MiniMax M2.7 Is Live on BlockRun — The First Self-Evolving Reasoning Model

MiniMax just dropped M2.7 — and it's live on BlockRun right now. One API call. Pay per request. No subscription. No API key signup with MiniMax. curl https://blockrun.ai/v1/chat/completions \ -H "Content-Type: application/json" \ -d '{ "model": "minimax/minimax-m2.7", "messages": [{"role": "user", "content": "Hello"}] }' If you're still calling minimax/minimax-m2.5, it auto-redirects to M2.7. No code changes needed. What Makes M2.7 Different M2.7 is the first model MiniMax describes as deeply participating in its own evolution. It doesn't just run agent tasks — it builds and optimizes its own agent harnesses through recursive self-improvement loops. In practice, that means: 97% skill adherence across 40+ complex skills (each exceeding 2,000 tokens) 30% performance gains from recursive harness optimization over 100+ iteration cycles Handles 30–50% of research workflows autonomously This isn't a chatbot upgrade. It's a model that gets better at being an agent the more you use it as one.