MiniMax M2.7 posts strong GDPval gains

This is MiniMax trying to sell a model as an autonomous improvement loop, not just a benchmark bump. The numbers look legitimately competitive, but the real story is whether the self-evolution workflow generalizes outside MiniMax's internal harnesses.

• –GDPval-AA 1495 is the headline office result, but the post frames it as strongest among open-source models rather than a universal win.
• –SWE-Pro 56.22%, VIBE-Pro 55.6%, and Terminal Bench 2 57.0% suggest the model is tuned for real delivery work, not just coding chat.
• –The agent-harness narrative matters for developers because it hints at better long-horizon planning, tool use, and iterative debugging.
• –Office editing across Word, Excel, and PowerPoint could make M2.7 useful for enterprise workflows if fidelity and revision control hold up in practice.