MiniMax: MiniMax M3.1 Flash

{"about":"MiniMax M3.1 Flash 是 MiniMax 於 2026 年 10 月 19 日發布的模型，用於程式設計、推理及多個相關步驟的工作。開發商著重文件一致性、行動規劃及軟體開發。模型也支援多模態理解；Ailoot 提供的輸入類型取決於所選方法。\n\n### 可交付哪些任務\n\n- 閱讀大型技術需求，找出相依關係並準備實作計畫。\n- 分析程式碼、解釋錯誤的可能原因，並提出修正與驗證方案。\n- 比對數份文件、整理共同需求，並標示原始資料的差異。\n- 準備結構一致的操作說明、分析備忘錄或報告草稿。\n\n官方資料另討論了長期開發序列：理解原始碼、實作修改、修正錯誤及透過測試驗證。文字對話可依階段安排：先要求計畫，再要求具體修改，接著要求解釋與驗證標準。\n\n### 文字與影像\n\n在 Standard，可透過 Chat Completions 與 Responses 將影像連同文字問題一起傳入。例如，要求分析螢幕截圖內容、將可見元素與問題描述連結，或把影像資訊納入文字結論。請指出重要的影像區域及所需結果。\n\n在 Ultra，以及本模型卡的 Gemini 相容方法中，採用文字輸入。所有版本都傳回文字：說明、行動清單、分析或程式碼。比較文件及準備報告時，適合預先指定結果結構，並要求區分資料中的資訊與所提出的結論。\n\n### 推理與長上下文\n\nMiniMax M3.1 Flash 在最終答案前會進行推理。開發商文件列有從 low 至 max 的深度等級，模型始終保持推理啟用。最終答案形式應另外指定：詳細的內部分析與長篇使用者可見文字是不同要求。\n\nStandard 的上下文視窗最多為 1,000,000 個 token，可在選定請求範圍內處理長篇文字、程式碼及討論歷史。請提供來源名稱、順序與所需問題；大型結果可將工作拆成清楚階段，並在後續訊息保留中間決定。","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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