[{"data":1,"prerenderedAt":4335},["ShallowReactive",2],{"best-practices:personal-knowledge-assistant":3,"content-manifest":1823},{"id":4,"title":5,"body":6,"category":1805,"date":1806,"description":1807,"difficulty":1808,"extension":1809,"meta":1810,"navigation":1811,"path":1812,"seo":1813,"source":1806,"sourceName":1806,"sourceType":1814,"stem":1815,"tags":1816,"updatedAt":1821,"__hash__":1822},"bestPractices/best-practices/personal-knowledge-assistant.md","个人知识管理助手",{"type":7,"value":8,"toc":1769},"minimark",[9,12,16,20,31,34,38,42,123,126,200,203,288,291,294,357,360,441,444,571,574,577,736,739,848,851,854,1117,1120,1327,1330,1333,1433,1436,1493,1496,1499,1512,1515,1526,1529,1540,1543,1546,1568,1571,1591,1594,1696,1699,1702,1713,1716,1727,1730,1741,1744,1765],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"本文介绍如何使用 OpenClaw 构建个人知识管理系统，帮助你更高效地管理和利用知识资产。",[17,18,19],"h2",{"id":19},"系统架构",[21,22,28],"pre",{"className":23,"code":25,"language":26,"meta":27},[24],"language-text","┌─────────────────────────────────────────────┐\n│              OpenClaw 知识助手               │\n│                                             │\n│  ┌─────────┐  ┌─────────┐  ┌─────────────┐  │\n│  │ 知识入库 │  │ 智能检索 │  │ 知识问答    │  │\n│  └────┬────┘  └────┬────┘  └──────┬──────┘  │\n│       │            │              │         │\n│       └────────────┼──────────────┘         │\n│                    ▼                         │\n│           ┌───────────────┐                 │\n│           │   向量数据库    │                │\n│           └───────┬───────┘                 │\n└───────────────────┼─────────────────────────┘\n                    ▼\n    ┌───────────────────────────────────┐\n    │         知识来源                   │\n    │  ┌─────┐ ┌─────┐ ┌─────┐ ┌─────┐  │\n    │  │笔记 │ │文档 │ │网页 │ │书籍 │  │\n    │  └─────┘ └─────┘ └─────┘ └─────┘  │\n    └───────────────────────────────────┘\n","text","",[29,30,25],"code",{"__ignoreMap":27},[17,32,33],{"id":33},"核心功能",[35,36,37],"h3",{"id":37},"知识入库",[39,40,41],"h4",{"id":41},"文本笔记",[21,43,47],{"className":44,"code":45,"language":46,"meta":27,"style":27},"language-python shiki shiki-themes github-light github-dark","async def add_note(content, metadata=None):\n    \"\"\"添加笔记到知识库\"\"\"\n    # 生成向量嵌入\n    embedding = await generate_embedding(content)\n    \n    # 存储到向量数据库\n    await vector_db.insert({\n        \"content\": content,\n        \"embedding\": embedding,\n        \"metadata\": metadata or {},\n        \"created_at\": datetime.now()\n    })\n","python",[29,48,49,57,63,69,75,81,87,93,99,105,111,117],{"__ignoreMap":27},[50,51,54],"span",{"class":52,"line":53},"line",1,[50,55,56],{},"async def add_note(content, metadata=None):\n",[50,58,60],{"class":52,"line":59},2,[50,61,62],{},"    \"\"\"添加笔记到知识库\"\"\"\n",[50,64,66],{"class":52,"line":65},3,[50,67,68],{},"    # 生成向量嵌入\n",[50,70,72],{"class":52,"line":71},4,[50,73,74],{},"    embedding = await generate_embedding(content)\n",[50,76,78],{"class":52,"line":77},5,[50,79,80],{},"    \n",[50,82,84],{"class":52,"line":83},6,[50,85,86],{},"    # 存储到向量数据库\n",[50,88,90],{"class":52,"line":89},7,[50,91,92],{},"    await vector_db.insert({\n",[50,94,96],{"class":52,"line":95},8,[50,97,98],{},"        \"content\": content,\n",[50,100,102],{"class":52,"line":101},9,[50,103,104],{},"        \"embedding\": embedding,\n",[50,106,108],{"class":52,"line":107},10,[50,109,110],{},"        \"metadata\": metadata or {},\n",[50,112,114],{"class":52,"line":113},11,[50,115,116],{},"        \"created_at\": datetime.now()\n",[50,118,120],{"class":52,"line":119},12,[50,121,122],{},"    })\n",[39,124,125],{"id":125},"网页剪藏",[21,127,129],{"className":44,"code":128,"language":46,"meta":27,"style":27},"async def clip_webpage(url):\n    \"\"\"保存网页内容\"\"\"\n    # 获取网页内容\n    content = await fetch_webpage(url)\n    \n    # 提取正文\n    article = await extract_article(content)\n    \n    # 添加到知识库\n    await add_note(article.text, {\n        \"source\": url,\n        \"title\": article.title,\n        \"type\": \"webpage\"\n    })\n",[29,130,131,136,141,146,151,155,160,165,169,174,179,184,189,195],{"__ignoreMap":27},[50,132,133],{"class":52,"line":53},[50,134,135],{},"async def clip_webpage(url):\n",[50,137,138],{"class":52,"line":59},[50,139,140],{},"    \"\"\"保存网页内容\"\"\"\n",[50,142,143],{"class":52,"line":65},[50,144,145],{},"    # 获取网页内容\n",[50,147,148],{"class":52,"line":71},[50,149,150],{},"    content = await fetch_webpage(url)\n",[50,152,153],{"class":52,"line":77},[50,154,80],{},[50,156,157],{"class":52,"line":83},[50,158,159],{},"    # 提取正文\n",[50,161,162],{"class":52,"line":89},[50,163,164],{},"    article = await extract_article(content)\n",[50,166,167],{"class":52,"line":95},[50,168,80],{},[50,170,171],{"class":52,"line":101},[50,172,173],{},"    # 添加到知识库\n",[50,175,176],{"class":52,"line":107},[50,177,178],{},"    await add_note(article.text, {\n",[50,180,181],{"class":52,"line":113},[50,182,183],{},"        \"source\": url,\n",[50,185,186],{"class":52,"line":119},[50,187,188],{},"        \"title\": article.title,\n",[50,190,192],{"class":52,"line":191},13,[50,193,194],{},"        \"type\": \"webpage\"\n",[50,196,198],{"class":52,"line":197},14,[50,199,122],{},[39,201,202],{"id":202},"文档导入",[21,204,206],{"className":44,"code":205,"language":46,"meta":27,"style":27},"async def import_document(file_path):\n    \"\"\"导入文档\"\"\"\n    # 解析文档\n    if file_path.endswith('.pdf'):\n        content = await parse_pdf(file_path)\n    elif file_path.endswith('.md'):\n        content = await parse_markdown(file_path)\n    elif file_path.endswith('.docx'):\n        content = await parse_docx(file_path)\n    \n    # 分块处理\n    chunks = await split_into_chunks(content, chunk_size=500)\n    \n    # 批量入库\n    for chunk in chunks:\n        await add_note(chunk, {\"source\": file_path})\n",[29,207,208,213,218,223,228,233,238,243,248,253,257,262,267,271,276,282],{"__ignoreMap":27},[50,209,210],{"class":52,"line":53},[50,211,212],{},"async def import_document(file_path):\n",[50,214,215],{"class":52,"line":59},[50,216,217],{},"    \"\"\"导入文档\"\"\"\n",[50,219,220],{"class":52,"line":65},[50,221,222],{},"    # 解析文档\n",[50,224,225],{"class":52,"line":71},[50,226,227],{},"    if file_path.endswith('.pdf'):\n",[50,229,230],{"class":52,"line":77},[50,231,232],{},"        content = await parse_pdf(file_path)\n",[50,234,235],{"class":52,"line":83},[50,236,237],{},"    elif file_path.endswith('.md'):\n",[50,239,240],{"class":52,"line":89},[50,241,242],{},"        content = await parse_markdown(file_path)\n",[50,244,245],{"class":52,"line":95},[50,246,247],{},"    elif file_path.endswith('.docx'):\n",[50,249,250],{"class":52,"line":101},[50,251,252],{},"        content = await parse_docx(file_path)\n",[50,254,255],{"class":52,"line":107},[50,256,80],{},[50,258,259],{"class":52,"line":113},[50,260,261],{},"    # 分块处理\n",[50,263,264],{"class":52,"line":119},[50,265,266],{},"    chunks = await split_into_chunks(content, chunk_size=500)\n",[50,268,269],{"class":52,"line":191},[50,270,80],{},[50,272,273],{"class":52,"line":197},[50,274,275],{},"    # 批量入库\n",[50,277,279],{"class":52,"line":278},15,[50,280,281],{},"    for chunk in chunks:\n",[50,283,285],{"class":52,"line":284},16,[50,286,287],{},"        await add_note(chunk, {\"source\": file_path})\n",[35,289,290],{"id":290},"智能检索",[39,292,293],{"id":293},"语义搜索",[21,295,297],{"className":44,"code":296,"language":46,"meta":27,"style":27},"async def semantic_search(query, top_k=5):\n    \"\"\"语义搜索知识库\"\"\"\n    # 生成查询向量\n    query_embedding = await generate_embedding(query)\n    \n    # 向量检索\n    results = await vector_db.search(\n        query_embedding,\n        top_k=top_k\n    )\n    \n    return results\n",[29,298,299,304,309,314,319,323,328,333,338,343,348,352],{"__ignoreMap":27},[50,300,301],{"class":52,"line":53},[50,302,303],{},"async def semantic_search(query, top_k=5):\n",[50,305,306],{"class":52,"line":59},[50,307,308],{},"    \"\"\"语义搜索知识库\"\"\"\n",[50,310,311],{"class":52,"line":65},[50,312,313],{},"    # 生成查询向量\n",[50,315,316],{"class":52,"line":71},[50,317,318],{},"    query_embedding = await generate_embedding(query)\n",[50,320,321],{"class":52,"line":77},[50,322,80],{},[50,324,325],{"class":52,"line":83},[50,326,327],{},"    # 向量检索\n",[50,329,330],{"class":52,"line":89},[50,331,332],{},"    results = await vector_db.search(\n",[50,334,335],{"class":52,"line":95},[50,336,337],{},"        query_embedding,\n",[50,339,340],{"class":52,"line":101},[50,341,342],{},"        top_k=top_k\n",[50,344,345],{"class":52,"line":107},[50,346,347],{},"    )\n",[50,349,350],{"class":52,"line":113},[50,351,80],{},[50,353,354],{"class":52,"line":119},[50,355,356],{},"    return results\n",[39,358,359],{"id":359},"混合检索",[21,361,363],{"className":44,"code":362,"language":46,"meta":27,"style":27},"async def hybrid_search(query, top_k=5):\n    \"\"\"混合检索：语义 + 关键词\"\"\"\n    # 语义检索结果\n    semantic_results = await semantic_search(query, top_k * 2)\n    \n    # 关键词检索结果\n    keyword_results = await keyword_search(query, top_k * 2)\n    \n    # 合并排序\n    merged = merge_and_rerank(\n        semantic_results,\n        keyword_results,\n        weights={\"semantic\": 0.7, \"keyword\": 0.3}\n    )\n    \n    return merged[:top_k]\n",[29,364,365,370,375,380,385,389,394,399,403,408,413,418,423,428,432,436],{"__ignoreMap":27},[50,366,367],{"class":52,"line":53},[50,368,369],{},"async def hybrid_search(query, top_k=5):\n",[50,371,372],{"class":52,"line":59},[50,373,374],{},"    \"\"\"混合检索：语义 + 关键词\"\"\"\n",[50,376,377],{"class":52,"line":65},[50,378,379],{},"    # 语义检索结果\n",[50,381,382],{"class":52,"line":71},[50,383,384],{},"    semantic_results = await semantic_search(query, top_k * 2)\n",[50,386,387],{"class":52,"line":77},[50,388,80],{},[50,390,391],{"class":52,"line":83},[50,392,393],{},"    # 关键词检索结果\n",[50,395,396],{"class":52,"line":89},[50,397,398],{},"    keyword_results = await keyword_search(query, top_k * 2)\n",[50,400,401],{"class":52,"line":95},[50,402,80],{},[50,404,405],{"class":52,"line":101},[50,406,407],{},"    # 合并排序\n",[50,409,410],{"class":52,"line":107},[50,411,412],{},"    merged = merge_and_rerank(\n",[50,414,415],{"class":52,"line":113},[50,416,417],{},"        semantic_results,\n",[50,419,420],{"class":52,"line":119},[50,421,422],{},"        keyword_results,\n",[50,424,425],{"class":52,"line":191},[50,426,427],{},"        weights={\"semantic\": 0.7, \"keyword\": 0.3}\n",[50,429,430],{"class":52,"line":197},[50,431,347],{},[50,433,434],{"class":52,"line":278},[50,435,80],{},[50,437,438],{"class":52,"line":284},[50,439,440],{},"    return merged[:top_k]\n",[35,442,443],{"id":443},"知识问答",[21,445,447],{"className":44,"code":446,"language":46,"meta":27,"style":27},"async def answer_question(question):\n    \"\"\"基于知识库回答问题\"\"\"\n    # 检索相关内容\n    context = await semantic_search(question, top_k=5)\n    \n    # 构建提示词\n    prompt = f\"\"\"\n    基于以下知识内容回答问题：\n    \n    知识内容：\n    {format_context(context)}\n    \n    问题：{question}\n    \n    请给出准确、详细的回答，并标注信息来源。\n    \"\"\"\n    \n    # 调用模型生成回答\n    answer = await generate_response(prompt)\n    \n    return {\n        \"answer\": answer,\n        \"sources\": [r.metadata for r in context]\n    }\n",[29,448,449,454,459,464,469,473,478,483,488,492,497,502,506,511,515,520,525,530,536,542,547,553,559,565],{"__ignoreMap":27},[50,450,451],{"class":52,"line":53},[50,452,453],{},"async def answer_question(question):\n",[50,455,456],{"class":52,"line":59},[50,457,458],{},"    \"\"\"基于知识库回答问题\"\"\"\n",[50,460,461],{"class":52,"line":65},[50,462,463],{},"    # 检索相关内容\n",[50,465,466],{"class":52,"line":71},[50,467,468],{},"    context = await semantic_search(question, top_k=5)\n",[50,470,471],{"class":52,"line":77},[50,472,80],{},[50,474,475],{"class":52,"line":83},[50,476,477],{},"    # 构建提示词\n",[50,479,480],{"class":52,"line":89},[50,481,482],{},"    prompt = f\"\"\"\n",[50,484,485],{"class":52,"line":95},[50,486,487],{},"    基于以下知识内容回答问题：\n",[50,489,490],{"class":52,"line":101},[50,491,80],{},[50,493,494],{"class":52,"line":107},[50,495,496],{},"    知识内容：\n",[50,498,499],{"class":52,"line":113},[50,500,501],{},"    {format_context(context)}\n",[50,503,504],{"class":52,"line":119},[50,505,80],{},[50,507,508],{"class":52,"line":191},[50,509,510],{},"    问题：{question}\n",[50,512,513],{"class":52,"line":197},[50,514,80],{},[50,516,517],{"class":52,"line":278},[50,518,519],{},"    请给出准确、详细的回答，并标注信息来源。\n",[50,521,522],{"class":52,"line":284},[50,523,524],{},"    \"\"\"\n",[50,526,528],{"class":52,"line":527},17,[50,529,80],{},[50,531,533],{"class":52,"line":532},18,[50,534,535],{},"    # 调用模型生成回答\n",[50,537,539],{"class":52,"line":538},19,[50,540,541],{},"    answer = await generate_response(prompt)\n",[50,543,545],{"class":52,"line":544},20,[50,546,80],{},[50,548,550],{"class":52,"line":549},21,[50,551,552],{},"    return {\n",[50,554,556],{"class":52,"line":555},22,[50,557,558],{},"        \"answer\": answer,\n",[50,560,562],{"class":52,"line":561},23,[50,563,564],{},"        \"sources\": [r.metadata for r in context]\n",[50,566,568],{"class":52,"line":567},24,[50,569,570],{},"    }\n",[17,572,573],{"id":573},"配置示例",[35,575,576],{"id":576},"知识管理技能",[21,578,582],{"className":579,"code":580,"language":581,"meta":27,"style":27},"language-json shiki shiki-themes github-light github-dark","{\n  \"skills\": {\n    \"knowledge-manager\": {\n      \"enabled\": true,\n      \"vector_db\": {\n        \"type\": \"chroma\",\n        \"path\": \"~/.openclaw/knowledge/chroma\"\n      },\n      \"embedding\": {\n        \"model\": \"text-embedding-3-small\",\n        \"dimensions\": 1536\n      },\n      \"chunking\": {\n        \"size\": 500,\n        \"overlap\": 50\n      }\n    }\n  }\n}\n","json",[29,583,584,590,599,606,620,627,640,650,655,662,674,684,688,695,707,717,722,726,731],{"__ignoreMap":27},[50,585,586],{"class":52,"line":53},[50,587,589],{"class":588},"sVt8B","{\n",[50,591,592,596],{"class":52,"line":59},[50,593,595],{"class":594},"sj4cs","  \"skills\"",[50,597,598],{"class":588},": {\n",[50,600,601,604],{"class":52,"line":65},[50,602,603],{"class":594},"    \"knowledge-manager\"",[50,605,598],{"class":588},[50,607,608,611,614,617],{"class":52,"line":71},[50,609,610],{"class":594},"      \"enabled\"",[50,612,613],{"class":588},": ",[50,615,616],{"class":594},"true",[50,618,619],{"class":588},",\n",[50,621,622,625],{"class":52,"line":77},[50,623,624],{"class":594},"      \"vector_db\"",[50,626,598],{"class":588},[50,628,629,632,634,638],{"class":52,"line":83},[50,630,631],{"class":594},"        \"type\"",[50,633,613],{"class":588},[50,635,637],{"class":636},"sZZnC","\"chroma\"",[50,639,619],{"class":588},[50,641,642,645,647],{"class":52,"line":89},[50,643,644],{"class":594},"        \"path\"",[50,646,613],{"class":588},[50,648,649],{"class":636},"\"~/.openclaw/knowledge/chroma\"\n",[50,651,652],{"class":52,"line":95},[50,653,654],{"class":588},"      },\n",[50,656,657,660],{"class":52,"line":101},[50,658,659],{"class":594},"      \"embedding\"",[50,661,598],{"class":588},[50,663,664,667,669,672],{"class":52,"line":107},[50,665,666],{"class":594},"        \"model\"",[50,668,613],{"class":588},[50,670,671],{"class":636},"\"text-embedding-3-small\"",[50,673,619],{"class":588},[50,675,676,679,681],{"class":52,"line":113},[50,677,678],{"class":594},"        \"dimensions\"",[50,680,613],{"class":588},[50,682,683],{"class":594},"1536\n",[50,685,686],{"class":52,"line":119},[50,687,654],{"class":588},[50,689,690,693],{"class":52,"line":191},[50,691,692],{"class":594},"      \"chunking\"",[50,694,598],{"class":588},[50,696,697,700,702,705],{"class":52,"line":197},[50,698,699],{"class":594},"        \"size\"",[50,701,613],{"class":588},[50,703,704],{"class":594},"500",[50,706,619],{"class":588},[50,708,709,712,714],{"class":52,"line":278},[50,710,711],{"class":594},"        \"overlap\"",[50,713,613],{"class":588},[50,715,716],{"class":594},"50\n",[50,718,719],{"class":52,"line":284},[50,720,721],{"class":588},"      }\n",[50,723,724],{"class":52,"line":527},[50,725,570],{"class":588},[50,727,728],{"class":52,"line":532},[50,729,730],{"class":588},"  }\n",[50,732,733],{"class":52,"line":538},[50,734,735],{"class":588},"}\n",[35,737,738],{"id":738},"笔记集成",[21,740,742],{"className":579,"code":741,"language":581,"meta":27,"style":27},"{\n  \"integrations\": {\n    \"notion\": {\n      \"enabled\": true,\n      \"api_key\": \"${NOTION_API_KEY}\",\n      \"databases\": [\"notes\", \"articles\"]\n    },\n    \"obsidian\": {\n      \"enabled\": true,\n      \"vault_path\": \"~/Documents/Obsidian/Main\"\n    }\n  }\n}\n",[29,743,744,748,755,762,772,784,804,809,816,826,836,840,844],{"__ignoreMap":27},[50,745,746],{"class":52,"line":53},[50,747,589],{"class":588},[50,749,750,753],{"class":52,"line":59},[50,751,752],{"class":594},"  \"integrations\"",[50,754,598],{"class":588},[50,756,757,760],{"class":52,"line":65},[50,758,759],{"class":594},"    \"notion\"",[50,761,598],{"class":588},[50,763,764,766,768,770],{"class":52,"line":71},[50,765,610],{"class":594},[50,767,613],{"class":588},[50,769,616],{"class":594},[50,771,619],{"class":588},[50,773,774,777,779,782],{"class":52,"line":77},[50,775,776],{"class":594},"      \"api_key\"",[50,778,613],{"class":588},[50,780,781],{"class":636},"\"${NOTION_API_KEY}\"",[50,783,619],{"class":588},[50,785,786,789,792,795,798,801],{"class":52,"line":83},[50,787,788],{"class":594},"      \"databases\"",[50,790,791],{"class":588},": [",[50,793,794],{"class":636},"\"notes\"",[50,796,797],{"class":588},", ",[50,799,800],{"class":636},"\"articles\"",[50,802,803],{"class":588},"]\n",[50,805,806],{"class":52,"line":89},[50,807,808],{"class":588},"    },\n",[50,810,811,814],{"class":52,"line":95},[50,812,813],{"class":594},"    \"obsidian\"",[50,815,598],{"class":588},[50,817,818,820,822,824],{"class":52,"line":101},[50,819,610],{"class":594},[50,821,613],{"class":588},[50,823,616],{"class":594},[50,825,619],{"class":588},[50,827,828,831,833],{"class":52,"line":107},[50,829,830],{"class":594},"      \"vault_path\"",[50,832,613],{"class":588},[50,834,835],{"class":636},"\"~/Documents/Obsidian/Main\"\n",[50,837,838],{"class":52,"line":113},[50,839,570],{"class":588},[50,841,842],{"class":52,"line":119},[50,843,730],{"class":588},[50,845,846],{"class":52,"line":191},[50,847,735],{"class":588},[17,849,850],{"id":850},"工作流示例",[35,852,853],{"id":853},"每日知识整理",[21,855,857],{"className":579,"code":856,"language":581,"meta":27,"style":27},"{\n  \"workflow\": {\n    \"id\": \"daily-knowledge-review\",\n    \"name\": \"每日知识整理\",\n    \"trigger\": {\n      \"type\": \"schedule\",\n      \"cron\": \"0 21 * * *\"\n    },\n    \"steps\": [\n      {\n        \"id\": \"collect-notes\",\n        \"type\": \"action\",\n        \"action\": \"collectTodayNotes\"\n      },\n      {\n        \"id\": \"summarize\",\n        \"type\": \"ai\",\n        \"prompt\": \"总结今天的笔记内容，提取关键知识点：\\n{{collect-notes.result}}\"\n      },\n      {\n        \"id\": \"save-summary\",\n        \"type\": \"action\",\n        \"action\": \"saveNote\",\n        \"params\": {\n          \"title\": \"每日总结 - {{date}}\",\n          \"content\": \"{{summarize.result}}\"\n        }\n      }\n    ]\n  }\n}\n",[29,858,859,863,870,882,894,901,913,923,927,935,940,952,963,973,977,981,992,1003,1019,1023,1027,1038,1048,1059,1066,1079,1090,1096,1101,1107,1112],{"__ignoreMap":27},[50,860,861],{"class":52,"line":53},[50,862,589],{"class":588},[50,864,865,868],{"class":52,"line":59},[50,866,867],{"class":594},"  \"workflow\"",[50,869,598],{"class":588},[50,871,872,875,877,880],{"class":52,"line":65},[50,873,874],{"class":594},"    \"id\"",[50,876,613],{"class":588},[50,878,879],{"class":636},"\"daily-knowledge-review\"",[50,881,619],{"class":588},[50,883,884,887,889,892],{"class":52,"line":71},[50,885,886],{"class":594},"    \"name\"",[50,888,613],{"class":588},[50,890,891],{"class":636},"\"每日知识整理\"",[50,893,619],{"class":588},[50,895,896,899],{"class":52,"line":77},[50,897,898],{"class":594},"    \"trigger\"",[50,900,598],{"class":588},[50,902,903,906,908,911],{"class":52,"line":83},[50,904,905],{"class":594},"      \"type\"",[50,907,613],{"class":588},[50,909,910],{"class":636},"\"schedule\"",[50,912,619],{"class":588},[50,914,915,918,920],{"class":52,"line":89},[50,916,917],{"class":594},"      \"cron\"",[50,919,613],{"class":588},[50,921,922],{"class":636},"\"0 21 * * *\"\n",[50,924,925],{"class":52,"line":95},[50,926,808],{"class":588},[50,928,929,932],{"class":52,"line":101},[50,930,931],{"class":594},"    \"steps\"",[50,933,934],{"class":588},": [\n",[50,936,937],{"class":52,"line":107},[50,938,939],{"class":588},"      {\n",[50,941,942,945,947,950],{"class":52,"line":113},[50,943,944],{"class":594},"        \"id\"",[50,946,613],{"class":588},[50,948,949],{"class":636},"\"collect-notes\"",[50,951,619],{"class":588},[50,953,954,956,958,961],{"class":52,"line":119},[50,955,631],{"class":594},[50,957,613],{"class":588},[50,959,960],{"class":636},"\"action\"",[50,962,619],{"class":588},[50,964,965,968,970],{"class":52,"line":191},[50,966,967],{"class":594},"        \"action\"",[50,969,613],{"class":588},[50,971,972],{"class":636},"\"collectTodayNotes\"\n",[50,974,975],{"class":52,"line":197},[50,976,654],{"class":588},[50,978,979],{"class":52,"line":278},[50,980,939],{"class":588},[50,982,983,985,987,990],{"class":52,"line":284},[50,984,944],{"class":594},[50,986,613],{"class":588},[50,988,989],{"class":636},"\"summarize\"",[50,991,619],{"class":588},[50,993,994,996,998,1001],{"class":52,"line":527},[50,995,631],{"class":594},[50,997,613],{"class":588},[50,999,1000],{"class":636},"\"ai\"",[50,1002,619],{"class":588},[50,1004,1005,1008,1010,1013,1016],{"class":52,"line":532},[50,1006,1007],{"class":594},"        \"prompt\"",[50,1009,613],{"class":588},[50,1011,1012],{"class":636},"\"总结今天的笔记内容，提取关键知识点：",[50,1014,1015],{"class":594},"\\n",[50,1017,1018],{"class":636},"{{collect-notes.result}}\"\n",[50,1020,1021],{"class":52,"line":538},[50,1022,654],{"class":588},[50,1024,1025],{"class":52,"line":544},[50,1026,939],{"class":588},[50,1028,1029,1031,1033,1036],{"class":52,"line":549},[50,1030,944],{"class":594},[50,1032,613],{"class":588},[50,1034,1035],{"class":636},"\"save-summary\"",[50,1037,619],{"class":588},[50,1039,1040,1042,1044,1046],{"class":52,"line":555},[50,1041,631],{"class":594},[50,1043,613],{"class":588},[50,1045,960],{"class":636},[50,1047,619],{"class":588},[50,1049,1050,1052,1054,1057],{"class":52,"line":561},[50,1051,967],{"class":594},[50,1053,613],{"class":588},[50,1055,1056],{"class":636},"\"saveNote\"",[50,1058,619],{"class":588},[50,1060,1061,1064],{"class":52,"line":567},[50,1062,1063],{"class":594},"        \"params\"",[50,1065,598],{"class":588},[50,1067,1069,1072,1074,1077],{"class":52,"line":1068},25,[50,1070,1071],{"class":594},"          \"title\"",[50,1073,613],{"class":588},[50,1075,1076],{"class":636},"\"每日总结 - {{date}}\"",[50,1078,619],{"class":588},[50,1080,1082,1085,1087],{"class":52,"line":1081},26,[50,1083,1084],{"class":594},"          \"content\"",[50,1086,613],{"class":588},[50,1088,1089],{"class":636},"\"{{summarize.result}}\"\n",[50,1091,1093],{"class":52,"line":1092},27,[50,1094,1095],{"class":588},"        }\n",[50,1097,1099],{"class":52,"line":1098},28,[50,1100,721],{"class":588},[50,1102,1104],{"class":52,"line":1103},29,[50,1105,1106],{"class":588},"    ]\n",[50,1108,1110],{"class":52,"line":1109},30,[50,1111,730],{"class":588},[50,1113,1115],{"class":52,"line":1114},31,[50,1116,735],{"class":588},[35,1118,1119],{"id":1119},"自动标签",[21,1121,1123],{"className":579,"code":1122,"language":581,"meta":27,"style":27},"{\n  \"workflow\": {\n    \"id\": \"auto-tag\",\n    \"name\": \"自动标签\",\n    \"trigger\": {\n      \"type\": \"event\",\n      \"event\": \"note.added\"\n    },\n    \"steps\": [\n      {\n        \"id\": \"extract-tags\",\n        \"type\": \"ai\",\n        \"prompt\": \"为以下内容提取 3-5 个标签：\\n{{note.content}}\\n\\n只返回标签列表，用逗号分隔。\"\n      },\n      {\n        \"id\": \"update-tags\",\n        \"type\": \"action\",\n        \"action\": \"updateNoteTags\",\n        \"params\": {\n          \"note_id\": \"{{note.id}}\",\n          \"tags\": \"{{extract-tags.result}}\"\n        }\n      }\n    ]\n  }\n}\n",[29,1124,1125,1129,1135,1146,1157,1163,1174,1184,1188,1194,1198,1209,1219,1239,1243,1247,1258,1268,1279,1285,1297,1307,1311,1315,1319,1323],{"__ignoreMap":27},[50,1126,1127],{"class":52,"line":53},[50,1128,589],{"class":588},[50,1130,1131,1133],{"class":52,"line":59},[50,1132,867],{"class":594},[50,1134,598],{"class":588},[50,1136,1137,1139,1141,1144],{"class":52,"line":65},[50,1138,874],{"class":594},[50,1140,613],{"class":588},[50,1142,1143],{"class":636},"\"auto-tag\"",[50,1145,619],{"class":588},[50,1147,1148,1150,1152,1155],{"class":52,"line":71},[50,1149,886],{"class":594},[50,1151,613],{"class":588},[50,1153,1154],{"class":636},"\"自动标签\"",[50,1156,619],{"class":588},[50,1158,1159,1161],{"class":52,"line":77},[50,1160,898],{"class":594},[50,1162,598],{"class":588},[50,1164,1165,1167,1169,1172],{"class":52,"line":83},[50,1166,905],{"class":594},[50,1168,613],{"class":588},[50,1170,1171],{"class":636},"\"event\"",[50,1173,619],{"class":588},[50,1175,1176,1179,1181],{"class":52,"line":89},[50,1177,1178],{"class":594},"      \"event\"",[50,1180,613],{"class":588},[50,1182,1183],{"class":636},"\"note.added\"\n",[50,1185,1186],{"class":52,"line":95},[50,1187,808],{"class":588},[50,1189,1190,1192],{"class":52,"line":101},[50,1191,931],{"class":594},[50,1193,934],{"class":588},[50,1195,1196],{"class":52,"line":107},[50,1197,939],{"class":588},[50,1199,1200,1202,1204,1207],{"class":52,"line":113},[50,1201,944],{"class":594},[50,1203,613],{"class":588},[50,1205,1206],{"class":636},"\"extract-tags\"",[50,1208,619],{"class":588},[50,1210,1211,1213,1215,1217],{"class":52,"line":119},[50,1212,631],{"class":594},[50,1214,613],{"class":588},[50,1216,1000],{"class":636},[50,1218,619],{"class":588},[50,1220,1221,1223,1225,1228,1230,1233,1236],{"class":52,"line":191},[50,1222,1007],{"class":594},[50,1224,613],{"class":588},[50,1226,1227],{"class":636},"\"为以下内容提取 3-5 个标签：",[50,1229,1015],{"class":594},[50,1231,1232],{"class":636},"{{note.content}}",[50,1234,1235],{"class":594},"\\n\\n",[50,1237,1238],{"class":636},"只返回标签列表，用逗号分隔。\"\n",[50,1240,1241],{"class":52,"line":197},[50,1242,654],{"class":588},[50,1244,1245],{"class":52,"line":278},[50,1246,939],{"class":588},[50,1248,1249,1251,1253,1256],{"class":52,"line":284},[50,1250,944],{"class":594},[50,1252,613],{"class":588},[50,1254,1255],{"class":636},"\"update-tags\"",[50,1257,619],{"class":588},[50,1259,1260,1262,1264,1266],{"class":52,"line":527},[50,1261,631],{"class":594},[50,1263,613],{"class":588},[50,1265,960],{"class":636},[50,1267,619],{"class":588},[50,1269,1270,1272,1274,1277],{"class":52,"line":532},[50,1271,967],{"class":594},[50,1273,613],{"class":588},[50,1275,1276],{"class":636},"\"updateNoteTags\"",[50,1278,619],{"class":588},[50,1280,1281,1283],{"class":52,"line":538},[50,1282,1063],{"class":594},[50,1284,598],{"class":588},[50,1286,1287,1290,1292,1295],{"class":52,"line":544},[50,1288,1289],{"class":594},"          \"note_id\"",[50,1291,613],{"class":588},[50,1293,1294],{"class":636},"\"{{note.id}}\"",[50,1296,619],{"class":588},[50,1298,1299,1302,1304],{"class":52,"line":549},[50,1300,1301],{"class":594},"          \"tags\"",[50,1303,613],{"class":588},[50,1305,1306],{"class":636},"\"{{extract-tags.result}}\"\n",[50,1308,1309],{"class":52,"line":555},[50,1310,1095],{"class":588},[50,1312,1313],{"class":52,"line":561},[50,1314,721],{"class":588},[50,1316,1317],{"class":52,"line":567},[50,1318,1106],{"class":588},[50,1320,1321],{"class":52,"line":1068},[50,1322,730],{"class":588},[50,1324,1325],{"class":52,"line":1081},[50,1326,735],{"class":588},[17,1328,1329],{"id":1329},"知识图谱",[35,1331,1332],{"id":1332},"实体提取",[21,1334,1336],{"className":44,"code":1335,"language":46,"meta":27,"style":27},"async def extract_entities(content):\n    \"\"\"提取知识实体\"\"\"\n    prompt = f\"\"\"\n    从以下内容中提取关键实体和关系：\n    \n    {content}\n    \n    请以 JSON 格式返回：\n    {{\n        \"entities\": [\n            {{\"name\": \"实体名\", \"type\": \"类型\", \"description\": \"描述\"}}\n        ],\n        \"relations\": [\n            {{\"from\": \"实体1\", \"relation\": \"关系\", \"to\": \"实体2\"}}\n        ]\n    }}\n    \"\"\"\n    \n    result = await generate_response(prompt)\n    return parse_json(result)\n",[29,1337,1338,1343,1348,1352,1357,1361,1366,1370,1375,1380,1385,1390,1395,1400,1405,1410,1415,1419,1423,1428],{"__ignoreMap":27},[50,1339,1340],{"class":52,"line":53},[50,1341,1342],{},"async def extract_entities(content):\n",[50,1344,1345],{"class":52,"line":59},[50,1346,1347],{},"    \"\"\"提取知识实体\"\"\"\n",[50,1349,1350],{"class":52,"line":65},[50,1351,482],{},[50,1353,1354],{"class":52,"line":71},[50,1355,1356],{},"    从以下内容中提取关键实体和关系：\n",[50,1358,1359],{"class":52,"line":77},[50,1360,80],{},[50,1362,1363],{"class":52,"line":83},[50,1364,1365],{},"    {content}\n",[50,1367,1368],{"class":52,"line":89},[50,1369,80],{},[50,1371,1372],{"class":52,"line":95},[50,1373,1374],{},"    请以 JSON 格式返回：\n",[50,1376,1377],{"class":52,"line":101},[50,1378,1379],{},"    {{\n",[50,1381,1382],{"class":52,"line":107},[50,1383,1384],{},"        \"entities\": [\n",[50,1386,1387],{"class":52,"line":113},[50,1388,1389],{},"            {{\"name\": \"实体名\", \"type\": \"类型\", \"description\": \"描述\"}}\n",[50,1391,1392],{"class":52,"line":119},[50,1393,1394],{},"        ],\n",[50,1396,1397],{"class":52,"line":191},[50,1398,1399],{},"        \"relations\": [\n",[50,1401,1402],{"class":52,"line":197},[50,1403,1404],{},"            {{\"from\": \"实体1\", \"relation\": \"关系\", \"to\": \"实体2\"}}\n",[50,1406,1407],{"class":52,"line":278},[50,1408,1409],{},"        ]\n",[50,1411,1412],{"class":52,"line":284},[50,1413,1414],{},"    }}\n",[50,1416,1417],{"class":52,"line":527},[50,1418,524],{},[50,1420,1421],{"class":52,"line":532},[50,1422,80],{},[50,1424,1425],{"class":52,"line":538},[50,1426,1427],{},"    result = await generate_response(prompt)\n",[50,1429,1430],{"class":52,"line":544},[50,1431,1432],{},"    return parse_json(result)\n",[35,1434,1435],{"id":1435},"图谱构建",[21,1437,1439],{"className":44,"code":1438,"language":46,"meta":27,"style":27},"async def build_knowledge_graph(entities, relations):\n    \"\"\"构建知识图谱\"\"\"\n    graph = KnowledgeGraph()\n    \n    for entity in entities:\n        graph.add_node(entity.name, entity.type, entity.description)\n    \n    for relation in relations:\n        graph.add_edge(relation.from, relation.to, relation.relation)\n    \n    return graph\n",[29,1440,1441,1446,1451,1456,1460,1465,1470,1474,1479,1484,1488],{"__ignoreMap":27},[50,1442,1443],{"class":52,"line":53},[50,1444,1445],{},"async def build_knowledge_graph(entities, relations):\n",[50,1447,1448],{"class":52,"line":59},[50,1449,1450],{},"    \"\"\"构建知识图谱\"\"\"\n",[50,1452,1453],{"class":52,"line":65},[50,1454,1455],{},"    graph = KnowledgeGraph()\n",[50,1457,1458],{"class":52,"line":71},[50,1459,80],{},[50,1461,1462],{"class":52,"line":77},[50,1463,1464],{},"    for entity in entities:\n",[50,1466,1467],{"class":52,"line":83},[50,1468,1469],{},"        graph.add_node(entity.name, entity.type, entity.description)\n",[50,1471,1472],{"class":52,"line":89},[50,1473,80],{},[50,1475,1476],{"class":52,"line":95},[50,1477,1478],{},"    for relation in relations:\n",[50,1480,1481],{"class":52,"line":101},[50,1482,1483],{},"        graph.add_edge(relation.from, relation.to, relation.relation)\n",[50,1485,1486],{"class":52,"line":107},[50,1487,80],{},[50,1489,1490],{"class":52,"line":113},[50,1491,1492],{},"    return 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的差别在哪里，以及群组响应策略该怎么收敛。","/docs/manual/discord-and-slack",[1840,2052,2121,1987,2122],"slack","team",{"title":2124,"description":2125,"path":2126,"category":1985,"updatedAt":1821,"sourceType":1867,"tags":2127},"Exec 工具、apply_patch 与执行审批","基于官方 exec、apply_patch 和 exec approvals 文档，解释高权限工具如何工作，为什么审批是硬边界，以及哪些配置最值得先看。","/docs/manual/exec-tools-and-approvals",[2128,2129,2130,1841,1861],"exec","apply-patch","approvals",{"title":2132,"description":2133,"path":2134,"category":1985,"updatedAt":2029,"sourceType":1867,"tags":2135},"从 Skills 到 Workflows：OpenClaw 扩展栈完整地图","把 Skills、Tools、插件、Hooks、ClawHub、OpenProse、Lobster 和审批流程收成一张扩展地图，帮助你判断什么时候该引入哪一层复杂度。","/docs/manual/extension-stack-full-map",[1853,1841,1943,1945,2136,2130],"workflows",{"title":2138,"description":2139,"path":2140,"category":2028,"updatedAt":2029,"sourceType":1867,"tags":2141},"Telegram forum topic、群 session 和 thread key 应该怎么一起看","基于最新官方 Groups 与 Channel Routing 文档，整理 Telegram forum topic 在 OpenClaw 里的 session key 形态、topic 级上下文隔离和群触发边界，帮助团队理解“同一群里的不同 topic”为什么已经不是同一条会话。","/docs/manual/forum-topics-and-group-session-keys",[2050,2142,2143,2004,2032],"forum-topics","sessions",{"title":2145,"description":2146,"path":2147,"category":1985,"updatedAt":2029,"sourceType":1867,"tags":2148},"从第一次跑通到长期运行：OpenClaw 的完整系统地图","把安装、Gateway、控制面、渠道、模型、记忆、自动化和长期维护放到一条完整主线上，帮助你从“先跑起来”过渡到“长期稳定使用”。","/docs/manual/from-first-run-to-long-running-system",[1851,1838,1840,1959,1842,1888],{"title":2150,"description":2151,"path":2152,"category":1985,"updatedAt":2019,"sourceType":1867,"tags":2153},"Headless nodes 和设备宿主边界怎么分","基于最新官方 Nodes、Architecture 与 Pairing 文档，解释 headless nodes、普通设备节点和 Gateway 之间的职责差异，帮助团队理解“能力跑在哪台机器上”这条边界。","/docs/manual/headless-node-hosts-and-device-boundaries",[1995,2154,2155,2156,1838],"headless","pairing","devices",{"title":2158,"description":2159,"path":2160,"category":1985,"updatedAt":1909,"sourceType":1867,"tags":2161},"Hooks 生命周期与事件类型","基于最新官方 Hooks 文档，解释 agent:bootstrap、session start/end、/new、/reset 等生命周期事件分别适合放什么逻辑，以及什么时候该用 hook pack 或插件托管 hooks。","/docs/manual/hook-lifecycle-events",[1945,2162,2163,1888,1943],"lifecycle","events",{"title":2165,"description":2166,"path":2167,"category":1985,"updatedAt":1893,"sourceType":1867,"tags":2168},"Hooks 能做什么","从中文用户角度理解 OpenClaw 里的 hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[1945,1888,2136,2163],{"title":2170,"description":2171,"path":2172,"category":1985,"updatedAt":2001,"sourceType":1867,"tags":2173},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 各自解决什么问题，避免把“回复慢”都误判成模型问题。","/docs/manual/inbound-dedupe-and-debounce",[2174,2175,2176,2177,2178],"messages","queueing","dedupe","debounce","delivery",{"title":2180,"description":2181,"path":2182,"category":1985,"updatedAt":1951,"sourceType":1867,"tags":2183},"本地模型支持（Ollama）","使用 Ollama 在本地运行大语言模型，实现隐私优先、零成本的 AI 助手体验。","/docs/manual/local-models-ollama",[2184,2185,2186,2187,1936],"ollama","local-model","llm","privacy",{"title":2189,"description":2190,"path":2191,"category":1985,"updatedAt":1909,"sourceType":1867,"tags":2192},"节点位置能力怎么用","基于最新官方 Location Command 文档，整理 OpenClaw 的 location.get 能力、权限模式、精确位置开关，以及它和普通聊天入口的边界。","/docs/manual/location-command-nodes",[2193,1995,2039,2194,2195],"location","permissions","gps",{"title":2197,"description":2198,"path":2199,"category":1985,"updatedAt":1909,"sourceType":1867,"tags":2200},"记忆文件怎么分层加载","基于最新官方 Memory 文档，整理 OpenClaw 的 daily log、MEMORY.md、memory_search 和 memory_get 各自适合存什么，以及为什么群组上下文不该直接读长期记忆。","/docs/manual/memory-files-and-loading-boundaries",[1842,2201,2143,2202,2203],"markdown","memory_search","memory_get",{"title":2205,"description":2206,"path":2207,"category":1985,"updatedAt":1951,"sourceType":1867,"tags":2208},"memory plugin slot 和 Markdown source of truth 怎么配合","基于最新官方 Memory、CLI memory 与 Plugins 文档，解释为什么 OpenClaw 记忆的 source of truth 仍然是 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文档，解释为什么远程浏览器首次连接需要设备配对、设备身份如何记住，以及什么时候需要重新批准。","/docs/reference/control-ui-device-pairing",[2084,2155,2156,2106,2446],{"title":2697,"description":2698,"path":2699,"category":2623,"updatedAt":2029,"sourceType":1867,"tags":2700},"cron run 入队语义和 retry backoff 应该怎么理解","基于最新官方 cron CLI 与 Cron Jobs 文档，解释 openclaw cron run 为什么先返回 enqueued、何时该去看 runs，以及 recurring job 连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[2431,2233,2701,2702,2629],"scheduler","queue",{"title":2704,"description":2705,"path":2706,"category":2623,"updatedAt":2384,"sourceType":1867,"tags":2707},"Dashboard 的 SecretRef token、sessionStorage 和非 token 化 URL 应该怎么理解","基于最新官方 Dashboard 文档，解释 openclaw dashboard 在普通 token、SecretRef token 和远程入口下分别如何引导认证，以及为什么当前浏览器标签页的 sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[1897,2105,2708,2709,2104],"secretref","sessionStorage",{"title":2711,"description":2712,"path":2713,"category":2714,"updatedAt":1821,"sourceType":1867,"tags":2715},"调试、运行时覆盖与开发排障","基于官方 debugging 和 FAQ 文档，整理 `/debug`、watch 模式、dev profile 以及排查流式输出异常时最值得先看的入口。","/docs/reference/debugging-and-runtime-overrides","排错",[2716,2717,2718,2465,2222],"debugging","debug","runtime-overrides",{"title":2720,"description":2721,"path":2722,"category":2623,"updatedAt":2001,"sourceType":1867,"tags":2723},"Diagnostics flags 和定向日志应该怎么用","基于最新官方 Diagnostics Flags 与 Logging 文档，解释 OpenClaw 如何用 diagnostics.flags 和 OPENCLAW_DIAGNOSTICS 打开定向调试日志，以及为什么这比全局 verbose 更适合长期排障。","/docs/reference/diagnostics-flags-and-targeted-logs",[2635,2724,2725,2717,2629],"logging","flags",{"title":2727,"description":2728,"path":2729,"category":2623,"updatedAt":2001,"sourceType":1867,"tags":2730},"dmScope 和 identityLinks 应该怎么一起用","基于最新官方会话管理文档，解释 OpenClaw 的 dmScope 四种模式、identityLinks 的真实作用，以及为什么多人 DM、跨渠道私聊和多账户环境不能只改一个开关。","/docs/reference/dm-scope-and-identity-links",[2023,2731,2732,2004,2629],"dmScope","identityLinks",{"title":2734,"description":2735,"path":2736,"category":2623,"updatedAt":2001,"sourceType":1867,"tags":2737},"doctor 的 repair、force 和 non-interactive 应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 之间各自会做什么，避免把修复模式混成“越猛越好”。","/docs/reference/doctor-repair-modes",[2465,2466,2635,2738,2629],"migrations",{"title":2740,"description":2741,"path":2742,"category":2623,"updatedAt":2001,"sourceType":1867,"tags":2743},"环境变量从哪里来，优先级怎么排","基于最新官方 Environment Variables 与 Configuration 文档，解释 OpenClaw 会从哪些来源读取环境变量、为什么默认不覆盖已有值，以及 `.env`、config env 和 shell import 之间真正的优先级。","/docs/reference/env-sources-and-precedence",[2327,1852,2031,2744,2629],"shell",{"title":2746,"description":2747,"path":2748,"category":2623,"updatedAt":1951,"sourceType":1835,"tags":2749},"如何结合官方文档、GitHub 和中文渠道跟踪 OpenClaw","把官方文档、GitHub Releases、Issues、中文教程站、媒体报道和中文社区解读放到同一套可信度框架里，减少信息滞后和误读。","/docs/reference/external-sources-and-trust-levels",[2750,2541,2075,2751,2543],"sources","trust",{"title":2753,"description":2754,"path":2755,"category":2623,"updatedAt":1909,"sourceType":1867,"tags":2756},"Gateway 命令与 RPC 该怎么用","基于最新官方 CLI Reference 与 Gateway protocol 文档，整理 openclaw gateway 子命令、RPC 调用边界、显式凭据要求，以及为什么它更适合被当成控制面入口而不是随手脚本助手。","/docs/reference/gateway-cli-and-rpc",[1838,2757,2286,2392,1996],"rpc",{"title":2759,"description":2760,"path":2761,"category":2623,"updatedAt":2001,"sourceType":1867,"tags":2762},"Gateway-owned pairing 和 device pairing 有什么区别","基于最新官方 Pairing 与 Gateway-owned pairing 文档，解释 node.pair.* 这套旧式网关配对和当前 WS device pairing 的真实边界，避免把两套授权机制混成一套。","/docs/reference/gateway-owned-pairing-vs-device-pairing",[2155,2156,1838,1995,2629],{"title":2764,"description":2765,"path":2766,"category":2623,"updatedAt":2384,"sourceType":1867,"tags":2767},"Gateway 为什么是 session source of truth","基于最新官方 Session 文档，解释 OpenClaw 的 session store、JSONL transcript、token 计数和 UI 查询为什么都应围绕 Gateway 理解，避免把本地浏览器、WebChat 或 operator 设备误当成真实状态源。","/docs/reference/gateway-session-source-of-truth",[2023,1838,1966,1897,2629],{"title":2769,"description":2770,"path":2771,"category":2623,"updatedAt":2029,"sourceType":1867,"tags":2772},"Gateway WebSocket 的 role 和 scope 应该怎么理解","基于最新官方 Gateway Protocol 文档，解释 OpenClaw 的 WebSocket 握手里 role、scopes、client mode 和协议版本各自在声明什么，以及为什么这条连接已经是统一控制面而不只是聊天通道。","/docs/reference/gateway-ws-roles-and-scopes",[1838,2392,2773,2774,2629],"protocol","scopes",{"title":2776,"description":2777,"path":2778,"category":2623,"updatedAt":2019,"sourceType":1867,"tags":2779},"groupPolicy、allowlist 和 mention gating 的顺序应该怎么理解","基于最新官方 Groups、Group Messages 和 Messages 文档，解释 OpenClaw 在群聊里如何按 groupPolicy、群组 allowlist 和 mention gating 三层顺序决定消息是丢弃、只进上下文，还是正式触发回复。","/docs/reference/group-policy-and-mention-gating-order",[2022,2780,2004,2239,2174],"mention",{"title":2782,"description":2783,"path":2784,"category":2623,"updatedAt":2029,"sourceType":1867,"tags":2785},"HEARTBEAT_OK、可见性控制和 quiet-hours 应该怎么一起看","基于最新官方 Heartbeat 与 Automation Troubleshooting 文档，解释 HEARTBEAT_OK 的 ack 语义、alerts-disabled 和 dm-blocked 等可见性控制，以及 quiet-hours 为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[2439,2786,2787,2788,2629],"visibility","activeHours","alerts",{"title":2790,"description":2791,"path":2792,"category":2623,"updatedAt":2019,"sourceType":1867,"tags":2793},"HTTP API、Gateway WebSocket 和 SDK 应该怎么分工","基于最新官方 API 与 Web 文档，解释 OpenClaw 里 HTTP API、Gateway WebSocket 和 SDK 各自适合什么场景，帮助团队判断当前到底应该走管理接口、实时会话层还是语言 SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[2386,2392,2794,1838,2629],"sdk",{"title":2796,"description":2797,"path":2798,"category":2623,"updatedAt":2019,"sourceType":1867,"tags":2799},"include 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各自在修正什么问题。","/docs/reference/memory-hybrid-search-and-ranking-pipeline",[1842,2813,2814,2815,2816,2629],"hybrid-search","ranking","mmr","retrieval",{"title":2818,"description":2819,"path":2820,"category":2623,"updatedAt":1951,"sourceType":1867,"tags":2821},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 的关系，帮助团队区分“配置看起来对”和“当前真的能连通”。","/docs/reference/models-status-probe-and-auth-profiles",[1959,2822,2104,2115,2629],"probe",{"title":2824,"description":2825,"path":2826,"category":2623,"updatedAt":2322,"sourceType":1867,"tags":2827},"配对审批与设备授权管理","从管理员视角理解 OpenClaw 的 DM pairing、设备 pairing、allowFrom 文件和审批命令，避免把授权边界搞乱。","/docs/reference/pairing-admin",[2155,2156,2659,2828,2446],"credentials",{"title":2830,"description":2831,"path":2832,"category":2623,"updatedAt":1951,"sourceType":1867,"tags":2833},"插件安装 spec、--pin 和 update tracking 应该怎么理解","基于最新官方 plugins CLI 文档，解释 ClawHub first、npm-safe 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入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[2023,1861,2731,2155,2239],{"title":2870,"description":2871,"path":2872,"category":2623,"updatedAt":2873,"sourceType":1867,"tags":2874},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[2023,2875,2876,2341,2629],"transcript","jsonl",{"title":2878,"description":2879,"path":2880,"category":2623,"updatedAt":2873,"sourceType":1867,"tags":2881},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[2143,2286,2882,2567,1860],"store",{"title":2884,"description":2885,"path":2886,"category":2623,"updatedAt":2029,"sourceType":1867,"tags":2887},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[1861,2582,2567,2888,2629],"ingress",{"title":2890,"description":2891,"path":2892,"category":2623,"updatedAt":1909,"sourceType":1867,"tags":2893},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[2286,2474,2894,2222,2895],"health","troubleshooting",{"title":2897,"description":2898,"path":2899,"category":2623,"updatedAt":2873,"sourceType":1867,"tags":2900},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[2875,2901,2115,2902,2629],"hygiene","tool-calls",{"title":2904,"description":2905,"path":2906,"category":2714,"updatedAt":1893,"sourceType":1867,"tags":2907},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[2895,2465,2474,2222],{"title":2909,"description":2910,"path":2911,"category":2623,"updatedAt":2001,"sourceType":1867,"tags":2912},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[1966,2913,2914,2875,2629],"history","inject",{"title":2916,"description":2917,"path":2918,"category":2919,"updatedAt":1951,"sourceType":1867,"tags":2920},"国内云部署思路","面向中文团队整理 OpenClaw 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与更明确的管理面边界。","/news/openclaw-control-surface-watch-2026-03-21","https://docs.openclaw.ai/web/control-ui",[2084,1897,2424,2155,1911],{"title":3273,"description":3274,"path":3275,"category":3194,"date":2384,"updatedAt":2384,"sourceType":1867,"source":3208,"tags":3276},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 环境里的引导行为，也让它更像正式控制面入口。","/news/openclaw-dashboard-bootstrap-watch-2026-03-26",[1897,3277,2708,2104,2084],"bootstrap",{"title":3279,"description":3280,"path":3281,"category":3194,"date":1951,"updatedAt":1951,"sourceType":1867,"source":3208,"tags":3282},"OpenClaw Web 控制面观察：Dashboard 与 WebChat 的认证引导和回流边界正在变清楚","基于 2026 年 3 月 24 日可见的官方 dashboard CLI、Web Dashboard 与 WebChat 文档，最近 Web 控制面最值得关注的变化是认证引导、SecretRef token 处理和 WebChat 回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[1897,1966,2105,2708,2004,3283],"web",{"title":3285,"description":3286,"path":3287,"category":2986,"date":1834,"updatedAt":1834,"sourceType":2075,"source":3288,"tags":3289},"OpenClaw 开发者生态扩张观察：中文技能与本地工作流成为新增长点","基于 2026 年 3 月 16 日临时素材，整理 OpenClaw 开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[1849,1853,2076,2921],{"title":3291,"description":3292,"path":3293,"category":3194,"date":2019,"updatedAt":2019,"sourceType":1867,"source":3294,"tags":3295},"OpenClaw 的 devices CLI 正在把设备授权写成一条完整生命周期","官方最近围绕 devices CLI 的补强，让 approve、revoke、rotate 和 fresh token 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状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[2465,2466,2324,2544,2635],{"title":3309,"description":3310,"path":3311,"category":3312,"date":1834,"updatedAt":1834,"sourceType":2075,"source":3313,"tags":3314},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[3315,3316,3317,3318],"education","adoption","ai-tutor","higher-education",{"title":3320,"description":3321,"path":3322,"category":3312,"date":1834,"updatedAt":1834,"sourceType":2075,"source":3323,"tags":3324},"OpenClaw 企业应用热度上升：中文团队更关注私有化部署与流程接入","基于 2026 年 3 月 16 日企业方向临时稿，整理 OpenClaw 在中文企业场景中的关注重点，包括私有化部署、安全边界、行业接入与内部工作流自动化。","/news/openclaw-enterprise-adoption-watch-2026-03-16","content/tmp/2026-03-16/openclaw-enterprise-adoption-boom.md",[1859,2923,1887,2921],{"title":3326,"description":3327,"path":3328,"category":2986,"date":1909,"updatedAt":1909,"sourceType":1867,"source":3329,"tags":3330},"OpenClaw 扩展层观察：ClawHub、插件托管 hooks 与 onboarding 勾选正在把扩展能力收拢成一条更完整链路","基于 2026 年 3 月 21 日可见的官方 Skills、ClawHub、Plugins 与 Hooks 文档，整理最近最值得中文站关注的扩展层变化：技能 registry、插件托管 hooks，以及 onboarding 阶段对推荐 hooks 的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[1853,2058,1943,1945,2077],{"title":3332,"description":3333,"path":3334,"category":3194,"date":2019,"updatedAt":2019,"sourceType":1867,"source":3335,"tags":3336},"OpenClaw 正在把 gateway-owned pairing 的过期与轮换边界说清楚","官方最新 Gateway-owned pairing 文档把 pending request 的 5 分钟过期、fresh token 生成和 UI 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[3369,1842,2113,3406,3407],"vector-search","knowledge",{"title":3409,"description":3410,"path":3411,"category":3194,"date":2019,"updatedAt":2019,"sourceType":1867,"source":3412,"tags":3413},"OpenClaw 的 mention gating 正在从单一 @ 规则变成跨渠道触发层","官方最新 Groups 和 Group Messages 文档显示，mention gating 已经不再只服务 WhatsApp 群，而是在 Telegram、Slack、Discord、iMessage 等入口上逐步形成统一触发层。","/news/openclaw-mention-gating-watch-2026-03-25","https://docs.openclaw.ai/channels/group-messages",[2780,2022,2050,2052,2121],{"title":3415,"description":3416,"path":3417,"category":3194,"date":2001,"updatedAt":2001,"sourceType":1867,"source":3418,"tags":3419},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 的文档更新，正在把消息入口、上下文桶、历史展示和投递节奏拆成更明确的几层。","/news/openclaw-message-surface-watch-2026-03-22","https://docs.openclaw.ai/messages",[2174,1966,2004,2178,1840],{"title":3421,"description":3422,"path":3423,"category":3194,"date":1951,"updatedAt":1951,"sourceType":1867,"source":3251,"tags":3424},"OpenClaw 模型观察：models status 正在从状态展示继续长成探活入口","基于 2026 年 3 月 24 日可见的官方 CLI 文档，最近模型层最值得关注的变化之一是 models status 已经不只负责展示主模型和 fallback，而是开始承担 auth profile 探测。","/news/openclaw-model-probe-watch-2026-03-24",[1959,2822,2115,2104,2503],{"title":3426,"description":3427,"path":3428,"category":3194,"date":2019,"updatedAt":2019,"sourceType":1867,"source":3429,"tags":3430},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 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执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[2115,1959,1995,2104,2265],{"title":3479,"description":3480,"path":3481,"category":3194,"date":2029,"updatedAt":2029,"sourceType":1867,"source":3482,"tags":3483},"OpenClaw 的 provider 故障恢复正在变成一条更清楚的梯子","官方最近围绕 Model Failover、Gateway Troubleshooting、LiteLLM 和 Cloudflare AI Gateway 的文档更新，正在把模型故障从“直接换模型”收敛成更清楚的几层：能力条件、profile 轮转、统一网关和跨模型 fallback。","/news/openclaw-provider-recovery-ladder-watch-2026-03-29","https://docs.openclaw.ai/concepts/model-failover",[2115,2628,1959,1838,1860],{"title":3485,"description":3486,"path":3487,"category":2986,"date":1909,"updatedAt":1909,"sourceType":1867,"source":3188,"tags":3488},"OpenClaw 发布观察：2026.3.13 恢复型 Release 暴露出版本跟踪里最容易忽略的三层差异","基于 2026 年 3 月 21 日可见的 GitHub Releases 页面，整理 OpenClaw 2026.3.13 恢复型 Release 的关键信号，以及中文站在跟踪版本时最该注意的 npm 版本、Git tag 和 GitHub Release 名称差异。","/news/openclaw-release-watch-2026-03-21",[2541,2542,2544,2543],{"title":3490,"description":3491,"path":3492,"category":3194,"date":2001,"updatedAt":2001,"sourceType":1867,"source":3208,"tags":3493},"OpenClaw 的远程管理员面边界越来越清楚","官方最近围绕 Dashboard、Pairing、Gateway-owned pairing 与 nodes 的文档更新，正在把远程协作、浏览器入口和设备接入的边界拆得更清楚。","/news/openclaw-remote-admin-watch-2026-03-22",[1897,2155,1995,1911,2446],{"title":3495,"description":3496,"path":3497,"category":3194,"date":2019,"updatedAt":2019,"sourceType":1867,"source":3498,"tags":3499},"OpenClaw 的 routing precedence 正在成为更明确的排障坐标系","官方最近围绕 Channel Routing 的写法，正在把 peer、thread inheritance、guild、team、account 和 channel 等命中层级固定下来，让路由排障越来越像查规则，而不是猜模型。","/news/openclaw-routing-precedence-watch-2026-03-25","https://docs.openclaw.ai/channels/channel-routing",[2004,2003,3500,1840,2005],"threads",{"title":3502,"description":3503,"path":3504,"category":3194,"date":2019,"updatedAt":2019,"sourceType":1867,"source":3505,"tags":3506},"OpenClaw Secret 观察：active snapshot 正在把密钥轮换从“即时取值”收成“原子切换”","基于 2026 年 3 月 25 日可见的官方 Secrets Management 文档，最近 secrets 层最值得关注的变化之一是 active snapshot 与 last-known-good 的边界越来越清楚。","/news/openclaw-secret-snapshot-watch-2026-03-25","https://docs.openclaw.ai/gateway/secrets",[2862,3507,3508,2861,1860],"snapshot","rotation",{"title":3510,"description":3511,"path":3512,"category":3194,"date":2019,"updatedAt":2019,"sourceType":1867,"source":3377,"tags":3513},"OpenClaw 正在把 secure DM mode 写成共享入口的默认安全心智","官方最近围绕 Session、Security 和 CLI Security 的更新，正在把 secure DM mode 从一个可选技巧，推成多人 DM 入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[2023,1861,2731,2155,2582],{"title":3515,"description":3516,"path":3517,"category":3194,"date":1951,"updatedAt":1951,"sourceType":1867,"source":3518,"tags":3519},"OpenClaw 安全观察：security audit 已经从提醒工具继续长成加固入口","基于 2026 年 3 月 24 日可见的官方安全文档，最近最值得关注的信号是 openclaw security audit 不再只是列问题，而是在形成 audit、deep、fix 三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[1861,2567,2569,2568,1860],{"title":3521,"description":3522,"path":3523,"category":3524,"date":1834,"updatedAt":1834,"sourceType":2075,"source":3525,"tags":3526},"OpenClaw 安全与合规话题升温：中文团队更在意可审计与本地数据边界","基于 2026 年 3 月 16 日安全方向临时稿，整理 OpenClaw 在中文环境下最受关注的安全议题，包括本地运行、合规要求、可审计性与金融等高敏行业采用。","/news/openclaw-security-compliance-watch-2026-03-16","安全观察","content/tmp/2026-03-16/openclaw-security-audit-milestone.md",[1861,3527,2187,1859],"compliance",{"title":3529,"description":3530,"path":3531,"category":3194,"date":2001,"updatedAt":2001,"sourceType":1867,"source":3505,"tags":3532},"OpenClaw 的安全运维边界继续细化","官方最近围绕 Secrets、approvals forwarding、trusted proxy 和 Control UI 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在评审、个人数据库和购物自动化上的真实落地方式。","/news/openclaw-showcase-watch-2026-03-21",[3369,2075,2050,1853,1888],{"title":3559,"description":3560,"path":3561,"category":3194,"date":2029,"updatedAt":2029,"sourceType":1867,"source":3550,"tags":3562},"OpenClaw 正在把团队入口治理拆成更细的几层","官方最近围绕 security audit、session、broadcast groups 和 channel routing 的文档更新，正在把 shared-user ingress、identityLinks、broadcast precedence 和 shared inbox 硬化拆成更清楚的治理面。","/news/openclaw-team-ingress-governance-watch-2026-03-29",[2582,2732,2021,2004,1861],{"title":3564,"description":3565,"path":3566,"category":3194,"date":2873,"updatedAt":2873,"sourceType":1867,"source":3567,"tags":3568},"OpenClaw 正在把 transcript hygiene 从隐藏兼容层写成正式参考边界","官方最近单独写出 Transcript Hygiene 文档后，tool call 修补、图片清理和 provider fixups 不再只是内部细节，而成了更清楚的运行前兼容层。","/news/openclaw-transcript-hygiene-watch-2026-04-01","https://docs.openclaw.ai/zh-CN/reference/transcript-hygiene",[2875,2115,2901,2902,3569],"compatibility",{"title":3571,"description":3572,"path":3573,"category":3194,"date":1951,"updatedAt":1951,"sourceType":1867,"source":3227,"tags":3574},"OpenClaw 远程入口观察：trusted-proxy 正在被官方明确定义为高收益但高责任模式","基于 2026 年 3 月 24 日可见的官方 trusted-proxy auth 文档，最近最值得关注的不是怎么把页面转发出来，而是 OpenClaw 正在主动强调 trusted-proxy 的安全责任转移。","/news/openclaw-trusted-proxy-risk-watch-2026-03-24",[2602,1861,1911,1838,2104],{"title":3576,"description":3577,"path":3578,"category":3194,"date":2384,"updatedAt":2384,"sourceType":1867,"source":3342,"tags":3579},"OpenClaw 的 UI 和 API 排障正在越来越像按层定位，而不是猜谁错了","官方最新 Session、WebChat 和 API 文档共同强化了一条思路：状态冲突时先回到 Gateway 事实层，再区分 UI 投影视图和 API 结构化返回。","/news/openclaw-ui-api-debug-watch-2026-03-26",[1838,1966,2386,2716,2023],{"title":3581,"description":3582,"path":3583,"category":3194,"date":1951,"updatedAt":1951,"sourceType":1867,"source":3584,"tags":3585},"OpenClaw 维护观察：卸载边界正在从“删包”变成“服务、状态、profile 与远程主机”的完整收口","基于 2026 年 3 月 24 日可见的官方 Updating 与 uninstall 文档，最近最值得关注的变化之一是 OpenClaw 的卸载和移除边界正在被官方主动写清，不再只是删除 CLI。","/news/openclaw-uninstall-boundaries-watch-2026-03-24","https://docs.openclaw.ai/cli/uninstall",[2950,2544,2647,1838,3344],{"title":3587,"description":3588,"path":3589,"category":3194,"date":1951,"updatedAt":1951,"sourceType":1867,"source":3590,"tags":3591},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[2614,2615,2616,2617,2618],{"title":3593,"description":3594,"path":3595,"category":2986,"date":1909,"updatedAt":1909,"sourceType":1867,"source":3367,"tags":3596},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[3369,2098,3597,3598,2113],"phone","tts",{"title":3600,"description":3601,"path":3602,"category":3194,"date":2019,"updatedAt":2019,"sourceType":1867,"source":3603,"tags":3604},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[2098,2372,2373,1995,2156],{"title":3606,"description":3607,"path":3608,"category":2986,"date":1909,"updatedAt":1909,"sourceType":1867,"source":3208,"tags":3609},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[1897,1966,2392,2084,3283],{"title":3611,"description":3612,"path":3613,"category":3194,"date":2384,"updatedAt":2384,"sourceType":1867,"source":3614,"tags":3615},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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