{"id":"1642939c-e833-4b75-95aa-f46221bad1a3","slug":"clawhub-unknown-self-improving-learner","name":"Self Improving Agent","description":"错误学习闭环：记录失败和纠正 → Pattern-Key 分类 → 定期复盘 → 整合长期记忆 → 防止再犯。 Use when: (1) 命令/操作意外失败且原因值得记录, (2) 用户纠正了错误（\"不对\"/\"Actually...\"/\"你搞错了\"）, (3) 用户要求的能力不存在（能力缺口信号）, (4) 外...","capabilities":[],"protocols":["OPENCLAW"],"safetyScore":84,"overallRank":62,"trustScore":null,"trust":null,"source":"CLAWHUB","updatedAt":"2026-10-10T14:41:42.066Z"}