MiniMax: MiniMax M3.1 Flash

{"about":"MiniMax M3.1 Flash to model MiniMax wydany 19 października 2026 roku do programowania, rozumowania i pracy nad zadaniami złożonymi z kilku powiązanych kroków. Producent koncentruje się na spójności dokumentów, planowaniu działań i tworzeniu oprogramowania. Model wspiera także rozumienie multimodalne; dostępny rodzaj wejścia w Ailoot zależy od wybranej metody.\n\n### Jakie zadania mu powierzyć\n\n- Przeczytanie dużej specyfikacji technicznej, wskazanie zależności i przygotowanie planu implementacji.\n- Analiza kodu, wyjaśnienie możliwej przyczyny błędu i zaproponowanie poprawki wraz z weryfikacją.\n- Porównanie kilku dokumentów, zebranie wspólnych wymagań i wskazanie rozbieżności w danych źródłowych.\n- Przygotowanie instrukcji, notatki analitycznej lub szkicu raportu o jednolitej strukturze.\n\nOficjalne materiały osobno omawiają długie sekwencje prac programistycznych: zrozumienie kodu źródłowego, implementację zmiany, usuwanie błędów i weryfikację testami. W rozmowie tekstowej można to zorganizować etapami: najpierw poprosić o plan, potem o konkretną zmianę, a następnie o wyjaśnienie i kryteria sprawdzenia.\n\n### Tekst i obrazy\n\nW Standard obrazy można przekazywać przez Chat Completions i Responses razem z pytaniem tekstowym. Można na przykład poprosić o analizę zawartości zrzutu ekranu, powiązanie widocznego elementu z opisem problemu lub uwzględnienie informacji z obrazu we wniosku tekstowym. Określ, która część obrazu jest ważna i jakiego wyniku potrzebujesz.\n\nW Ultra i przez zgodną z Gemini metodę tej karty używane jest wejście tekstowe. Wszystkie warianty zwracają tekst: objaśnienie, listę działań, analizę lub kod. Przy porównywaniu dokumentów i przygotowaniu raportu warto wcześniej określić strukturę wyniku oraz poprosić o oddzielenie informacji z materiałów od proponowanych wniosków.\n\n### Rozumowanie i długi kontekst\n\nMiniMax M3.1 Flash przeprowadza rozumowanie przed końcową odpowiedzią. Dokumentacja producenta przewiduje poziomy głębokości od low do max; model zachowuje włączone rozumowanie. Formę końcowej odpowiedzi określ osobno: szczegółowa analiza wewnętrzna i długi tekst dla użytkownika to różne wymagania.\n\nW Standard okno kontekstowe wynosi do 1 000 000 tokenów. Pozwala pracować z długimi materiałami tekstowymi, kodem i historią dyskusji w granicach wybranego zapytania. Przekaż nazwy źródeł, ich kolejność i potrzebne pytania; przy dużym wyniku podziel zadanie na zrozumiałe etapy i zachowuj pośrednie decyzje w kolejnych wiadomościach.","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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dostępne jest również wejście obrazowe."}