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MiniMax M3.1 Flash

MiniMax · 2026-10-19

MiniMax M3.1 Flash is MiniMax's generally available M3.1-series multimodal coding and agentic model, released on October 19, 2026 through the MiniMax API (pay-as-you-go at $0.15/$0.60 per million input/output tokens), M Plan and MiniMax Code. It accepts text, image and video input with a 1,000,000-token context window. Thinking is always on and cannot be disabled; an effort parameter tunes its depth across low, medium, high, xhigh and max, defaulting to max. It is a separate identifier from the limited MiniMax-M3.1-Flash-Preview that appeared in MiniMax Code on September 27, 2026, and MiniMax describes the stealth Space Bunny model as an early version of it. MiniMax says weights will be released later but has not published them, a license or a parameter count.

Benchmark scores

BenchmarkScore
AA-Briefcase v1.1 Elo1474
AA-LCR v1.179.7
AA-Omniscience Index15.6
Agents' Last Exam (ALE)29.6
Agents' Last Exam ALE-CLI Pass Rate26.7
Agents' Last Exam ALE-CLI Score53.9
Agents' Last Exam Full-Spectrum Pass Rate25.5
Agents' Last Exam Full-Spectrum Score50.2
Agents' Last Exam Last-Exam Pass Rate5.3
Agents' Last Exam Last-Exam Score19.7
Agents' Last Exam Near-Term Pass Rate46.3
Agents' Last Exam Near-Term Score77.2
Agents' Last Exam Overall Score55.0
Agents' Last Exam Unlicensed Full-Spectrum Pass Rate26.0
Agents' Last Exam Unlicensed Full-Spectrum Score49.5
Agents' Last Exam Unlicensed Last-Exam Pass Rate6.7
Agents' Last Exam Unlicensed Last-Exam Score20.7
Agents' Last Exam Unlicensed Near-Term Pass Rate46.3
Agents' Last Exam Unlicensed Near-Term Score77.2
Agents' Last Exam Unlicensed Overall Pass Rate31.2
Agents' Last Exam Unlicensed Overall Score57.0
ALE-Bench1495
APEX-Agents 1.168.0
APEX-Agents 1.1 Pass@153.9
Arena Code WebDev — Brand & Marketing1595
Arena Code WebDev — Consumer Product1539
Arena Code WebDev — Content Creation Tools1583
Arena Code WebDev — Data & Analytics1542
Arena Code WebDev — Frontend1602
Arena Code WebDev — Fullstack1600
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