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minimax m3.1 flash
Try MiniMax M3.1 Flash for agentic, coding and computer-use tasks — 200+ TPS, flat token pricing and near-3x faster inference than the previous release.
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Inside MiniMax M3.1 Flash: Speed Meets Agentic Depth
Evolved from the anonymous Space Bunny deployment, this Flash-tier release has been measured on enterprise automation, software engineering, desktop control and security engineering workloads.
- Multi-Step Agent AutomationSits near the top of AutomationBench-AA and posts 76.2 on BankerToolBench, carrying SaaS workflows in sales, marketing, ops, service, finance and HR from start to finish.
- Code Reading, Writing and RepairScores 73.7% on DeepSWE v1.1 — it reads existing code, ships new features, patches defects and verifies its own changes with tests across long step chains.
- Desktop Control and Security TestingRecords 61.7 on OSWorld V2 and 29.6 on Agents' Last Exam for real-machine operation, alongside 82% on CyberGym for finding and validating vulnerabilities.
How Teams Put MiniMax M3.1 Flash to Work
From first request to production-grade agent runs in three short moves.
Core Strengths of MiniMax M3.1 Flash
Quicker serving, predictable per-token rates and measured strength in automation, software work, desktop control and security engineering.
Sparser Serving, Swifter Responses
Deeper sparsity in the inference stack pushes everyday output past 200 TPS while P50 holds above 170 TPS — close to a threefold speed-up for live traffic.
Simple, Predictable Token Rates
$0.15 per 1M input tokens, $0.60 per 1M output tokens and $0.015 per 1M cached input trim overall agent spend by about 70% versus the prior generation.
End-to-End SaaS Task Execution
A leading AutomationBench-AA position and 76.2 on BankerToolBench show multi-step planning, financial compliance and chained tool use inside live SaaS systems.
Real Software Engineering Depth
73.7% on DeepSWE v1.1 places it alongside top models on work that requires independent code comprehension, feature delivery, bug fixes and test verification.
Hands-On Desktop Operation
61.7 on OSWorld V2 and 29.6 on Agents' Last Exam — best among Chinese models on both — demonstrate real-environment tool use with results delivered.
Security and Vulnerability Work
82% on CyberGym, reinforced by internal expert review, spans code auditing, patch work, penetration testing, malware triage and reverse engineering at low cost.
MiniMax M3.1 Flash: Questions Answered
Quick answers on pricing, speed, benchmark results and access — everything to check before you start.
So what is MiniMax M3.1 Flash, in plain terms?
It is MiniMax's newest Flash-tier model, grown out of the anonymous Space Bunny deployment that handled more than 200 trillion tokens, and it moves the needle on agentic tasks, coding, desktop control and security work.
How is pricing structured per million tokens?
Rates stay flat: $0.15 per 1M input, $0.60 per 1M output and $0.015 per 1M cached input — putting overall agent usage roughly 70% below its predecessor.
Where does the roughly 3x speed-up come from?
Tighter sparsity throughout the serving stack: routine output now exceeds 200 TPS while median (P50) speed stays north of 170 TPS.
Which benchmark scores support these numbers?
A leading 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?
Through the MiniMax API at platform.minimax.io, an M Plan subscription, or MiniMax Code whose desktop build downloads from agent.minimax.io/download; weights are expected later.
How does Flash differ from the Pro model?
Flash carries MiniMax's ongoing work on the efficiency-versus-capability trade-off, while Pro — built to stretch the intelligence ceiling — arrives afterward.
Put MiniMax M3.1 Flash to Work Today
Call the MiniMax API, take an M Plan subscription or install MiniMax Code, and get frontier agent, coding, desktop-control and security performance at about 70% less spend and near-3x the speed.
