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