Hosted by Beaver Teacher · 🇺🇸 US · ZH-TW · 15 episodes
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Beaver Teacher 用繁體中文拆解 Claude Code、agent workflow、context 治理與真實團隊落地。每一集先直接講這件事對你有什麼用，再帶你拆清楚定義、邊界、反模式與實作決策。這不是快訊節目，而是一檔把 AI 工具講成可操作工作流的深度教學 Podcast。
Beaver Teacher hosts Beaver Teacher 講 Claude Code, a technology show with 15 episodes published.
這集拆的是一個 AI team 架構問題：Hermes 和 OpenClaw 不應該只被放在同一張 agent 工具比較表裡看。更重要的是分清楚入口、作業腦、記憶、技能、工具權限、排程和發布 gate。 Hermes 比較適合當 governed agent-team runtime。OpenClaw 比較適合當自架、多入口、模型無關的個人助理平台。你會聽到為什麼 AI team 不應該只靠多開幾個 chat window，而要分 pr
這集在拆 Hermes Agent。重點不是又一個聊天機器人，而是 Hermes 怎麼把模型、工具、記憶、技能、排程、API、Obsidian 和本地模型，組成一套可以長期工作的 AI team operating system。 你會聽到 Hermes 的九層架構、三條 API 串接路、MCP 與 tool registry 的分工、Obsidian vault 怎麼接成團隊知識庫，以及 M5 Max 128G / 4T 筆電怎麼透過
EP12 用季末總結的方式說明 GitHub Actions 怎麼接回更完整的 Claude Code operating model 與媒體發佈流程。
EP11 會帶你看清楚 context rot、compaction、clear points 到底在損失什麼。重點不是記住術語，而是建立一個不靠運氣也能續航的上下文管理方法。 這集會把 context rot、compact、/clear 和文件化交接放回同一套操作邏輯，幫你分清楚什麼該留在線程裡、什麼一定要寫回檔案。 如果這集對你有幫助，歡迎請 Beaver Teacher 喝杯咖啡：https://claude-code-deep
EP09 把 plugins 放回正確位置：它們是 agents、hooks、MCP servers 與其他可重用團隊能力的可攜式封裝層。
EP08 解釋什麼時候該委派、怎麼切 write ownership，以及為什麼主線把 critical path 丟出去時 sub-agents 常常會失敗。
EP06 示範怎麼把 lifecycle hooks 做成 review gate、stop condition 與 handoff safeguard，而不是只留下一句被忽略的提醒。
EP05 拆解 lifecycle events、tool hooks，以及在真實團隊工作流裡，什麼時候 shell enforcement 會比文字規則更有效。
如果你正在把 Claude Code 帶進團隊，EP01 會先幫你分清楚五層控制架構各自負責什麼：哪些在定長期方向，哪些只是在承接工作脈絡，哪些不該被回寫成永久規則。 這集會先給你一張五層控制地圖，讓你分清楚政策、驗收、能力、協作和 context 續航到底各在做什麼。 如果這集對你有幫助，歡迎請 Beaver Teacher 喝杯咖啡：https://claude-code-deep-dive.pages.dev/sponsor/ 單
EP13 會帶你看懂這份洩漏資料真正厲害的地方：分層權限、context engineering、tool prompts、feature gates 以及整個 harness 怎麼被做成可運作的系統，而不是只靠一段神奇提示詞。 這集不是在聊八卦，而是在拆產品。你會看見一個成熟 agent product 為什麼不能只靠 prompt，而是要把權限、工具、context 與 rollout 一起工程化。 如果你喜歡這種深挖解析，歡迎請
EP04 會把 allow、ask、deny 與各種 permission mode 講成真實工作流：怎麼保留安全邊界，又不讓每一次操作都變成一場授權摩擦。 這集不是背名詞，而是把 approval boundary 放回團隊的風險姿勢與工作節奏，讓你分清楚哪些限制該硬鎖，哪些只需要被提醒。 如果你喜歡這種工程化拆解，歡迎請 Beaver Teacher 喝杯咖啡：https://claude-code-deep-dive.pages.
EP03 幫你畫出一張 scope 地圖：哪些設定該留在個人，哪些要進專案，哪些屬於託管環境。重點不是背名詞，而是避免 scope 漂移把團隊政策搞亂。 這集會把 user、project、local、managed 四個 scope 的邊界拆開，讓你知道哪些設定該共享，哪些只該留在個人機器。 如果這集有幫你把設定思路講清楚，歡迎請 Beaver Teacher 喝杯咖啡：https://claude-code-deep-dive.pa
如果你常常分不清楚什麼該寫進 CLAUDE.md、什麼只該留在工作記錄，EP02 會幫你拆開長效政策、巢狀記憶與匯入規則，讓整個專案行為變得可預期。 這集會把 durable policy、working memory、handoff 檔案和 nested imports 一次講清楚，避免 root file 越寫越像黑盒子。 如果你喜歡這種把系統講成人話的拆法，歡迎請 Beaver Teacher 喝杯咖啡：https://claud
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Beaver Teacher 講 Claude Code is hosted by Beaver Teacher. The show is categorised under technology (how to) and has published 15 episodes.
Beaver Teacher 講 Claude Code has published 15 episodes.
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