MiniMax: MiniMax M3.1 Flash

{"about":"MiniMax M3.1 Flash är en modell från MiniMax som släpptes den 19 oktober 2026 för programmering, resonemang och uppgifter med flera sammanhängande steg. Tillverkaren fokuserar på dokumentsamstämmighet, handlingsplanering och programutveckling. Modellen stödjer också multimodal förståelse; vilken indata som är tillgänglig i Ailoot API beror på den valda metoden.\n\n### Uppgifter att ge modellen\n\n- Läs ett omfattande tekniskt uppdrag, identifiera beroenden och ta fram en implementeringsplan.\n- Analysera kod, förklara en möjlig felorsak och föreslå en ändring med verifiering.\n- Jämför flera dokument, sammanställ gemensamma krav och markera skillnader i underlaget.\n- Ta fram en instruktion, ett analys-PM eller ett rapportutkast med en enhetlig struktur.\n\nDe officiella materialen behandlar särskilt långa utvecklingsförlopp: förståelse av källkod, genomförande av en ändring, felrättning och testverifiering. I textdialog kan detta delas upp i etapper: be först om en plan, därefter en konkret ändring och sedan en förklaring och kontrollkriterier.\n\n### Text och bilder\n\nI Standard kan bilder skickas via Chat Completions och Responses tillsammans med en textfråga. Du kan till exempel be om analys av en skärmbild, koppla ett synligt element till en problembeskrivning eller ta med uppgifter från bilden i en textslutsats. Ange vilken del av bilden som är viktig och vilket resultat du behöver.\n\nI Ultra och via det här modellkortets Gemini-kompatibla metod används textindata. Alla varianter returnerar text: en förklaring, åtgärdslista, analys eller kod. Vid dokumentjämförelse och rapportskrivning är det bra att ange resultatets struktur i förväg och be om att uppgifter från materialet skiljs från föreslagna slutsatser.\n\n### Resonemang och lång kontext\n\nMiniMax M3.1 Flash resonerar före slutsvaret. Tillverkarens dokumentation beskriver djupnivåer från low till max; modellens resonemang är fortsatt aktiverat. Ange slutsvarets form separat: en detaljerad intern analys och en lång användartext är olika krav.\n\nI Standard är kontextfönstret upp till 1 000 000 token. Det rymmer långa textmaterial, kod och diskussionshistorik inom den valda begäran. 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