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  "text": "Meet MetaClaw 🦞— Just talk to your agent, it learns and evolves.\n\n💬 Conversations become training trajectories\n⚡ Models update live with hot-swapped weights\n🧠 Failures generate new reusable skills\n💻 No GPU cluster required\n\nUnder the hood:\n🔄 Online SkillRL training\nTraining runs asynchronously while the model continues serving.\n\n🐚 Skill evolution\nWhen the agent fails, an LLM analyzes the trajectory and generates new reusable skills.\n\n📌 Skill injection\nRelevant skills are retrieved and injected into the system prompt at each step to guide behavior in real time.\n\nBuilt on Kimi-2.5 via Tinker cloud LoRA\n→ fine-tuning costs about $10 and requires no GPU cluster\n\n💻 Fully open-sourced\nhttps://t.co/RR24ZJvZ7T\n\nBuilt with @openclaw and @thinkymachines \n\nKudos to the team @richardxp888, Jianwen Chen, @Xinyu2ML, @lillianwei423, @StephenQS0710, Zeyu Zheng, @cihangxie!",
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