MiniMax: MiniMax M3.1 Flash

{"about":"MiniMax M3.1 Flash — MiniMaxʼning 2026-yil 19-oktabrda dasturlash, mulohaza va bir nechta bog‘liq bosqichli vazifalar uchun chiqarilgan modeli. Ishlab chiqaruvchi hujjatlar izchilligi, harakatlarni rejalash va dasturiy ishlab chiqishga eʼtibor beradi. Model multimodal tushunishni ham qo‘llaydi; Ailootʼda mavjud kirish turi tanlangan usulga bog‘liq.\n\n### Nimalarni topshirish mumkin\n\n- Katta texnik topshiriqni o‘qish, bog‘liqliklarni ajratish va amalga oshirish rejasini tayyorlash.\n- Kodni tahlil qilib, xatoning mumkin bo‘lgan sababini tushuntirish va tekshirish bilan tuzatish variantini taklif etish.\n- Bir nechta hujjatni taqqoslash, umumiy talablarni yig‘ish va asl maʼlumotlardagi tafovutlarni belgilash.\n- Yagona tuzilmali yo‘riqnoma, tahliliy yozuv yoki hisobot qoralamasini tayyorlash.\n\nRasmiy materiallarda uzun ishlab chiqish ketma-ketliklari alohida ko‘rilgan: manba kodini tushunish, o‘zgarishni amalga oshirish, xatolarni tuzatish va test bilan tekshirish. Matnli muloqotda buni bosqichma-bosqich tashkil etish mumkin: avval reja, keyin aniq o‘zgarish, so‘ng izoh va tekshiruv mezonlarini so‘rash.\n\n### Matn va tasvirlar\n\nStandardʼda tasvirlarni matnli savol bilan birga Chat Completions va Responses orqali yuborish mumkin. Masalan, skrinshot mazmunini tahlil qilish, ko‘rinadigan elementni muammo tavsifi bilan bog‘lash yoki tasvirdagi maʼlumotni matnli xulosaga qo‘shishni so‘rash mumkin. Tasvirning qaysi qismi muhim va qanday natija kerakligini belgilang.\n\nUltraʼda va bu kartochkaning Geminiʼga mos usulida matnli kirish ishlatiladi. Barcha variantlar matn: izoh, harakatlar ro‘yxati, tahlil yoki kod qaytaradi. Hujjatlarni taqqoslash va hisobot tayyorlashda natija tuzilishini oldindan belgilab, materialdagi maʼlumotlarni taklif etilgan xulosalardan ajratishni so‘rash qulay.\n\n### Mulohaza va uzun kontekst\n\nMiniMax M3.1 Flash yakuniy javobdan avval mulohaza yuritadi. Ishlab chiqaruvchi hujjatlarida lowʼdan maxʼgacha chuqurlik darajalari bor; model mulohazani yoqilgan holda saqlaydi. Yakuniy javob shaklini alohida bering: batafsil ichki tahlil va foydalanuvchiga uzun matn yozish turli talablardir.\n\nStandardʼda kontekst oynasi 1 000 000 tokengacha. U tanlangan so‘rov doirasida uzun matnlar, kod va muhokama tarixi bilan ishlash imkonini beradi. Manba nomlari, ularning tartibi va kerakli savollarni bering; katta natija uchun vazifani aniq bosqichlarga bo‘ling va keyingi xabarlarda oraliq qarorlarni saqlang.","alias_of":null,"aliases":["MiniMax-M3.1-Flash"],"author":"MiniMax","canonical_model":"minimax/minimax-m3.1-flash","ctx":1000000,"formats":["chat","gemini","messages","responses"],"id":"minimax/minimax-m3.1-flash","input":["image","text"],"kind":"text","max_out":524288,"methods":[{"cache_read":0.015,"cache_write":0.3,"cache_write_1h":null,"cache_write_5m":0.3,"conditional_meter":null,"ctx":1000000,"family":"openai","fast_multiplier":null,"flex_multiplier":null,"fmt":"responses","http":"POST","img_in":null,"img_out":null,"in":0.15,"input":["text","image"],"label":"OpenAI 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orqali tasvir ham kiritiladi."}