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MiniMax M2.7 is the first model showing real signs of self-evolution — it analyzes its own failures, modifies its harness, and iterates until performance improves. In this video, I break down exactly how this autonomous optimization loop works, why it matters for agent use cases, and how you can start using M2.7 today across different agent harnesses. MiniMax Token Plan 12% OFF:https://platform.minimax.io/subscribe/coding-plan?code=BsIrd0MMQO&source=link MiniMax Platform:https://platform.minimax.io API Documentation:https://platform.minimax.io/docs/guides/text-generation Self-Evolution: https://www.minimax.io/news/minimax-m27-en My Dictation App: www.whryte.com Website: https://engineerprompt.ai/ RAG Beyond Basics Course: https://prompt-s-site.thinkific.com/courses/rag Signup for Newsletter, localgpt: https://tally.so/r/3y9bb0 Let's Connect: 🦾 Discord: https://discord.com/invite/t4eYQRUcXB ☕ Buy me a Coffee: https://ko-fi.com/promptengineering |🔴 Patreon: https://www.patreon.com/PromptEngineering 💼Consulting: https://calendly.com/engineerprompt/consulting-call 📧 Business Contact: engineerprompt@gmail.com Become Member: http://tinyurl.com/y5h28s6h 💻 Pre-configured localGPT VM: https://bit.ly/localGPT (use Code: PromptEngineering for 50% off). Signup for Newsletter, localgpt: https://tally.so/r/3y9bb0