{ "requestId": "afd38c87-8db6-4340-b8e5-bf0625ee820a", "ok": true, "generatedAt": "2026-04-03T22:17:10.347Z", "session": { "sessionKey": "agent:research:telegram:group:-5161204043", "agentId": "research", "lastMessageAt": "2026-03-29T15:48:41.889Z", "state": "idle" }, "status": { "sessionKey": "agent:research:telegram:group:-5161204043", "model": "gpt-5.4", "tokensIn": 1582, "tokensOut": 305, "updatedAt": "2026-03-29T15:48:41.889Z" }, "latestSnippet": "[[reply_to_current]] 上傳好了。 **Google Drive 連結：** https://docs.google.com/presentation/d/10ASUsQzt5bNuFf9wHIaAfSmcu3m6zs2y/edit?usp=drivesdk&ouid=100375797906132490319&rtpof=true&sd=true ## 檔案資訊 - 檔名：`Agent_Memory_4plus...", "latestRole": "assistant", "latestKind": "message", "latestHistoryAt": "2026-03-29T15:48:41.757Z", "historyCount": 66, "history": [ { "kind": "message", "role": "user", "content": "Conversation info (untrusted metadata): ```json { \"message_id\": \"2628\", \"sender_id\": \"8426871379\", \"conversation_label\": \"Research 茶茶 id:-5161204043\", \"sender\": \"Chris Chuang\", \"timestamp\": \"Sun 2026-03-29 23:04 GMT+8\", \"group_subject\": \"Research 茶茶\", \"is_group_chat\": true } ``` Sender (untrusted metadata): ```json { \"label\": \"Chris Chuang (8426871379)\", \"id\": \"8426871379\", \"name\": \"Chris Chuang\" } ``` 我覺得notebooklm的簡報方向不是我想要的，可能範圍太大，或許分成多個主題會比較好，妳能幫我規劃一下嗎？還是我應該先把資訊都整理到notion，再來提煉成簡報", "timestamp": "2026-03-29T15:04:45.973Z" }, { "kind": "message", "role": "assistant", "content": "[[reply_to_current]] 明白。NotebookLM 的原生簡報功能（Slide Deck）通常會試圖涵蓋所有來源的資訊，導致結果變得像是一本「內容農場式」的說明書，而不像是一份有觀點、有層次的專業投影片。 關於你的提議，我的建議如下： ### 1. 關於先整理到 Notion **這是一個好習慣，但不是「現在」最快的路徑。** Notion 適合做長期的知識庫沉澱；但如果你現在的目標是「產出有質感的簡報」，我建議直接由我幫你做 **「結構化主題拆分與大綱規劃」**。 --- ### 2. 我建議的主題拆分規劃 與其做一份「包山包海」的簡報，不如拆成以下 **三個專注的主題**。這樣每一份的邏輯會非常鮮明： #### **主題 A：【架構篇】Agent 記憶與上下文管理的五層金字塔** - **對象**：架構師、技術決策者。 - **核心內容**： - 為什麼「只靠長 Context」是錯的？ - 五層架構定義：檢索層、長期記憶層、經驗層、上下文管理層、編排層。 - 模組定位：qmd vs memory-pro vs lossless-claw。 - **目標**：建立對 Agent 記憶系統的正確認知。 #### **主題 B：【實戰篇】OpenClaw 記憶模組選型與落地指南** - **對象**：開發者、OpenClaw 實作者。 - **核心內容**： - 各模組導入的先後順序（從 local embedding 到 OpenViking）。 - 性能與成本的 Tradeoff（LanceDB vs SQLite vs Reranking）。 - 導入步驟與避坑指南。 - **目標**：讓實作者知道明天該裝哪個 plugin。 #### **主題 C：【延伸篇】原生端導入策略：Claude Code 與 Codex 的差異化方案** - **對象**：進階用戶、研究員。 - **核心內容**： - 原生環境與 OpenClaw 宿主環境的限制差異。 - 針對 Claude（設計/規劃型）與 Codex（執行/修補型）的差異化配置。 - 如何在沒有宿主控制權時外掛記憶能力。 - **目標**：解決特定工具鏈下的記憶瓶頸。 --- ### 3. 我建議的下一步 1. **你挑選其中一個主題**（例如先做主題 B 實戰篇）。 2. **我為你寫出「精準的 8-10 頁投影片大綱」**。 3. **你確認大綱後，我再用這份大綱去下 `focus_prompt` 給 NotebookLM**。 這樣產出的 Slide Deck 就不會亂抓，而是會完全照著我們設計的邏輯走。 **Chris，你覺得先從哪一個主題開始最有感？**", "timestamp": "2026-03-29T15:04:56.868Z" }, { "kind": "message", "role": "user", "content": "Conversation info (untrusted metadata): ```json { \"message_id\": \"2640\", \"sender_id\": \"8426871379\", \"conversation_label\": \"Research 茶茶 id:-5161204043\", \"sender\": \"Chris Chuang\", \"timestamp\": \"Sun 2026-03-29 23:08 GMT+8\", \"group_subject\": \"Research 茶茶\", \"is_group_chat\": true } ``` Sender (untrusted metadata): ```json { \"label\": \"Chris Chuang (8426871379)\", \"id\": \"8426871379\", \"name\": \"Chris Chuang\" } ``` 還記得剛剛講到哪嗎", "timestamp": "2026-03-29T15:08:38.335Z" }, { "kind": "message", "role": "assistant", "content": "[[reply_to_current]] 記得，我幫你接一下脈絡。 ## 剛剛講到這裡 你說： - **NotebookLM 產出的簡報方向不是你想要的** - 問題可能是 **範圍太大** - 你在想： 1. 要不要 **拆成多個主題** 來做簡報 2. 還是應該先把資訊整理到 **Notion**，再提煉成簡報 --- ## 我剛剛給你的建議是 我認為 **現在不用先繞去 Notion**。 ### 原因 - **Notion 比較適合長期知識整理** - 但你現在的問題比較像是： - 簡報範圍太大 - 主軸不夠聚焦 - NotebookLM 把太多東西一起講 所以更好的做法是： > **先把主題拆小、把每份簡報的目的定清楚，再丟給 NotebookLM 生成。** --- ## 我幫你規劃了 3 個可拆分主題 ### 主題 A｜架構篇 **Agent 記憶與上下文管理的整體架構** 重點放在： - 為什麼不能只看單一 plugin - 各層分工 - `lossless-claw / memory-lancedb-pro / qmd / auto-skill / OpenViking / local embeddings` 的定位 ### 主題 B｜OpenClaw 實戰篇 **OpenClaw 裡面怎麼選、怎麼導入** 重點放在： - OpenClaw 原生宿主下的導入順序 - 哪些模組先上、哪些晚點上 - 成本 / 複雜度 / 風險 ### 主題 C｜Claude / Codex 原生篇 **如果不是在 OpenClaw，而是直接在 Claude 或 Codex 原生端導入，要怎麼選** 重點放在： - 原生端限制 - Claude 跟 Codex 的差異 - 哪些模組適合原生掛、哪些比較難 --- ## 我最後停在這一句 我問你： > **要不要先選一個主題，我來幫你做成精準的 8–10 頁投影片大綱，再拿去給 NotebookLM 生？** --- ## 如果你要，我現在可以直接接著做 你只要回我其中一個就行： - **先做 A：架構篇** - **先做 B：OpenClaw 實戰篇** - **先做 C：Claude / Codex 原生篇** 如果你想，我也可以直接幫你排一個更實際的順序： ### 我建議的順序 1. **A 架構篇** 先把整體世界觀講清楚 2. **B OpenClaw 實戰篇** 再講你自己的主場怎麼落地 3. **C Claude / Codex 原生篇** 最後再講延伸比較 如果你要，我下一則就直接幫你出 **A 篇的簡報大綱 v1**。", "timestamp": "2026-03-29T15:08:58.435Z" }, { "kind": "message", "role": "user", "content": "Conversation info (untrusted metadata): ```json { \"message_id\": \"2642\", \"sender_id\": \"8426871379\", \"conversation_label\": \"Research 茶茶 id:-5161204043\", \"sender\": \"Chris Chuang\", \"timestamp\": \"Sun 2026-03-29 23:10 GMT+8\", \"group_subject\": \"Research 茶茶\", \"is_group_chat\": true } ``` Sender (untrusted metadata): ```json { \"label\": \"Chris Chuang (8426871379)\", \"id\": \"8426871379\", \"name\": \"Chris Chuang\" } ``` Openviking 現在還沒有實際應用，而且分層的方式跟lancedb有點像，可能不用太深入介紹", "timestamp": "2026-03-29T15:10:28.692Z" }, { "kind": "message", "role": "assistant", "content": "[[reply_to_current]] 同意，這個收斂很重要。 ## 我會這樣調整 ### **OpenViking 降級成「延伸觀察 / 未來方向」** 不把它當主角，也**不深入拆解**。 ### 原因 你這個判斷合理，因為目前它有兩個問題： 1. **還沒有實際應用案例可作為主體** - 拿來當主角會讓簡報變虛 - 聽眾也容易問：「所以你們到底有沒有要用？」 2. **它的分層概念和 LanceDB / 記憶分層敘事有部分相似** - 如果講太多，會讓簡報主線變散 - 容易從「可落地選型」偏成「概念型平台願景」 --- # 這樣一來，主線會更清楚 ## 簡報主角應該縮成這四個 1. **lossless-claw** → 解決上下文太長、摘要失真、細節丟失 2. **memory-lancedb-pro** → 解決長期記憶、偏好、決策、脈絡延續 3. **qmd** → 解決外部文件檢索 4. **auto-skill** → 解決經驗沉澱與工作流複用 ### 補一個基礎設施層 5. **local embeddings** → 成本 / 隱私 / latency 基座 --- # OpenViking 建議怎麼放 我建議只放在最後一小段： ## **「延伸觀察：未來可能的 context orchestration 方向」** 用 1 頁或甚至半頁帶過就好。 ### 可以怎麼講 - 它代表的是一種更上層的 context database / orchestration 思路 - 目前仍偏概念與早期階段 - 與當前可落地的 `lossless-claw + memory-lancedb-pro + qmd + auto-skill` 相比， **現階段不必作為優先導入項** --- # 這樣會讓簡報變成更務實的版本 ## 核心敘事可以收斂成： > Agent 記憶不是單一模組問題，而是四種不同問題： - **上下文治理** → `lossless-claw` - **長期記憶** → `memory-lancedb-pro` - **知識檢索** → `qmd` - **經驗沉澱** → `auto-skill` 而不是變成： > 所有跟 context 有關的東西都一起講一遍 --- # 所以我建議新的簡報範圍這樣定 ## 主題 A｜架構篇（修正版） **Agent 記憶系統的 4+1 模型** - 4 個主模組： - lossless-claw - memory-lancedb-pro - qmd - auto-skill - 1 個底層能力： - local embeddings - OpenViking 只放延伸備註 ## 主題 B｜OpenClaw 導入篇（修正版） **OpenClaw 裡怎麼選最實際** - 第一階段：loca...", "timestamp": "2026-03-29T15:10:50.400Z" }, { "kind": "message", "role": "user", "content": "Conversation info (untrusted metadata): ```json { \"message_id\": \"2644\", \"sender_id\": \"8426871379\", \"conversation_label\": \"Research 茶茶 id:-5161204043\", \"sender\": \"Chris Chuang\", \"timestamp\": \"Sun 2026-03-29 23:12 GMT+8\", \"group_subject\": \"Research 茶茶\", \"is_group_chat\": true } ``` Sender (untrusted metadata): ```json { \"label\": \"Chris Chuang (8426871379)\", \"id\": \"8426871379\", \"name\": \"Chris Chuang\" } ``` 以導入難易度來說，應該是auto-skills 比較容易，但我之前試圖導入到Openclaw的時候，有被認定為這個skill影響太多判斷，所以被改寫成安全版", "timestamp": "2026-03-29T15:12:57.185Z" }, { "kind": "message", "role": "assistant", "content": "[[reply_to_current]] 對，這個我覺得你這個補充很關鍵，因為它會直接影響我們簡報裡的**「導入難易度」定義**。 ## 我先收斂一句話 **如果只看「裝上去」或「概念上接進去」，auto-skill 可能算容易；但如果看「穩定、安全、不干擾主代理判斷地導入」，它其實不一定最容易。** --- # 我會把這件事拆成兩個維度 ## 1. 技術接入難度 也就是： - 好不好接 - 需不需要很深的底層 hook - 要不要改 context engine / lifecycle / storage 從這角度看，`auto-skill` 確實常常**不算最難**，因為它比較像： - 外掛式經驗層 - 任務前後的提示 / 檢索 / write-back 機制 - 不一定要深改宿主底層 所以如果只談「接得上去嗎」： - `auto-skill`：偏容易 - `qmd`：也偏容易 - `memory-lancedb-pro`：中等 - `lossless-claw`：較難 - `OpenViking`：最重 --- ## 2. 行為干擾風險 也就是： - 它會不會改變 agent 的判斷方式 - 會不會插手太多 - 會不會讓主代理變得過度保守、過度干預、或風格跑掉 從這角度看，`auto-skill` 反而**風險比較高**。 因為它不是單純查資料而已，它常常會： - 主動檢索過往經驗 - 主動套用最佳實踐 - 主動提醒避坑 - 主動 write-back - 甚至會改變回應策略 這就很容易被系統或宿主判定成： > 「這個 skill 對核心判斷鏈的影響太大」 你提到它後來被改寫成**安全版**，這其實很合理，因為平台通常會擔心它變成： - 過度 steering - 過度覆蓋主代理決策 - 把經驗層誤當成規則層 --- # 所以我會怎麼重新定義「導入難易度」 我不會只寫成一條軸，而會改成： ## **兩條軸** ### A. 接入難度 ### B. 行為干擾 / 治理風險 這樣 `auto-skill` 的位置才會比較準。 --- # 如果放到比較表，我會這樣寫 | 模組 | 技術接入難度 | 行為干擾風險 | 原因 | |---|---|---:|---| | qmd | 低 | 低 | 偏外部檢索，不太改主代理判斷 | | auto-skill | 低～中 | 高 | 容易接，但容易影響推理與決策流程 | | memory-lancedb-pro | 中 | 中 | 會影響 recall 與上下文，但通常比 auto-skill 可控 | | lossless-claw | 高 | 低～中 | 深度接管 context engine，但不一定主動改寫判斷風格 | | OpenViking | 高 | 中～高 | 層級高、範圍廣，治理成本大 | ...", "timestamp": "2026-03-29T15:13:26.955Z" }, { "kind": "message", "role": "user", "content": "Conversation info (untrusted metadata): ```json { \"message_id\": \"2646\", \"sender_id\": \"8426871379\", \"conversation_label\": \"Research 茶茶 id:-5161204043\", \"sender\": \"Chris Chuang\", \"timestamp\": \"Sun 2026-03-29 23:15 GMT+8\", \"group_subject\": \"Research 茶茶\", \"is_group_chat\": true } ``` Sender (untrusted metadata): ```json { \"label\": \"Chris Chuang (8426871379)\", \"id\": \"8426871379\", \"name\": \"Chris Chuang\" } ``` 妳先幫我規劃妳的方案A，架構篇", "timestamp": "2026-03-29T15:15:03.108Z" }, { "kind": "message", "role": "assistant", "content": "[[reply_to_current]] 好，我先幫你做 **方案 A｜架構篇**。 我會把它設計成一份 **8–10 頁、偏「建立共識」而不是「硬做選型」** 的簡報。 --- # 方案 A｜架構篇 ## 題目建議 **《Agent 記憶系統的 4+1 模型：從上下文治理到經驗沉澱》** 副標可以是： **以 OpenClaw 生態為核心，對照 Claude / Codex 原生導入限制** --- # 這份簡報的目標 這份不是要回答「明天先裝哪個 plugin」，而是先回答： 1. **Agent 記憶到底不是一件事，而是哪些問題？** 2. **為什麼不能用單一模組解所有問題？** 3. **`lossless-claw / memory-lancedb-pro / qmd / auto-skill / local embeddings` 各自處理哪一層？** 4. **為什麼 OpenClaw 原生、Claude 原生、Codex 原生，適合的導入方式不同？** --- # 這份簡報的核心敘事 我會把主線收斂成一句話： > **Agent 的「記憶問題」其實包含五種不同問題：上下文治理、長期記憶、知識檢索、經驗沉澱、以及底層 embedding 基礎設施。** 所以不能只問： - 「哪個記憶 plugin 最強？」 而應該問： - 「你要解的是哪一種失憶？」 --- # 頁面規劃 --- ## 第 1 頁｜封面 ### 標題 **Agent 記憶系統的 4+1 模型：從上下文治理到經驗沉澱** ### 副標 **以 OpenClaw 為主軸，對照 Claude / Codex 原生導入情境** ### 這頁要傳達的事 - 這不是單一 plugin 比較 - 是一套「問題拆分 + 架構分層」的方法 --- ## 第 2 頁｜為什麼需要重新定義「Agent 記憶」 ### 標題 **Agent 記憶，通常不是單一問題** ### 內容重點 把常見問題拆成 5 類： 1. **上下文太長** - 舊訊息被截斷 - 摘要失真 - 技術細節消失 2. **跨 session 失憶** - 偏好忘了 - 決策忘了 - 專案脈絡斷掉 3. **文件 / 外部知識找不到** - docs 太多 - notes 太散 - KB 檢索品質不穩 4. **做過很多次卻不會越做越熟** - 成功參數沒被保留 - 踩坑經驗不能複用 5. **成本 / 隱私 / latency 問題** - embedding 太貴 - 雲端依賴太高 - 本地檢索太慢 ### 這頁結論 **先分清楚是哪一種問題，再談模組。** --- ## 第 3 頁｜4+1 架構全景圖 ### 標題 **4+1 模型：把記憶拆成不同層次** ### 建議圖法 一張分層圖： - **+1 基礎設施層**...", "timestamp": "2026-03-29T15:18:26.653Z" }, { "kind": "message", "role": "assistant", "content": "[[reply_to_current]] 好，我先幫你做 **方案 A：架構篇**。 我會把它定義成一份 **8–10 頁、先建立共同語言與判斷框架** 的簡報，不急著講太多產品細節，而是先回答： > **Agent 記憶到底不是一件事，而是哪幾件不同的事？** 這樣後面的 OpenClaw / Claude / Codex 導入篇才會好講。 --- # 方案 A：架構篇 ## 暫定題目 **《Agent 記憶系統的 4+1 模型：從上下文治理到經驗沉澱》** ### 這份簡報的目的 - 幫聽眾建立 **記憶模組的分類框架** - 避免把所有 plugin 都當成「memory plugin」 - 先講清楚 **問題空間**，再講模組定位 - OpenViking 只作為 **延伸觀察**，不作主軸 ### 適合對象 - 產品 / 工程決策者 - Agent 架構設計者 - 想評估記憶系統但不想先陷進實作細節的人 --- # 簡報結構 v1 --- ## 第 1 頁｜封面 ### 標題 **Agent 記憶系統的 4+1 模型：從上下文治理到經驗沉澱** ### 副標 以 OpenClaw 生態為例，重新理解： - 長期記憶 - 文件檢索 - 經驗沉澱 - 上下文管理 - 基礎設施 ### 這頁目的 先把簡報定位成： **這不是 plugin 介紹，而是架構分類。** --- ## 第 2 頁｜為什麼「Agent 記憶」常被講混？ ### 核心訊息 大家常把以下問題混成同一件事，但其實不是： 1. **忘記偏好 / 決策 / 專案背景** 2. **文件很多，找不到內容** 3. **同樣任務做很多次，卻不會越做越熟** 4. **對話太長，被截斷或摘要失真** 5. **多種 context source 混在一起難管理** ### 建議呈現 用一張「常見誤解圖」： - 表面上都叫 memory - 實際上是 5 種不同問題 ### 這頁目的 先把**問題空間拆開**。 --- ## 第 3 頁｜4+1 模型總覽 ### 核心訊息 Agent 記憶系統可以先拆成 **4 個功能層 + 1 個底層能力**： #### 4 個功能層 1. **上下文治理** → `lossless-claw` 2. **長期記憶** → `memory-lancedb-pro` 3. **知識檢索** → `qmd` 4. **經驗沉澱** → `auto-skill` #### 1 個底層能力 5. **本地 embeddings / retrieval infra** → `local embeddings` ### 建議呈現 一張 4+1 分層圖。 ### 這頁目的 給整份簡報一個**最核心的視覺框架**。 --- ## 第 4 頁｜Layer 1：上下文治理不是...", "timestamp": "2026-03-29T15:19:16.053Z" }, { "kind": "message", "role": "user", "content": "Conversation info (untrusted metadata): ```json { \"message_id\": \"2648\", \"sender_id\": \"8426871379\", \"conversation_label\": \"Research 茶茶 id:-5161204043\", \"sender\": \"Chris Chuang\", \"timestamp\": \"Sun 2026-03-29 23:16 GMT+8\", \"group_subject\": \"Research 茶茶\", \"is_group_chat\": true } ``` Sender (untrusted metadata): ```json { \"label\": \"Chris Chuang (8426871379)\", \"id\": \"8426871379\", \"name\": \"Chris Chuang\" } ``` 文太長了", "timestamp": "2026-03-29T15:19:36.039Z" }, { "kind": "message", "role": "assistant", "content": "[[reply_to_current]] 好，我縮短版給你。 ## 方案 A｜架構篇 ### 題目 **Agent 記憶系統的 4+1 模型** ### 核心主線 先不講導入細節，先講清楚： 1. **上下文治理** → `lossless-claw` 2. **長期記憶** → `memory-lancedb-pro` 3. **知識檢索** → `qmd` 4. **經驗沉澱** → `auto-skill` 5. **底層能力** → `local embeddings` ### OpenViking 先放成 **未來方向 / 備註**，不深入。 --- ## 建議頁數：8 頁 ### 1. 為什麼 Agent 記憶常被講混 - 忘記 - 找不到文件 - 不會累積經驗 - 上下文太長 ### 2. 4+1 模型總覽 - 一張總架構圖 ### 3. `lossless-claw` - 解上下文截斷 / 摘要失真 - 不是典型長期記憶 ### 4. `memory-lancedb-pro` - 解跨 session 失憶 - 記偏好 / 決策 / 專案脈絡 ### 5. `qmd` - 解外部文件檢索 ### 6. `auto-skill` - 解經驗沉澱 - 但治理風險較高 ### 7. 評估框架 - **接入難度** - **治理風險** ### 8. 結論 - 不要把所有東西都叫 memory - 先分問題，再選模組 --- ## 一句話版 這份簡報的目的就是： > **把 Agent 記憶拆成 4 種不同問題，而不是做 plugin 大亂鬥。** 如果你要，我下一則直接幫你寫成 **NotebookLM 用的短 prompt**。", "timestamp": "2026-03-29T15:19:48.949Z" }, { "kind": "message", "role": "user", "content": "Conversation info (untrusted metadata): ```json { \"message_id\": \"2649\", \"sender_id\": \"8426871379\", \"conversation_label\": \"Research 茶茶 id:-5161204043\", \"sender\": \"Chris Chuang\", \"timestamp\": \"Sun 2026-03-29 23:16 GMT+8\", \"group_subject\": \"Research 茶茶\", \"is_group_chat\": true } ``` Sender (untrusted metadata): ```json { \"label\": \"Chris Chuang (8426871379)\", \"id\": \"8426871379\", \"name\": \"Chris Chuang\" } ``` 沒事 剛剛沒收到完整的訊息", "timestamp": "2026-03-29T15:20:11.930Z" }, { "kind": "message", "role": "assistant", "content": "[[reply_to_current]] 好，那我接著剛剛那版。 目前我們已經收斂成： ## 方案 A｜架構篇 主軸是 **4+1 模型** - `lossless-claw`：上下文治理 - `memory-lancedb-pro`：長期記憶 - `qmd`：知識檢索 - `auto-skill`：經驗沉澱 - `local embeddings`：底層能力 ### 補充共識 - **OpenViking 不當主角** - `auto-skill` 要特別提 **治理風險** - 這份先講 **分類框架** - 不先展開 OpenClaw / Claude / Codex 的導入細節 如果你要，我下一步可以直接幫你做其中一個： 1. **把方案 A 寫成 NotebookLM prompt** 2. **把方案 A 寫成正式投影片大綱** 3. **直接幫你更新 NotebookLM 筆記，改成這個版本** 我建議先做 **1 + 3**，這樣你就可以直接重新生簡報。", "timestamp": "2026-03-29T15:20:21.577Z" }, { "kind": "message", "role": "user", "content": "Conversation info (untrusted metadata): ```json { \"message_id\": \"2657\", \"sender_id\": \"8426871379\", \"conversation_label\": \"Research 茶茶 id:-5161204043\", \"sender\": \"Chris Chuang\", \"timestamp\": \"Sun 2026-03-29 23:40 GMT+8\", \"group_subject\": \"Research 茶茶\", \"is_group_chat\": true } ``` Sender (untrusted metadata): ```json { \"label\": \"Chris Chuang (8426871379)\", \"id\": \"8426871379\", \"name\": \"Chris Chuang\" } ``` 妳幫我透過pptx skill實作一版，深色風格，完成後透過gog丟到雲端硬碟", "timestamp": "2026-03-29T15:40:17.933Z" }, { "kind": "tool_event", "role": "toolResult", "content": "--- name: clawhub description: Use the ClawHub CLI to search, install, update, and publish agent skills from clawhub.com. Use when you need to fetch new skills on the fly, sync installed skills to latest or a specific version, or publish new/updated skill folders with the npm-installed clawhub CLI. metadata: { \"openclaw\": { \"requires\": { \"bins\": [\"clawhub\"] }, \"install\": [ { \"id\": \"node\", \"kind\": \"node\", \"package\": \"clawhub\", \"bins\": [\"clawhub\"], \"label\": \"Install ClawHub CLI (npm)\", }, ], }, } --- # ClawHub CLI Install ```bash npm i -g clawhub ``` Auth (publish) ```bash clawhub login clawhub whoami ``` Search ```bash clawhub search \"postgres backups\" ``` Install ```bash clawhub install my-skill clawhub install my-skill --version 1.2.3 ``` Update (hash-based match + upgrade) ```bash clawhub update my-skill clawhub update my-skill --version 1.2.3 clawhub update --all clawhub update my-skill --force clawhub update --all --no-input --force ``` List ```bash clawhub list ``` Publish ```bash clawhub publish ./my-skill --slug my-skill --name \"My Skill\" --version 1.2.0 --changelog \"Fixes + docs\" ``` Notes - Default registry: https://clawhub.com (override with CLAWHUB_REGISTRY or --regis...", "timestamp": "2026-03-29T15:40:24.109Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "我先確認有沒有現成的 `pptx` skill，若有就直接用；再把產出的檔案上傳到雲端硬碟。", "timestamp": "2026-03-29T15:40:29.225Z" }, { "kind": "tool_event", "role": "toolResult", "content": "- Searching powerpoint-pptx Powerpoint / PPTX (3.816) pptx-generator Pptx Generator (3.591) pptx-pdf-font-fix PPTX PDF Font Fix (3.586) create-pptx create-pptx (3.471) powerpoint-pptx-1-0-1 Powerpoint Pptx 1.0.1 (3.446) x-92bilal26-pptx X 92bilal26 Pptx (3.430) pptx-to-markdown Pptx To Markdown (3.394) corespeed-pptx Corespeed Pptx (3.382) pptx-to-html pptx-to-html (3.366) chen-powerpoint-pptx Chen Powerpoint Pptx (3.358)", "timestamp": "2026-03-29T15:40:30.470Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "**Evaluating installation options** I think I need to install the best software for working with PowerPoint files. It might be good to inspect the details, possibly looking at \"clawhub\" for the installation. I also wonder if I should read the SKILL file after the installation, especially if the user is using it through a PowerPoint-related skill. I just need to figure out how to properly implement this installation and execute the script for the best results.", "timestamp": "2026-03-29T15:40:38.122Z" }, { "kind": "tool_event", "role": "toolResult", "content": "- Resolving powerpoint-pptx ✔ OK. Installed powerpoint-pptx -> /Users/sharenq/.openclaw/workspace/skills/powerpoint-pptx", "timestamp": "2026-03-29T15:40:40.002Z", "toolName": "tool" }, { "kind": "tool_event", "role": "toolResult", "content": "--- name: Powerpoint / PPTX slug: powerpoint-pptx version: 1.0.1 homepage: https://clawic.com/skills/powerpoint-pptx description: \"Create, inspect, and edit Microsoft PowerPoint presentations and PPTX decks with reliable layouts, templates, placeholders, notes, charts, and visual QA. Use when (1) the task is about PowerPoint or `.pptx`; (2) layouts, placeholders, notes, charts, comments, or template fidelity matter; (3) the deck must render cleanly after edits.\" changelog: Rebalanced the skill toward template inventory, layout mapping, and higher-signal QA after a stricter external audit. metadata: {\"clawdbot\":{\"emoji\":\"📊\",\"requires\":{\"bins\":[]},\"os\":[\"linux\",\"darwin\",\"win32\"]}} --- ## When to Use Use when the main artifact is a Microsoft PowerPoint presentation or `.pptx` deck, especially when layouts, templates, placeholders, notes, comments, charts, extraction, editing, or final visual quality matter. ## Core Rules ### 1. Choose the workflow before touching the deck - Reading text, editing an existing deck, rebuilding from a template, and creating from scratch are different jobs with different failure modes. - For text extraction or inspection, read the deck before editing i...", "timestamp": "2026-03-29T15:40:42.775Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "**Considering PowerPoint creation** I think I need to create a PowerPoint presentation, possibly using scripts to streamline the process. It makes me wonder about the best way to approach this. Am I sure about my skills in that area, though? I need to inspect my skill directory to see what resources I have available. This should clarify if I can effectively accomplish this task or if I need additional help or tools.", "timestamp": "2026-03-29T15:40:47.700Z" }, { "kind": "tool_event", "role": "toolResult", "content": "sed: 1: \"s#^#/## \": bad flag in substitute command: '#' (Command exited with code 1)", "timestamp": "2026-03-29T15:40:47.728Z", "toolName": "tool" }, { "kind": "tool_event", "role": "toolResult", "content": "/Users/sharenq/.openclaw/workspace/skills/powerpoint-pptx/_meta.json /Users/sharenq/.openclaw/workspace/skills/powerpoint-pptx/.clawhub/origin.json /Users/sharenq/.openclaw/workspace/skills/powerpoint-pptx/SKILL.md", "timestamp": "2026-03-29T15:40:56.908Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "**Looking into skill usage** I’m considering the need for skill guidance to create a PowerPoint presentation slides using pptxgenjs. The user seems to prefer utilizing specific skills for this. I wonder if I need to read the gog skill to understand it better since it's new and may involve multiple functionalities. However, since the upfront constraints are likely already met, I can read the gog skill later if needed. Let’s dig into the gog SKILL now!", "timestamp": "2026-03-29T15:41:05.581Z" }, { "kind": "tool_event", "role": "toolResult", "content": "--- name: gog description: Google Workspace CLI for Gmail, Calendar, Drive, Contacts, Sheets, and Docs. homepage: https://gogcli.sh metadata: { \"openclaw\": { \"emoji\": \"🎮\", \"requires\": { \"bins\": [\"gog\"] }, \"install\": [ { \"id\": \"brew\", \"kind\": \"brew\", \"formula\": \"steipete/tap/gogcli\", \"bins\": [\"gog\"], \"label\": \"Install gog (brew)\", }, ], }, } --- # gog Use `gog` for Gmail/Calendar/Drive/Contacts/Sheets/Docs. Requires OAuth setup. Setup (once) - `gog auth credentials /path/to/client_secret.json` - `gog auth add you@gmail.com --services gmail,calendar,drive,contacts,docs,sheets` - `gog auth list` Common commands - Gmail search: `gog gmail search 'newer_than:7d' --max 10` - Gmail messages search (per email, ignores threading): `gog gmail messages search \"in:inbox from:ryanair.com\" --max 20 --account you@example.com` - Gmail send (plain): `gog gmail send --to a@b.com --subject \"Hi\" --body \"Hello\"` - Gmail send (multi-line): `gog gmail send --to a@b.com --subject \"Hi\" --body-file ./message.txt` - Gmail send (stdin): `gog gmail send --to a@b.com --subject \"Hi\" --body-file -` - Gmail send (HTML): `gog gmail send --to a@b.com --subject \"Hi\" --body-html \"

Hello

\"` - Gmail draft: `gog...", "timestamp": "2026-03-29T15:41:05.595Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "我先檢查本機可用的 PPTX 產生工具，以及 gog 的 Drive 上傳是否已登入，避免做到一半卡住。", "timestamp": "2026-03-29T15:41:14.680Z" }, { "kind": "tool_event", "role": "toolResult", "content": "pptx False", "timestamp": "2026-03-29T15:41:14.782Z", "toolName": "tool" }, { "kind": "tool_event", "role": "toolResult", "content": "pptxgenjs false", "timestamp": "2026-03-29T15:41:14.783Z", "toolName": "tool" }, { "kind": "tool_event", "role": "toolResult", "content": "sharenq2@gmail.com default calendar,contacts,docs,drive,gmail,sheets 2026-03-21T16:09:29Z oauth", "timestamp": "2026-03-29T15:41:14.799Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "**Considering library installation** I’m thinking about needing to install a library, possibly using npm in my workspace. It might be easiest to go with PptxGenJS via npm, although Python could work too with python-pptx. However, I want to keep it simple. Node might just be the better choice. I need to create a PPTX with a dark theme and then upload it to Google Drive, so I’ll check the commands for that.", "timestamp": "2026-03-29T15:41:20.568Z" }, { "kind": "tool_event", "role": "toolResult", "content": "Usage: gog drive (drv) [flags] Build: v0.11.0 (91c4c15) Google Drive Flags: -h, --help Show context-sensitive help. --color=\"auto\" Color output: auto|always|never -a, --account=STRING Account email for API commands (gmail/calendar/chat/classroom/drive/docs/slides/contacts/tasks/people/sheets/forms/appscript) --client=\"\" OAuth client name (selects stored credentials + token bucket) --enable-commands=\"\" Comma-separated list of enabled top-level commands (restricts CLI) -j, --json Output JSON to stdout (best for scripting) -p, --plain Output stable, parseable text to stdout (TSV; no colors) --results-only In JSON mode, emit only the primary result (drops envelope fields like nextPageToken) --select=STRING In JSON mode, select comma-separated fields (best-effort; supports dot paths). Desire path: use --fields for most commands. -n, --dry-run Do not make changes; print intended actions and exit successfully -y, --force Skip confirmations for destructive commands --no-input Never prompt; fail instead (useful for CI) -v, --verbose Enable verbose logging --version Print version and exit Commands: ls [flags] List files in a folder (default: root) search ... [flags] Full...", "timestamp": "2026-03-29T15:41:20.620Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "**Organizing the project** I think I need to use a drive upload to create a deck, and I might want to source some markdown for that. Also, I’m considering installing pptxgenjs in my workspace, so I’ll need to do an npm install for it. I guess checking the package.json file is the next logical step? Let's just verify that first with an \"ls\" command to see what I have. This feels like a good plan!", "timestamp": "2026-03-29T15:41:25.545Z" }, { "kind": "tool_event", "role": "toolResult", "content": "total 56 drwx------@ 15 sharenq staff 480 Mar 27 18:30 . drwx------ 38 sharenq staff 1216 Mar 29 23:09 .. drwx------@ 12 sharenq staff 384 Mar 25 01:00 .git drwx------@ 3 sharenq staff 96 Mar 20 09:47 .openclaw -rw-------@ 1 sharenq staff 1002 Mar 23 10:01 AGENTS.md -rw-------@ 1 sharenq staff 1470 Mar 20 09:47 BOOTSTRAP.md -rw-------@ 1 sharenq staff 84 Mar 23 10:01 HEARTBEAT.md -rw-------@ 1 sharenq staff 137 Mar 20 09:49 IDENTITY.md -rw-------@ 1 sharenq staff 218 Mar 20 09:49 SOUL.md -rw-------@ 1 sharenq staff 520 Mar 23 23:58 TOOLS.md -rw-------@ 1 sharenq staff 233 Mar 20 09:49 USER.md drwx------ 5 sharenq staff 160 Mar 23 23:54 daily-ai-video-pipeline drwx------ 3 sharenq staff 96 Mar 27 18:30 memory drwx------ 4 sharenq staff 128 Mar 23 22:31 news-curator drwx------ 10 sharenq staff 320 Mar 28 18:51 skills", "timestamp": "2026-03-29T15:41:25.576Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "我會直接做一版可交付的 `.pptx`：深色風格、聚焦架構篇，並把原始素材一併留在工作區，完成後再上傳到你的 Google Drive。", "timestamp": "2026-03-29T15:41:38.319Z" }, { "kind": "tool_event", "role": "toolResult", "content": "Command still running (session grand-claw, pid 7181). Use process (list/poll/log/write/kill/clear/remove) for follow-up.", "timestamp": "2026-03-29T15:41:39.333Z", "toolName": "tool" }, { "kind": "tool_event", "role": "toolResult", "content": "added 19 packages, and audited 20 packages in 984ms found 0 vulnerabilities Process exited with code 0.", "timestamp": "2026-03-29T15:41:42.487Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "**Creating presentation script** I'm thinking I need to create a script and outline for a presentation. I might want to write a few files and set up a slides directory along with a JS script. Including a dark theme and a structured deck could be important, so I’ll aim for around 9 slides. Maybe simple diagrams with shapes can enhance it. I plan to compile everything into a single PPTX using PptxGenJS, ensuring it has a nice visual polish. Let’s get started!", "timestamp": "2026-03-29T15:41:56.071Z" }, { "kind": "tool_event", "role": "toolResult", "content": "Successfully wrote 844 bytes to /Users/sharenq/.openclaw/workspace-research-chacha/slides/agent-memory-4plus1-outline.md", "timestamp": "2026-03-29T15:41:56.089Z", "toolName": "tool" }, { "kind": "tool_event", "role": "toolResult", "content": "Successfully wrote 11408 bytes to /Users/sharenq/.openclaw/workspace-research-chacha/slides/build_agent_memory_4plus1.js", "timestamp": "2026-03-29T15:43:44.285Z", "toolName": "tool" }, { "kind": "tool_event", "role": "toolResult", "content": "/Users/sharenq/.openclaw/workspace-research-chacha/slides/Agent_Memory_4plus1_Architecture_Dark_v1.pptx", "timestamp": "2026-03-29T15:43:47.101Z", "toolName": "tool" }, { "kind": "tool_event", "role": "toolResult", "content": "Usage: gog drive (drv) upload [flags] Build: v0.11.0 (91c4c15) Upload a file Arguments: Path to local file Flags: -h, --help Show context-sensitive help. --color=\"auto\" Color output: auto|always|never -a, --account=STRING Account email for API commands (gmail/calendar/chat/classroom/drive/docs/slides/contacts/tasks/people/sheets/forms/appscript) --client=\"\" OAuth client name (selects stored credentials + token bucket) --enable-commands=\"\" Comma-separated list of enabled top-level commands (restricts CLI) -j, --json Output JSON to stdout (best for scripting) -p, --plain Output stable, parseable text to stdout (TSV; no colors) --results-only In JSON mode, emit only the primary result (drops envelope fields like nextPageToken) --select=STRING In JSON mode, select comma-separated fields (best-effort; supports dot paths). Desire path: use --fields for most commands. -n, --dry-run Do not make changes; print intended actions and exit successfully -y, --force Skip confirmations for destructive commands --no-input Never prompt; fail instead (useful for CI) -v, --verbose Enable verbose logging --version Print version and exit --name=STRING Override filename (create...", "timestamp": "2026-03-29T15:43:53.221Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "我先把 `.pptx` 原檔上傳到你的 Google Drive；如果你想要 Google Slides 版，我後面可以再補一份轉換版。", "timestamp": "2026-03-29T15:44:01.996Z" }, { "kind": "tool_event", "role": "toolResult", "content": "Post \"https://www.googleapis.com/upload/drive/v3/files?alt=json&fields=id%2C+name%2C+mimeType%2C+size%2C+webViewLink&prettyPrint=false&supportsAllDrives=true&uploadType=multipart\": round trip: oauth2: \"invalid_grant\" \"Token has been expired or revoked.\" (Command exited with code 1)", "timestamp": "2026-03-29T15:44:02.159Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "**Considering authentication refresh** I’m thinking about whether I need to refresh the authorization for gog. It seems that I might need to reauthenticate, but that might not be available in the tools. I wonder if I can use the gog auth refresh instead. I should inspect the commands to figure this out. Maybe the token has expired, but I could potentially execute a reauth command. Let’s see what the gog auth help has to say!", "timestamp": "2026-03-29T15:44:08.438Z" }, { "kind": "tool_event", "role": "toolResult", "content": "Usage: gog auth [flags] Build: v0.11.0 (91c4c15) Auth and credentials Flags: -h, --help Show context-sensitive help. --color=\"auto\" Color output: auto|always|never -a, --account=STRING Account email for API commands (gmail/calendar/chat/classroom/drive/docs/slides/contacts/tasks/people/sheets/forms/appscript) --client=\"\" OAuth client name (selects stored credentials + token bucket) --enable-commands=\"\" Comma-separated list of enabled top-level commands (restricts CLI) -j, --json Output JSON to stdout (best for scripting) -p, --plain Output stable, parseable text to stdout (TSV; no colors) --results-only In JSON mode, emit only the primary result (drops envelope fields like nextPageToken) --select=STRING In JSON mode, select comma-separated fields (best-effort; supports dot paths). Desire path: use --fields for most commands. -n, --dry-run Do not make changes; print intended actions and exit successfully -y, --force Skip confirmations for destructive commands --no-input Never prompt; fail instead (useful for CI) -v, --verbose Enable verbose logging --version Print version and exit Commands: credentials Manage OAuth client credentials add [flags] Author...", "timestamp": "2026-03-29T15:44:08.493Z", "toolName": "tool" }, { "kind": "tool_event", "role": "toolResult", "content": "Command still running (session tender-canyon, pid 7250). Use process (list/poll/log/write/kill/clear/remove) for follow-up.", "timestamp": "2026-03-29T15:44:16.242Z", "toolName": "tool" }, { "kind": "tool_event", "role": "toolResult", "content": "Opening browser for authorization… If the browser doesn't open, visit this URL: https://accounts.google.com/o/oauth2/auth?access_type=offline&client_id=714955944395-uckgl84amor39s8n8a2f47s8620u1147.apps.googleusercontent.com&include_granted_scopes=true&redirect_uri=http%3A%2F%2F127.0.0.1%3A55270%2Foauth2%2Fcallback&response_type=code&scope=email+https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive+https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fuserinfo.email+openid&state=X0se_faRyG_nWEjWxbLn9_ckPMlX6dMr01a1k-RLonw", "timestamp": "2026-03-29T15:44:19.462Z", "toolName": "tool" }, { "kind": "tool_event", "role": "toolResult", "content": "?? .openclaw/ ?? BOOTSTRAP.md ?? memory/ ?? node_modules/ ?? package-lock.json ?? package.json ?? skills/docx ?? skills/pdf ?? skills/pptx ?? skills/skill-architect/ ?? skills/xlsx ?? slides/", "timestamp": "2026-03-29T15:44:27.496Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "**Considering git commits** I need to track the relevant files in my workspace. It's probably best to use `git add` for specific files, like the package and slides. I think I should avoid committing the `node_modules` folder. It seems like a `.gitignore` file might be missing, which could help prevent adding large files. I'll go ahead and commit `package*.json` and the slides since the package file is necessary for dependencies. Let’s proceed with committing only the specific paths.", "timestamp": "2026-03-29T15:44:35.043Z" }, { "kind": "tool_event", "role": "toolResult", "content": "[main 41a3d2b] Add dark-theme agent memory architecture deck 5 files changed, 531 insertions(+) create mode 100644 package-lock.json create mode 100644 package.json create mode 100644 slides/Agent_Memory_4plus1_Architecture_Dark_v1.pptx create mode 100644 slides/agent-memory-4plus1-outline.md create mode 100644 slides/build_agent_memory_4plus1.js", "timestamp": "2026-03-29T15:44:35.124Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "**Evaluating authorization polling** I see that I need to note the PowerPoint file, which might have already been committed. Now, I'm considering the authentication process and whether the user might have already authorized. But it's likely not the case. I'll think about polling after a few seconds to check if everything is done. It seems like a decent plan to make sure everything is in order!", "timestamp": "2026-03-29T15:44:41.318Z" }, { "kind": "tool_event", "role": "toolResult", "content": "Opening browser for authorization… If the browser doesn't open, visit this URL: https://accounts.google.com/o/oauth2/auth?access_type=offline&client_id=714955944395-uckgl84amor39s8n8a2f47s8620u1147.apps.googleusercontent.com&include_granted_scopes=true&redirect_uri=http%3A%2F%2F127.0.0.1%3A55270%2Foauth2%2Fcallback&response_type=code&scope=email+https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive+https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fuserinfo.email+openid&state=X0se_faRyG_nWEjWxbLn9_ckPMlX6dMr01a1k-RLonw Process still running.", "timestamp": "2026-03-29T15:44:42.334Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "[[reply_to_current]] 有，我先做完一版了。 ## 已完成 - **PPTX 初版**：`slides/Agent_Memory_4plus1_Architecture_Dark_v1.pptx` - 風格：**深色** - 主題：**方案 A／架構篇（4+1 模型）** - 也把原始檔一起留在 workspace： - `slides/build_agent_memory_4plus1.js` - `slides/agent-memory-4plus1-outline.md` ## 已提交到 git - commit: `41a3d2b` - message: `Add dark-theme agent memory architecture deck` ## 目前卡住的地方 我在用 `gog` 上傳到 Google Drive 時，遇到 **Drive OAuth token 過期**。 我已經幫你開啟重新授權流程，現在等你確認。 如果瀏覽器沒自動跳出，請打開這個網址完成授權： https://accounts.google.com/o/oauth2/auth?access_type=offline&client_id=714955944395-uckgl84amor39s8n8a2f47s8620u1147.apps.googleusercontent.com&include_granted_scopes=true&redirect_uri=http%3A%2F%2F127.0.0.1%3A55270%2Foauth2%2Fcallback&response_type=code&scope=email+https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive+https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fuserinfo.email+openid&state=X0se_faRyG_nWEjWxbLn9_ckPMlX6dMr01a1k-RLonw ## 你做完後 回我一句： **「已授權」** 我就接著把這份 `.pptx` 丟上雲端硬碟。", "timestamp": "2026-03-29T15:44:55.661Z" }, { "kind": "message", "role": "user", "content": "System: [2026-03-29 23:41:39 GMT+8] Exec completed (grand-cl, code 0) :: added 19 packages, and audited 20 packages in 984ms found 0 vulnerabilities System: [2026-03-29 23:44:45 GMT+8] Exec failed (tender-c, signal 15) :: auth2/auth?access_type=offline&client_id=714955944395-uckgl84amor39s8n8a2f47s8620u1147.apps.googleusercontent.com&include_granted_scopes=true&redirect_uri=http%3A%2F%2F127.0.0.1%3… Conversation info (untrusted metadata): ```json { \"message_id\": \"2665\", \"sender_id\": \"8426871379\", \"conversation_label\": \"Research 茶茶 id:-5161204043\", \"sender\": \"Chris Chuang\", \"timestamp\": \"Sun 2026-03-29 23:47 GMT+8\", \"group_subject\": \"Research 茶茶\", \"is_group_chat\": true } ``` Sender (untrusted metadata): ```json { \"label\": \"Chris Chuang (8426871379)\", \"id\": \"8426871379\", \"name\": \"Chris Chuang\" } ``` 已授權", "timestamp": "2026-03-29T15:47:43.803Z" }, { "kind": "message", "role": "assistant", "content": "我續接上傳，先檢查授權是否已生效，再把 `.pptx` 丟到 Drive。", "timestamp": "2026-03-29T15:47:50.311Z" }, { "kind": "tool_event", "role": "toolResult", "content": "sharenq2@gmail.com default calendar,contacts,docs,drive,gmail,sheets 2026-03-21T16:09:29Z oauth Post \"https://www.googleapis.com/upload/drive/v3/files?alt=json&fields=id%2C+name%2C+mimeType%2C+size%2C+webViewLink&prettyPrint=false&supportsAllDrives=true&uploadType=multipart\": round trip: oauth2: \"invalid_grant\" \"Token has been expired or revoked.\" (Command exited with code 1)", "timestamp": "2026-03-29T15:47:50.580Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "授權看起來沒有真的寫回去，剛剛那次流程應該在 callback 前就被中斷了。 我重新開一次授權流程，這次讓它持續等完成。", "timestamp": "2026-03-29T15:47:57.972Z" }, { "kind": "tool_event", "role": "toolResult", "content": "Command still running (session ember-otter, pid 7333). Use process (list/poll/log/write/kill/clear/remove) for follow-up.", "timestamp": "2026-03-29T15:47:57.986Z", "toolName": "tool" }, { "kind": "tool_event", "role": "toolResult", "content": "Opening browser for authorization… If the browser doesn't open, visit this URL: https://accounts.google.com/o/oauth2/auth?access_type=offline&client_id=714955944395-uckgl84amor39s8n8a2f47s8620u1147.apps.googleusercontent.com&include_granted_scopes=true&redirect_uri=http%3A%2F%2F127.0.0.1%3A55330%2Foauth2%2Fcallback&response_type=code&scope=email+https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive+https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fuserinfo.email+openid&state=BHd5KwNidNBHT5fS5LyCdoYNLwAhVO0IZLZnBKwxTz0", "timestamp": "2026-03-29T15:47:59.950Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "[[reply_to_current]] 好，剛剛那次沒有成功落盤，我已重新開一個新的授權等待中。 請再點一次這個新連結完成授權： https://accounts.google.com/o/oauth2/auth?access_type=offline&client_id=714955944395-uckgl84amor39s8n8a2f47s8620u1147.apps.googleusercontent.com&include_granted_scopes=true&redirect_uri=http%3A%2F%2F127.0.0.1%3A55330%2Foauth2%2Fcallback&response_type=code&scope=email+https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive+https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fuserinfo.email+openid&state=BHd5KwNidNBHT5fS5LyCdoYNLwAhVO0IZLZnBKwxTz0 完成後回我： **「這次好了」** 我就立刻重試上傳。", "timestamp": "2026-03-29T15:48:07.541Z" }, { "kind": "message", "role": "user", "content": "System: [2026-03-29 23:48:13 GMT+8] Exec completed (ember-ot, code 0) :: ogleusercontent.com&include_granted_scopes=true&redirect_uri=http%3A%2F%2F127.0.0.1%3A55330%2Foauth2%2Fcallback&response_type=code&scope=email+https%3A%2F%2Fwww.googleapis.com%2Fa… Conversation info (untrusted metadata): ```json { \"message_id\": \"2669\", \"sender_id\": \"8426871379\", \"conversation_label\": \"Research 茶茶 id:-5161204043\", \"sender\": \"Chris Chuang\", \"timestamp\": \"Sun 2026-03-29 23:48 GMT+8\", \"group_subject\": \"Research 茶茶\", \"is_group_chat\": true } ``` Sender (untrusted metadata): ```json { \"label\": \"Chris Chuang (8426871379)\", \"id\": \"8426871379\", \"name\": \"Chris Chuang\" } ``` 這次好了", "timestamp": "2026-03-29T15:48:28.370Z" }, { "kind": "message", "role": "assistant", "content": "我直接重試上傳。", "timestamp": "2026-03-29T15:48:34.812Z" }, { "kind": "tool_event", "role": "toolResult", "content": "{ \"file\": { \"id\": \"10ASUsQzt5bNuFf9wHIaAfSmcu3m6zs2y\", \"mimeType\": \"application/vnd.openxmlformats-officedocument.presentationml.presentation\", \"name\": \"Agent_Memory_4plus1_Architecture_Dark_v1.pptx\", \"size\": \"203028\", \"webViewLink\": \"https://docs.google.com/presentation/d/10ASUsQzt5bNuFf9wHIaAfSmcu3m6zs2y/edit?usp=drivesdk\\u0026ouid=100375797906132490319\\u0026rtpof=true\\u0026sd=true\" } }", "timestamp": "2026-03-29T15:48:36.310Z", "toolName": "tool" }, { "kind": "message", "role": "assistant", "content": "[[reply_to_current]] 上傳好了。 **Google Drive 連結：** https://docs.google.com/presentation/d/10ASUsQzt5bNuFf9wHIaAfSmcu3m6zs2y/edit?usp=drivesdk&ouid=100375797906132490319&rtpof=true&sd=true ## 檔案資訊 - 檔名：`Agent_Memory_4plus1_Architecture_Dark_v1.pptx` - 格式：PowerPoint `.pptx` - 大小：約 203 KB 如果你要，我下一步可以幫你做其中一種： 1. **再做一版淺色風格** 2. **補成更像正式簡報的商務版** 3. **把這版擴成 12–15 頁** 4. **改成更偏 OpenClaw / Claude / Codex 對比版**", "timestamp": "2026-03-29T15:48:41.757Z" } ] }