MiniMax-M2.1: Redefining Multilingual Coding Agents with Strong Generalization Snippet: MiniMax-M2.1 achieves a significant leap in coding capabilities, matching or surpassing global top-tier models across benchmarks. Optimized for agentic scenarios, it features a multilingual system covering 10+ languages, a high-concurrency infrastructure launching 5,000+ environments in 10 seconds, and robust generalization across coding scaffolds, scoring over 67 on SWE-Bench in diverse environments. Introduction: When Coding Agents Step Out of the Python Comfort Zone In the rapidly evolving landscape of software development, 2025 has established itself as a pivotal year. As Large Language Models (LLMs) become increasingly integrated into our workflows, the ability …