, model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">contents[].parts</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>part[]</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Vereist</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">systemInstruction</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>content</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">generationConfig.maxOutputTokens</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>integer</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div>Minimum: 1</div><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">generationConfig.temperature</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>number</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">generationConfig.topP</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>number</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">generationConfig.topK</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>integer</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">generationConfig.stopSequences</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string[]</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">generationConfig.thinkingConfig.includeThoughts</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>boolean</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">generationConfig.thinkingConfig.thinkingBudget</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>integer</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">tools[].functionDeclarations</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>function_declaration[]</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">toolConfig.functionCallingConfig.mode</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">safetySettings</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>object[]</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span><div class=\"note-s\">Afhankelijk van het model</div></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">sessionId</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span><code>string</code></td><td data-cell-label=\"Vereiste\"><span class=\"card-cell-label\">Vereiste</span>Optioneel</td><td data-cell-label=\"Waarden en limieten\"><span class=\"card-cell-label\">Waarden en limieten</span></td><td data-cell-label=\"Standaard\" data-default=\"unspecified\"><span class=\"card-cell-label\">Standaard</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>Combinaties van invoermaterialen</summary><p class=\"note-s\"><b>Tekst</b> · UTF8-tekst</p><p class=\"note-s\"><code>contents[].parts[].text</code></p><p class=\"note-s\"><b>Tekst + afbeelding</b></p><p class=\"note-s\"><code>parts[].inlineData={mimeType,data}</code></p></details><details class=\"note-s\" data-method-contract><summary>Methodeparameters en levenscyclus</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>Parameter</th><th>Contract</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=\"Contract\"><span class=\"card-cell-label\">Contract</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=\"Contract\"><span class=\"card-cell-label\">Contract</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=\"Contract\"><span class=\"card-cell-label\">Contract</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=\"Contract\"><span class=\"card-cell-label\">Contract</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=\"Contract\"><span class=\"card-cell-label\">Contract</span>werkelijke UTF-8-inhoud ingevoegd als tekst; bestands-ID’s/URLs vereisen afzonderlijke exacte ondersteuning</td></tr></tbody></table></div><p>Levenscyclus: <code>exact retained published method</code></p><p class=\"note-s\">De methodestructuren en ID’s zijn exact; de mogelijkheden van de leverancier staan los van toelating.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">Tarieven</h3><h4>Ailoot-methodetarieven</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>Invoer</dt><dd>US$ 0,0005 <em>/ 1K</em></dd></div><div><dt>Uitvoer</dt><dd>US$ 0,003 <em>/ 1K</em></dd></div><div><dt>Cache lezen</dt><dd>US$ 0,00005 <em>/ 1K</em></dd></div></dl></section><p class=\"note-s\">Ailoot reserveert vóór een verzoek een geschat bedrag. Na het resultaat worden de uiteindelijke kosten afgerekend op basis van het gemeten verbruik. Bij streaming gebeurt de afrekening op basis van de definitieve verbruiksregistratie. <a href=\"/docs/nl/billing/reserve/\">Zo werken reservering en afrekening →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">Voorbeeldverzoeken</h3><h4>Ailoot · Gemini generateContent</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"Codevarianten\"><button class=\"cg-tab\" id=\"model-code-259-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-259-panel-0\" aria-selected=\"true\" tabindex=\"0\">Tekstvoorbeeld</button><button class=\"cg-tab\" id=\"model-code-259-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-259-panel-1\" aria-selected=\"false\" tabindex=\"-1\">Invoer, afbeelding</button><button class=\"cg-tab\" id=\"model-code-259-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-259-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-259-tab-3\" role=\"tab\" type=\"button\" aria-controls=\"model-code-259-panel-3\" aria-selected=\"false\" tabindex=\"-1\">Node.js SDK</button><button class=\"cg-tab\" id=\"model-code-259-tab-4\" role=\"tab\" type=\"button\" aria-controls=\"model-code-259-panel-4\" aria-selected=\"false\" tabindex=\"-1\">Python-stream</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"Code kopiëren\"><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-259-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-259-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-flash: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-259-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-259-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-flash: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-259-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-259-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-flash&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-259-panel-3\" role=\"tabpanel\" aria-labelledby=\"model-code-259-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-flash&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-259-panel-4\" role=\"tabpanel\" aria-labelledby=\"model-code-259-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-flash&#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\">Resultaten ophalen en opslaan</h3><h4>Ailoot · Gemini generateContent</h4><p class=\"note-s\">json of ondersteunde streaming</p><div class=\"card-result-process\" data-all-results><h5>Alle voltooide resultaten bewaren</h5><p class=\"note-s\">Bewaar elk volledig teruggegeven antwoord, bestand en inhoudsonderdeel.</p><p class=\"note-s\">Bewaar alle kandidaten en onderdelen, inclusief functieaanroepen, handtekeningen van redeneringen en verbruiksgegevens; voeg streamingfragmenten in de juiste volgorde samen.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>Als het oorspronkelijke antwoord moet worden gecontroleerd</h5><p class=\"note-s\">Bewaar aanvraag-/antwoord-ID’s en headers. Er wordt geen algemene URL meegeleverd om teksttaken op te halen.</p></div><details class=\"card-about\" data-output-fields><summary>Antwoordvelden</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>Veld</th><th>Type</th></tr></thead><tbody><tr><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">responseId</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span>string</td></tr><tr><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">modelVersion</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span>string</td></tr><tr><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">candidates[].content.parts[]</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span>text|inlineData|functionCall|other part</td></tr><tr><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">candidates[].finishReason</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span>string</td></tr><tr><th data-cell-label=\"Veld\" scope=\"row\"><span class=\"card-cell-label\">Veld</span><code class=\"card-field-name\">usageMetadata</code></th><td data-cell-label=\"Type\" data-field-type><span class=\"card-cell-label\">Type</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>Fouten en vervolgstappen</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>Antwoord</th><th>Voorwaarde</th><th>Volgende stap</th></tr></thead><tbody><tr><th data-cell-label=\"Antwoord\" scope=\"row\"><span class=\"card-cell-label\">Antwoord</span>400 · <code>invalid_request_error</code></th><td data-cell-label=\"Voorwaarde\"><span class=\"card-cell-label\">Voorwaarde</span>Verplichte velden, de materiaalrepresentatie of een parameterwaarde zijn ongeldig</td><td data-cell-label=\"Volgende stap\"><span class=\"card-cell-label\">Volgende stap</span>Corrigeer de aangegeven velden vóór een nieuwe aanmaakaanvraag.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">Aliasnamen</h3><h4>Modelaliasnamen</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=gemini-3-flash&amp;route=Core&amp;caller=gemini-3-flash&amp;fmt=gemini\"><code>gemini-3-flash</code></a></span></p><h4>Aliasnamen voor methodepaden</h4><p class=\"note-s\">Gebruik de hierboven getoonde methodepaden.</p><h4>Gerelateerde aanroeper-ID’s</h4><p class=\"note-s\"><a href=\"#m=gemini-3-flash&amp;route=Core&amp;caller=gemini-3-flash&amp;fmt=gemini\"><code>gemini-3-flash</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "gemini-3-flash",
        "fmt": "gemini",
        "http": "POST",
        "path": "/v1beta/models/{model}:generateContent",
        "request_model_id": "gemini-3-flash",
        "route_label": "Core"
      },
      "method_key": "Core|gemini|/v1beta/models/{model}:generateContent|gemini-3-flash",
      "ordinal": 1,
      "rawMethod": {
        "cache_read": 0.05,
        "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": "Verplichte velden, de materiaalrepresentatie of een parameterwaarde zijn ongeldig",
                "http_status": 400,
                "recovery": "Corrigeer de aangegeven velden vóór een nieuwe aanmaakaanvraag.",
                "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": "Bewaar aanvraag-/antwoord-ID’s en headers. Er wordt geen algemene URL meegeleverd om teksttaken op te halen."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "contents[].parts[].text",
                "required_material": "UTF8-tekst"
              },
              {
                "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": "Bewaar alle kandidaten en onderdelen, inclusief functieaanroepen, handtekeningen van redeneringen en verbruiksgegevens; voeg streamingfragmenten in de juiste volgorde samen.",
              "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 of ondersteunde streaming"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "gemini-3-flash"
                ],
                "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": [
            "De methodestructuren en ID’s zijn exact; de mogelijkheden van de leverancier staan los van toelating."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "contents"
            ],
            "text_file_material": "werkelijke UTF-8-inhoud ingevoegd als tekst; bestands-ID’s/URLs vereisen afzonderlijke exacte ondersteuning"
          },
          "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-flash: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-flash: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-flash\", 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-flash\", 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-flash',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": 0.5,
        "input": [
          "text",
          "image"
        ],
        "label": "Gemini generateContent",
        "max_out": 65536,
        "max_tool_calls": null,
        "out": 3,
        "output": [
          "text"
        ],
        "path": "/v1beta/models/{model}:generateContent",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 0.5,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 3,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.05,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "gemini-3-flash",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [],
        "tool_prices": null,
        "unit": "token",
        "units": []
      }
    }
  ],
  "model_id": "gemini-3-flash",
  "nativeProvenance": {
    "input_facts_canonical_sha256": "c76edd4236cbbf5c8629ea53e2ce163180863a558ceb8a335fdd1f0749e5bfc6",
    "input_html_sha256": "f58394c2cdff89f2bf63d97616a7670ca4432fd81a4509ffb7612c7fe47b919a",
    "private_audit_sha256": "7535f6f489ced737bf86863c44206b6c556a4aa2274310ec8ebfcbd5fc94e1bc",
    "role": "historical-normalized-input-audit-hashes",
    "schema": "ailoot-native-model-provenance-v2"
  },
  "page": {
    "canonical": "https://ailoot.ai/models/nl/gemini-3-flash/",
    "description": "Gemini 3 Flash is een profiel voor tekst en beeld met een eigen naam en een opgegeven contextvenster van 1.048.576 tokens. Lever het relevante materiaal aan en vraag om een beknopte uitleg, vergelijking of samenvatting.",
    "locale": "nl",
    "md_url": "https://ailoot.ai/models/nl/gemini-3-flash/index.md",
    "title": "Gemini 3 Flash — Ailoot",
    "url": "https://ailoot.ai/models/nl/gemini-3-flash/"
  },
  "practicalHtml": "<h3>Praktische taak</h3><p>Technisch voorbeeld in het Engels</p><pre><code>Summarize a shift log\n\nSummarize this shift log for the next supervisor in three bullets: &quot;08:10 conveyor stopped. 08:22 belt realigned. 08:30 line restarted. Twelve cartons were held for inspection and remain on rack Q. No inspection result recorded.&quot; Preserve the restart time, held quantity and unresolved inspection status; avoid implying that the held cartons are cleared.</code></pre><h4>Verwacht resultaat</h4><pre><code>Three handover bullets containing the restart, the held cartons and the pending inspection.</code></pre><h4>Resultaat controleren</h4><pre><code>Ensure rack Q and the absence of an inspection result survive the summary.</code></pre>",
  "practicalText": "Praktische taak Technisch voorbeeld in het Engels Summarize a shift log Summarize this shift log for the next supervisor in three bullets: \"08:10 conveyor stopped. 08:22 belt realigned. 08:30 line restarted. Twelve cartons were held for inspection and remain on rack Q. No inspection result recorded.\" Preserve the restart time, held quantity and unresolved inspection status; avoid implying that the held cartons are cleared. Verwacht resultaat Three handover bullets containing the restart, the held cartons and the pending inspection. Resultaat controleren Ensure rack Q and the absence of an inspection result survive the summary.",
  "rawModel": {
    "about": "Gemini 3 Flash is het hier aangeboden, benoemde profiel voor tekst- en beeldinvoer met tekstuitvoer. De vermelde context bedraagt 1.048.576 tokens en de vermelde maximale uitvoer 65.536 tokens.\n\nEen praktische aanvraag kan een schermafbeelding combineren met een vraag over de zichtbare inhoud, of geschreven materiaal aanleveren voor een samenvatting. Benoem de doelgroep, de te behouden details en het gevraagde uitvoerformaat.\n\nLabel voor een vergelijking elke bron en som de toe te passen criteria op. Bewaar de exacte profielnaam bij opgeslagen resultaten, zodat ze bij dezelfde selectie blijven horen.",
    "alias_of": null,
    "aliases": [],
    "author": "Google",
    "ctx": 1048576,
    "formats": [
      "messages",
      "gemini"
    ],
    "id": "gemini-3-flash",
    "input": [
      "text",
      "image"
    ],
    "kind": "text",
    "max_out": 65536,
    "methods": [
      {
        "cache_read": 0.05,
        "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": "Verplichte velden, de materiaalrepresentatie of een parameterwaarde zijn ongeldig",
                "http_status": 400,
                "recovery": "Corrigeer de aangegeven velden vóór een nieuwe aanmaakaanvraag.",
                "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": "Bewaar aanvraag-/antwoord-ID’s en headers. Er wordt geen algemene URL meegeleverd om teksttaken op te halen."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content of een blok met type=text",
                "required_material": "UTF8-tekst"
              },
              {
                "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}} of bron met type=url"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "Bewaar alle inhoudsblokken, handtekeningen van redeneringen en werkelijke toolgebruik-ID’s. Voeg alle SSE-blokdelta’s samen; het eerste tekstblok is niet de volledige uitvoer.",
              "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 of SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "gemini-3-flash"
                ],
                "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": "exacte bovengrens van het gekozen model/de gekozen modelkaart",
                "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": "tool opgegeven"
              },
              {
                "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": [
            "De methodestructuren en ID’s zijn exact; de mogelijkheden van de leverancier staan los van toelating."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "werkelijke UTF-8-inhoud ingevoegd als tekst; bestands-ID’s/URLs vereisen afzonderlijke exacte ondersteuning"
          },
          "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-flash\", \"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-flash\", \"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-flash\",\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-flash\",\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-flash',max_tokens=1024,messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_message()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python streaming · complete final message",
            "language": "python"
          }
        ],
        "family": "anthropic",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "messages",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 0.5,
        "input": [
          "text",
          "image"
        ],
        "label": "Anthropic Messages",
        "max_out": 65536,
        "max_tool_calls": null,
        "out": 3,
        "output": [
          "text"
        ],
        "path": "/v1/messages",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 0.5,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 3,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.05,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "gemini-3-flash",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [],
        "tool_prices": null,
        "unit": "token",
        "units": []
      },
      {
        "cache_read": 0.05,
        "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": "Verplichte velden, de materiaalrepresentatie of een parameterwaarde zijn ongeldig",
                "http_status": 400,
                "recovery": "Corrigeer de aangegeven velden vóór een nieuwe aanmaakaanvraag.",
                "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": "Bewaar aanvraag-/antwoord-ID’s en headers. Er wordt geen algemene URL meegeleverd om teksttaken op te halen."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "contents[].parts[].text",
                "required_material": "UTF8-tekst"
              },
              {
                "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": "Bewaar alle kandidaten en onderdelen, inclusief functieaanroepen, handtekeningen van redeneringen en verbruiksgegevens; voeg streamingfragmenten in de juiste volgorde samen.",
              "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 of ondersteunde streaming"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "gemini-3-flash"
                ],
                "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": [
            "De methodestructuren en ID’s zijn exact; de mogelijkheden van de leverancier staan los van toelating."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "contents"
            ],
            "text_file_material": "werkelijke UTF-8-inhoud ingevoegd als tekst; bestands-ID’s/URLs vereisen afzonderlijke exacte ondersteuning"
          },
          "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-flash: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-flash: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-flash\", 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-flash\", 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-flash',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": 0.5,
        "input": [
          "text",
          "image"
        ],
        "label": "Gemini generateContent",
        "max_out": 65536,
        "max_tool_calls": null,
        "out": 3,
        "output": [
          "text"
        ],
        "path": "/v1beta/models/{model}:generateContent",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 0.5,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 3,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 0.05,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "gemini-3-flash",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [],
        "tool_prices": null,
        "unit": "token",
        "units": []
      }
    ],
    "model_aliases": [
      {
        "canonical_model_id": "gemini-3-flash",
        "request_model_id": "gemini-3-flash",
        "route_label": "Core"
      }
    ],
    "name": "Gemini 3 Flash",
    "price": {
      "in": 0.5,
      "in_label": null,
      "out": 3,
      "out_label": null,
      "sort_in": 0.5,
      "sort_out": 3,
      "varies": false
    },
    "short": "Gemini 3 Flash is een profiel voor tekst en beeld met een eigen naam en een opgegeven contextvenster van 1.048.576 tokens. Lever het relevante materiaal aan en vraag om een beknopte uitleg, vergelijking of samenvatting."
  },
  "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": "Gemini 3 Flash is een profiel voor tekst en beeld met een eigen naam en een opgegeven contextvenster van 1.048.576 tokens. Lever het relevante materiaal aan en vraag om een beknopte uitleg, vergelijking of samenvatting.",
  "source": {
    "audit_sha256": "2e00086bcbfc28e64d0cebe97aa47c17d8d5618963027f8ffb9dc6123d7d25b1",
    "bridge_map_sha256": "1125275768b9636fc8461bc7da5061239a81ddfe508e2557843ca42c58ab0036",
    "raw_model_json_sha256": "28fa133a6750fa5601e6174864b70c771a69eea406879c53083aa72acf70e741",
    "renderer_sha256": "be7649af06bb0ae446191041c6cfb8a9b83a53896c8c6e9173e76a39d513e829"
  },
  "sourceRevision": "cfab246d98440cc1a6260ddbae245bc8390c61112626f6faaa44835e48d41a57"
}
