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MiniMax M3.1 Flash

minimax · Released Oct 2026

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MiniMax M3.1 Flash is a 1M-context multimodal coding and agent model at $0.15 input and $0.60 output per 1M tokens, and MiniMax says its agentic usage cost is 70% lower than its predecessor's. The deciding caveat is evidence: the launch post's scores are MiniMax's own, it names no comparison model, and the weights are promised only for later. Worth a trial for cost-sensitive agent and computer-use workloads, not yet for anyone who needs self-hosting or independent scores.

Is it right for you?

Good for

  • Agent and computer-use work on a budget: $0.15 / $0.60 per 1M tokens with cached input at $0.015
  • Long-context coding and tool use: 1M context window, tunable thinking depth and interleaved thinking with tool calls
  • Fast agent loops: MiniMax reports output speeds of 200+ tokens per second and a median above 170

Not good for

  • Self-hosting today: the post says 'Model weights will be released later', with no date
  • Decisions that need independent benchmark evidence: the scores in the launch post are MiniMax's own, and the pages we read name no third-party run

How it performs by task

Agentic tool use

Good

Documented as an agentic model with interleaved thinking and tool calling over Anthropic and OpenAI SDKs; MiniMax reports it ranks among the top performers on AutomationBench-AA (vendor claim)

Computer use

Good

MiniMax reports 61.7 on OSWorld V2 and 29.6 on Agents' Last Exam, first among Chinese models on both (vendor claim)

Software engineering

Good

MiniMax reports 73.7% on DeepSWE v1.1 (vendor claim, comparison models unnamed)

Pricing

Input

$0.15 / 1M tokens

Output

$0.60 / 1M tokens

Context

1M context; cached input $0.015 / 1M

View full pricing

Benchmarks

BenchmarkScoreSource
DeepSWE v1.173.7% Source
OSWorld V261.7 Source
Agents' Last Exam29.6 Source
BankerToolBench76.2 Source
CyberGym82% Source

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How we evaluate