MiniMax M2.1 Delivers Advanced Multi-Language Programming For Complex Real-World Applications
Chinese AI developer MiniMax reported the discharge of its M2.1 mannequin, describing it as a big improve designed to ship stronger efficiency throughout a number of programming languages in addition to cell and net utility growth.
According to the corporate, whereas the sooner M2 model primarily targeted on lowering working prices and bettering accessibility, the M2.1 launch concentrates on bettering effectiveness in complicated real-world duties, with specific emphasis on broader language assist and sensible workplace use instances.
MiniMax acknowledged that the mannequin now gives considerably improved capabilities throughout a variety of programming languages, together with Rust, Java, Golang, C++, Kotlin, Objective-C, TypeScript, and JavaScript, enabling end-to-end growth from low-level system engineering to application-layer development. The firm additionally reported main enhancements in net and cell growth, strengthening native Android and iOS assist whereas increasing the mannequin’s means to interpret design necessities, generate visually refined interfaces, and assemble superior interactive and three-dimensional simulation environments.
The agency additional famous that M2.1 improves its dealing with of complicated instruction units and built-in activity execution, permitting for extra dependable efficiency in workplace productiveness eventualities. Compared with its predecessor, the brand new model is described as delivering shorter, extra environment friendly responses, sooner execution occasions, and diminished computational overhead, contributing to smoother workflows for AI-assisted coding and agent-based operations. MiniMax added that M2.1 demonstrates sturdy compatibility with a wide range of growth instruments and agent frameworks and gives improved conversational and writing high quality, producing extra detailed and better-structured output throughout technical documentation and basic communication contexts.
M2.1 Sets New Performance Benchmarks, Delivering Major Gains Across Multilingual And Full-Stack Evaluations
MiniMax reported that its M2.1 mannequin exhibits substantial efficiency features in contrast with the sooner M2 model throughout main software program engineering benchmarks, with significantly sturdy ends in multilingual programming duties, the place it’s described as surpassing Claude Sonnet 4.5 and approaching the efficiency of Claude Opus 4.5. The firm acknowledged that evaluations carried out on SWE-bench Verified, utilizing a variety of coding agent frameworks, indicated high ranges of framework generalization and operational stability.
Additional benchmark testing masking areas comparable to take a look at era, runtime optimization, code overview, and instruction compliance reportedly demonstrated broad enhancements over M2, with M2.1 constantly matching or outperforming Claude Sonnet 4.5 in a number of of those classes. To assess the mannequin’s means to design and ship full functions from preliminary idea to useful deployment, MiniMax launched a brand new analysis framework often called VIBE, which measures visible high quality and interactive conduct throughout net, simulation, Android, iOS, and backend growth. Unlike conventional testing approaches, VIBE applies an automatic agent-based verification technique to look at each interface aesthetics and runtime logic.
According to MiniMax, M2.1 achieved an total VIBE rating of 88.6, reflecting sturdy full-stack growth functionality, with significantly high ends in net growth at 91.5 and Android growth at 89.7. The firm added that the mannequin additionally demonstrates ongoing enhancements in prolonged instrument utilization and total intelligence metrics compared with the earlier M2 launch.
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