MiniMax: MiniMax M3.1 Flash

{"about":"MiniMax M3.1 Flashは、プログラミング、推論、関連する複数段階の作業に向けて2026年10月19日に公開されたMiniMaxのモデルです。開発元は文書の整合性、行動計画、ソフトウェア開発を重視しています。マルチモーダル理解にも対応しますが、Ailootで利用できる入力の種類は選ぶメソッドによって異なります。\n\n### 依頼できる作業\n\n- 大きな技術仕様を読み、依存関係を見つけ、実装計画を準備します。\n- コードを分析し、考えられるエラーの原因を説明し、検証付きの修正案を提案します。\n- 複数の文書を照合し、共通要件をまとめ、元データの相違を示します。\n- 一貫した構成の手順書、分析メモ、報告書の下書きを準備します。\n\n公式資料では、ソースコードの理解、変更実装、不具合修正、テストという長い開発手順も扱われています。テキスト対話では、最初に計画、次に具体的な変更、その後に説明と確認基準を求める段階構成にできます。\n\n### テキストと画像\n\nStandardでは、Chat CompletionsとResponsesを通してテキストの質問と共に画像を渡せます。スクリーンショットの内容を分析し、見える要素と問題の説明を結び付け、画像の情報を文章の結論に含めるといった使い方があります。画像の重要な部分と必要な結果を示してください。\n\nUltraと、このモデルカードのGemini互換メソッドではテキスト入力を使います。すべての版が返すのは、説明、行動一覧、分析、コードなどのテキストです。文書比較や報告書作成では結果の構成を先に決め、資料内の情報と提案する結論を分けるよう求めると役立ちます。\n\n### 推論と長いコンテキスト\n\nMiniMax M3.1 Flashは最終回答の前に推論を行います。開発元の文書ではlowからmaxまでの深さが用意され、推論は常時有効です。最終回答の形は別に指定してください。詳細な内部分析と長い利用者向け文章は異なる要件です。\n\nStandardのコンテキストウィンドウは最大1,000,000トークンです。選んだ要求の範囲内で、長い文章、コード、議論の履歴を扱えます。資料名、順序、必要な質問を渡してください。大きな成果には分かりやすい段階に分け、次のメッセージに中間の決定を残すとよいでしょう。","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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generateContent","max_out":null,"max_tool_calls":null,"out":1.2,"output":["text"],"path":"/v1beta/models/minimax/minimax-m3.1-flash:generateContent","request_model_id":"minimax/minimax-m3.1-flash","route_label":"Ultra","status_reads":[],"tiers":[],"tool_prices":null,"unit":"token","units":[]}],"model_aliases":[{"canonical_model_id":"minimax/minimax-m3.1-flash","request_model_id":"MiniMax-M3.1-Flash","route_label":"Core"},{"canonical_model_id":"minimax/minimax-m3.1-flash","request_model_id":"MiniMax-M3.1-Flash","route_label":"Ultra"},{"canonical_model_id":"minimax/minimax-m3.1-flash","request_model_id":"minimax/minimax-m3.1-flash","route_label":"Ultra"}],"name":"MiniMax: MiniMax M3.1 Flash","price":{"in":0.15,"in_label":null,"out":0.6,"out_label":null,"sort_in":0.15,"sort_out":0.6,"varies":true},"public_id":"minimax/minimax-m3.1-flash","short":"MiniMax M3.1 Flashは文書分析、コード作成、多段階の計画を支援し、StandardのChat CompletionsとResponsesでは画像入力も利用できます。"}