MetaClaw 实现双循环元学习系统,从对话失败中提取技能并在用户空闲时更新强化学习权重。

编码实现📅 2026/03/14
#CI/CD#演示#开发者#全自动#GitHub#Google Calendar#低风险#事件触发#代码#日志
MetaClaw 架构示意图,展示从聊天记录实时提取技能以及由 Google 日历空闲时段触发的后台强化学习权重更新流程
Day 5 building MetaClaw 🦞 — Mad Max Mode: your agent now meta-learns 24/7.

Beyond RL alone:
⚡️ While you chat → skills extracted from failures, injected instantly
🧠 While you're away → RL weights updated via Tinker & hot-swapped

Two loops, one system — inspired by how the brain learns.
⚡ Skills = fast, gradient-free adaptation.
🧬 Weights = slow, RL-driven evolution.
One fuels the other.

It knows when you're busy. It trains when you're not.

Syncs with your Google Calendar. Detects idle time. Never interrupts.

📄 Technical details coming soon — stay tuned.

Try it 👉: https://t.co/RR24ZJvZ7T

Built with @openclaw and @thinkymachines

Kudos to the team @richardxp888, Jianwen Chen, @Xinyu2ML, @lillianwei423, @StephenQS0710, @HaoqinT, @JiaqiLiu835914, @zhengop, @cihangxie