MiniMax: MiniMax M3.1 Flash

{"about":"MiniMax M3.1 Flash نموذج من MiniMax صدر في 19 أكتوبر 2026 للبرمجة والاستدلال والعمل على مهام تتألف من خطوات مترابطة. تهتم الشركة باتساق المستندات وتخطيط الإجراءات وتطوير البرمجيات. ويدعم النموذج أيضاً الفهم متعدد الوسائط؛ ويعتمد نوع الإدخال المتاح في Ailoot على الطريقة المختارة.\n\n### المهام التي يمكن إسنادها إليه\n\n- قراءة تكليف تقني كبير وتحديد التبعيات وإعداد خطة تنفيذ.\n- تحليل الشيفرة وشرح سبب محتمل للخطأ واقتراح تصحيح مع طريقة تحقق.\n- مقارنة عدة مستندات وجمع المتطلبات المشتركة وتحديد الاختلافات في البيانات الأصلية.\n- إعداد تعليمات أو مذكرة تحليلية أو مسودة تقرير ببنية موحدة.\n\nتتناول المواد الرسمية بشكل مستقل سلاسل التطوير الطويلة: فهم الشيفرة الأصلية وتنفيذ التعديل وتصحيح الأخطاء والتحقق بالاختبارات. ويمكن تنظيم ذلك في الحوار النصي على مراحل: طلب خطة أولاً، ثم تعديل محدد، ثم شرح ومعايير للتحقق.\n\n### النص والصور\n\nفي Standard يمكن إرسال الصور عبر Chat Completions وResponses مع سؤال نصي. فمثلاً يمكن طلب تحليل محتوى لقطة شاشة، أو ربط عنصر ظاهر بوصف المشكلة، أو تضمين معلومات من الصورة في استنتاج نصي. حدّد الجزء المهم من الصورة والنتيجة المطلوبة.\n\nفي Ultra وعبر طريقة هذه البطاقة المتوافقة مع Gemini، يُستخدم إدخال نصي. وتعيد جميع الخيارات نصاً: شرحاً أو قائمة إجراءات أو تحليلاً أو شيفرة. ولمقارنة المستندات وإعداد تقرير، يسهل تحديد بنية النتيجة مسبقاً وطلب فصل المعلومات الواردة في المواد عن الاستنتاجات المقترحة.\n\n### الاستدلال والسياق الطويل\n\nيجري MiniMax M3.1 Flash استدلالاً قبل الإجابة النهائية. وتحدد وثائق الشركة مستويات للعمق من low إلى max؛ ويظل الاستدلال مفعّلاً في النموذج. حدّد شكل الإجابة النهائية بصورة مستقلة: التحليل الداخلي المفصل والنص الطويل للمستخدم مطلبان مختلفان.\n\nفي Standard تصل نافذة السياق إلى 1 000 000 توكن. وهي تتيح العمل مع مواد نصية طويلة وشيفرة وسجل النقاش ضمن الطلب المختار. قدّم أسماء المصادر وترتيبها والأسئلة المطلوبة؛ وللنتيجة الكبيرة، قسّم المهمة إلى مراحل واضحة واحتفظ بالقرارات الوسيطة في الرسائل 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