MiniMax M2.7

MiniMax M2.7 is a text-only large language model from MiniMax, released in March 2026, positioned for autonomous, real-world productivity through advanced agentic capabilities and multi-agent collaboration. It targets complex software engineering, long-horizon agentic tool use, live production troubleshooting, and office document generation across Word, Excel, and PowerPoint. The model supports reasoning, code-optimized workflows, function calling, and web search, with a context window of roughly 198K tokens.

Its defining feature is "self-evolution": MiniMax describes M2.7 as its first model that deeply participates in its own development, autonomously running 100-plus rounds of scaffold optimization to achieve a reported 30% improvement on internal programming benchmarks. On the vendor's own benchmarks, M2.7 scores 56.22% on SWE-Pro and 57.0% on Terminal Bench 2.

Compared with its same-family predecessor [[sibling:minimax-m25|MiniMax M2.5]], MiniMax reports significant gains in professional finance tasks—for instance, autonomously reading annual reports and earnings calls to build revenue models and produce research output.

M2.7 sits between M2.5 and the later [[sibling:minimax-m3|MiniMax M3]] in the lineage. The model is distributed under a modified, non-commercial MiniMax license.

Sources

MiniMax M2.7 - Model Self-Improvement, Driving Productivity Innovation Through Technological Breakthroughs | MiniMax· minimax.iominimax-m2.7 Model by Minimaxai· build.nvidia.comminimaxai / minimax-m2.7· docs.api.nvidia.com

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