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minimax m3.1 flash
Meet MiniMax M3.1 Flash: 200+ TPS output, sub-cent token pricing, and top-tier results for agents, coding, computer use and security work.
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What MiniMax M3.1 Flash Brings to Production Teams
Succeeding the stealth-run Space Bunny system, MiniMax M3.1 Flash has been evaluated on enterprise automation, software engineering, computer operation and security tasks.
- Automation Across Real SaaS StacksPlaces among the leaders on AutomationBench-AA and reaches 76.2 on BankerToolBench, carrying multi-step work through sales, marketing, operations, support, finance and HR systems.
- Code Comprehension and RepairScores 73.7% on DeepSWE v1.1 — it reads repositories, ships features, patches defects and verifies its own changes through tests across long step sequences.
- Hands-On Computer Control and SecurityPosts 61.7 on OSWorld V2 and 29.6 on Agents' Last Exam for live-environment operation, alongside 82% on CyberGym for finding and confirming vulnerabilities.
Getting MiniMax M3.1 Flash into Your Stack
From first call to production-grade agents in three straightforward moves with MiniMax M3.1 Flash.
Core Strengths of MiniMax M3.1 Flash
Sharper sparsity for speed, predictable low token costs, and proven results in automation, software engineering, computer control and security.
Sparser Serving, Swifter Replies
Deeper sparsity in the serving layer pushes routine output past 200 TPS while the P50 stays above 170 TPS — close to three times faster online inference.
Predictable, Low-Cost Tokens
$0.15 per 1M input tokens, $0.60 per 1M output tokens and $0.015 per 1M cached input tokens bring overall agent spend down about 70% versus the prior model.
End-to-End Enterprise Workflows
A leading AutomationBench-AA position and 76.2 on BankerToolBench reflect multi-step planning, financial compliance and chained tool calls inside live SaaS tools.
Real Software Engineering Depth
73.7% on DeepSWE v1.1 places it alongside top models for demanding engineering work: reading unfamiliar code, adding features, fixing bugs and validating with tests.
Operates Real Desktop Environments
61.7 on OSWorld V2 and 29.6 on Agents' Last Exam — best among Chinese models on both — show it driving tools in live environments and delivering finished results.
Security Work, Reviewed by Experts
An 82% CyberGym score, backed by internal expert review, covers code auditing, patch validation, penetration testing, malware triage and reverse engineering at low cost.
MiniMax M3.1 Flash: Your Questions Answered
Quick answers on what MiniMax M3.1 Flash costs, how fast it runs, which benchmarks it clears and where to access it.
What is MiniMax M3.1 Flash, in plain terms?
It is MiniMax's latest Flash-tier model, built on the stealth-operated Space Bunny system that handled more than 200 trillion tokens, with clear gains in agentic work, coding, computer use and cybersecurity.
What does it charge per million tokens?
Pricing is flat: $0.15 per 1M input tokens, $0.60 per 1M output tokens and $0.015 per 1M cached input tokens — roughly 70% less overall agentic spend than the model it replaces.
Where does the near-3x speedup come from?
Greater sparsity throughout the serving stack: routine throughput exceeds 200 TPS while median (P50) speed holds above 170 TPS.
Which benchmark scores support these results?
A top AutomationBench-AA placement, 76.2 on BankerToolBench, 73.7% on DeepSWE v1.1, 61.7 on OSWorld V2, 29.6 on Agents' Last Exam and 82% on CyberGym.
How do I get access to the model?
Use the MiniMax API at platform.minimax.io, subscribe to the M Plan, or run MiniMax Code, whose desktop build downloads from agent.minimax.io/download; weights are planned for a later stage.
How does Flash differ from Pro?
Flash continues MiniMax's push on the efficiency-versus-capability trade-off, while Pro — aimed at stretching the frontier of intelligence — is scheduled to arrive afterward.
Put MiniMax M3.1 Flash to Work
Spin up the MiniMax API, join an M Plan or install MiniMax Code — strong agent, coding, computer-use and security results, about 70% cheaper and close to 3x faster.