• Opencode (cli) = cline -> openwork (ui) = claude cowork

zeroclaw

https://www.53ai.com/news/Openclaw/2026030832065.html

https://github.com/zeroclaw-labs/zeroclaw/releases/tag/v0.6.2

• zeroclaw-x86_64-pc-windows-msvc.zip

Local LLMs for OpenClaw: a practical guide

• https://rentamac.io/best-local-llms-openclaw/

openclaw 怎麼跟notion溝通

• Skill
  14. 指令取得notion api key
  14. 透過api存取notion資料
• 如果要讓這樣的agent存取向量資料庫，也是用skills ?
  14. 這樣的skills要具備什麼能力？
      • 將問題轉成向量
      • 將問題向量送到向量資料庫(by API)
      • 接收回傳的文字
        50. Google: skill for rag vector database
            14. https://github.com/openclaw/skills/blob/main/skills/mupengi-bot/mupeng-rag-engineer/SKILL.md
            14. https://github.com/IceWhaleTech/toolfs/blob/main/skills/rag/SKILL.md
  14. 如果remote只有向量資料庫，Advanced RAG (混和檢索、重新排序等技術) 要在哪裡處理？
      • 一個含有Adanved RAG模組的skill，而且要能跟現有架構相容
      • Openclaw的advanced RAG是用在記憶檢索
        50. https://github.com/openclaw/openclaw/issues/3170 (Closed as not planned)
        50. https://github.com/openclaw/openclaw/issues/4270 (duplicated, Closed)
        50. https://laplusda.com/posts/openclaw-memory-upgrade-qmd/
            14. 加入 qmd 讓openclaw的記憶檢索使用qmd的重排序
• 沒看到針對vector database的skills
  14. Google: vector database skills
      • https://mcpmarket.com/zh/tools/skills/vector-database-management-1
        50. Activate for Pinecone, Weaviate, Chroma, pgvector, RAG, and similarity search.
      • https://github.com/VoltAgent/awesome-agent-skills
        50. https://github.com/sanjay3290/ai-skills/tree/main/skills/postgres
            14. Execute safe read-only SQL queries against PostgreSQL databases

Github issue學習

• 撰寫架構 (ex. https://github.com/openclaw/openclaw/issues/3170)
  14. 總結summary
  14. 解決方案proposed solution
      • 程式碼
  14. 考慮的替代方案Alternatives considered
  14. 補充訊息Additional context
      • 證據Evidence
      • 向後相容性Backward compatibility

• 如何全面了解並清楚的解釋現存解決方案的優缺點，而做出選擇

• Deep Agents: The Harness Behind Claude Code, Codex, Manus, and OpenClaw

• https://orpius.com/get-started/

• Deepagents 安裝

• Ironclaw安裝

• CAMEL-AI = deepagents ?

• Rust 生態與 SA Python 棧不相容 -> 修改prompt

1. 14. 模型以為SA的架構已經是確定的