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  "aboutHtml": "<p>يقبل Grok 4.7 Build Fast مواد نصية وصورية ويُنتج نصًا. يسجّل ملفه سياقًا يبلغ 500,000 رمز، ما يتيح تنظيم المهمة حول مادة مقدّمة كبيرة الحجم.</p><h4>حدّد المخرج المكتوب</h4><p>في سؤال عن الشيفرة، أدرج الملفات ذات الصلة ورسالة الخطأ والسلوك المتوقع. وفي سؤال مرئي، قدّم صورة مقروءة وحدّد التفاصيل المطلوب فحصها. وفي تحليل مستند، سمِّ المقاطع المصدرية واذكر معايير المقارنة.</p><p>اطلب النتيجة في شكل يمكنك فحصه: رقعة مقترحة أو قائمة نتائج أو ملخص منظّم أو شرح مرتبط بالأدلة. احتفظ بهوية Build Fast الدقيقة مع الطلب والإجابة عند مقارنة ملفات Grok المسمّاة.</p>",
  "aboutText": "يقبل Grok 4.7 Build Fast مواد نصية وصورية ويُنتج نصًا. يسجّل ملفه سياقًا يبلغ 500,000 رمز، ما يتيح تنظيم المهمة حول مادة مقدّمة كبيرة الحجم.\n\n### حدّد المخرج المكتوب\n\nفي سؤال عن الشيفرة، أدرج الملفات ذات الصلة ورسالة الخطأ والسلوك المتوقع. وفي سؤال مرئي، قدّم صورة مقروءة وحدّد التفاصيل المطلوب فحصها. وفي تحليل مستند، سمِّ المقاطع المصدرية واذكر معايير المقارنة.\n\nاطلب النتيجة في شكل يمكنك فحصه: رقعة مقترحة أو قائمة نتائج أو ملخص منظّم أو شرح مرتبط بالأدلة. احتفظ بهوية Build Fast الدقيقة مع الطلب والإجابة عند مقارنة ملفات Grok المسمّاة.",
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      "practical_html": "<h3>مهمة عملية</h3><p>مثال تقني باللغة الإنجليزية</p><pre><code>Review a discount boundary\n\nReview this JavaScript function: function discount(qty) { return qty &gt; 10 ? 0.1 : 0; }. Requirement: orders of ten or more receive a ten-percent discount. Give a minimal proposed patch, the affected boundary and assertions for quantities 9, 10 and 11. Preserve the numeric return format.</code></pre><h4>النتيجة المتوقعة</h4><pre><code>A focused JavaScript patch, boundary explanation and three assertions.</code></pre><h4>التحقق من النتيجة</h4><pre><code>The patch must change quantity 10 without changing 9 or 11 behavior.</code></pre>"
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      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">x</span><h2 id=\"sheet-title\">grok-4.7-build-fast</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"إغلاق\">×</button></div><div class=\"idline\"><span>xAI /</span><code>grok-4.7-build-fast</code><button type=\"button\" id=\"copy-id\">نسخ ID</button></div><nav class=\"card-jump-nav\" aria-label=\"أقسام بطاقة النموذج\"><button type=\"button\" data-card-jump=\"overview\">البداية</button><button type=\"button\" data-card-jump=\"methods\">المدخلات والطرائق</button><button type=\"button\" data-card-jump=\"pricing\">الباقات</button><button type=\"button\" data-card-jump=\"examples\">أمثلة</button><button type=\"button\" data-card-jump=\"results\">النتائج</button><button type=\"button\" data-card-jump=\"aliases\">الأسماء البديلة</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"طرائق API\"><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-0\" data-card-method=\"Core|chat|/v1/chat/completions|grok-4.7-build-fast\">Chat</button><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-1\" data-card-method=\"Core|messages|/v1/messages|grok-4.7-build-fast\">Messages</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-2\" data-card-method=\"Core|responses|/v1/responses|grok-4.7-build-fast\">Responses</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\">البداية</h3><p class=\"mdesc-full\">Grok 4.7 Build Fast هو ملف تعريف مسمّى للنصوص والصور لتحويل المادة المقدّمة إلى إجابة مكتوبة أو تحليل أو تغيير شيفرة مقترح.</p><dl class=\"card-io\" data-card-io><div><dt>المدخلات المقبولة</dt><dd>النص · الصور</dd></div><div><dt>النتائج</dt><dd>النص</dd></div></dl><details class=\"card-about\"><summary>عن النموذج</summary><p class=\"note-s\" data-model-method-boundary>يغطي هذا الوصف قدرات النموذج. وترد أدناه المدخلات والمخرجات والخيارات المتاحة في Ailoot للطريقة المحددة.</p><div class=\"mabout\" id=\"m-about\"><p>يقبل Grok 4.7 Build Fast مواد نصية وصورية ويُنتج نصًا. يسجّل ملفه سياقًا يبلغ 500,000 رمز، ما يتيح تنظيم المهمة حول مادة مقدّمة كبيرة الحجم.</p><h4>حدّد المخرج المكتوب</h4><p>في سؤال عن الشيفرة، أدرج الملفات ذات الصلة ورسالة الخطأ والسلوك المتوقع. وفي سؤال مرئي، قدّم صورة مقروءة وحدّد التفاصيل المطلوب فحصها. وفي تحليل مستند، سمِّ المقاطع المصدرية واذكر معايير المقارنة.</p><p>اطلب النتيجة في شكل يمكنك فحصه: رقعة مقترحة أو قائمة نتائج أو ملخص منظّم أو شرح مرتبط بالأدلة. احتفظ بهوية Build Fast الدقيقة مع الطلب والإجابة عند مقارنة ملفات Grok المسمّاة.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">متاح في Ailoot · المدخلات والطرائق</h3><details class=\"card-method\" open><summary><b>Ailoot · رسائل Anthropic</b> <code>POST /v1/messages</code></summary><dl class=\"method-capabilities\"><div><dt>الإدخال</dt><dd><code>text</code>, <code>image</code></dd></div><div><dt>الإخراج</dt><dd><code>text</code></dd></div><div><dt>السياق</dt><dd>⁦500,000⁩ tokens</dd></div><div><dt>الحد الأقصى للإخراج</dt><dd>⁦500,000⁩ tokens</dd></div><div><dt>صيغة الإخراج</dt><dd>json أو SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>الحقل</th><th>النوع</th><th>المتطلب</th><th>القيم والحدود</th><th>القيمة الافتراضية</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>مطلوب</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>grok-4.7-build-fast</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">messages</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>message[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>مطلوب</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>الحد الأدنى للعناصر: ⁦1⁩</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">messages[].role</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>مطلوب</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>user, assistant</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">messages[].content</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string|content_block[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>مطلوب</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">system</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string|content_block[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">max_tokens</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>integer</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>مطلوب</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>الحد الأدنى: ⁦1⁩</div><div>نطاق تطبيق الحد: الحد الأقصى الدقيق للنموذج/البطاقة المختارة</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>boolean</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"known\"><span class=\"card-cell-label\">القيمة الافتراضية</span>false</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">temperature</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>number</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">top_p</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>number</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">stop_sequences</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tools</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>tool[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tools[].name</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>ينطبق عندما: أداة مقدّمة</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tools[].description</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tools[].input_schema</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>JSON_schema</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tool_choice</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>object</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">thinking.type</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">thinking.budget_tokens</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>integer</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">output_config.effort</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">metadata</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>object</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">cache_control</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>object</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>تركيبات مواد الإدخال</summary><p class=\"note-s\"><b>النص</b> · نص UTF8</p><p class=\"note-s\"><code>messages[].content أو كتلة type=text</code></p><p class=\"note-s\"><b>نص + صورة</b></p><p class=\"note-s\"><code>{type:image,source:{type:base64,media_type,data}} أو مصدر من النوع type=url</code></p></details><details class=\"note-s\" data-method-contract><summary>معلمات الطريقة ودورة حياتها</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>المعلمة</th><th>المواصفات</th></tr></thead><tbody><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>material_types</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>text, image</td></tr><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>required</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>model, messages, max_tokens</td></tr><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>optional_controls</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>null</td></tr><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>content_type</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>application/json</td></tr><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>text_file_material</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>محتوى UTF-8 الفعلي مُدرج كنص؛ وتحتاج معرّفات الملفات/URLs إلى دعم دقيق منفصل</td></tr></tbody></table></div><p>دورة الحياة: <code>exact retained published method</code></p><p class=\"note-s\">بُنى الطرق ومعرّفاتها دقيقة؛ قدرة المورد منفصلة عن السماح بالطلب.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">الباقات</h3><h4>تعرفات طرائق Ailoot</h4><section class=\"meth\" data-route=\"Core\"><header><b><span class=\"alias\">Ailoot</span> رسائل Anthropic</b><code>POST /v1/messages</code></header><dl><div><dt>الإدخال</dt><dd>⁦‏0.004 US$⁩ <em>/ 1K</em></dd></div><div><dt>الإخراج</dt><dd>⁦‏0.012 US$⁩ <em>/ 1K</em></dd></div><div><dt>قراءة ذاكرة التخزين المؤقت</dt><dd>⁦‏0.001 US$⁩ <em>/ 1K</em></dd></div><div><dt>الكتابة إلى ذاكرة التخزين المؤقت</dt><dd>⁦‏0.00 US$⁩ <em>/ 1K</em></dd></div><div><dt>الكتابة إلى ذاكرة التخزين المؤقت، 5 دقائق</dt><dd>⁦‏0.00 US$⁩ <em>/ 1K tokens</em></dd></div><div><dt>الكتابة إلى ذاكرة التخزين المؤقت، 1 ساعة</dt><dd>⁦‏0.00 US$⁩ <em>/ 1K tokens</em></dd></div></dl><h4>الأسعار بحسب طول الطلب · رسائل Anthropic</h4><div class=\"tw\" data-card-table=\"tiers\"><table><thead><tr><th>حجم الطلب بالرموز</th><th class=\"num\">الإدخال</th><th class=\"num\">الإخراج</th><th class=\"num\">قراءة ذاكرة التخزين المؤقت</th><th class=\"num\">الكتابة إلى ذاكرة التخزين المؤقت</th><th class=\"num\">ذاكرة التخزين المؤقت 5 دقائق</th><th class=\"num\">ذاكرة التخزين المؤقت 1 ساعة</th></tr></thead><tbody><tr><td data-cell-label=\"حجم الطلب بالرموز\"><span class=\"card-cell-label\">حجم الطلب بالرموز</span><span class=\"card-tier-interval\">(⁦0⁩; ⁦200,000⁩]</span></td><td data-cell-label=\"الإدخال\" class=\"num\"><span class=\"card-cell-label\">الإدخال</span>⁦‏0.004 US$⁩</td><td data-cell-label=\"الإخراج\" class=\"num\"><span class=\"card-cell-label\">الإخراج</span>⁦‏0.012 US$⁩</td><td data-cell-label=\"قراءة ذاكرة التخزين المؤقت\" class=\"num\"><span class=\"card-cell-label\">قراءة ذاكرة التخزين المؤقت</span>⁦‏0.001 US$⁩</td><td data-cell-label=\"الكتابة إلى ذاكرة التخزين المؤقت\" class=\"num\"><span class=\"card-cell-label\">الكتابة إلى ذاكرة التخزين المؤقت</span>⁦‏0.00 US$⁩</td><td data-cell-label=\"ذاكرة التخزين المؤقت 5 دقائق\" class=\"num\"><span class=\"card-cell-label\">ذاكرة التخزين المؤقت 5 دقائق</span>⁦‏0.00 US$⁩</td><td data-cell-label=\"ذاكرة التخزين المؤقت 1 ساعة\" class=\"num\"><span class=\"card-cell-label\">ذاكرة التخزين المؤقت 1 ساعة</span>⁦‏0.00 US$⁩</td></tr><tr><td data-cell-label=\"حجم الطلب بالرموز\"><span class=\"card-cell-label\">حجم الطلب بالرموز</span><span class=\"card-tier-interval\">(⁦200,000⁩; ∞)</span></td><td data-cell-label=\"الإدخال\" class=\"num\"><span class=\"card-cell-label\">الإدخال</span>⁦‏0.006 US$⁩</td><td data-cell-label=\"الإخراج\" class=\"num\"><span class=\"card-cell-label\">الإخراج</span>⁦‏0.018 US$⁩</td><td data-cell-label=\"قراءة ذاكرة التخزين المؤقت\" class=\"num\"><span class=\"card-cell-label\">قراءة ذاكرة التخزين المؤقت</span>⁦‏0.0015 US$⁩</td><td data-cell-label=\"الكتابة إلى ذاكرة التخزين المؤقت\" class=\"num\"><span class=\"card-cell-label\">الكتابة إلى ذاكرة التخزين المؤقت</span>⁦‏0.00 US$⁩</td><td data-cell-label=\"ذاكرة التخزين المؤقت 5 دقائق\" class=\"num\"><span class=\"card-cell-label\">ذاكرة التخزين المؤقت 5 دقائق</span>⁦‏0.00 US$⁩</td><td data-cell-label=\"ذاكرة التخزين المؤقت 1 ساعة\" class=\"num\"><span class=\"card-cell-label\">ذاكرة التخزين المؤقت 1 ساعة</span>⁦‏0.00 US$⁩</td></tr></tbody></table></div><p class=\"note-s\">الأسعار بوحدة USD لكل 1K من الرموز. عند عدم تحديد تعرفة، تُستخدم التعرفة الأساسية لهذه الطريقة؛ وتشير «—» إلى عدم تحديد تعرفة أساسية.</p></section><p class=\"note-s\">تحجز Ailoot مبلغًا تقديريًا قبل الطلب. وبعد ظهور النتيجة، تُسوّي الرسوم النهائية بناءً على الاستخدام المقاس. وتستخدم تسوية البث سجل الاستخدام النهائي. <a href=\"/docs/ar/billing/reserve/\">كيفية عمل حجز المبلغ وتسوية الرسوم →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">أمثلة للطلبات</h3><h4>Ailoot · رسائل Anthropic</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"خيارات الشيفرة\"><button class=\"cg-tab\" id=\"model-code-763-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-763-panel-0\" aria-selected=\"true\" tabindex=\"0\">مثال للنص</button><button class=\"cg-tab\" id=\"model-code-763-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-763-panel-1\" aria-selected=\"false\" tabindex=\"-1\">الإدخال، صورة</button><button class=\"cg-tab\" id=\"model-code-763-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-763-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-763-tab-3\" role=\"tab\" type=\"button\" aria-controls=\"model-code-763-panel-3\" aria-selected=\"false\" tabindex=\"-1\">Node.js SDK</button><button class=\"cg-tab\" id=\"model-code-763-tab-4\" role=\"tab\" type=\"button\" aria-controls=\"model-code-763-panel-4\" aria-selected=\"false\" tabindex=\"-1\">البث باستخدام Python</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"نسخ الشيفرة\"><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-763-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-763-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;grok-4.7-build-fast&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: $AILOOT_API_KEY&quot; -H &#39;anthropic-version: 2023-06-01&#39; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(&quot;result.json&quot;).read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-763-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-763-tab-1\" hidden><pre data-lang=\"bash\"><code>set -eu\n: &quot;${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;grok-4.7-build-fast&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-763-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-763-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;grok-4.7-build-fast&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-763-panel-3\" role=\"tabpanel\" aria-labelledby=\"model-code-763-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;grok-4.7-build-fast&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-763-panel-4\" role=\"tabpanel\" aria-labelledby=\"model-code-763-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;grok-4.7-build-fast&#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\">استلام النتائج وحفظها</h3><h4>Ailoot · رسائل Anthropic</h4><p class=\"note-s\">json أو SSE</p><div class=\"card-result-process\" data-all-results><h5>الاحتفاظ بكل النتائج المكتملة</h5><p class=\"note-s\">احتفظ بكل استجابة كاملة وكل ملف وجزء محتوى تم إرجاعه.</p><p class=\"note-s\">احتفظ بكل كتل المحتوى وتوقيعات التفكير ومعرّفات استخدام الأدوات الفعلية. جمّع جميع تحديثات كتل SSE؛ فأول كتلة نصية ليست الإخراج الكامل.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>عند الحاجة إلى التحقق من الاستجابة الأصلية</h5><p class=\"note-s\">احتفظ بمعرّفات الطلبات/الاستجابات والترويسات. لا يُقدَّم URL عام لاسترجاع مهمة نصية.</p></div><details class=\"card-about\" data-output-fields><summary>حقول الاستجابة</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>الحقل</th><th>النوع</th></tr></thead><tbody><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">id</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>string</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>string</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">content[]</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>text|thinking|tool_use|other content block</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">stop_reason</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>string|null</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>الأخطاء والخطوات التالية</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>الاستجابة</th><th>الشرط</th><th>الخطوة التالية</th></tr></thead><tbody><tr><th data-cell-label=\"الاستجابة\" scope=\"row\"><span class=\"card-cell-label\">الاستجابة</span>⁦400⁩ · <code>invalid_request_error</code></th><td data-cell-label=\"الشرط\"><span class=\"card-cell-label\">الشرط</span>حقول مطلوبة أو تمثيل مادة أو قيمة معلمة غير صحيحة</td><td data-cell-label=\"الخطوة التالية\"><span class=\"card-cell-label\">الخطوة التالية</span>صحّح الحقول المحددة قبل طلب إنشاء جديد.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">الأسماء البديلة</h3><h4>الأسماء البديلة للنموذج</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=grok-4.7-build-fast&amp;route=Core&amp;caller=grok-4.7-build-fast&amp;fmt=messages\"><code>grok-4.7-build-fast</code></a></span></p><h4>الأسماء البديلة لمسارات الطرائق</h4><p class=\"note-s\">استخدم مسارات الطرائق المعروضة أعلاه.</p><h4>معرّفات النماذج ذات الصلة IDs</h4><p class=\"note-s\"><a href=\"#m=grok-4.7-build-fast&amp;route=Core&amp;caller=grok-4.7-build-fast&amp;fmt=messages\"><code>grok-4.7-build-fast</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "grok-4.7-build-fast",
        "fmt": "messages",
        "http": "POST",
        "path": "/v1/messages",
        "request_model_id": "grok-4.7-build-fast",
        "route_label": "Core"
      },
      "method_key": "Core|messages|/v1/messages|grok-4.7-build-fast",
      "ordinal": 0,
      "rawMethod": {
        "cache_read": 1,
        "cache_write": 0,
        "cache_write_1h": 0,
        "cache_write_5m": 0,
        "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": "حقول مطلوبة أو تمثيل مادة أو قيمة معلمة غير صحيحة",
                "http_status": 400,
                "recovery": "صحّح الحقول المحددة قبل طلب إنشاء جديد.",
                "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": "احتفظ بمعرّفات الطلبات/الاستجابات والترويسات. لا يُقدَّم URL عام لاسترجاع مهمة نصية."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content أو كتلة type=text",
                "required_material": "نص UTF8"
              },
              {
                "availability": "Exact model input declaration and selected Source bridge required",
                "file_id_workflow": "No Ailoot upload/file-ID endpoint is introduced by this feed.",
                "mode": "text_plus_image",
                "representation": "{type:image,source:{type:base64,media_type,data}} أو مصدر من النوع type=url"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "احتفظ بكل كتل المحتوى وتوقيعات التفكير ومعرّفات استخدام الأدوات الفعلية. جمّع جميع تحديثات كتل SSE؛ فأول كتلة نصية ليست الإخراج الكامل.",
              "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 أو SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "grok-4.7-build-fast"
                ],
                "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": "الحد الأقصى الدقيق للنموذج/البطاقة المختارة",
                "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": "أداة مقدّمة"
              },
              {
                "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": [
            "بُنى الطرق ومعرّفاتها دقيقة؛ قدرة المورد منفصلة عن السماح بالطلب."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "محتوى UTF-8 الفعلي مُدرج كنص؛ وتحتاج معرّفات الملفات/URLs إلى دعم دقيق منفصل"
          },
          "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": 500000,
        "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\": \"grok-4.7-build-fast\", \"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\": \"grok-4.7-build-fast\", \"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=\"grok-4.7-build-fast\",\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: \"grok-4.7-build-fast\",\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='grok-4.7-build-fast',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": 4,
        "input": [
          "text",
          "image"
        ],
        "label": "رسائل Anthropic",
        "max_out": 500000,
        "max_tool_calls": null,
        "out": 12,
        "output": [
          "text"
        ],
        "path": "/v1/messages",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 4,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 12,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 1,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write",
                "label": "Cache write",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_5m",
                "label": "Cache write 5m",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_1h",
                "label": "Cache write 1h",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "grok-4.7-build-fast",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 1,
            "cache_write": 0,
            "cache_write_1h": 0,
            "cache_write_5m": 0,
            "in": 4,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "prompt-under-200k",
            "max": 200000,
            "min": 0,
            "null_rate_policy": "inherit_base_rate",
            "out": 12
          },
          {
            "cache_read": 1.5,
            "cache_write": 0,
            "cache_write_1h": 0,
            "cache_write_5m": 0,
            "in": 6,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "prompt-at-least-200k",
            "max": null,
            "min": 200000,
            "null_rate_policy": "inherit_base_rate",
            "out": 18
          }
        ],
        "tool_prices": null,
        "unit": "token",
        "units": []
      }
    },
    {
      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">x</span><h2 id=\"sheet-title\">grok-4.7-build-fast</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"إغلاق\">×</button></div><div class=\"idline\"><span>xAI /</span><code>grok-4.7-build-fast</code><button type=\"button\" id=\"copy-id\">نسخ ID</button></div><nav class=\"card-jump-nav\" aria-label=\"أقسام بطاقة النموذج\"><button type=\"button\" data-card-jump=\"overview\">البداية</button><button type=\"button\" data-card-jump=\"methods\">المدخلات والطرائق</button><button type=\"button\" data-card-jump=\"pricing\">الباقات</button><button type=\"button\" data-card-jump=\"examples\">أمثلة</button><button type=\"button\" data-card-jump=\"results\">النتائج</button><button type=\"button\" data-card-jump=\"aliases\">الأسماء البديلة</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"طرائق API\"><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-0\" data-card-method=\"Core|chat|/v1/chat/completions|grok-4.7-build-fast\">Chat</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-1\" data-card-method=\"Core|messages|/v1/messages|grok-4.7-build-fast\">Messages</button><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-2\" data-card-method=\"Core|responses|/v1/responses|grok-4.7-build-fast\">Responses</button></div><div id=\"card-method-content\" role=\"tabpanel\" aria-labelledby=\"card-method-tab-2\"><section class=\"card-section\" data-card-section=\"overview\"><h3 tabindex=\"-1\">البداية</h3><p class=\"mdesc-full\">Grok 4.7 Build Fast هو ملف تعريف مسمّى للنصوص والصور لتحويل المادة المقدّمة إلى إجابة مكتوبة أو تحليل أو تغيير شيفرة مقترح.</p><dl class=\"card-io\" data-card-io><div><dt>المدخلات المقبولة</dt><dd>النص · الصور</dd></div><div><dt>النتائج</dt><dd>النص</dd></div></dl><details class=\"card-about\"><summary>عن النموذج</summary><p class=\"note-s\" data-model-method-boundary>يغطي هذا الوصف قدرات النموذج. وترد أدناه المدخلات والمخرجات والخيارات المتاحة في Ailoot للطريقة المحددة.</p><div class=\"mabout\" id=\"m-about\"><p>يقبل Grok 4.7 Build Fast مواد نصية وصورية ويُنتج نصًا. يسجّل ملفه سياقًا يبلغ 500,000 رمز، ما يتيح تنظيم المهمة حول مادة مقدّمة كبيرة الحجم.</p><h4>حدّد المخرج المكتوب</h4><p>في سؤال عن الشيفرة، أدرج الملفات ذات الصلة ورسالة الخطأ والسلوك المتوقع. وفي سؤال مرئي، قدّم صورة مقروءة وحدّد التفاصيل المطلوب فحصها. وفي تحليل مستند، سمِّ المقاطع المصدرية واذكر معايير المقارنة.</p><p>اطلب النتيجة في شكل يمكنك فحصه: رقعة مقترحة أو قائمة نتائج أو ملخص منظّم أو شرح مرتبط بالأدلة. احتفظ بهوية Build Fast الدقيقة مع الطلب والإجابة عند مقارنة ملفات Grok المسمّاة.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">متاح في Ailoot · المدخلات والطرائق</h3><details class=\"card-method\" open><summary><b>Ailoot · OpenAI Responses</b> <code>POST /v1/responses</code></summary><dl class=\"method-capabilities\"><div><dt>الإدخال</dt><dd><code>text</code>, <code>image</code></dd></div><div><dt>الإخراج</dt><dd><code>text</code></dd></div><div><dt>السياق</dt><dd>⁦500,000⁩ tokens</dd></div><div><dt>الحد الأقصى للإخراج</dt><dd>⁦500,000⁩ tokens</dd></div><div><dt>صيغة الإخراج</dt><dd>json أو SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>الحقل</th><th>النوع</th><th>المتطلب</th><th>القيم والحدود</th><th>القيمة الافتراضية</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>مطلوب</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>grok-4.7-build-fast</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">input</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string|input_item[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>مطلوب</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">instructions</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">input[].type</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>message, reasoning, function_call, function_call_output</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">input[].content</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string|content_part[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">input[].call_id</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>ينطبق عندما: function_call_output؛ احتفظ بقيمة call_id الفعلية المُرجعة</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">input[].output</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string|content_part[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>ينطبق عندما: function_call_output</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">max_output_tokens</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>integer</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>الحد الأدنى: ⁦1⁩</div><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>boolean</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"known\"><span class=\"card-cell-label\">القيمة الافتراضية</span>false</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">temperature</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>number</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">top_p</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>number</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tools</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>tool[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tool_choice</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string|object</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">parallel_tool_calls</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>boolean</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">reasoning.effort</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">reasoning.summary</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">text.format</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>object</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">text.verbosity</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">include</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">store</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>boolean</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">previous_response_id</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>متطلبات المعرّف ID: معرّف استجابة فعلي فقط من متابعة مدعومة</div><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">service_tier</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">prompt_cache_key</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">prompt_cache_options</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>object</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>تركيبات مواد الإدخال</summary><p class=\"note-s\"><b>النص</b> · نص UTF8</p><p class=\"note-s\"><code>نص إدخال أو جزء input_text</code></p><p class=\"note-s\"><b>نص + صورة</b></p><p class=\"note-s\"><code>{type:input_image,image_url}</code></p></details><details class=\"note-s\" data-method-contract><summary>معلمات الطريقة ودورة حياتها</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>المعلمة</th><th>المواصفات</th></tr></thead><tbody><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>material_types</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>text, image</td></tr><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>required</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>model, input</td></tr><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>optional_controls</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>null</td></tr><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>content_type</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>application/json</td></tr><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>text_file_material</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>محتوى UTF-8 الفعلي مُدرج كنص؛ وتحتاج معرّفات الملفات/URLs إلى دعم دقيق منفصل</td></tr></tbody></table></div><p>دورة الحياة: <code>exact retained published method</code></p><p class=\"note-s\">بُنى الطرق ومعرّفاتها دقيقة؛ قدرة المورد منفصلة عن السماح بالطلب.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">الباقات</h3><h4>تعرفات طرائق Ailoot</h4><section class=\"meth\" data-route=\"Core\"><header><b><span class=\"alias\">Ailoot</span> OpenAI Responses</b><code>POST /v1/responses</code></header><dl><div><dt>الإدخال</dt><dd>⁦‏0.004 US$⁩ <em>/ 1K</em></dd></div><div><dt>الإخراج</dt><dd>⁦‏0.012 US$⁩ <em>/ 1K</em></dd></div><div><dt>قراءة ذاكرة التخزين المؤقت</dt><dd>⁦‏0.001 US$⁩ <em>/ 1K</em></dd></div><div><dt>الكتابة إلى ذاكرة التخزين المؤقت</dt><dd>⁦‏0.00 US$⁩ <em>/ 1K</em></dd></div><div><dt>الكتابة إلى ذاكرة التخزين المؤقت، 5 دقائق</dt><dd>⁦‏0.00 US$⁩ <em>/ 1K tokens</em></dd></div><div><dt>الكتابة إلى ذاكرة التخزين المؤقت، 1 ساعة</dt><dd>⁦‏0.00 US$⁩ <em>/ 1K tokens</em></dd></div></dl><h4>الأسعار بحسب طول الطلب · OpenAI Responses</h4><div class=\"tw\" data-card-table=\"tiers\"><table><thead><tr><th>حجم الطلب بالرموز</th><th class=\"num\">الإدخال</th><th class=\"num\">الإخراج</th><th class=\"num\">قراءة ذاكرة التخزين المؤقت</th><th class=\"num\">الكتابة إلى ذاكرة التخزين المؤقت</th><th class=\"num\">ذاكرة التخزين المؤقت 5 دقائق</th><th class=\"num\">ذاكرة التخزين المؤقت 1 ساعة</th></tr></thead><tbody><tr><td data-cell-label=\"حجم الطلب بالرموز\"><span class=\"card-cell-label\">حجم الطلب بالرموز</span><span class=\"card-tier-interval\">(⁦0⁩; ⁦200,000⁩]</span></td><td data-cell-label=\"الإدخال\" class=\"num\"><span class=\"card-cell-label\">الإدخال</span>⁦‏0.004 US$⁩</td><td data-cell-label=\"الإخراج\" class=\"num\"><span class=\"card-cell-label\">الإخراج</span>⁦‏0.012 US$⁩</td><td data-cell-label=\"قراءة ذاكرة التخزين المؤقت\" class=\"num\"><span class=\"card-cell-label\">قراءة ذاكرة التخزين المؤقت</span>⁦‏0.001 US$⁩</td><td data-cell-label=\"الكتابة إلى ذاكرة التخزين المؤقت\" class=\"num\"><span class=\"card-cell-label\">الكتابة إلى ذاكرة التخزين المؤقت</span>⁦‏0.00 US$⁩</td><td data-cell-label=\"ذاكرة التخزين المؤقت 5 دقائق\" class=\"num\"><span class=\"card-cell-label\">ذاكرة التخزين المؤقت 5 دقائق</span>⁦‏0.00 US$⁩</td><td data-cell-label=\"ذاكرة التخزين المؤقت 1 ساعة\" class=\"num\"><span class=\"card-cell-label\">ذاكرة التخزين المؤقت 1 ساعة</span>⁦‏0.00 US$⁩</td></tr><tr><td data-cell-label=\"حجم الطلب بالرموز\"><span class=\"card-cell-label\">حجم الطلب بالرموز</span><span class=\"card-tier-interval\">(⁦200,000⁩; ∞)</span></td><td data-cell-label=\"الإدخال\" class=\"num\"><span class=\"card-cell-label\">الإدخال</span>⁦‏0.006 US$⁩</td><td data-cell-label=\"الإخراج\" class=\"num\"><span class=\"card-cell-label\">الإخراج</span>⁦‏0.018 US$⁩</td><td data-cell-label=\"قراءة ذاكرة التخزين المؤقت\" class=\"num\"><span class=\"card-cell-label\">قراءة ذاكرة التخزين المؤقت</span>⁦‏0.0015 US$⁩</td><td data-cell-label=\"الكتابة إلى ذاكرة التخزين المؤقت\" class=\"num\"><span class=\"card-cell-label\">الكتابة إلى ذاكرة التخزين المؤقت</span>⁦‏0.00 US$⁩</td><td data-cell-label=\"ذاكرة التخزين المؤقت 5 دقائق\" class=\"num\"><span class=\"card-cell-label\">ذاكرة التخزين المؤقت 5 دقائق</span>⁦‏0.00 US$⁩</td><td data-cell-label=\"ذاكرة التخزين المؤقت 1 ساعة\" class=\"num\"><span class=\"card-cell-label\">ذاكرة التخزين المؤقت 1 ساعة</span>⁦‏0.00 US$⁩</td></tr></tbody></table></div><p class=\"note-s\">الأسعار بوحدة USD لكل 1K من الرموز. عند عدم تحديد تعرفة، تُستخدم التعرفة الأساسية لهذه الطريقة؛ وتشير «—» إلى عدم تحديد تعرفة أساسية.</p></section><p class=\"note-s\">تحجز Ailoot مبلغًا تقديريًا قبل الطلب. وبعد ظهور النتيجة، تُسوّي الرسوم النهائية بناءً على الاستخدام المقاس. وتستخدم تسوية البث سجل الاستخدام النهائي. <a href=\"/docs/ar/billing/reserve/\">كيفية عمل حجز المبلغ وتسوية الرسوم →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">أمثلة للطلبات</h3><h4>Ailoot · OpenAI Responses</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"خيارات الشيفرة\"><button class=\"cg-tab\" id=\"model-code-764-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-764-panel-0\" aria-selected=\"true\" tabindex=\"0\">مثال للنص</button><button class=\"cg-tab\" id=\"model-code-764-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-764-panel-1\" aria-selected=\"false\" tabindex=\"-1\">الإدخال، صورة</button><button class=\"cg-tab\" id=\"model-code-764-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-764-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-764-tab-3\" role=\"tab\" type=\"button\" aria-controls=\"model-code-764-panel-3\" aria-selected=\"false\" tabindex=\"-1\">Node.js SDK</button><button class=\"cg-tab\" id=\"model-code-764-tab-4\" role=\"tab\" type=\"button\" aria-controls=\"model-code-764-panel-4\" aria-selected=\"false\" tabindex=\"-1\">البث باستخدام Python</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"نسخ الشيفرة\"><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-764-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-764-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;grok-4.7-build-fast&quot;, &quot;input&quot;: &quot;&quot;}&#39;)\nf=Path(os.environ[&quot;AILOOT_TEXT_FILE&quot;])\nif not f.is_file():raise SystemExit(&quot;Choose your actual UTF-8 source material&quot;)\ntext=f.read_text(encoding=&quot;utf-8&quot;)\nif not text.strip():raise SystemExit(&quot;Source material must contain text&quot;)\np[&quot;input&quot;]=&quot;Summarize this material and quote supporting source passages.\\n\\n&quot;+text\nPath(&quot;request.json&quot;).write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/responses \\\n  -H &quot;Authorization: Bearer $AILOOT_API_KEY&quot; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nsave_result(json.loads(Path(&quot;result.json&quot;).read_text(encoding=&quot;utf-8&quot;)))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-764-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-764-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;grok-4.7-build-fast&quot;, &quot;input&quot;: [{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: [{&quot;type&quot;: &quot;input_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;input&quot;][0][&quot;content&quot;].append({&quot;type&quot;:&quot;input_image&quot;,&quot;image_url&quot;:&quot;data:&quot;+mime+&quot;;base64,&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/responses \\\n  -H &quot;Authorization: Bearer $AILOOT_API_KEY&quot; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nsave_result(json.loads(Path(&quot;result.json&quot;).read_text(encoding=&quot;utf-8&quot;)))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-764-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-764-tab-2\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient = OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;, api_key=os.environ[&quot;AILOOT_API_KEY&quot;], max_retries=0)\nresp = client.responses.create(model=&quot;grok-4.7-build-fast&quot;, input=&quot;Explain the difference between an observation and a hypothesis in three sentences.&quot;)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nsave_result(resp.to_dict(mode=&quot;json&quot;))\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-764-panel-3\" role=\"tabpanel\" aria-labelledby=\"model-code-764-tab-3\" hidden><pre data-lang=\"js\"><code>import OpenAI from &quot;openai&quot;;\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(&quot;Set AILOOT_API_KEY before making a request&quot;);\nconst client = new OpenAI({ baseURL: &quot;https://api.ailoot.ai/v1&quot;, apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst resp = await client.responses.create({ model: &quot;grok-4.7-build-fast&quot;, input: &quot;Explain the difference between an observation and a hypothesis in three sentences.&quot; });\nimport { writeFileSync } from &quot;node:fs&quot;;\n\nfunction saveResult(data, stem = &quot;result&quot;) {\n  writeFileSync(stem + &quot;.json&quot;, JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) =&gt; {\n    const raw = Buffer.from(encoded, &quot;base64&quot;);\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? &quot;png&quot; : raw[0]===255 &amp;&amp; raw[1]===216 ? &quot;jpg&quot; : raw.subarray(0,4).toString()===&quot;RIFF&quot; &amp;&amp; raw.subarray(8,12).toString()===&quot;WEBP&quot; ? &quot;webp&quot; : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(&quot;Saved&quot;, file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(&quot;Content&quot;, i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(&quot;Choice&quot;, choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(&quot;Output&quot;, i, JSON.stringify(item));\n    if (item.type === &quot;image_generation_call&quot; &amp;&amp; item.result) saveBlob(item.result, item.output_format || &quot;bin&quot;, `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(&quot;Candidate/part&quot;, ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;})[mime] || &quot;bin&quot;;\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(resp);\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-764-panel-4\" role=\"tabpanel\" aria-labelledby=\"model-code-764-tab-4\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\nfrom pathlib import Path\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient=OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;,api_key=os.environ[&quot;AILOOT_API_KEY&quot;],max_retries=0)\nwith client.responses.stream(model=&quot;grok-4.7-build-fast&quot;, input=&quot;Explain the difference between an observation and a hypothesis in three sentences.&quot;) as stream:\n    with Path(&quot;stream-events.jsonl&quot;).open(&quot;w&quot;,encoding=&quot;utf-8&quot;) as log:\n        for event in stream:\n            payload=event.to_dict(mode=&quot;json&quot;)\n            log.write(json.dumps(payload,ensure_ascii=False)+&quot;\\n&quot;); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_response()\n    save_result(final.to_dict(mode=&quot;json&quot;),&quot;stream-result&quot;)\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">استلام النتائج وحفظها</h3><h4>Ailoot · OpenAI Responses</h4><p class=\"note-s\">json أو SSE</p><div class=\"card-result-process\" data-all-results><h5>الاحتفاظ بكل النتائج المكتملة</h5><p class=\"note-s\">احتفظ بكل استجابة كاملة وكل ملف وجزء محتوى تم إرجاعه.</p><p class=\"note-s\">احتفظ بكل عنصر إخراج وجزء محتوى وقيمة call_id الفعلية للدالة والاستدلال المشفّر والاستخدام. وفي البث، احتفظ بهوية الحدث/العنصر كاملة.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>عند الحاجة إلى التحقق من الاستجابة الأصلية</h5><p class=\"note-s\">احتفظ بمعرّفات الطلبات/الاستجابات والترويسات. لا يُقدَّم URL عام لاسترجاع مهمة نصية.</p></div><details class=\"card-about\" data-output-fields><summary>حقول الاستجابة</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>الحقل</th><th>النوع</th></tr></thead><tbody><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">id</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>string</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">status</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>string</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">output[]</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>message|reasoning|function_call|other item</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">output[].content[]</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>content part</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>الأخطاء والخطوات التالية</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>الاستجابة</th><th>الشرط</th><th>الخطوة التالية</th></tr></thead><tbody><tr><th data-cell-label=\"الاستجابة\" scope=\"row\"><span class=\"card-cell-label\">الاستجابة</span>⁦400⁩ · <code>invalid_request_error</code></th><td data-cell-label=\"الشرط\"><span class=\"card-cell-label\">الشرط</span>حقول مطلوبة أو تمثيل مادة أو قيمة معلمة غير صحيحة</td><td data-cell-label=\"الخطوة التالية\"><span class=\"card-cell-label\">الخطوة التالية</span>صحّح الحقول المحددة قبل طلب إنشاء جديد.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">الأسماء البديلة</h3><h4>الأسماء البديلة للنموذج</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=grok-4.7-build-fast&amp;route=Core&amp;caller=grok-4.7-build-fast&amp;fmt=responses\"><code>grok-4.7-build-fast</code></a></span></p><h4>الأسماء البديلة لمسارات الطرائق</h4><p class=\"note-s\">استخدم مسارات الطرائق المعروضة أعلاه.</p><h4>معرّفات النماذج ذات الصلة IDs</h4><p class=\"note-s\"><a href=\"#m=grok-4.7-build-fast&amp;route=Core&amp;caller=grok-4.7-build-fast&amp;fmt=responses\"><code>grok-4.7-build-fast</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "grok-4.7-build-fast",
        "fmt": "responses",
        "http": "POST",
        "path": "/v1/responses",
        "request_model_id": "grok-4.7-build-fast",
        "route_label": "Core"
      },
      "method_key": "Core|responses|/v1/responses|grok-4.7-build-fast",
      "ordinal": 1,
      "rawMethod": {
        "cache_read": 1,
        "cache_write": 0,
        "cache_write_1h": 0,
        "cache_write_5m": 0,
        "conditional_meter": null,
        "contract": {
          "data": {
            "all_results": "Keep every output item and content part, actual function call_id, encrypted reasoning and usage. In streaming retain complete event/item identity.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "حقول مطلوبة أو تمثيل مادة أو قيمة معلمة غير صحيحة",
                "http_status": 400,
                "recovery": "صحّح الحقول المحددة قبل طلب إنشاء جديد.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/responses"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "احتفظ بمعرّفات الطلبات/الاستجابات والترويسات. لا يُقدَّم URL عام لاسترجاع مهمة نصية."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "نص إدخال أو جزء input_text",
                "required_material": "نص UTF8"
              },
              {
                "availability": "Exact model input declaration and selected Source bridge required",
                "file_id_workflow": "No Ailoot upload/file-ID endpoint is introduced by this feed.",
                "mode": "text_plus_image",
                "representation": "{type:input_image,image_url}"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "احتفظ بكل عنصر إخراج وجزء محتوى وقيمة call_id الفعلية للدالة والاستدلال المشفّر والاستخدام. وفي البث، احتفظ بهوية الحدث/العنصر كاملة.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "status",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "output[]",
                  "type": "message|reasoning|function_call|other item"
                },
                {
                  "description": null,
                  "name": "output[].content[]",
                  "type": "content part"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json أو SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "grok-4.7-build-fast"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input",
                "required": true,
                "type": "string|input_item[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "message",
                  "reasoning",
                  "function_call",
                  "function_call_output"
                ],
                "enum_known": true,
                "name": "input[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input[].content",
                "required": false,
                "type": "string|content_part[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input[].call_id",
                "required": false,
                "type": "string",
                "when": "function_call_output؛ احتفظ بقيمة call_id الفعلية المُرجعة"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input[].output",
                "required": false,
                "type": "string|content_part[]",
                "when": "function_call_output"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_output_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning.effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning.summary",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "text.format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "text.verbosity",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "include",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "store",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "identity_rule": "معرّف استجابة فعلي فقط من متابعة مدعومة",
                "name": "previous_response_id",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_key",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": []
          },
          "hints": [
            "بُنى الطرق ومعرّفاتها دقيقة؛ قدرة المورد منفصلة عن السماح بالطلب."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "input"
            ],
            "text_file_material": "محتوى UTF-8 الفعلي مُدرج كنص؛ وتحتاج معرّفات الملفات/URLs إلى دعم دقيق منفصل"
          },
          "lifecycle": {
            "mode": "exact retained published method"
          },
          "method": {
            "http": "POST",
            "path": "/v1/responses"
          },
          "operation_modes": [
            "responses"
          ],
          "output": {
            "family": [
              "text"
            ],
            "format": "JSON or supported SSE",
            "multioutputs": "retain every actual response output"
          }
        },
        "ctx": 500000,
        "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\": \"grok-4.7-build-fast\", \"input\": \"\"}')\nf=Path(os.environ[\"AILOOT_TEXT_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose your actual UTF-8 source material\")\ntext=f.read_text(encoding=\"utf-8\")\nif not text.strip():raise SystemExit(\"Source material must contain text\")\np[\"input\"]=\"Summarize this material and quote supporting source passages.\\n\\n\"+text\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/responses \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(json.loads(Path(\"result.json\").read_text(encoding=\"utf-8\")))\nPY_RESULT\n",
            "label": "Use actual text material",
            "language": "bash"
          },
          {
            "code": "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\": \"grok-4.7-build-fast\", \"input\": [{\"role\": \"user\", \"content\": [{\"type\": \"input_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[\"input\"][0][\"content\"].append({\"type\":\"input_image\",\"image_url\":\"data:\"+mime+\";base64,\"+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/responses \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(json.loads(Path(\"result.json\").read_text(encoding=\"utf-8\")))\nPY_RESULT\n",
            "label": "Use your actual image",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient = OpenAI(base_url=\"https://api.ailoot.ai/v1\", api_key=os.environ[\"AILOOT_API_KEY\"], max_retries=0)\nresp = client.responses.create(model=\"grok-4.7-build-fast\", input=\"Explain the difference between an observation and a hypothesis in three sentences.\")\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(resp.to_dict(mode=\"json\"))\n",
            "label": "Python · retained SDK call",
            "language": "python"
          },
          {
            "SDK_retry_proof": {
              "field": "maxRetries",
              "scope": "normalclient options; no provider/account/proxy switches",
              "source_urls": [
                "https://raw.githubusercontent.com/openai/openai-node/master/src/client.ts",
                "https://raw.githubusercontent.com/anthropics/anthropic-sdk-typescript/main/src/client.ts"
              ],
              "value": 0
            },
            "code": "import OpenAI from \"openai\";\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(\"Set AILOOT_API_KEY before making a request\");\nconst client = new OpenAI({ baseURL: \"https://api.ailoot.ai/v1\", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst resp = await client.responses.create({ model: \"grok-4.7-build-fast\", input: \"Explain the difference between an observation and a hypothesis in three sentences.\" });\nimport { writeFileSync } from \"node:fs\";\n\nfunction saveResult(data, stem = \"result\") {\n  writeFileSync(stem + \".json\", JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) => {\n    const raw = Buffer.from(encoded, \"base64\");\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? \"png\" : raw[0]===255 && raw[1]===216 ? \"jpg\" : raw.subarray(0,4).toString()===\"RIFF\" && raw.subarray(8,12).toString()===\"WEBP\" ? \"webp\" : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(\"Saved\", file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(\"Content\", i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(\"Choice\", choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(\"Output\", i, JSON.stringify(item));\n    if (item.type === \"image_generation_call\" && item.result) saveBlob(item.result, item.output_format || \"bin\", `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(\"Candidate/part\", ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"})[mime] || \"bin\";\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(resp);\n",
            "label": "Node.js · retained SDK call",
            "language": "js"
          },
          {
            "Source_stream_contract": "typed parameters.stream=boolean/source_interface/defaultfalse; outputs.format=json or SSE",
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nwith client.responses.stream(model=\"grok-4.7-build-fast\", input=\"Explain the difference between an observation and a hypothesis in three sentences.\") as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_response()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "creation_argument_parity": "same model/input as existing normal SDK call; SDK sets stream=true",
            "label": "Python streaming · complete Responses result",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "responses",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 4,
        "input": [
          "text",
          "image"
        ],
        "label": "OpenAI Responses",
        "max_out": 500000,
        "max_tool_calls": null,
        "out": 12,
        "output": [
          "text"
        ],
        "path": "/v1/responses",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 4,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 12,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 1,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write",
                "label": "Cache write",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_5m",
                "label": "Cache write 5m",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_1h",
                "label": "Cache write 1h",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "grok-4.7-build-fast",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 1,
            "cache_write": 0,
            "cache_write_1h": 0,
            "cache_write_5m": 0,
            "in": 4,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "prompt-under-200k",
            "max": 200000,
            "min": 0,
            "null_rate_policy": "inherit_base_rate",
            "out": 12
          },
          {
            "cache_read": 1.5,
            "cache_write": 0,
            "cache_write_1h": 0,
            "cache_write_5m": 0,
            "in": 6,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "prompt-at-least-200k",
            "max": null,
            "min": 200000,
            "null_rate_policy": "inherit_base_rate",
            "out": 18
          }
        ],
        "tool_prices": null,
        "unit": "token",
        "units": []
      }
    },
    {
      "html": "<div class=\"sheet-head\"><span class=\"mav\" aria-hidden=\"true\">x</span><h2 id=\"sheet-title\">grok-4.7-build-fast</h2><button class=\"icon-btn\" type=\"button\" data-close-sheet aria-label=\"إغلاق\">×</button></div><div class=\"idline\"><span>xAI /</span><code>grok-4.7-build-fast</code><button type=\"button\" id=\"copy-id\">نسخ ID</button></div><nav class=\"card-jump-nav\" aria-label=\"أقسام بطاقة النموذج\"><button type=\"button\" data-card-jump=\"overview\">البداية</button><button type=\"button\" data-card-jump=\"methods\">المدخلات والطرائق</button><button type=\"button\" data-card-jump=\"pricing\">الباقات</button><button type=\"button\" data-card-jump=\"examples\">أمثلة</button><button type=\"button\" data-card-jump=\"results\">النتائج</button><button type=\"button\" data-card-jump=\"aliases\">الأسماء البديلة</button></nav><div class=\"card-method-tabs\" role=\"tablist\" aria-label=\"طرائق API\"><button type=\"button\" role=\"tab\" tabindex=\"0\" aria-controls=\"card-method-content\" aria-selected=\"true\" id=\"card-method-tab-0\" data-card-method=\"Core|chat|/v1/chat/completions|grok-4.7-build-fast\">Chat</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-1\" data-card-method=\"Core|messages|/v1/messages|grok-4.7-build-fast\">Messages</button><button type=\"button\" role=\"tab\" tabindex=\"-1\" aria-controls=\"card-method-content\" aria-selected=\"false\" id=\"card-method-tab-2\" data-card-method=\"Core|responses|/v1/responses|grok-4.7-build-fast\">Responses</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\">البداية</h3><p class=\"mdesc-full\">Grok 4.7 Build Fast هو ملف تعريف مسمّى للنصوص والصور لتحويل المادة المقدّمة إلى إجابة مكتوبة أو تحليل أو تغيير شيفرة مقترح.</p><dl class=\"card-io\" data-card-io><div><dt>المدخلات المقبولة</dt><dd>النص · الصور</dd></div><div><dt>النتائج</dt><dd>النص</dd></div></dl><details class=\"card-about\"><summary>عن النموذج</summary><p class=\"note-s\" data-model-method-boundary>يغطي هذا الوصف قدرات النموذج. وترد أدناه المدخلات والمخرجات والخيارات المتاحة في Ailoot للطريقة المحددة.</p><div class=\"mabout\" id=\"m-about\"><p>يقبل Grok 4.7 Build Fast مواد نصية وصورية ويُنتج نصًا. يسجّل ملفه سياقًا يبلغ 500,000 رمز، ما يتيح تنظيم المهمة حول مادة مقدّمة كبيرة الحجم.</p><h4>حدّد المخرج المكتوب</h4><p>في سؤال عن الشيفرة، أدرج الملفات ذات الصلة ورسالة الخطأ والسلوك المتوقع. وفي سؤال مرئي، قدّم صورة مقروءة وحدّد التفاصيل المطلوب فحصها. وفي تحليل مستند، سمِّ المقاطع المصدرية واذكر معايير المقارنة.</p><p>اطلب النتيجة في شكل يمكنك فحصه: رقعة مقترحة أو قائمة نتائج أو ملخص منظّم أو شرح مرتبط بالأدلة. احتفظ بهوية Build Fast الدقيقة مع الطلب والإجابة عند مقارنة ملفات Grok المسمّاة.</p></div></details></section><section class=\"card-section\" data-card-section=\"methods\"><h3 tabindex=\"-1\">متاح في Ailoot · المدخلات والطرائق</h3><details class=\"card-method\" open><summary><b>Ailoot · محادثة OpenAI</b> <code>POST /v1/chat/completions</code></summary><dl class=\"method-capabilities\"><div><dt>الإدخال</dt><dd><code>text</code>, <code>image</code></dd></div><div><dt>الإخراج</dt><dd><code>text</code></dd></div><div><dt>السياق</dt><dd>⁦500,000⁩ tokens</dd></div><div><dt>الحد الأقصى للإخراج</dt><dd>⁦500,000⁩ tokens</dd></div><div><dt>صيغة الإخراج</dt><dd>json أو SSE</dd></div></dl><div class=\"tw\" data-card-parameters data-typed-parameters><table><thead><tr><th>الحقل</th><th>النوع</th><th>المتطلب</th><th>القيم والحدود</th><th>القيمة الافتراضية</th></tr></thead><tbody><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">model</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>مطلوب</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>grok-4.7-build-fast</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">messages</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>message[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>مطلوب</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>الحد الأدنى للعناصر: ⁦1⁩</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">messages[].role</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>مطلوب</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>أمثلة: system, user, assistant, tool, function</div><div>الشروط: تُمثَّل هذه الأدوار صراحةً بأنواع التوافق في الشيفرة المصدرية؛ وتظل مجموعة الأدوار الدقيقة خاصة بكل نموذج.</div><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">messages[].content</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string|content_part[]|null</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">messages[].tool_calls</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>tool_call[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">messages[].tool_call_id</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>ينطبق عندما: role=tool؛ استخدم المعرّف الفعلي المُرجع</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">messages[].name</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">messages[].reasoning_content</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>ينطبق عندما: أعِد تمرير الاستدلال الفعلي المُرجع حيث يستخدمه هذا النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">messages[].reasoning_details</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>object|array</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">max_tokens</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>integer</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>الحد الأدنى: ⁦1⁩</div><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">max_completion_tokens</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>integer</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>الحد الأدنى: ⁦1⁩</div><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">stream</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>boolean</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"known\"><span class=\"card-cell-label\">القيمة الافتراضية</span>false</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">stream_options.include_usage</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>boolean</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">temperature</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>number</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">top_p</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>number</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">stop</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string|string[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tools</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>function_tool[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tools[].type</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tools[].function.name</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>مطلوب</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div>ينطبق عندما: أداة دالة مقدّمة</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tools[].function.description</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_interface\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tools[].function.parameters</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>JSON_schema</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">tool_choice</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string|object</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">parallel_tool_calls</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>boolean</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">response_format</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>object</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">reasoning_effort</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">reasoning</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>object</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">service_tier</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"source_compatibility\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">instructions</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">حقل للتوافق</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">functions</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>function[]</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">function_call</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>string|object</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr><tr data-parameter-availability=\"model_dependent\"><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">prompt_cache_options</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span><code>object</code></td><td data-cell-label=\"المتطلب\"><span class=\"card-cell-label\">المتطلب</span>اختياري</td><td data-cell-label=\"القيم والحدود\"><span class=\"card-cell-label\">القيم والحدود</span><div class=\"note-s\">يعتمد على النموذج</div></td><td data-cell-label=\"القيمة الافتراضية\" data-default=\"unspecified\"><span class=\"card-cell-label\">القيمة الافتراضية</span>—</td></tr></tbody></table></div><details class=\"card-about\" data-material-combinations><summary>تركيبات مواد الإدخال</summary><p class=\"note-s\"><b>النص</b> · نص UTF8</p><p class=\"note-s\"><code>messages[].content</code></p><p class=\"note-s\"><b>نص + صورة</b></p><p class=\"note-s\"><code>{type:image_url,image_url:{url,detail}}</code></p></details><details class=\"note-s\" data-method-contract><summary>معلمات الطريقة ودورة حياتها</summary><div class=\"tw\" data-card-table=\"contract\"><table><thead><tr><th>المعلمة</th><th>المواصفات</th></tr></thead><tbody><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>material_types</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>text, image</td></tr><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>required</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>model, messages</td></tr><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>optional_controls</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>null</td></tr><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>content_type</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>application/json</td></tr><tr><th data-cell-label=\"المعلمة\" scope=\"row\"><span class=\"card-cell-label\">المعلمة</span><code>text_file_material</code></th><td data-cell-label=\"المواصفات\"><span class=\"card-cell-label\">المواصفات</span>محتوى UTF-8 الفعلي مُدرج كنص؛ وتحتاج معرّفات الملفات/URLs إلى دعم دقيق منفصل</td></tr></tbody></table></div><p>دورة الحياة: <code>exact retained published method</code></p><p class=\"note-s\">بُنى الطرق ومعرّفاتها دقيقة؛ قدرة المورد منفصلة عن السماح بالطلب.</p></details></details></section><section class=\"card-section\" data-card-section=\"pricing\"><h3 tabindex=\"-1\">الباقات</h3><h4>تعرفات طرائق Ailoot</h4><section class=\"meth\" data-route=\"Core\"><header><b><span class=\"alias\">Ailoot</span> محادثة OpenAI</b><code>POST /v1/chat/completions</code></header><dl><div><dt>الإدخال</dt><dd>⁦‏0.004 US$⁩ <em>/ 1K</em></dd></div><div><dt>الإخراج</dt><dd>⁦‏0.012 US$⁩ <em>/ 1K</em></dd></div><div><dt>قراءة ذاكرة التخزين المؤقت</dt><dd>⁦‏0.001 US$⁩ <em>/ 1K</em></dd></div><div><dt>الكتابة إلى ذاكرة التخزين المؤقت</dt><dd>⁦‏0.00 US$⁩ <em>/ 1K</em></dd></div><div><dt>الكتابة إلى ذاكرة التخزين المؤقت، 5 دقائق</dt><dd>⁦‏0.00 US$⁩ <em>/ 1K tokens</em></dd></div><div><dt>الكتابة إلى ذاكرة التخزين المؤقت، 1 ساعة</dt><dd>⁦‏0.00 US$⁩ <em>/ 1K tokens</em></dd></div></dl><h4>الأسعار بحسب طول الطلب · محادثة OpenAI</h4><div class=\"tw\" data-card-table=\"tiers\"><table><thead><tr><th>حجم الطلب بالرموز</th><th class=\"num\">الإدخال</th><th class=\"num\">الإخراج</th><th class=\"num\">قراءة ذاكرة التخزين المؤقت</th><th class=\"num\">الكتابة إلى ذاكرة التخزين المؤقت</th><th class=\"num\">ذاكرة التخزين المؤقت 5 دقائق</th><th class=\"num\">ذاكرة التخزين المؤقت 1 ساعة</th></tr></thead><tbody><tr><td data-cell-label=\"حجم الطلب بالرموز\"><span class=\"card-cell-label\">حجم الطلب بالرموز</span><span class=\"card-tier-interval\">(⁦0⁩; ⁦200,000⁩]</span></td><td data-cell-label=\"الإدخال\" class=\"num\"><span class=\"card-cell-label\">الإدخال</span>⁦‏0.004 US$⁩</td><td data-cell-label=\"الإخراج\" class=\"num\"><span class=\"card-cell-label\">الإخراج</span>⁦‏0.012 US$⁩</td><td data-cell-label=\"قراءة ذاكرة التخزين المؤقت\" class=\"num\"><span class=\"card-cell-label\">قراءة ذاكرة التخزين المؤقت</span>⁦‏0.001 US$⁩</td><td data-cell-label=\"الكتابة إلى ذاكرة التخزين المؤقت\" class=\"num\"><span class=\"card-cell-label\">الكتابة إلى ذاكرة التخزين المؤقت</span>⁦‏0.00 US$⁩</td><td data-cell-label=\"ذاكرة التخزين المؤقت 5 دقائق\" class=\"num\"><span class=\"card-cell-label\">ذاكرة التخزين المؤقت 5 دقائق</span>⁦‏0.00 US$⁩</td><td data-cell-label=\"ذاكرة التخزين المؤقت 1 ساعة\" class=\"num\"><span class=\"card-cell-label\">ذاكرة التخزين المؤقت 1 ساعة</span>⁦‏0.00 US$⁩</td></tr><tr><td data-cell-label=\"حجم الطلب بالرموز\"><span class=\"card-cell-label\">حجم الطلب بالرموز</span><span class=\"card-tier-interval\">(⁦200,000⁩; ∞)</span></td><td data-cell-label=\"الإدخال\" class=\"num\"><span class=\"card-cell-label\">الإدخال</span>⁦‏0.006 US$⁩</td><td data-cell-label=\"الإخراج\" class=\"num\"><span class=\"card-cell-label\">الإخراج</span>⁦‏0.018 US$⁩</td><td data-cell-label=\"قراءة ذاكرة التخزين المؤقت\" class=\"num\"><span class=\"card-cell-label\">قراءة ذاكرة التخزين المؤقت</span>⁦‏0.0015 US$⁩</td><td data-cell-label=\"الكتابة إلى ذاكرة التخزين المؤقت\" class=\"num\"><span class=\"card-cell-label\">الكتابة إلى ذاكرة التخزين المؤقت</span>⁦‏0.00 US$⁩</td><td data-cell-label=\"ذاكرة التخزين المؤقت 5 دقائق\" class=\"num\"><span class=\"card-cell-label\">ذاكرة التخزين المؤقت 5 دقائق</span>⁦‏0.00 US$⁩</td><td data-cell-label=\"ذاكرة التخزين المؤقت 1 ساعة\" class=\"num\"><span class=\"card-cell-label\">ذاكرة التخزين المؤقت 1 ساعة</span>⁦‏0.00 US$⁩</td></tr></tbody></table></div><p class=\"note-s\">الأسعار بوحدة USD لكل 1K من الرموز. عند عدم تحديد تعرفة، تُستخدم التعرفة الأساسية لهذه الطريقة؛ وتشير «—» إلى عدم تحديد تعرفة أساسية.</p></section><p class=\"note-s\">تحجز Ailoot مبلغًا تقديريًا قبل الطلب. وبعد ظهور النتيجة، تُسوّي الرسوم النهائية بناءً على الاستخدام المقاس. وتستخدم تسوية البث سجل الاستخدام النهائي. <a href=\"/docs/ar/billing/reserve/\">كيفية عمل حجز المبلغ وتسوية الرسوم →</a></p></section><section class=\"card-section\" data-card-section=\"examples\"><h3 tabindex=\"-1\">أمثلة للطلبات</h3><h4>Ailoot · محادثة OpenAI</h4><div class=\"code-group\"><div class=\"cg-bar\"><div class=\"cg-tabs\" role=\"tablist\" aria-label=\"خيارات الشيفرة\"><button class=\"cg-tab\" id=\"model-code-765-tab-0\" role=\"tab\" type=\"button\" aria-controls=\"model-code-765-panel-0\" aria-selected=\"true\" tabindex=\"0\">مثال للنص</button><button class=\"cg-tab\" id=\"model-code-765-tab-1\" role=\"tab\" type=\"button\" aria-controls=\"model-code-765-panel-1\" aria-selected=\"false\" tabindex=\"-1\">الإدخال، صورة</button><button class=\"cg-tab\" id=\"model-code-765-tab-2\" role=\"tab\" type=\"button\" aria-controls=\"model-code-765-panel-2\" aria-selected=\"false\" tabindex=\"-1\">Python SDK</button><button class=\"cg-tab\" id=\"model-code-765-tab-3\" role=\"tab\" type=\"button\" aria-controls=\"model-code-765-panel-3\" aria-selected=\"false\" tabindex=\"-1\">Node.js SDK</button><button class=\"cg-tab\" id=\"model-code-765-tab-4\" role=\"tab\" type=\"button\" aria-controls=\"model-code-765-panel-4\" aria-selected=\"false\" tabindex=\"-1\">البث باستخدام Python</button></div><div class=\"cg-tools\"><button class=\"cg-btn cg-copy\" type=\"button\" aria-label=\"نسخ الشيفرة\"><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-765-panel-0\" role=\"tabpanel\" aria-labelledby=\"model-code-765-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;grok-4.7-build-fast&quot;, &quot;messages&quot;: []}&#39;)\nf=Path(os.environ[&quot;AILOOT_TEXT_FILE&quot;])\nif not f.is_file():raise SystemExit(&quot;Choose your actual UTF-8 source material&quot;)\ntext=f.read_text(encoding=&quot;utf-8&quot;)\nif not text.strip():raise SystemExit(&quot;Source material must contain text&quot;)\np[&quot;messages&quot;]=[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Summarize this material and quote supporting source passages.\\n\\n&quot;+text}]\nPath(&quot;request.json&quot;).write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H &quot;Authorization: Bearer $AILOOT_API_KEY&quot; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(&quot;result.json&quot;).read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-765-panel-1\" role=\"tabpanel\" aria-labelledby=\"model-code-765-tab-1\" hidden><pre data-lang=\"bash\"><code>set -eu\n: &quot;${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;grok-4.7-build-fast&quot;, &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_url&quot;,&quot;image_url&quot;:{&quot;url&quot;:&quot;data:&quot;+mime+&quot;;base64,&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/chat/completions \\\n  -H &quot;Authorization: Bearer $AILOOT_API_KEY&quot; -H &#39;Content-Type: application/json&#39; \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - &lt;&lt;&#39;PY_RESULT&#39;\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(&quot;result.json&quot;).read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-765-panel-2\" role=\"tabpanel\" aria-labelledby=\"model-code-765-tab-2\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient = OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;, api_key=os.environ[&quot;AILOOT_API_KEY&quot;], max_retries=0)\nresp = client.chat.completions.create(\n    model=&quot;grok-4.7-build-fast&quot;,\n    messages=[{&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: &quot;Explain the difference between an observation and a hypothesis in three sentences.&quot;}],\n)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nsave_result(resp.to_dict(mode=&quot;json&quot;))\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-765-panel-3\" role=\"tabpanel\" aria-labelledby=\"model-code-765-tab-3\" hidden><pre data-lang=\"js\"><code>import OpenAI from &quot;openai&quot;;\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(&quot;Set AILOOT_API_KEY before making a request&quot;);\nconst client = new OpenAI({ baseURL: &quot;https://api.ailoot.ai/v1&quot;, apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst resp = await client.chat.completions.create({\n  model: &quot;grok-4.7-build-fast&quot;,\n  messages: [{ role: &quot;user&quot;, content: &quot;Explain the difference between an observation and a hypothesis in three sentences.&quot; }],\n});\nimport { writeFileSync } from &quot;node:fs&quot;;\n\nfunction saveResult(data, stem = &quot;result&quot;) {\n  writeFileSync(stem + &quot;.json&quot;, JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) =&gt; {\n    const raw = Buffer.from(encoded, &quot;base64&quot;);\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? &quot;png&quot; : raw[0]===255 &amp;&amp; raw[1]===216 ? &quot;jpg&quot; : raw.subarray(0,4).toString()===&quot;RIFF&quot; &amp;&amp; raw.subarray(8,12).toString()===&quot;WEBP&quot; ? &quot;webp&quot; : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(&quot;Saved&quot;, file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(&quot;Content&quot;, i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(&quot;Choice&quot;, choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(&quot;Output&quot;, i, JSON.stringify(item));\n    if (item.type === &quot;image_generation_call&quot; &amp;&amp; item.result) saveBlob(item.result, item.output_format || &quot;bin&quot;, `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(&quot;Candidate/part&quot;, ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;})[mime] || &quot;bin&quot;;\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(resp);\n</code></pre></div><div class=\"cg-pane\" id=\"model-code-765-panel-4\" role=\"tabpanel\" aria-labelledby=\"model-code-765-tab-4\" hidden><pre data-lang=\"python\"><code>from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(&quot;AILOOT_API_KEY&quot;, &quot;&quot;).strip(): raise SystemExit(&quot;Set AILOOT_API_KEY before making a request&quot;)\nclient=OpenAI(base_url=&quot;https://api.ailoot.ai/v1&quot;,api_key=os.environ[&quot;AILOOT_API_KEY&quot;],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=&quot;result&quot;):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + &quot;.json&quot;).write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=&quot;utf-8&quot;)\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b&quot;-_&quot;, validate=True)\n        ext = &quot;png&quot; if raw.startswith(b&quot;\\x89PNG\\r\\n\\x1a\\n&quot;) else &quot;jpg&quot; if raw.startswith(b&quot;\\xff\\xd8&quot;) else &quot;webp&quot; if raw[:4] == b&quot;RIFF&quot; and raw[8:12] == b&quot;WEBP&quot; else suffix\n        file = Path(stem + &quot;-&quot; + label + &quot;.&quot; + ext)\n        file.write_bytes(raw)\n        print(&quot;Saved&quot;, file)\n    for index, block in enumerate(data.get(&quot;content&quot;) or []):\n        print(&quot;Content&quot;, index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(&quot;choices&quot;) or []:\n        print(&quot;Choice&quot;, choice.get(&quot;index&quot;), json.dumps(choice.get(&quot;message&quot;, choice.get(&quot;delta&quot;, {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(&quot;output&quot;) or []):\n        print(&quot;Output&quot;, index, json.dumps(item, ensure_ascii=False))\n        if item.get(&quot;type&quot;) == &quot;image_generation_call&quot; and item.get(&quot;result&quot;):\n            save_blob(item[&quot;result&quot;], item.get(&quot;output_format&quot;) or &quot;bin&quot;, &quot;output-&quot; + str(index))\n    for ci, candidate in enumerate(data.get(&quot;candidates&quot;) or []):\n        for pi, part in enumerate((candidate.get(&quot;content&quot;) or {}).get(&quot;parts&quot;) or []):\n            print(&quot;Candidate/part&quot;, ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(&quot;inlineData&quot;) or part.get(&quot;inline_data&quot;)\n            if blob and blob.get(&quot;data&quot;):\n                mime = blob.get(&quot;mimeType&quot;) or blob.get(&quot;mime_type&quot;)\n                suffix = {&quot;image/png&quot;:&quot;png&quot;, &quot;image/jpeg&quot;:&quot;jpg&quot;, &quot;image/webp&quot;:&quot;webp&quot;, &quot;audio/wav&quot;:&quot;wav&quot;, &quot;audio/mpeg&quot;:&quot;mp3&quot;, &quot;video/mp4&quot;:&quot;mp4&quot;}.get(mime, &quot;bin&quot;)\n                save_blob(blob[&quot;data&quot;], suffix, &quot;candidate-&quot; + str(ci) + &quot;-part-&quot; + str(pi))\n\nwith client.chat.completions.stream(model=&#39;grok-4.7-build-fast&#39;,messages=[{&quot;role&quot;:&quot;user&quot;,&quot;content&quot;:&quot;Explain observations and hypotheses in three sentences.&quot;}]) as stream:\n    with Path(&quot;stream-events.jsonl&quot;).open(&quot;w&quot;,encoding=&quot;utf-8&quot;) as log:\n        for event in stream:\n            payload=event.to_dict(mode=&quot;json&quot;)\n            log.write(json.dumps(payload,ensure_ascii=False)+&quot;\\n&quot;); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=&quot;json&quot;),&quot;stream-result&quot;)\n</code></pre></div></div></div></section><section class=\"card-section\" data-card-section=\"results\"><h3 tabindex=\"-1\">استلام النتائج وحفظها</h3><h4>Ailoot · محادثة OpenAI</h4><p class=\"note-s\">json أو SSE</p><div class=\"card-result-process\" data-all-results><h5>الاحتفاظ بكل النتائج المكتملة</h5><p class=\"note-s\">احتفظ بكل استجابة كاملة وكل ملف وجزء محتوى تم إرجاعه.</p><p class=\"note-s\">احتفظ بكل اختيار ومحتواه واستدعاءات أدواته واستدلاله. في SSE، جمّع التحديثات بحسب فهرس الاختيار/الأداة، واحتفظ بسبب الإنهاء النهائي والاستخدام.</p></div><div class=\"card-result-process\" data-unknown-recovery><h5>عند الحاجة إلى التحقق من الاستجابة الأصلية</h5><p class=\"note-s\">احتفظ بمعرّفات الطلبات/الاستجابات والترويسات. لا يُقدَّم URL عام لاسترجاع مهمة نصية.</p></div><details class=\"card-about\" data-output-fields><summary>حقول الاستجابة</summary><div class=\"tw\" data-card-table=\"output\"><table><thead><tr><th>الحقل</th><th>النوع</th></tr></thead><tbody><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">choices[].index</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>integer</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">choices[].message.content</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>string|null</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">choices[].message.tool_calls</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>tool_call[]</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">choices[].message.reasoning_content</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>string</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">choices[].message.reasoning_details</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>object|array</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">choices[].finish_reason</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>string|null</td></tr><tr><th data-cell-label=\"الحقل\" scope=\"row\"><span class=\"card-cell-label\">الحقل</span><code class=\"card-field-name\">usage</code></th><td data-cell-label=\"النوع\" data-field-type><span class=\"card-cell-label\">النوع</span>object</td></tr></tbody></table></div></details><details class=\"card-about\" data-method-errors><summary>الأخطاء والخطوات التالية</summary><div class=\"tw\" data-card-table=\"errors\"><table><thead><tr><th>الاستجابة</th><th>الشرط</th><th>الخطوة التالية</th></tr></thead><tbody><tr><th data-cell-label=\"الاستجابة\" scope=\"row\"><span class=\"card-cell-label\">الاستجابة</span>⁦400⁩ · <code>invalid_request_error</code></th><td data-cell-label=\"الشرط\"><span class=\"card-cell-label\">الشرط</span>حقول مطلوبة أو تمثيل مادة أو قيمة معلمة غير صحيحة</td><td data-cell-label=\"الخطوة التالية\"><span class=\"card-cell-label\">الخطوة التالية</span>صحّح الحقول المحددة قبل طلب إنشاء جديد.</td></tr></tbody></table></div></details></section><section class=\"card-section\" data-card-section=\"aliases\"><h3 tabindex=\"-1\">الأسماء البديلة</h3><h4>الأسماء البديلة للنموذج</h4><p class=\"note-s\"><span data-model-alias-route=\"Core\"><b>Ailoot</b> <a href=\"#m=grok-4.7-build-fast&amp;route=Core&amp;caller=grok-4.7-build-fast&amp;fmt=chat\"><code>grok-4.7-build-fast</code></a></span></p><h4>الأسماء البديلة لمسارات الطرائق</h4><p class=\"note-s\">استخدم مسارات الطرائق المعروضة أعلاه.</p><h4>معرّفات النماذج ذات الصلة IDs</h4><p class=\"note-s\"><a href=\"#m=grok-4.7-build-fast&amp;route=Core&amp;caller=grok-4.7-build-fast&amp;fmt=chat\"><code>grok-4.7-build-fast</code></a></p></section></div>",
      "method_identity": {
        "effective_request_model_id": "grok-4.7-build-fast",
        "fmt": "chat",
        "http": "POST",
        "path": "/v1/chat/completions",
        "request_model_id": "grok-4.7-build-fast",
        "route_label": "Core"
      },
      "method_key": "Core|chat|/v1/chat/completions|grok-4.7-build-fast",
      "ordinal": 2,
      "rawMethod": {
        "cache_read": 1,
        "cache_write": 0,
        "cache_write_1h": 0,
        "cache_write_5m": 0,
        "conditional_meter": null,
        "contract": {
          "data": {
            "all_results": "Keep every choice and its content/tool calls/reasoning. In SSE assemble deltas by choice/tool index, retain the final finish reason and usage.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "حقول مطلوبة أو تمثيل مادة أو قيمة معلمة غير صحيحة",
                "http_status": 400,
                "recovery": "صحّح الحقول المحددة قبل طلب إنشاء جديد.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/chat/completions"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "احتفظ بمعرّفات الطلبات/الاستجابات والترويسات. لا يُقدَّم URL عام لاسترجاع مهمة نصية."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content",
                "required_material": "نص UTF8"
              },
              {
                "availability": "Exact model input declaration and selected Source bridge required",
                "file_id_workflow": "No Ailoot upload/file-ID endpoint is introduced by this feed.",
                "mode": "text_plus_image",
                "representation": "{type:image_url,image_url:{url,detail}}"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "احتفظ بكل اختيار ومحتواه واستدعاءات أدواته واستدلاله. في SSE، جمّع التحديثات بحسب فهرس الاختيار/الأداة، واحتفظ بسبب الإنهاء النهائي والاستخدام.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "choices[].index",
                  "type": "integer"
                },
                {
                  "description": null,
                  "name": "choices[].message.content",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "choices[].message.tool_calls",
                  "type": "tool_call[]"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_content",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_details",
                  "type": "object|array"
                },
                {
                  "description": null,
                  "name": "choices[].finish_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json أو SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "grok-4.7-build-fast"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "model_dependent",
                "conditions": "تُمثَّل هذه الأدوار صراحةً بأنواع التوافق في الشيفرة المصدرية؛ وتظل مجموعة الأدوار الدقيقة خاصة بكل نموذج.",
                "default": null,
                "default_known": false,
                "enum": [
                  "system",
                  "user",
                  "assistant",
                  "tool",
                  "function"
                ],
                "enum_exhaustive": false,
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": false,
                "type": "string|content_part[]|null"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_calls",
                "required": false,
                "type": "tool_call[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_call_id",
                "required": false,
                "type": "string",
                "when": "role=tool؛ استخدم المعرّف الفعلي المُرجع"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].name",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_content",
                "required": false,
                "type": "string",
                "when": "أعِد تمرير الاستدلال الفعلي المُرجع حيث يستخدمه هذا النموذج"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_details",
                "required": false,
                "type": "object|array"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_completion_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stream_options.include_usage",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stop",
                "required": false,
                "type": "string|string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "function_tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.name",
                "required": true,
                "type": "string",
                "when": "أداة دالة مقدّمة"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.description",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.parameters",
                "required": false,
                "type": "JSON_schema"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "response_format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning_effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_compatibility",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "functions",
                "required": false,
                "type": "function[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "function_call",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": []
          },
          "hints": [
            "بُنى الطرق ومعرّفاتها دقيقة؛ قدرة المورد منفصلة عن السماح بالطلب."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "messages"
            ],
            "text_file_material": "محتوى UTF-8 الفعلي مُدرج كنص؛ وتحتاج معرّفات الملفات/URLs إلى دعم دقيق منفصل"
          },
          "lifecycle": {
            "mode": "exact retained published method"
          },
          "method": {
            "http": "POST",
            "path": "/v1/chat/completions"
          },
          "operation_modes": [
            "chat_completions"
          ],
          "output": {
            "family": [
              "text"
            ],
            "format": "JSON or supported SSE",
            "multioutputs": "retain every actual response output"
          }
        },
        "ctx": 500000,
        "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\": \"grok-4.7-build-fast\", \"messages\": []}')\nf=Path(os.environ[\"AILOOT_TEXT_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose your actual UTF-8 source material\")\ntext=f.read_text(encoding=\"utf-8\")\nif not text.strip():raise SystemExit(\"Source material must contain text\")\np[\"messages\"]=[{\"role\":\"user\",\"content\":\"Summarize this material and quote supporting source passages.\\n\\n\"+text}]\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(\"result.json\").read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n",
            "label": "Use actual text material",
            "language": "bash"
          },
          {
            "code": "set -eu\n: \"${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\": \"grok-4.7-build-fast\", \"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_url\",\"image_url\":{\"url\":\"data:\"+mime+\";base64,\"+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/chat/completions \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(\"result.json\").read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n",
            "label": "Use your actual image",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient = OpenAI(base_url=\"https://api.ailoot.ai/v1\", api_key=os.environ[\"AILOOT_API_KEY\"], max_retries=0)\nresp = client.chat.completions.create(\n    model=\"grok-4.7-build-fast\",\n    messages=[{\"role\": \"user\", \"content\": \"Explain the difference between an observation and a hypothesis in three sentences.\"}],\n)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(resp.to_dict(mode=\"json\"))\n",
            "label": "Python · retained SDK call",
            "language": "python"
          },
          {
            "SDK_retry_proof": {
              "field": "maxRetries",
              "scope": "normalclient options; no provider/account/proxy switches",
              "source_urls": [
                "https://raw.githubusercontent.com/openai/openai-node/master/src/client.ts",
                "https://raw.githubusercontent.com/anthropics/anthropic-sdk-typescript/main/src/client.ts"
              ],
              "value": 0
            },
            "code": "import OpenAI from \"openai\";\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(\"Set AILOOT_API_KEY before making a request\");\nconst client = new OpenAI({ baseURL: \"https://api.ailoot.ai/v1\", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst resp = await client.chat.completions.create({\n  model: \"grok-4.7-build-fast\",\n  messages: [{ role: \"user\", content: \"Explain the difference between an observation and a hypothesis in three sentences.\" }],\n});\nimport { writeFileSync } from \"node:fs\";\n\nfunction saveResult(data, stem = \"result\") {\n  writeFileSync(stem + \".json\", JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) => {\n    const raw = Buffer.from(encoded, \"base64\");\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? \"png\" : raw[0]===255 && raw[1]===216 ? \"jpg\" : raw.subarray(0,4).toString()===\"RIFF\" && raw.subarray(8,12).toString()===\"WEBP\" ? \"webp\" : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(\"Saved\", file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(\"Content\", i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(\"Choice\", choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(\"Output\", i, JSON.stringify(item));\n    if (item.type === \"image_generation_call\" && item.result) saveBlob(item.result, item.output_format || \"bin\", `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(\"Candidate/part\", ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"})[mime] || \"bin\";\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(resp);\n",
            "label": "Node.js · retained SDK call",
            "language": "js"
          },
          {
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nwith client.chat.completions.stream(model='grok-4.7-build-fast',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python streaming · retain all events",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "chat",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 4,
        "input": [
          "text",
          "image"
        ],
        "label": "محادثة OpenAI",
        "max_out": 500000,
        "max_tool_calls": null,
        "out": 12,
        "output": [
          "text"
        ],
        "path": "/v1/chat/completions",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 4,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 12,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 1,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write",
                "label": "Cache write",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_5m",
                "label": "Cache write 5m",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_1h",
                "label": "Cache write 1h",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "grok-4.7-build-fast",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 1,
            "cache_write": 0,
            "cache_write_1h": 0,
            "cache_write_5m": 0,
            "in": 4,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "prompt-under-200k",
            "max": 200000,
            "min": 0,
            "null_rate_policy": "inherit_base_rate",
            "out": 12
          },
          {
            "cache_read": 1.5,
            "cache_write": 0,
            "cache_write_1h": 0,
            "cache_write_5m": 0,
            "in": 6,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "prompt-at-least-200k",
            "max": null,
            "min": 200000,
            "null_rate_policy": "inherit_base_rate",
            "out": 18
          }
        ],
        "tool_prices": null,
        "unit": "token",
        "units": []
      }
    }
  ],
  "model_id": "grok-4.7-build-fast",
  "nativeProvenance": {
    "input_facts_canonical_sha256": "6cf37510a7893d944f9e580cc89fa16890df59b50c862f644bb4aa01cf67f2fc",
    "input_html_sha256": "6fb426a84ad72a21244812b81c893da0b3f9bc0941251e4084553b9a9ead091f",
    "private_audit_sha256": "c57fcf17c2ef90a337b58a3bb5ba9cfda3cf4e5e6ecb467791c07411734365c3",
    "role": "historical-normalized-input-audit-hashes",
    "schema": "ailoot-native-model-provenance-v2"
  },
  "page": {
    "canonical": "https://ailoot.ai/models/ar/grok-4-7-build-fast/",
    "description": "Grok 4.7 Build Fast هو ملف تعريف مسمّى للنصوص والصور لتحويل المادة المقدّمة إلى إجابة مكتوبة أو تحليل أو تغيير شيفرة مقترح.",
    "locale": "ar",
    "md_url": "https://ailoot.ai/models/ar/grok-4-7-build-fast/index.md",
    "title": "grok-4.7-build-fast — Ailoot",
    "url": "https://ailoot.ai/models/ar/grok-4-7-build-fast/"
  },
  "practicalHtml": "<h3>مهمة عملية</h3><p>مثال تقني باللغة الإنجليزية</p><pre><code>Review a discount boundary\n\nReview this JavaScript function: function discount(qty) { return qty &gt; 10 ? 0.1 : 0; }. Requirement: orders of ten or more receive a ten-percent discount. Give a minimal proposed patch, the affected boundary and assertions for quantities 9, 10 and 11. Preserve the numeric return format.</code></pre><h4>النتيجة المتوقعة</h4><pre><code>A focused JavaScript patch, boundary explanation and three assertions.</code></pre><h4>التحقق من النتيجة</h4><pre><code>The patch must change quantity 10 without changing 9 or 11 behavior.</code></pre>",
  "practicalText": "مهمة عملية مثال تقني باللغة الإنجليزية Review a discount boundary Review this JavaScript function: function discount(qty) { return qty > 10 ? 0.1 : 0; }. Requirement: orders of ten or more receive a ten-percent discount. Give a minimal proposed patch, the affected boundary and assertions for quantities 9, 10 and 11. Preserve the numeric return format. النتيجة المتوقعة A focused JavaScript patch, boundary explanation and three assertions. التحقق من النتيجة The patch must change quantity 10 without changing 9 or 11 behavior.",
  "rawModel": {
    "about": "يقبل Grok 4.7 Build Fast مواد نصية وصورية ويُنتج نصًا. يسجّل ملفه سياقًا يبلغ 500,000 رمز، ما يتيح تنظيم المهمة حول مادة مقدّمة كبيرة الحجم.\n\n### حدّد المخرج المكتوب\n\nفي سؤال عن الشيفرة، أدرج الملفات ذات الصلة ورسالة الخطأ والسلوك المتوقع. وفي سؤال مرئي، قدّم صورة مقروءة وحدّد التفاصيل المطلوب فحصها. وفي تحليل مستند، سمِّ المقاطع المصدرية واذكر معايير المقارنة.\n\nاطلب النتيجة في شكل يمكنك فحصه: رقعة مقترحة أو قائمة نتائج أو ملخص منظّم أو شرح مرتبط بالأدلة. احتفظ بهوية Build Fast الدقيقة مع الطلب والإجابة عند مقارنة ملفات Grok المسمّاة.",
    "alias_of": null,
    "aliases": [],
    "author": "xAI",
    "ctx": 500000,
    "formats": [
      "messages",
      "responses",
      "chat"
    ],
    "id": "grok-4.7-build-fast",
    "input": [
      "text",
      "image"
    ],
    "kind": "text",
    "max_out": 500000,
    "methods": [
      {
        "cache_read": 1,
        "cache_write": 0,
        "cache_write_1h": 0,
        "cache_write_5m": 0,
        "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": "حقول مطلوبة أو تمثيل مادة أو قيمة معلمة غير صحيحة",
                "http_status": 400,
                "recovery": "صحّح الحقول المحددة قبل طلب إنشاء جديد.",
                "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": "احتفظ بمعرّفات الطلبات/الاستجابات والترويسات. لا يُقدَّم URL عام لاسترجاع مهمة نصية."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content أو كتلة type=text",
                "required_material": "نص UTF8"
              },
              {
                "availability": "Exact model input declaration and selected Source bridge required",
                "file_id_workflow": "No Ailoot upload/file-ID endpoint is introduced by this feed.",
                "mode": "text_plus_image",
                "representation": "{type:image,source:{type:base64,media_type,data}} أو مصدر من النوع type=url"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "احتفظ بكل كتل المحتوى وتوقيعات التفكير ومعرّفات استخدام الأدوات الفعلية. جمّع جميع تحديثات كتل SSE؛ فأول كتلة نصية ليست الإخراج الكامل.",
              "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 أو SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "grok-4.7-build-fast"
                ],
                "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": "الحد الأقصى الدقيق للنموذج/البطاقة المختارة",
                "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": "أداة مقدّمة"
              },
              {
                "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": [
            "بُنى الطرق ومعرّفاتها دقيقة؛ قدرة المورد منفصلة عن السماح بالطلب."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "messages",
              "max_tokens"
            ],
            "text_file_material": "محتوى UTF-8 الفعلي مُدرج كنص؛ وتحتاج معرّفات الملفات/URLs إلى دعم دقيق منفصل"
          },
          "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": 500000,
        "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\": \"grok-4.7-build-fast\", \"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\": \"grok-4.7-build-fast\", \"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=\"grok-4.7-build-fast\",\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: \"grok-4.7-build-fast\",\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='grok-4.7-build-fast',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": 4,
        "input": [
          "text",
          "image"
        ],
        "label": "رسائل Anthropic",
        "max_out": 500000,
        "max_tool_calls": null,
        "out": 12,
        "output": [
          "text"
        ],
        "path": "/v1/messages",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 4,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 12,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 1,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write",
                "label": "Cache write",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_5m",
                "label": "Cache write 5m",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_1h",
                "label": "Cache write 1h",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "grok-4.7-build-fast",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 1,
            "cache_write": 0,
            "cache_write_1h": 0,
            "cache_write_5m": 0,
            "in": 4,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "prompt-under-200k",
            "max": 200000,
            "min": 0,
            "null_rate_policy": "inherit_base_rate",
            "out": 12
          },
          {
            "cache_read": 1.5,
            "cache_write": 0,
            "cache_write_1h": 0,
            "cache_write_5m": 0,
            "in": 6,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "prompt-at-least-200k",
            "max": null,
            "min": 200000,
            "null_rate_policy": "inherit_base_rate",
            "out": 18
          }
        ],
        "tool_prices": null,
        "unit": "token",
        "units": []
      },
      {
        "cache_read": 1,
        "cache_write": 0,
        "cache_write_1h": 0,
        "cache_write_5m": 0,
        "conditional_meter": null,
        "contract": {
          "data": {
            "all_results": "Keep every output item and content part, actual function call_id, encrypted reasoning and usage. In streaming retain complete event/item identity.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "حقول مطلوبة أو تمثيل مادة أو قيمة معلمة غير صحيحة",
                "http_status": 400,
                "recovery": "صحّح الحقول المحددة قبل طلب إنشاء جديد.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/responses"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "احتفظ بمعرّفات الطلبات/الاستجابات والترويسات. لا يُقدَّم URL عام لاسترجاع مهمة نصية."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "نص إدخال أو جزء input_text",
                "required_material": "نص UTF8"
              },
              {
                "availability": "Exact model input declaration and selected Source bridge required",
                "file_id_workflow": "No Ailoot upload/file-ID endpoint is introduced by this feed.",
                "mode": "text_plus_image",
                "representation": "{type:input_image,image_url}"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "احتفظ بكل عنصر إخراج وجزء محتوى وقيمة call_id الفعلية للدالة والاستدلال المشفّر والاستخدام. وفي البث، احتفظ بهوية الحدث/العنصر كاملة.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "id",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "status",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "output[]",
                  "type": "message|reasoning|function_call|other item"
                },
                {
                  "description": null,
                  "name": "output[].content[]",
                  "type": "content part"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json أو SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "grok-4.7-build-fast"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input",
                "required": true,
                "type": "string|input_item[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "message",
                  "reasoning",
                  "function_call",
                  "function_call_output"
                ],
                "enum_known": true,
                "name": "input[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input[].content",
                "required": false,
                "type": "string|content_part[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input[].call_id",
                "required": false,
                "type": "string",
                "when": "function_call_output؛ احتفظ بقيمة call_id الفعلية المُرجعة"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "input[].output",
                "required": false,
                "type": "string|content_part[]",
                "when": "function_call_output"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_output_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning.effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning.summary",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "text.format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "text.verbosity",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "include",
                "required": false,
                "type": "string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "store",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "identity_rule": "معرّف استجابة فعلي فقط من متابعة مدعومة",
                "name": "previous_response_id",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_key",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": []
          },
          "hints": [
            "بُنى الطرق ومعرّفاتها دقيقة؛ قدرة المورد منفصلة عن السماح بالطلب."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "input"
            ],
            "text_file_material": "محتوى UTF-8 الفعلي مُدرج كنص؛ وتحتاج معرّفات الملفات/URLs إلى دعم دقيق منفصل"
          },
          "lifecycle": {
            "mode": "exact retained published method"
          },
          "method": {
            "http": "POST",
            "path": "/v1/responses"
          },
          "operation_modes": [
            "responses"
          ],
          "output": {
            "family": [
              "text"
            ],
            "format": "JSON or supported SSE",
            "multioutputs": "retain every actual response output"
          }
        },
        "ctx": 500000,
        "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\": \"grok-4.7-build-fast\", \"input\": \"\"}')\nf=Path(os.environ[\"AILOOT_TEXT_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose your actual UTF-8 source material\")\ntext=f.read_text(encoding=\"utf-8\")\nif not text.strip():raise SystemExit(\"Source material must contain text\")\np[\"input\"]=\"Summarize this material and quote supporting source passages.\\n\\n\"+text\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/responses \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(json.loads(Path(\"result.json\").read_text(encoding=\"utf-8\")))\nPY_RESULT\n",
            "label": "Use actual text material",
            "language": "bash"
          },
          {
            "code": "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\": \"grok-4.7-build-fast\", \"input\": [{\"role\": \"user\", \"content\": [{\"type\": \"input_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[\"input\"][0][\"content\"].append({\"type\":\"input_image\",\"image_url\":\"data:\"+mime+\";base64,\"+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/responses \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(json.loads(Path(\"result.json\").read_text(encoding=\"utf-8\")))\nPY_RESULT\n",
            "label": "Use your actual image",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient = OpenAI(base_url=\"https://api.ailoot.ai/v1\", api_key=os.environ[\"AILOOT_API_KEY\"], max_retries=0)\nresp = client.responses.create(model=\"grok-4.7-build-fast\", input=\"Explain the difference between an observation and a hypothesis in three sentences.\")\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(resp.to_dict(mode=\"json\"))\n",
            "label": "Python · retained SDK call",
            "language": "python"
          },
          {
            "SDK_retry_proof": {
              "field": "maxRetries",
              "scope": "normalclient options; no provider/account/proxy switches",
              "source_urls": [
                "https://raw.githubusercontent.com/openai/openai-node/master/src/client.ts",
                "https://raw.githubusercontent.com/anthropics/anthropic-sdk-typescript/main/src/client.ts"
              ],
              "value": 0
            },
            "code": "import OpenAI from \"openai\";\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(\"Set AILOOT_API_KEY before making a request\");\nconst client = new OpenAI({ baseURL: \"https://api.ailoot.ai/v1\", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst resp = await client.responses.create({ model: \"grok-4.7-build-fast\", input: \"Explain the difference between an observation and a hypothesis in three sentences.\" });\nimport { writeFileSync } from \"node:fs\";\n\nfunction saveResult(data, stem = \"result\") {\n  writeFileSync(stem + \".json\", JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) => {\n    const raw = Buffer.from(encoded, \"base64\");\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? \"png\" : raw[0]===255 && raw[1]===216 ? \"jpg\" : raw.subarray(0,4).toString()===\"RIFF\" && raw.subarray(8,12).toString()===\"WEBP\" ? \"webp\" : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(\"Saved\", file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(\"Content\", i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(\"Choice\", choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(\"Output\", i, JSON.stringify(item));\n    if (item.type === \"image_generation_call\" && item.result) saveBlob(item.result, item.output_format || \"bin\", `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(\"Candidate/part\", ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"})[mime] || \"bin\";\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(resp);\n",
            "label": "Node.js · retained SDK call",
            "language": "js"
          },
          {
            "Source_stream_contract": "typed parameters.stream=boolean/source_interface/defaultfalse; outputs.format=json or SSE",
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nwith client.responses.stream(model=\"grok-4.7-build-fast\", input=\"Explain the difference between an observation and a hypothesis in three sentences.\") as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_response()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "creation_argument_parity": "same model/input as existing normal SDK call; SDK sets stream=true",
            "label": "Python streaming · complete Responses result",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "responses",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 4,
        "input": [
          "text",
          "image"
        ],
        "label": "OpenAI Responses",
        "max_out": 500000,
        "max_tool_calls": null,
        "out": 12,
        "output": [
          "text"
        ],
        "path": "/v1/responses",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 4,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 12,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 1,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write",
                "label": "Cache write",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_5m",
                "label": "Cache write 5m",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_1h",
                "label": "Cache write 1h",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "grok-4.7-build-fast",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 1,
            "cache_write": 0,
            "cache_write_1h": 0,
            "cache_write_5m": 0,
            "in": 4,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "prompt-under-200k",
            "max": 200000,
            "min": 0,
            "null_rate_policy": "inherit_base_rate",
            "out": 12
          },
          {
            "cache_read": 1.5,
            "cache_write": 0,
            "cache_write_1h": 0,
            "cache_write_5m": 0,
            "in": 6,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "prompt-at-least-200k",
            "max": null,
            "min": 200000,
            "null_rate_policy": "inherit_base_rate",
            "out": 18
          }
        ],
        "tool_prices": null,
        "unit": "token",
        "units": []
      },
      {
        "cache_read": 1,
        "cache_write": 0,
        "cache_write_1h": 0,
        "cache_write_5m": 0,
        "conditional_meter": null,
        "contract": {
          "data": {
            "all_results": "Keep every choice and its content/tool calls/reasoning. In SSE assemble deltas by choice/tool index, retain the final finish reason and usage.",
            "authentication": {
              "api_key_source": "AILOOT_API_KEY",
              "header": "Authorization: Bearer"
            },
            "errors": [
              {
                "code": null,
                "condition": "حقول مطلوبة أو تمثيل مادة أو قيمة معلمة غير صحيحة",
                "http_status": 400,
                "recovery": "صحّح الحقول المحددة قبل طلب إنشاء جديد.",
                "type": "invalid_request_error"
              }
            ],
            "hints": [
              "Model context is not an output cap.",
              "A model-dependent field needs the exact published model profile; unspecified defaults/enums are not guessed.",
              "Tool calls propose actions; the client application returns actual observations with the returned call ID."
            ],
            "ignored_fields": [],
            "lifecycle": {
              "create": {
                "http": "POST",
                "path": "/v1/chat/completions"
              },
              "job_read": null,
              "mode": "synchronous_or_streamed",
              "unknown": "احتفظ بمعرّفات الطلبات/الاستجابات والترويسات. لا يُقدَّم URL عام لاسترجاع مهمة نصية."
            },
            "material_combinations": [
              {
                "mode": "text",
                "representation": "messages[].content",
                "required_material": "نص UTF8"
              },
              {
                "availability": "Exact model input declaration and selected Source bridge required",
                "file_id_workflow": "No Ailoot upload/file-ID endpoint is introduced by this feed.",
                "mode": "text_plus_image",
                "representation": "{type:image_url,image_url:{url,detail}}"
              }
            ],
            "operation_modes": [
              "conversation",
              "function_tool_continuation",
              "streaming"
            ],
            "outputs": {
              "all_results": "احتفظ بكل اختيار ومحتواه واستدعاءات أدواته واستدلاله. في SSE، جمّع التحديثات بحسب فهرس الاختيار/الأداة، واحتفظ بسبب الإنهاء النهائي والاستخدام.",
              "family": "text",
              "fields": [
                {
                  "description": null,
                  "name": "choices[].index",
                  "type": "integer"
                },
                {
                  "description": null,
                  "name": "choices[].message.content",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "choices[].message.tool_calls",
                  "type": "tool_call[]"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_content",
                  "type": "string"
                },
                {
                  "description": null,
                  "name": "choices[].message.reasoning_details",
                  "type": "object|array"
                },
                {
                  "description": null,
                  "name": "choices[].finish_reason",
                  "type": "string|null"
                },
                {
                  "description": null,
                  "name": "usage",
                  "type": "object"
                }
              ],
              "format": "json أو SSE"
            },
            "parameters": [
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": [
                  "grok-4.7-build-fast"
                ],
                "enum_known": true,
                "name": "model",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "min_items": 1,
                "name": "messages",
                "required": true,
                "type": "message[]"
              },
              {
                "availability": "model_dependent",
                "conditions": "تُمثَّل هذه الأدوار صراحةً بأنواع التوافق في الشيفرة المصدرية؛ وتظل مجموعة الأدوار الدقيقة خاصة بكل نموذج.",
                "default": null,
                "default_known": false,
                "enum": [
                  "system",
                  "user",
                  "assistant",
                  "tool",
                  "function"
                ],
                "enum_exhaustive": false,
                "enum_known": true,
                "name": "messages[].role",
                "required": true,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].content",
                "required": false,
                "type": "string|content_part[]|null"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_calls",
                "required": false,
                "type": "tool_call[]"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].tool_call_id",
                "required": false,
                "type": "string",
                "when": "role=tool؛ استخدم المعرّف الفعلي المُرجع"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].name",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_content",
                "required": false,
                "type": "string",
                "when": "أعِد تمرير الاستدلال الفعلي المُرجع حيث يستخدمه هذا النموذج"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "messages[].reasoning_details",
                "required": false,
                "type": "object|array"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "minimum": 1,
                "name": "max_completion_tokens",
                "required": false,
                "type": "integer"
              },
              {
                "availability": "source_interface",
                "default": false,
                "default_known": true,
                "enum": null,
                "enum_known": false,
                "name": "stream",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stream_options.include_usage",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "temperature",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "top_p",
                "required": false,
                "type": "number"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "stop",
                "required": false,
                "type": "string|string[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools",
                "required": false,
                "type": "function_tool[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].type",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.name",
                "required": true,
                "type": "string",
                "when": "أداة دالة مقدّمة"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.description",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_interface",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tools[].function.parameters",
                "required": false,
                "type": "JSON_schema"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "tool_choice",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "parallel_tool_calls",
                "required": false,
                "type": "boolean"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "response_format",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning_effort",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "reasoning",
                "required": false,
                "type": "object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "service_tier",
                "required": false,
                "type": "string"
              },
              {
                "availability": "source_compatibility",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "instructions",
                "required": false,
                "type": "string"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "functions",
                "required": false,
                "type": "function[]"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "function_call",
                "required": false,
                "type": "string|object"
              },
              {
                "availability": "model_dependent",
                "default": null,
                "default_known": false,
                "enum": null,
                "enum_known": false,
                "name": "prompt_cache_options",
                "required": false,
                "type": "object"
              }
            ],
            "profile_binding": "Exact existing Ailoot model and method; interface constraints below do not assert provider qualification.",
            "unsupported": []
          },
          "hints": [
            "بُنى الطرق ومعرّفاتها دقيقة؛ قدرة المورد منفصلة عن السماح بالطلب."
          ],
          "input": {
            "content_type": "application/json",
            "material_types": [
              "text",
              "image"
            ],
            "optional_controls": null,
            "required": [
              "model",
              "messages"
            ],
            "text_file_material": "محتوى UTF-8 الفعلي مُدرج كنص؛ وتحتاج معرّفات الملفات/URLs إلى دعم دقيق منفصل"
          },
          "lifecycle": {
            "mode": "exact retained published method"
          },
          "method": {
            "http": "POST",
            "path": "/v1/chat/completions"
          },
          "operation_modes": [
            "chat_completions"
          ],
          "output": {
            "family": [
              "text"
            ],
            "format": "JSON or supported SSE",
            "multioutputs": "retain every actual response output"
          }
        },
        "ctx": 500000,
        "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\": \"grok-4.7-build-fast\", \"messages\": []}')\nf=Path(os.environ[\"AILOOT_TEXT_FILE\"])\nif not f.is_file():raise SystemExit(\"Choose your actual UTF-8 source material\")\ntext=f.read_text(encoding=\"utf-8\")\nif not text.strip():raise SystemExit(\"Source material must contain text\")\np[\"messages\"]=[{\"role\":\"user\",\"content\":\"Summarize this material and quote supporting source passages.\\n\\n\"+text}]\nPath(\"request.json\").write_text(json.dumps(p,ensure_ascii=False))\nPY_REQUEST\ncurl --fail-with-body --silent --show-error https://api.ailoot.ai/v1/chat/completions \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(\"result.json\").read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n",
            "label": "Use actual text material",
            "language": "bash"
          },
          {
            "code": "set -eu\n: \"${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\": \"grok-4.7-build-fast\", \"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_url\",\"image_url\":{\"url\":\"data:\"+mime+\";base64,\"+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/chat/completions \\\n  -H \"Authorization: Bearer $AILOOT_API_KEY\" -H 'Content-Type: application/json' \\\n  --data-binary @request.json -D response-headers.txt -o result.json\npython3 - <<'PY_RESULT'\nimport json\nfrom pathlib import Path\nprint(json.dumps(json.loads(Path(\"result.json\").read_text()),ensure_ascii=False,indent=2))\nPY_RESULT\n",
            "label": "Use your actual image",
            "language": "bash"
          },
          {
            "code": "from openai import OpenAI\nimport os\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient = OpenAI(base_url=\"https://api.ailoot.ai/v1\", api_key=os.environ[\"AILOOT_API_KEY\"], max_retries=0)\nresp = client.chat.completions.create(\n    model=\"grok-4.7-build-fast\",\n    messages=[{\"role\": \"user\", \"content\": \"Explain the difference between an observation and a hypothesis in three sentences.\"}],\n)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nsave_result(resp.to_dict(mode=\"json\"))\n",
            "label": "Python · retained SDK call",
            "language": "python"
          },
          {
            "SDK_retry_proof": {
              "field": "maxRetries",
              "scope": "normalclient options; no provider/account/proxy switches",
              "source_urls": [
                "https://raw.githubusercontent.com/openai/openai-node/master/src/client.ts",
                "https://raw.githubusercontent.com/anthropics/anthropic-sdk-typescript/main/src/client.ts"
              ],
              "value": 0
            },
            "code": "import OpenAI from \"openai\";\n\nif (!process.env.AILOOT_API_KEY?.trim()) throw new Error(\"Set AILOOT_API_KEY before making a request\");\nconst client = new OpenAI({ baseURL: \"https://api.ailoot.ai/v1\", apiKey: process.env.AILOOT_API_KEY, maxRetries: 0 });\nconst resp = await client.chat.completions.create({\n  model: \"grok-4.7-build-fast\",\n  messages: [{ role: \"user\", content: \"Explain the difference between an observation and a hypothesis in three sentences.\" }],\n});\nimport { writeFileSync } from \"node:fs\";\n\nfunction saveResult(data, stem = \"result\") {\n  writeFileSync(stem + \".json\", JSON.stringify(data, null, 2));\n  console.log(JSON.stringify(data, null, 2));\n  const saveBlob = (encoded, suffix, label) => {\n    const raw = Buffer.from(encoded, \"base64\");\n    const ext = raw.subarray(0,8).equals(Buffer.from([137,80,78,71,13,10,26,10])) ? \"png\" : raw[0]===255 && raw[1]===216 ? \"jpg\" : raw.subarray(0,4).toString()===\"RIFF\" && raw.subarray(8,12).toString()===\"WEBP\" ? \"webp\" : suffix;\n    const file = `${stem}-${label}.${ext}`;\n    writeFileSync(file, raw); console.log(\"Saved\", file);\n  };\n  for (const [i, block] of (data.content || []).entries()) console.log(\"Content\", i, JSON.stringify(block));\n  for (const choice of data.choices || []) console.log(\"Choice\", choice.index, JSON.stringify(choice.message || choice.delta || {}));\n  for (const [i, item] of (data.output || []).entries()) {\n    console.log(\"Output\", i, JSON.stringify(item));\n    if (item.type === \"image_generation_call\" && item.result) saveBlob(item.result, item.output_format || \"bin\", `output-${i}`);\n  }\n  for (const [ci, candidate] of (data.candidates || []).entries()) {\n    for (const [pi, part] of (candidate.content?.parts || []).entries()) {\n      console.log(\"Candidate/part\", ci, pi, JSON.stringify(part));\n      const blob = part.inlineData || part.inline_data;\n      if (blob?.data) {\n        const mime = blob.mimeType || blob.mime_type;\n        const suffix = ({\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"})[mime] || \"bin\";\n        saveBlob(blob.data, suffix, `candidate-${ci}-part-${pi}`);\n      }\n    }\n  }\n}\n\nsaveResult(resp);\n",
            "label": "Node.js · retained SDK call",
            "language": "js"
          },
          {
            "code": "from openai import OpenAI\nimport os\nfrom pathlib import Path\n\nif not os.environ.get(\"AILOOT_API_KEY\", \"\").strip(): raise SystemExit(\"Set AILOOT_API_KEY before making a request\")\nclient=OpenAI(base_url=\"https://api.ailoot.ai/v1\",api_key=os.environ[\"AILOOT_API_KEY\"],max_retries=0)\nimport base64, json\nfrom pathlib import Path\n\ndef save_result(data, stem=\"result\"):\n    # Keep every field, including usage, IDs, reasoning and tool requests.\n    Path(stem + \".json\").write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding=\"utf-8\")\n    print(json.dumps(data, ensure_ascii=False, indent=2))\n    def save_blob(encoded, suffix, label):\n        raw = base64.b64decode(encoded, altchars=b\"-_\", validate=True)\n        ext = \"png\" if raw.startswith(b\"\\x89PNG\\r\\n\\x1a\\n\") else \"jpg\" if raw.startswith(b\"\\xff\\xd8\") else \"webp\" if raw[:4] == b\"RIFF\" and raw[8:12] == b\"WEBP\" else suffix\n        file = Path(stem + \"-\" + label + \".\" + ext)\n        file.write_bytes(raw)\n        print(\"Saved\", file)\n    for index, block in enumerate(data.get(\"content\") or []):\n        print(\"Content\", index, json.dumps(block, ensure_ascii=False))\n    for choice in data.get(\"choices\") or []:\n        print(\"Choice\", choice.get(\"index\"), json.dumps(choice.get(\"message\", choice.get(\"delta\", {})), ensure_ascii=False))\n    for index, item in enumerate(data.get(\"output\") or []):\n        print(\"Output\", index, json.dumps(item, ensure_ascii=False))\n        if item.get(\"type\") == \"image_generation_call\" and item.get(\"result\"):\n            save_blob(item[\"result\"], item.get(\"output_format\") or \"bin\", \"output-\" + str(index))\n    for ci, candidate in enumerate(data.get(\"candidates\") or []):\n        for pi, part in enumerate((candidate.get(\"content\") or {}).get(\"parts\") or []):\n            print(\"Candidate/part\", ci, pi, json.dumps(part, ensure_ascii=False))\n            blob = part.get(\"inlineData\") or part.get(\"inline_data\")\n            if blob and blob.get(\"data\"):\n                mime = blob.get(\"mimeType\") or blob.get(\"mime_type\")\n                suffix = {\"image/png\":\"png\", \"image/jpeg\":\"jpg\", \"image/webp\":\"webp\", \"audio/wav\":\"wav\", \"audio/mpeg\":\"mp3\", \"video/mp4\":\"mp4\"}.get(mime, \"bin\")\n                save_blob(blob[\"data\"], suffix, \"candidate-\" + str(ci) + \"-part-\" + str(pi))\n\nwith client.chat.completions.stream(model='grok-4.7-build-fast',messages=[{\"role\":\"user\",\"content\":\"Explain observations and hypotheses in three sentences.\"}]) as stream:\n    with Path(\"stream-events.jsonl\").open(\"w\",encoding=\"utf-8\") as log:\n        for event in stream:\n            payload=event.to_dict(mode=\"json\")\n            log.write(json.dumps(payload,ensure_ascii=False)+\"\\n\"); log.flush()\n            print(json.dumps(payload,ensure_ascii=False))\n    final=stream.get_final_completion()\n    save_result(final.to_dict(mode=\"json\"),\"stream-result\")\n",
            "label": "Python streaming · retain all events",
            "language": "python"
          }
        ],
        "family": "openai",
        "fast_multiplier": null,
        "flex_multiplier": null,
        "fmt": "chat",
        "http": "POST",
        "img_in": null,
        "img_out": null,
        "in": 4,
        "input": [
          "text",
          "image"
        ],
        "label": "محادثة OpenAI",
        "max_out": 500000,
        "max_tool_calls": null,
        "out": 12,
        "output": [
          "text"
        ],
        "path": "/v1/chat/completions",
        "pricing_profiles": [
          {
            "dimensions": {},
            "label": "Core",
            "units": [
              {
                "amount": 4,
                "amount_unit": "usd_per_million_tokens",
                "key": "in",
                "label": "Input",
                "side": "in"
              },
              {
                "amount": 12,
                "amount_unit": "usd_per_million_tokens",
                "key": "out",
                "label": "Output",
                "side": "out"
              },
              {
                "amount": 1,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_read",
                "label": "Cache read",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write",
                "label": "Cache write",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_5m",
                "label": "Cache write 5m",
                "side": "in"
              },
              {
                "amount": 0,
                "amount_unit": "usd_per_million_tokens",
                "key": "cache_write_1h",
                "label": "Cache write 1h",
                "side": "in"
              }
            ]
          }
        ],
        "request_model_id": "grok-4.7-build-fast",
        "route_label": "Core",
        "status_reads": [],
        "tiers": [
          {
            "cache_read": 1,
            "cache_write": 0,
            "cache_write_1h": 0,
            "cache_write_5m": 0,
            "in": 4,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "prompt-under-200k",
            "max": 200000,
            "min": 0,
            "null_rate_policy": "inherit_base_rate",
            "out": 12
          },
          {
            "cache_read": 1.5,
            "cache_write": 0,
            "cache_write_1h": 0,
            "cache_write_5m": 0,
            "in": 6,
            "interval_boundary": "min_exclusive_max_inclusive",
            "label": "prompt-at-least-200k",
            "max": null,
            "min": 200000,
            "null_rate_policy": "inherit_base_rate",
            "out": 18
          }
        ],
        "tool_prices": null,
        "unit": "token",
        "units": []
      }
    ],
    "model_aliases": [
      {
        "canonical_model_id": "grok-4.7-build-fast",
        "request_model_id": "grok-4.7-build-fast",
        "route_label": "Core"
      }
    ],
    "name": "grok-4.7-build-fast",
    "price": {
      "in": 4,
      "in_label": null,
      "out": 12,
      "out_label": null,
      "sort_in": 4,
      "sort_out": 12,
      "varies": false
    },
    "short": "Grok 4.7 Build Fast هو ملف تعريف مسمّى للنصوص والصور لتحويل المادة المقدّمة إلى إجابة مكتوبة أو تحليل أو تغيير شيفرة مقترح."
  },
  "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
        },
        {
          "contract_json_pointer": "/methods/2/rawMethod/contract",
          "html_json_pointer": "/methods/2/html",
          "method_ordinal": 2
        }
      ],
      "role": "current-semantic-reference"
    },
    "raw_input": {
      "examples_role": "historical-input-not-current-ready-examples",
      "json_pointers": [
        "/rawModel",
        "/methods/0/rawMethod",
        "/methods/1/rawMethod",
        "/methods/2/rawMethod"
      ],
      "role": "historical-owner-input"
    },
    "schema": "ailoot-native-model-representations-v1"
  },
  "schema": "ailoot-static-model-facts-v1",
  "schema_version": 1,
  "shortText": "Grok 4.7 Build Fast هو ملف تعريف مسمّى للنصوص والصور لتحويل المادة المقدّمة إلى إجابة مكتوبة أو تحليل أو تغيير شيفرة مقترح.",
  "source": {
    "audit_sha256": "2e00086bcbfc28e64d0cebe97aa47c17d8d5618963027f8ffb9dc6123d7d25b1",
    "bridge_map_sha256": "1125275768b9636fc8461bc7da5061239a81ddfe508e2557843ca42c58ab0036",
    "raw_model_json_sha256": "083af70fbce615bc655b3c6e22b99b0e9f3e4c0724e14fcac22f8b9db6e70303",
    "renderer_sha256": "081ee0fd5b6b1b60564b02c52d62547e01e922c8c0a16e91a0d055073e76a10e"
  },
  "sourceRevision": "d1568f3858344ef7a8fb9a06197c887e4307dd75028e92fb7acd2fed2d076db2"
}
