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minimax m3.1 flash
MiniMax M3.1 Flash delivers frontier agentic, coding and computer-use results with 200+ TPS output and ~70% lower usage cost.
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Why Builders Choose MiniMax M3.1 Flash
MiniMax M3.1 Flash is the successor to the anonymously run Space Bunny system, benchmarked across enterprise automation, software engineering, computer use and security work.
- Agentic Workflow AutomationRanks among top performers on AutomationBench-AA and scores 76.2 on BankerToolBench, finishing end-to-end SaaS workflows across sales, marketing, operations, service, finance and HR.
- Coding and Software EngineeringReaches 73.7% on DeepSWE v1.1, reading code, building features, fixing defects and validating its own work through tests across long step sequences.
- Computer Use and CybersecurityScores 61.7 on OSWorld V2 and 29.6 on Agents' Last Exam for real-environment operation, plus 82% on CyberGym for vulnerability discovery and validation.
How to Run MiniMax M3.1 Flash
Three steps from first access to production-grade agent work with MiniMax M3.1 Flash.
MiniMax M3.1 Flash Features
Faster inference, flat low-cost tokens, and benchmarked strength across automation, coding, computer use and security engineering.
Aggressive Sparsity for Faster Inference
Deeper sparsity in the serving stack lifts everyday output to 200+ TPS with P50 holding at 170+ TPS, making online inference nearly three times faster.
Flat, Low-Cost Token Pricing
$0.15 per 1M input tokens, $0.60 per 1M output tokens and $0.015 per 1M cached input cut overall agentic spend roughly 70% below the previous model.
Enterprise SaaS Workflow Execution
Leading AutomationBench-AA placement and 76.2 on BankerToolBench reflect multi-step planning, financial compliance and chained tool calls across live SaaS systems.
DeepSWE Software Development
73.7% on DeepSWE v1.1 puts it beside leading models on complex software work that demands independent code comprehension, feature builds, bug fixes and test validation.
Real-Environment Computer Operation
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 results.
Security Engineering Support
82% on CyberGym, backed by internal expert review, covers code auditing, vulnerability patching, penetration testing, malware analysis and reverse engineering at low cost.
MiniMax M3.1 Flash — FAQ
Common questions about MiniMax M3.1 Flash pricing, throughput, benchmarks and access.
What exactly is MiniMax M3.1 Flash?
It is MiniMax's next-generation Flash model, evolved from the anonymously operated Space Bunny system that processed over 200 trillion tokens, and it jumps ahead in agentic tasks, coding, computer use and cybersecurity.
How much does it cost per million tokens?
Flat rates apply: $0.15 per 1M input tokens, $0.60 per 1M output tokens and $0.015 per 1M cached input tokens, with overall agentic usage about 70% cheaper than the predecessor.
What powers the near-3x faster inference?
More aggressive sparsity across the serving stack: everyday output climbs to 200+ TPS and median (P50) speed stays above 170 TPS.
Which benchmarks back up the 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.
Where can I get access to the model?
Through the MiniMax API at platform.minimax.io, the M Plan subscription and MiniMax Code, whose desktop build downloads from agent.minimax.io/download; weights follow later.
How does Flash relate to the Pro model?
Flash is MiniMax's ongoing exploration of the efficiency-capability balance, while Pro, aimed at pushing the boundaries of intelligence, arrives later.
Start Building with MiniMax M3.1 Flash
Open the MiniMax API, pick up an M Plan subscription or download MiniMax Code — frontier agentic, coding, computer-use and security performance at roughly 70% lower cost and near-3x faster inference.