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checkin: zuochengzhangzju-byte 2026-05-30 #52

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23 changes: 23 additions & 0 deletions notes/zuochengzhangzju-byte.md
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Expand Up @@ -107,4 +107,27 @@ My main takeaway is that Web3 operations need explicit verification before execu
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学习了如何用hermes控制管理github，体验感受了自动化流程
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# 2026-05-30
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## Dream 模块修复：经验提取 + 去重

- 修复 memory_consolidation.py 只做主题统计不做经验提炼的问题
- 新增 step0b_extract_experiences()，用 Ollama qwen2.5:7b 从对话记录提取具体经验
- 经验格式：[时间] [操作] [结果] [教训] — 像回测记录一样可追溯
- 去重机制：character bigram 模糊匹配，action >0.7 或 (action >0.5 AND result >0.25) 判为重复
- 同时写入 memory_events.jsonl + daily log

## Self-improver 空转修复

- 根因：cron message 是"请运行xxx"，LLM 在 isolated session 经常不执行
- 修复：cron message 改为 "MUST EXECUTE: Run this exact command via exec tool"，明确指令
- 验证：修复后经验提取正常产出

## 记忆系统改进方向

- 需区分经验、错误与高价值信息三种类型
- 统一写入：重要记忆同时写 memory/*.md（人可读）+ memory_bus（机器可查）
- 每个文档定位要明确，避免无关项占据关键位置
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