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minimax m3.1 flash
MiniMax M3.1 Flash pairs frontier agentic, coding and computer-use results with 200+ TPS output and roughly 70% lower token cost.
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What Makes MiniMax M3.1 Flash Stand Out
Successor to the anonymously operated Space Bunny system, MiniMax M3.1 Flash has been benchmarked on enterprise automation, software engineering, computer-use and security workloads.
- Automation for Agentic WorkflowsSits among the top scorers on AutomationBench-AA with 76.2 on BankerToolBench, carrying SaaS workflows end to end across sales, marketing, operations, service, finance and HR.
- Software Engineering and CodingScores 73.7% on DeepSWE v1.1 — reading repositories, shipping features, repairing defects and verifying its own work through tests across long step sequences.
- Computer Use and Security WorkHolds 61.7 on OSWorld V2 and 29.6 on Agents' Last Exam for real-environment operation, plus 82% on CyberGym for finding and validating vulnerabilities.
Running MiniMax M3.1 Flash in Three Steps
From first access to production-grade agent work with MiniMax M3.1 Flash — here is the short path.
What MiniMax M3.1 Flash Delivers
Faster inference, predictable low-cost tokens and proven strength in automation, coding, computer use and security engineering.
Deeper Sparsity, Speedier Inference
Greater sparsity in the serving stack pushes everyday output past 200 TPS with P50 holding above 170 TPS — nearly three times faster online inference.
Predictable, Low-Cost Tokens
At $0.15 per 1M input, $0.60 per 1M output and $0.015 per 1M cached input tokens, overall agentic spend drops roughly 70% versus the previous model.
End-to-End SaaS Workflow Runs
A leading AutomationBench-AA position and 76.2 on BankerToolBench reflect multi-step planning, financial compliance and chained tool calls inside live SaaS systems.
Strong DeepSWE Development Scores
73.7% on DeepSWE v1.1 places it alongside leading models on demanding software work: independent code comprehension, feature builds, bug fixes and test validation.
Operation Inside Real Environments
61.7 on OSWorld V2 and 29.6 on Agents' Last Exam — first among Chinese models on both — show it acting in real environments, using tools and delivering finished results.
Support for Security Engineering
82% on CyberGym, backed by internal expert review, spans code auditing, vulnerability patching, penetration testing, malware analysis and reverse engineering at low cost.
MiniMax M3.1 Flash: Your Questions Answered
Answers on MiniMax M3.1 Flash pricing, throughput, benchmark scores and how to get access.
What is MiniMax M3.1 Flash, exactly?
It is MiniMax's next-generation Flash model, grown out of the anonymously operated Space Bunny system that handled more than 200 trillion tokens, with clear gains in agentic tasks, coding, computer use and cybersecurity.
What does a million tokens cost?
Rates are flat: $0.15 per 1M input tokens, $0.60 per 1M output tokens and $0.015 per 1M cached input tokens, leaving overall agentic usage roughly 70% cheaper than its predecessor.
Why is inference nearly 3x faster?
Aggressive sparsity across the serving stack: everyday output reaches 200+ TPS while median (P50) speed holds above 170 TPS.
Which benchmarks support these claims?
Top-tier 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?
Via the MiniMax API at platform.minimax.io, the M Plan subscription and MiniMax Code, whose desktop build downloads from agent.minimax.io/download; weights are expected later.
How does Flash compare with Pro?
Flash continues MiniMax's exploration of the efficiency-capability balance, while Pro — built to push the boundaries of intelligence — arrives later.
Put MiniMax M3.1 Flash to Work
Open the MiniMax API, pick an M Plan subscription or download MiniMax Code — frontier agentic, coding, computer-use and security performance at about 70% lower cost with near-3x faster inference.