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AI/TLDR

MiniMax · 2026-10-19 · major

MiniMax M3.1 Flash — a fast agent model at $0.60 per million output tokens

MiniMax M3.1 Flash is MiniMax's new coding and agent model. MiniMax says it runs nearly three times faster online, at 200+ tokens per second, and cuts agent task cost by 70% versus its predecessor. It costs $0.15 / $0.60 per 1M tokens.

MiniMax M3.1 Flash launch banner from MiniMax

MiniMax's general release of M3.1 Flash: a cheap, fast model for coding, computer use and long agent tasks.

Key specs

Deep swe v1.173.7%
Output speed200+ tokens/sec

Quick facts

MakerMiniMax
Context window1M tokens
AvailabilityMiniMax API, M Plan, MiniMax Code
WeightsPromised later, not released yet
Speed (P50)170+ tokens/sec
ReleasedOctober 19, 2026

Benchmarks

DeepSWE v1.1
MiniMax M3.1 Flash73.7%
DeepSeek V4.1 Flash 101777%
Claude Opus 574%
GPT-5.6 Sol73%
Kimi K367.5%
GLM-5.366.9%
source ↗
OSWorld 2.0
MiniMax M3.1 Flash61.7%
Claude Opus 570.6%
GPT-5.6 Sol65.7%
Kimi K358.3%
DeepSeek V4.1 Flash54.3%
source ↗

Pricing

Input$0.15 / 1M tokens
Cached input$0.015 / 1M tokens
Output$0.60 / 1M tokens
source ↗

What is it?

MiniMax M3.1 Flash is the general release of the M3.1 Flash model that MiniMax first tested as a preview inside MiniMax Code. It is now on the MiniMax API as well as the M Plan subscription and MiniMax Code. MiniMax says model weights will be released later, and that a larger Pro model will follow.

How does it work?

To make inference faster, MiniMax says it used more aggressive sparsity. The company reports 200+ output tokens per second in everyday use and a median of 170+ tokens per second. The model card in MiniMax's docs lists a 1M-token context window and tunable thinking depth.

Why does it matter?

For teams that run many agent steps, cost per task matters more than a single top score. MiniMax's charts place M3.1 Flash near the low-cost end on Agents' Last Exam (29.6%) and Automation-Bench (62.8%), while its published table shows Claude Opus 5 still ahead on most coding and computer-use tests.

Who is it for?

developers running coding and computer-use agents on a budget

Frequently asked questions

How much does MiniMax M3.1 Flash cost?
MiniMax lists M3.1 Flash at $0.15 per million input tokens, $0.60 per million output tokens and $0.015 per million cached input tokens. MiniMax also says the cost of agentic tasks is 70% lower than with the model's predecessor, because the new version needs less spend per task.
Are MiniMax M3.1 Flash weights open?
Not yet. The MiniMax M3.1 Flash announcement says the model weights will be released later. For now the model is available through the MiniMax API, the M Plan subscription and the MiniMax Code coding agent, so it cannot be run locally on launch day.
How does MiniMax M3.1 Flash compare with Claude Opus 5 and GPT-5.6 Sol?
In MiniMax's own benchmark table, M3.1 Flash leads on Automation-Bench v1.0.6 (62.8) and LOCA-Bench 256K (60.3) and ties Claude Opus 5 on BankerToolBench (76.2). Claude Opus 5 scores higher on Terminal Bench 4.0, OSWorld 2.0, NL2Repo-Bench and HLE, and GPT-5.6 Sol leads on GDP.pdf AA.
What changed from MiniMax M3.1-Flash-Preview?
The M3.1-Flash-Preview was limited to the M Plan and MiniMax Code. MiniMax M3.1 Flash adds the pay-as-you-go MiniMax API with published per-token prices, and MiniMax says online inference is now nearly three times faster, at 200+ output tokens per second in everyday use.

Try it

MiniMax-M3.1-Flash on platform.minimax.io

Sources · 2 outlets

Tags

  • model
  • minimax
  • minimax-m3-1-flash
  • coding
  • agents
  • computer-use
  • long-context
  • api
  • fast-inference
  • china

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