[{"data":1,"prerenderedAt":4469},["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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谁先生效，什么时候该用哪一个","基于最新官方 Broadcast Groups、Channel Routing 与 Groups 文档，整理 broadcast、bindings、group policy 和 mention gating 的生效顺序，帮助团队区分“多 agent 协作”和“单 agent 路由”到底该落在哪层。","/docs/manual/broadcast-vs-binding-precedence","使用说明","2026-03-29",[2052,2034,2035,2053,2062,1986],"precedence",{"title":2064,"description":2065,"path":2066,"category":1997,"updatedAt":1902,"sourceType":1868,"tags":2067},"Camera Capture 与拍照/短视频能力","理解 OpenClaw 的 camera capture 如何通过 nodes 暴露给 agent，以及设备权限和用户设置为什么比命令本身更重要。","/docs/manual/camera-capture",[2068,2006,2069,2044,1839],"camera","mobile",{"title":2071,"description":2072,"path":2073,"category":1997,"updatedAt":1910,"sourceType":1868,"tags":2074},"频道与 Session 路由怎么决定上下文边界","基于最新官方 Channel Routing 文档，整理 OpenClaw 的 session key 形状、DM/main 合并、线程隔离、binding 优先级，以及为什么 routing 不是模型自己决定的。","/docs/manual/channel-routing-and-session-keys",[2035,2054,1840,2034,2053],{"title":2076,"description":2077,"path":2078,"category":1997,"updatedAt":1952,"sourceType":1868,"tags":2079},"OpenClaw 渠道能力概览","了解 OpenClaw 当前支持的主要聊天渠道、接入方式，以及第一次应该如何选择和配置渠道。","/docs/manual/channels-overview",[1840,2080,2081,2082],"telegram","whatsapp","discord",{"title":2084,"description":2085,"path":2086,"category":1997,"updatedAt":2032,"sourceType":1868,"tags":2087},"ClawHub 的搜索、信号和信任边界","基于最新官方 ClawHub 文档，整理技能注册表里的搜索、标签、下载信号、举报与 moderation 机制，以及中文用户挑选技能时最该看什么。","/docs/manual/clawhub-discovery-and-trust-signals",[2088,1853,2089,2090,2091],"clawhub","registry","moderation","discovery",{"title":2093,"description":2094,"path":2095,"category":1997,"updatedAt":1910,"sourceType":1868,"tags":2096},"ClawHub 的版本、锁文件和 sync 怎么理解","基于最新官方 ClawHub 文档，整理 skill bundle 的版本化、.clawhub/lock.json 的作用、sync 的扫描规则，以及为什么 ClawHub 不只是“安装站”。","/docs/manual/clawhub-versioning-and-sync",[2088,1853,2097,2098,2099],"sync","lockfile","versioning",{"title":2101,"description":2102,"path":2103,"category":1997,"updatedAt":1910,"sourceType":1868,"tags":2104},"社区插件目录怎么用","基于最新官方插件文档，整理 Community plugins 页面里最重要的筛选思路，帮助你判断哪些第三方插件值得装、哪些只适合观察。","/docs/manual/community-plugins-directory",[1944,2105,2106,2107,2108],"community","ecosystem","extensions","directory",{"title":2110,"description":2111,"path":2112,"category":2059,"updatedAt":2060,"sourceType":1868,"tags":2113},"Control UI 的 Tools 面板为什么更像运行时目录，不是静态配置页","基于最新官方 WebChat 文档，解释 Control UI `/agents` 里的 Tools 面板如何通过 tools.catalog 拉取运行时目录、何时回退到静态列表，以及为什么真正的可用性最终仍由 allow/deny 和多层策略优先级决定。","/docs/manual/control-ui-tools-catalog-and-policy-precedence",[2114,1841,2115,2116,1986],"control-ui","catalog","policy",{"title":2118,"description":2119,"path":2120,"category":1833,"updatedAt":1902,"sourceType":1868,"tags":2121},"Control UI 是什么","理解 Control UI 在 OpenClaw 中承担的角色，以及首次安装、排错和长期运行时应该如何使用它。","/docs/manual/control-ui",[1897,2114,1838,1860],{"title":2123,"description":2124,"path":2125,"category":1934,"updatedAt":1902,"sourceType":1868,"tags":2126},"OpenClaw 核心能力总览","用一页理解 OpenClaw 当前最重要的能力结构，包括渠道、控制台、扩展和运行边界。","/docs/manual/core-capabilities",[2127,1840,1853,2128],"capabilities","voice",{"title":2130,"description":2131,"path":2132,"category":1997,"updatedAt":1910,"sourceType":1868,"tags":2133},"Dashboard 快速打开与认证行为","基于最新官方 Dashboard 文档，整理 openclaw dashboard 的快速打开路径、token 在浏览器里的保存行为，以及本地与远程打开时最容易混淆的认证边界。","/docs/manual/dashboard-fast-path-and-auth",[1897,2114,2027,2134,2135],"token","browser",{"title":2137,"description":2138,"path":2139,"category":1997,"updatedAt":1910,"sourceType":1868,"tags":2140},"Deepgram 音频转录怎么接","基于最新官方 Deepgram provider 文档，整理 OpenClaw 里语音转录的接入方式、配置重点，以及它和聊天模型 provider 的边界。","/docs/manual/deepgram-audio-transcription",[2141,2142,2143,2128,2025],"deepgram","transcription","audio",{"title":2145,"description":2146,"path":2147,"category":1997,"updatedAt":1902,"sourceType":1868,"tags":2148},"Discord 与 Slack 接入重点","团队协作场景里，Discord 和 Slack 分别适合什么、和 Telegram/WhatsApp 的差别在哪里，以及群组响应策略该怎么收敛。","/docs/manual/discord-and-slack",[1840,2082,2149,1990,2150],"slack","team",{"title":2152,"description":2153,"path":2154,"category":1997,"updatedAt":1821,"sourceType":1868,"tags":2155},"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",[2156,2157,2158,1841,1861],"exec","apply-patch","approvals",{"title":2160,"description":2161,"path":2162,"category":1997,"updatedAt":2060,"sourceType":1868,"tags":2163},"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",[1853,1841,1944,1946,2164,2158],"workflows",{"title":2166,"description":2167,"path":2168,"category":1997,"updatedAt":2012,"sourceType":1868,"tags":2169},"Feishu 扫码接入、群控边界与 Drive 评论流","基于最新官方 Feishu 文档，整理 OpenClaw 2026.4.10 之后的飞书扫码接入、群聊控制、Drive 评论事件和 reply_comment 工作流。","/docs/manual/feishu-qr-login-and-drive-comments",[2170,2171,1840,2172,2173,2174],"feishu","lark","drive","comments","collaboration",{"title":2176,"description":2177,"path":2178,"category":2059,"updatedAt":2060,"sourceType":1868,"tags":2179},"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",[2080,2180,1992,2035,1986],"forum-topics",{"title":2182,"description":2183,"path":2184,"category":1997,"updatedAt":2060,"sourceType":1868,"tags":2185},"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",[1851,1838,1840,1960,1842,1889],{"title":2187,"description":2188,"path":2189,"category":1997,"updatedAt":2050,"sourceType":1868,"tags":2190},"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",[2006,2191,2192,2193,1838],"headless","pairing","devices",{"title":2195,"description":2196,"path":2197,"category":1997,"updatedAt":1910,"sourceType":1868,"tags":2198},"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",[1946,2199,2200,1889,1944],"lifecycle","events",{"title":2202,"description":2203,"path":2204,"category":1997,"updatedAt":1902,"sourceType":1868,"tags":2205},"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",[1946,1889,2164,2200],{"title":2207,"description":2208,"path":2209,"category":1997,"updatedAt":2032,"sourceType":1868,"tags":2210},"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",[2211,2212,2213,2214,2215],"messages","queueing","dedupe","debounce","delivery",{"title":2217,"description":2218,"path":2219,"category":1997,"updatedAt":1952,"sourceType":1868,"tags":2220},"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",[2221,2222,2223,2224,1937],"ollama","local-model","llm","privacy",{"title":2226,"description":2227,"path":2228,"category":1997,"updatedAt":1910,"sourceType":1868,"tags":2229},"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",[2230,2006,2069,2231,2232],"location","permissions","gps",{"title":2234,"description":2235,"path":2236,"category":1997,"updatedAt":1910,"sourceType":1868,"tags":2237},"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",[1842,2238,1992,2239,2240],"markdown","memory_search","memory_get",{"title":2242,"description":2243,"path":2244,"category":1997,"updatedAt":1952,"sourceType":1868,"tags":2245},"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 Markdown 文件，以及 plugins.slots.memory 该怎么理解和切换。","/docs/manual/memory-plugin-slots-and-source-of-truth",[1842,1944,2246,2247,2238],"lancedb","memory-core",{"title":2249,"description":2250,"path":1763,"category":1997,"updatedAt":1821,"sourceType":1868,"tags":2251},"记忆搜索与索引机制","基于官方记忆概念和 memory CLI 文档，解释记忆文件、索引来源、provider 选择以及排障时该看什么。",[1842,2252,2253,2254,2246],"search","indexing","embeddings",{"title":2256,"description":2257,"path":1757,"category":1997,"updatedAt":1902,"sourceType":1814,"tags":2258},"OpenClaw 记忆系统怎么工作","理解 OpenClaw 的 SOUL、Tools、用户长期记忆和会话上下文如何协作，以及为什么它更像持续运行的系统而不是一次性聊天窗口。",[1842,1999,2054,2259],"logs",{"title":2261,"description":2262,"path":2263,"category":1997,"updatedAt":1902,"sourceType":1868,"tags":2264},"Memory、Tools、Skills 如何协同","记忆层负责保留什么，Tools 负责执行什么，Skills 负责组织什么，三者该怎么分工才不会让 OpenClaw 越用越乱。","/docs/manual/memory-tools-skills-playbook",[1842,1841,1853,1999,1888],{"title":2266,"description":2267,"path":2268,"category":1997,"updatedAt":1821,"sourceType":1868,"tags":2269},"消息投递、重试与响应行为","基于官方 retry、messages 和 FAQ 文档，解释消息发送失败时 OpenClaw 会重试什么，不会重试什么，以及为什么群聊和渠道行为会不同。","/docs/manual/message-retries-and-delivery",[2211,2270,2215,2080,2082],"retry",{"title":2272,"description":2273,"path":2274,"category":2059,"updatedAt":2060,"sourceType":1868,"tags":2275},"模型 allowlist、alias 和图片能力门控应该怎么理解","基于最新官方 Models CLI 文档，整理 agents.defaults.models、primary、fallbacks、imageModel 和 imageGenerationModel 的职责，帮助团队理解模型白名单和共享能力门控到底会影响什么。","/docs/manual/model-allowlists-and-capability-gating",[1960,2276,2277,2278,2279,1986],"allowlist","aliases","image","gating",{"title":2281,"description":2282,"path":2283,"category":1997,"updatedAt":1952,"sourceType":1868,"tags":2284},"OpenClaw 的 Models 应该怎么理解","理解 OpenClaw 里模型层的角色、选择思路和常见配置边界，避免把所有问题都误判成模型问题。","/docs/manual/models-overview",[1960,2223,2025,2035],{"title":2286,"description":2287,"path":2288,"category":1997,"updatedAt":1902,"sourceType":1868,"tags":2289},"Nodes 与设备能力","理解 OpenClaw 的 nodes 是什么、如何配对，以及相机、语音、屏幕、位置等设备能力在系统里的作用。","/docs/manual/nodes-and-device-actions",[2006,2069,2068,2128,2192],{"title":2291,"description":2292,"path":2293,"category":1986,"updatedAt":1987,"sourceType":1868,"tags":2294},"OAuth 认证与多账号管理","理解 OpenClaw 如何处理 OAuth 认证、Token 存储和多账号路由，以及常见问题排查。","/docs/manual/oauth-auth",[2295,2027,2296,2297,2298],"oauth","codex","claude","profiles",{"title":2300,"description":2301,"path":2302,"category":1997,"updatedAt":1952,"sourceType":1868,"tags":2303},"OpenProse 和 Lobster 的边界怎么分","基于最新官方 Lobster 文档，整理 OpenProse 与 Lobster 在多智能体准备、确定性执行和审批恢复上的分工，帮助中文团队判断什么时候该用 /prose，什么时候该转成工作流运行时。","/docs/manual/openprose-and-lobster-boundaries",[2304,2305,1945,2158,1888],"openprose","lobster",{"title":2307,"description":2308,"path":2309,"category":1986,"updatedAt":2310,"sourceType":1868,"tags":2311},"平台支持总览","OpenClaw 支持的操作系统和部署平台，包括 Gateway、桌面应用和移动节点。","/docs/manual/platforms-overview","2026-06-06",[2312,2044,2313,2314,2315,2316,2317],"platforms","ios","android","windows","linux","install",{"title":2319,"description":2320,"path":2321,"category":1997,"updatedAt":1910,"sourceType":1868,"tags":2322},"插件托管 hooks 与扩展能力边界","基于最新官方 Plugins 与 Hooks 文档，整理插件托管 hooks 的工作方式、显示位置、启停边界，以及为什么它和独立 hook pack 不是同一种治理对象。","/docs/manual/plugin-managed-hooks",[1944,1946,1889,2107,2323],"governance",{"title":2325,"description":2326,"path":2327,"category":1997,"updatedAt":1910,"sourceType":1868,"tags":2328},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 的必填字段、校验规则，以及为什么插件清单会直接影响配置是否可通过。","/docs/manual/plugin-manifest",[1944,2329,2330,2331,1852],"manifest","schema","validation",{"title":2333,"description":2334,"path":2335,"category":1997,"updatedAt":1910,"sourceType":1868,"tags":2336},"插件包与频道目录元信息","根据最新官方插件文档，解释 package packs、插件 id 生成规则、openclaw.channel 元信息，以及为什么这些字段会影响安装与引导体验。","/docs/manual/plugin-package-packs",[1944,2337,1840,2338,2107],"package-packs","metadata",{"title":2340,"description":2341,"path":2342,"category":1997,"updatedAt":1952,"sourceType":1868,"tags":2343},"OpenClaw 插件系统怎么用","基于官方插件与 CLI 文档，解释插件和 Skills、Tools 的边界，说明安装、启用、更新与风险控制的基本方法。","/docs/manual/plugins-overview",[1944,2107,1853,1841,2017],{"title":2345,"description":2346,"path":2347,"category":1997,"updatedAt":1952,"sourceType":1868,"tags":2348},"模型提供商与故障转移","基于官方 providers 文档，整理 OpenClaw 常见 provider、默认模型写法、fallback 思路和长期运行时的配置重点。","/docs/manual/providers-and-fallback",[2025,1960,2349,2350,2221],"fallback","openrouter",{"title":2352,"description":2353,"path":2354,"category":1986,"updatedAt":1987,"sourceType":1868,"tags":2355},"Queue 系统与消息转向","理解 OpenClaw 的 Queue 系统、消息转向模式和并发控制机制。","/docs/manual/queue-system",[2356,2357,2358,2211],"queue","steering","concurrency",{"title":2360,"description":2361,"path":2362,"category":1997,"updatedAt":2012,"sourceType":1868,"tags":2363},"用 SearXNG 给 OpenClaw 配自托管 web_search","基于最新官方 SearXNG Search 文档，整理 OpenClaw 如何接入自托管 SearXNG 作为 web_search provider，以及生产环境里最该注意哪些边界。","/docs/manual/searxng-search-provider",[2364,2365,1841,2252,1937],"searxng","web-search",{"title":2367,"description":2368,"path":2369,"category":1997,"updatedAt":1902,"sourceType":1814,"tags":2370},"Session 与配对机制","理解 OpenClaw 如何通过配对、allowFrom、群组提及规则和 session 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Approvals 文档，解释 openclaw approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[2158,2276,2156,1838,2720,2708],"node",{"title":2722,"description":2723,"path":2724,"category":2702,"updatedAt":2060,"sourceType":1868,"tags":2725},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 cooldown，以及为什么同一个 session 往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[2027,2298,2707,1992,2708],{"title":2727,"description":2728,"path":2729,"category":2702,"updatedAt":2060,"sourceType":1868,"tags":2730},"setup code、bootstrapToken 和 /pair pending 应该怎么一起看","基于最新官方 Pairing 文档，解释 Telegram 首次设备接入时 setup code 里到底装了什么、bootstrapToken 只负责哪一步，以及为什么最后仍然要回到 /pair pending 做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[2192,2731,2080,2193,2708],"bootstrapToken",{"title":2733,"description":2734,"path":2735,"category":2708,"updatedAt":1987,"sourceType":1868,"tags":2736},"引导文件模板系统","AGENTS.md、SOUL.md、BOOTSTRAP.md 等引导文件的用途、写法和最佳实践。","/docs/reference/bootstrap-templates",[2737,1991,2036,1999,2597,1990],"templates",{"title":2739,"description":2740,"path":2741,"category":2702,"updatedAt":2050,"sourceType":1868,"tags":2742},"频道 pairing CLI 和 account scope 应该怎么一起看","基于最新官方 Pairing 文档，解释 openclaw pairing 的 list、approve、clear、--account 与 --notify 分别影响什么，以及多账号渠道下为什么不能只看一个默认 allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[2192,2743,1840,2744,2526],"allowFrom","account",{"title":2746,"description":2747,"path":2748,"category":2702,"updatedAt":1821,"sourceType":1868,"tags":2749},"CLI 命令参考","OpenClaw 命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[2017,2708,2750,2751],"commands","terminal",{"title":2753,"description":2754,"path":2755,"category":2702,"updatedAt":2060,"sourceType":1868,"tags":2756},"Cloudflare AI Gateway 的双层鉴权头应该怎么配","基于最新官方 Cloudflare AI Gateway 文档，解释 provider API key 和 cf-aig-authorization 为什么是两层不同凭据，以及 daemon 场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[2757,2758,2027,2025,2708],"cloudflare-ai-gateway","headers",{"title":2760,"description":2761,"path":2762,"category":2763,"updatedAt":1952,"sourceType":2105,"tags":2764},"社区支持","汇总 OpenClaw 的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[2105,2765,2766,2767],"github","issues","feedback",{"title":2769,"description":2770,"path":2771,"category":2702,"updatedAt":1821,"sourceType":1868,"tags":2772},"配置参考","OpenClaw 完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[1852,2708,2773,2774],"settings","options",{"title":2776,"description":2777,"path":2778,"category":2702,"updatedAt":1910,"sourceType":1868,"tags":2779},"Control UI 设备配对与浏览器授权","基于最新官方 Control UI 与 Pairing 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",[2114,2192,2193,2135,2526],{"title":2781,"description":2782,"path":2783,"category":2702,"updatedAt":2060,"sourceType":1868,"tags":2784},"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",[2015,2270,2785,2356,2708],"scheduler",{"title":2787,"description":2788,"path":2789,"category":2702,"updatedAt":2465,"sourceType":1868,"tags":2790},"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",[1897,2134,2791,2792,2027],"secretref","sessionStorage",{"title":2794,"description":2795,"path":2796,"category":2797,"updatedAt":1821,"sourceType":1868,"tags":2798},"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",[2799,2800,2801,2545,2259],"debugging","debug","runtime-overrides",{"title":2803,"description":2804,"path":2805,"category":2702,"updatedAt":2032,"sourceType":1868,"tags":2806},"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",[2714,2807,2808,2800,2708],"logging","flags",{"title":2810,"description":2811,"path":2812,"category":2702,"updatedAt":2032,"sourceType":1868,"tags":2813},"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",[2054,2814,2815,2035,2708],"dmScope","identityLinks",{"title":2817,"description":2818,"path":2819,"category":2702,"updatedAt":2032,"sourceType":1868,"tags":2820},"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",[2545,2546,2714,2821,2708],"migrations",{"title":2823,"description":2824,"path":2825,"category":2702,"updatedAt":2032,"sourceType":1868,"tags":2826},"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",[2399,1852,2062,2827,2708],"shell",{"title":2829,"description":2830,"path":2831,"category":2702,"updatedAt":1952,"sourceType":1835,"tags":2832},"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",[2833,2620,2105,2834,2622],"sources","trust",{"title":2836,"description":2837,"path":2838,"category":2702,"updatedAt":1910,"sourceType":1868,"tags":2839},"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",[1838,2840,2017,2473,2007],"rpc",{"title":2842,"description":2843,"path":2844,"category":2702,"updatedAt":2032,"sourceType":1868,"tags":2845},"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",[2192,2193,1838,2006,2708],{"title":2847,"description":2848,"path":2849,"category":2702,"updatedAt":2465,"sourceType":1868,"tags":2850},"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",[2054,1838,1967,1897,2708],{"title":2852,"description":2853,"path":2854,"category":2702,"updatedAt":2060,"sourceType":1868,"tags":2855},"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",[1838,2473,2856,2857,2708],"protocol","scopes",{"title":2859,"description":2860,"path":2861,"category":2702,"updatedAt":2050,"sourceType":1868,"tags":2862},"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",[2053,2863,2035,2276,2211],"mention",{"title":2865,"description":2866,"path":2867,"category":2702,"updatedAt":2060,"sourceType":1868,"tags":2868},"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",[2519,2869,2870,2871,2708],"visibility","activeHours","alerts",{"title":2873,"description":2874,"path":2875,"category":2702,"updatedAt":2050,"sourceType":1868,"tags":2876},"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",[2467,2473,2877,1838,2708],"sdk",{"title":2879,"description":2880,"path":2881,"category":2702,"updatedAt":2050,"sourceType":1868,"tags":2882},"include 合并时，数组和 sibling override 到底怎么生效","基于最新官方 Configuration 文档，解释 OpenClaw 在 $include 合并时数组、对象和 sibling keys 的真实处理顺序，帮助团队避免把 include 当成“总是深合并”的黑盒。","/docs/reference/include-merge-arrays-and-sibling-overrides",[1852,2883,2497,2884,2708],"include","arrays",{"title":2886,"description":2887,"path":2888,"category":2702,"updatedAt":2032,"sourceType":1868,"tags":2889},"Lobster 的调用、审批和 resume token","基于最新官方 Lobster 文档，解释 OpenClaw 里如何用 openclaw.invoke 触发确定性工作流、何时进入 needs_approval，以及 resume token 在恢复流程里扮演什么角色。","/docs/reference/lobster-invoke-and-resume",[2305,2890,2158,1888,2708],"invoke",{"title":2892,"description":2893,"path":2894,"category":2702,"updatedAt":2060,"sourceType":1868,"tags":2895},"记忆检索里的 hybrid search、重排和时间衰减到底在做什么","基于最新官方 Memory 文档，解释 OpenClaw 的 memory_search 为什么不只是向量检索，以及 hybrid search、结果合并、MMR 重排和 temporal decay 各自在修正什么问题。","/docs/reference/memory-hybrid-search-and-ranking-pipeline",[1842,2896,2897,2898,2899,2708],"hybrid-search","ranking","mmr","retrieval",{"title":2901,"description":2902,"path":2903,"category":2702,"updatedAt":1952,"sourceType":1868,"tags":2904},"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",[1960,2905,2027,2025,2708],"probe",{"title":2907,"description":2908,"path":2909,"category":2702,"updatedAt":2394,"sourceType":1868,"tags":2910},"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",[2192,2193,2743,2911,2526],"credentials",{"title":2913,"description":2914,"path":2915,"category":2702,"updatedAt":1952,"sourceType":1868,"tags":2916},"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 spec、--pin、prerelease opt-in 和 plugins.installs 的跟踪逻辑，帮助团队判断插件后续会按什么规则更新。","/docs/reference/plugins-install-specs-and-update-tracking",[1944,2088,2917,2918,2622,2708],"npm","pin",{"title":2920,"description":2921,"path":2922,"category":2797,"updatedAt":1910,"sourceType":1868,"tags":2923},"原始流日志怎么抓","基于最新官方 Debugging 文档，整理 OpenClaw 的 raw stream、pi-mono raw chunk 日志分别该在什么场景开启，以及如何避免把调试日志变成隐私风险。","/docs/reference/raw-stream-debugging",[2799,2924,2259,2025,2224],"raw-stream",{"title":2926,"description":2927,"path":2928,"category":2702,"updatedAt":2060,"sourceType":1868,"tags":2929},"remote auth fallback 和 tlsFingerprint 应该什么时候用","基于最新官方 Remote Access 文档，解释 gateway.remote 这套远程连接参数什么时候只是兜底、什么时候会 fail closed，以及 tlsFingerprint 在 wss 场景里真正保护什么。","/docs/reference/remote-auth-fallback-and-tls-fingerprint",[1912,2930,2027,1838,2708],"tlsFingerprint",{"title":2932,"description":2933,"path":2934,"category":2702,"updatedAt":2060,"sourceType":1868,"tags":2935},"回复机器人消息也算 mention 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的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[1889,2519,2015,2977,1860],{"title":3296,"description":3297,"path":3298,"category":3272,"date":2012,"updatedAt":2012,"sourceType":1868,"source":3299,"tags":3300},"OpenClaw 正在把 /tasks 做成后台工作总账本，而不是聊天里的附属提示","官方近期补全的 Background Tasks 与 tasks CLI 文档，说明 OpenClaw 的后台任务体系已经从隐式执行，转向更正式的 ledger、审计和清理模型。","/news/openclaw-background-tasks-watch-2026-04-30","https://docs.openclaw.ai/automation/tasks",[2014,1889,2015,2016,2646,1860],{"title":3302,"description":3303,"path":3304,"category":3272,"date":2012,"updatedAt":2012,"sourceType":1868,"source":3305,"tags":3306},"OpenClaw 的 Amazon Bedrock 接入开始把 Guardrails 正式推到 provider 层","官方近期完善的 Amazon Bedrock 文档，把 AWS credential chain、自动发现和 Guardrails 全部写到了同一页里，说明 Bedrock 正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[2023,2024,2026,2025,2323],{"title":3308,"description":3309,"path":3310,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3311,"tags":3312},"OpenClaw 开始把 Broadcast Groups 从路由技巧推进成多代理协作入口","官方最新 Broadcast Groups 文档把多 agent 同群运行的触发条件、session 隔离和处理策略写得更完整了，也让它和普通 bindings 的分工更清楚。","/news/openclaw-broadcast-groups-watch-2026-03-25","https://docs.openclaw.ai/channels/broadcast-groups",[2052,2036,2053,2035,2081],{"title":3314,"description":3315,"path":3316,"category":3272,"date":2060,"updatedAt":2060,"sourceType":1868,"source":3317,"tags":3318},"OpenClaw 的浏览器管理员面正在收成一条完整信任链","官方最近围绕 Pairing、Remote Access、Trusted Proxy Auth 和 Dashboard 的文档更新，正在把浏览器入口从“页面能打开”收敛成“地址、认证、设备与 operator 权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[1897,2681,2192,1912,1861],{"title":3320,"description":3321,"path":3322,"category":3272,"date":1952,"updatedAt":1952,"sourceType":1868,"source":3280,"tags":3323},"OpenClaw 渠道观察：Telegram 和 Discord 正在从聊天入口扩展成正式审批面","基于 2026 年 3 月 24 日可见的官方 Exec Approvals 文档，Telegram 与 Discord 最近最值得关注的变化不是又多了一个命令，而是它们已经开始承担受控审批入口。","/news/openclaw-channel-approval-clients-watch-2026-03-24",[2080,2082,2158,1840,2635],{"title":3325,"description":3326,"path":3327,"category":3123,"date":1834,"updatedAt":1834,"sourceType":2105,"source":3328,"tags":3329},"OpenClaw 在中国 AI 生态中的位置：从中文教程热到本地化能力竞赛","基于 2026 年 3 月 16 日整理素材，梳理 OpenClaw 在中国 AI 生态里的关注点：本地部署、中文模型接入、数据安全与本土服务集成。","/news/openclaw-china-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-china-ai-ecosystem-analysis.md",[3003,2106,3126,3079],{"title":3331,"description":3332,"path":3333,"category":3272,"date":1952,"updatedAt":1952,"sourceType":1868,"source":3334,"tags":3335},"OpenClaw ClawHub 观察：sync、lockfile 与最小 telemetry 让技能注册表更像正式分发生态","基于 2026 年 3 月 24 日可见的官方 ClawHub 文档，最近最值得关注的变化不是“技能数量”，而是技能分发、版本记录和同步行为正在更像一套正式 registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[2088,1853,2097,2098,3336,2089],"telemetry",{"title":3338,"description":3339,"path":3340,"category":3065,"date":1910,"updatedAt":1910,"sourceType":1868,"source":3341,"tags":3342},"OpenClaw CLI 观察：命令行已经不只是辅助工具，而是在慢慢收敛成正式控制面","基于 2026 年 3 月 21 日可见的官方 CLI Reference、Gateway protocol 与 Dashboard 文档，整理最近最值得中文站关注的 CLI 变化：status/health/logs 分层、gateway RPC 边界，以及 Dashboard 和 CLI 之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[2017,1838,2840,2007,1860],{"title":3344,"description":3345,"path":3346,"category":3272,"date":2032,"updatedAt":2032,"sourceType":1868,"source":3347,"tags":3348},"OpenClaw 的配置分层边界越来越清楚","官方最近围绕 Environment Variables、Configuration、Logging 和 Debugging 的文档更新，正在把正式配置、env 注入和一次性 override 拆成更清楚的层。","/news/openclaw-configuration-layering-watch-2026-03-22","https://docs.openclaw.ai/help/environment",[1852,2399,2034,3349,1860],"overrides",{"title":3351,"description":3352,"path":3353,"category":3065,"date":1910,"updatedAt":1910,"sourceType":1868,"source":3260,"tags":3354},"OpenClaw 上下文观察：Compaction、Session 连续性与 persona 保真正在成为官方显式关注点","基于 2026 年 3 月 21 日可见的官方 Context 文档与 GitHub Releases 页面，整理最近最值得中文站关注的上下文变化：compaction 后 token 检查、session continuity、persona/language 保真，以及它们对长期使用的意义。","/news/openclaw-context-compaction-watch-2026-03-21",[2421,2422,1992,1842,3355],"continuity",{"title":3357,"description":3358,"path":3359,"category":3065,"date":1910,"updatedAt":1910,"sourceType":1868,"source":3360,"tags":3361},"OpenClaw 控制面观察：Control UI、设备配对与 Tailscale Serve 正在把浏览器管理做成正式能力","基于 2026 年 3 月 21 日可见的官方 Control UI、Dashboard、Pairing 与 Tailscale 文档，整理最近最值得关注的控制面变化：浏览器设备配对、语言支持、远程 Serve 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",[2114,1897,2505,2192,1912],{"title":3363,"description":3364,"path":3365,"category":3272,"date":2465,"updatedAt":2465,"sourceType":1868,"source":3286,"tags":3366},"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",[1897,1991,2791,2027,2114],{"title":3368,"description":3369,"path":3370,"category":3272,"date":1952,"updatedAt":1952,"sourceType":1868,"source":3286,"tags":3371},"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",[1897,1967,2134,2791,2035,3372],"web",{"title":3374,"description":3375,"path":3376,"category":3065,"date":1834,"updatedAt":1834,"sourceType":2105,"source":3377,"tags":3378},"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",[1849,1853,2106,3003],{"title":3380,"description":3381,"path":3382,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3383,"tags":3384},"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 不再像零散命令，而更像完整的设备授权生命周期。","/news/openclaw-device-token-lifecycle-watch-2026-03-25","https://docs.openclaw.ai/channels/pairing",[2193,2192,2134,2539,3385],"rotate",{"title":3387,"description":3388,"path":3389,"category":3272,"date":2032,"updatedAt":2032,"sourceType":1868,"source":3390,"tags":3391},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[2545,2714,2546,2799,1860],{"title":3393,"description":3394,"path":3395,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3390,"tags":3396},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[2545,2546,2396,2623,2714],{"title":3398,"description":3399,"path":3400,"category":3401,"date":1834,"updatedAt":1834,"sourceType":2105,"source":3402,"tags":3403},"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",[3404,3405,3406,3407],"education","adoption","ai-tutor","higher-education",{"title":3409,"description":3410,"path":3411,"category":3401,"date":1834,"updatedAt":1834,"sourceType":2105,"source":3412,"tags":3413},"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",[1859,3005,1888,3003],{"title":3415,"description":3416,"path":3417,"category":3065,"date":1910,"updatedAt":1910,"sourceType":1868,"source":3418,"tags":3419},"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",[1853,2088,1944,1946,2107],{"title":3421,"description":3422,"path":3423,"category":3272,"date":2012,"updatedAt":2012,"sourceType":1868,"source":3424,"tags":3425},"OpenClaw 的 Feishu 入口正在从聊天机器人走向文档协作流","官方近期更新的 Feishu 文档，把扫码接入、群控边界和 Drive 评论线程动作都写进了主线，说明 Feishu 已经不只是简单聊天入口。","/news/openclaw-feishu-drive-comments-watch-2026-04-30","https://docs.openclaw.ai/channels/feishu",[2170,2171,2172,2173,1840,2174],{"title":3427,"description":3428,"path":3429,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3430,"tags":3431},"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 只是审批前端这几层边界写得更清楚了。","/news/openclaw-gateway-pairing-expiry-watch-2026-03-25","https://docs.openclaw.ai/gateway/pairing",[1838,2192,3432,2134,2006],"pending",{"title":3434,"description":3435,"path":3436,"category":3272,"date":2465,"updatedAt":2465,"sourceType":1868,"source":3437,"tags":3438},"OpenClaw 正在把 Gateway 的 session source-of-truth 地位写得更明确","官方最新 Session 文档更明确地说明 session store、JSONL transcript 和 token 计数都应围绕 Gateway 理解，这会直接影响 WebChat、Dashboard 和远程 operator 的排障方式。","/news/openclaw-gateway-source-of-truth-watch-2026-03-26","https://docs.openclaw.ai/session",[1838,2054,1967,1897,3439],"state",{"title":3441,"description":3442,"path":3443,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3444,"tags":3445},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 顺序写得更完整了，也让“没回”和“没进系统”首次更容易区分。","/news/openclaw-group-policy-watch-2026-03-25","https://docs.openclaw.ai/channels/groups",[2053,2863,2276,2211,2035],{"title":3447,"description":3448,"path":3449,"category":3272,"date":2060,"updatedAt":2060,"sourceType":1868,"source":3444,"tags":3450},"OpenClaw 正在把群触发从“@一下就行”写成更完整的治理链","官方最近围绕 Groups、Group Messages 和 Broadcast Groups 的文档更新，正在把 reply-to implicit mention、pending history、forum topic session key 和 shared-group rollout 写成更完整的群入口治理链。","/news/openclaw-group-trigger-governance-watch-2026-03-29",[2053,2936,3451,2052,2323],"activation",{"title":3453,"description":3454,"path":3455,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3456,"tags":3457},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[1852,2883,2497,2884,1860],{"title":3459,"description":3460,"path":3461,"category":3065,"date":1910,"updatedAt":1910,"sourceType":1868,"source":3462,"tags":3463},"OpenClaw 官方 Showcase 基础设施观察：Home Assistant、Nix 与远程文件流转正在成为高频落地方向","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得关注的基础设施与部署类案例，观察 OpenClaw 在家庭服务器、可复现部署和远程实例运维上的真实应用。","/news/openclaw-infra-showcase-watch-2026-03-21","https://docs.openclaw.ai/start/showcase",[3464,3005,3465,3466,3467],"showcase","home-assistant","nix","infrastructure",{"title":3469,"description":3470,"path":3471,"category":3272,"date":2032,"updatedAt":2032,"sourceType":1868,"source":3472,"tags":3473},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[1992,1842,2422,3355,2323],{"title":3475,"description":3476,"path":3477,"category":3272,"date":2032,"updatedAt":2032,"sourceType":1868,"source":3478,"tags":3479},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[2623,2015,1992,2512,1860],{"title":3481,"description":3482,"path":3483,"category":3091,"date":3066,"updatedAt":1902,"sourceType":2765,"source":3093,"tags":3484},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[2620,2693,2621,1853,1861],{"title":3486,"description":3487,"path":3488,"category":3272,"date":1952,"updatedAt":1952,"sourceType":1868,"source":3489,"tags":3490},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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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",[3464,1842,2142,3501,3502],"vector-search","knowledge",{"title":3504,"description":3505,"path":3506,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3507,"tags":3508},"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",[2863,2053,2080,2082,2149],{"title":3510,"description":3511,"path":3512,"category":3272,"date":2032,"updatedAt":2032,"sourceType":1868,"source":3513,"tags":3514},"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",[2211,1967,2035,2215,1840],{"title":3516,"description":3517,"path":3518,"category":3272,"date":1952,"updatedAt":1952,"sourceType":1868,"source":3341,"tags":3519},"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",[1960,2905,2025,2027,2582],{"title":3521,"description":3522,"path":3523,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3524,"tags":3525},"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 文档，最近节点层最值得关注的变化之一是能力宿主边界正在被主动拆清。","/news/openclaw-node-host-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes",[2006,2191,1838,2192,2193],{"title":3527,"description":3528,"path":3529,"category":3065,"date":1910,"updatedAt":1910,"sourceType":1868,"source":3530,"tags":3531},"OpenClaw 接入观察：从 2026.1.29 的迁移信号到现在的 Onboarding Wizard，官方已经把“第一次跑通”做成更完整链路","基于 2026 年 3 月 21 日可见的官方 Onboarding、Install 与 Releases 页面，整理 OpenClaw 从命名迁移、路径自动迁移到本地/远程 wizard 分流这条接入链路最近最值得注意的变化。","/news/openclaw-onboarding-migration-watch-2026-03-21","https://docs.openclaw.ai/start/wizard",[1896,3050,2317,3051,2623],{"title":3533,"description":3534,"path":3535,"category":3272,"date":2465,"updatedAt":2465,"sourceType":1868,"source":3360,"tags":3536},"OpenClaw 的远程 operator 正在从“谁都能开网页”转向浏览器级交接管理","随着 Dashboard、Control UI 和 device pairing 文档持续补强，官方越来越清楚地把浏览器 profile、设备 pairing 和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[2635,2135,2114,2192,1912],{"title":3538,"description":3539,"path":3540,"category":3272,"date":2060,"updatedAt":2060,"sourceType":1868,"source":3541,"tags":3542},"OpenClaw 正在把 Dashboard、WebChat 和 WebSocket 收成一套 operator surface","官方最近围绕 Dashboard、WebChat 和 Gateway Protocol 的文档更新，越来越清楚地把这些入口解释成同一套 operator surface 的不同层，而不是彼此割裂的功能页。","/news/openclaw-operator-surface-convergence-watch-2026-03-29","https://docs.openclaw.ai/gateway/protocol",[1897,1967,2473,2635,2007],{"title":3544,"description":3545,"path":3546,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3383,"tags":3547},"OpenClaw 的 pairing CLI 正在从单条 approve 命令长成正式入口治理面","官方最近把 pairing CLI 的 list、clear、--account 和 --notify 等行为写得更完整了，也让聊天入口审批越来越像一套正式的运营控制面。","/news/openclaw-pairing-cli-scope-watch-2026-03-25",[2192,2743,1840,2744,1860],{"title":3549,"description":3550,"path":3551,"category":3065,"date":1910,"updatedAt":1910,"sourceType":1868,"source":3552,"tags":3553},"OpenClaw 官方插件生态观察：社区插件、内置 Provider 插件与 Hook Pack 正在形成更完整扩展层","基于 2026 年 3 月 21 日可见的官方插件与 hooks 文档，整理 OpenClaw 插件生态最近最值得关注的三个变化：社区插件目录、package pack、多层 hooks 组织方式。","/news/openclaw-plugin-ecosystem-watch-2026-03-21","https://docs.openclaw.ai/plugins",[1944,2106,1946,2105,2107],{"title":3555,"description":3556,"path":3557,"category":3272,"date":1952,"updatedAt":1952,"sourceType":1868,"source":3558,"tags":3559},"OpenClaw 插件观察：安装 spec 和 update tracking 正在决定插件后续会沿哪条轨道走","基于 2026 年 3 月 24 日可见的官方 plugins CLI 文档，最近插件层最值得关注的变化之一是 install spec、--pin 与 plugins.installs 正在被官方主动连成一条生命周期链。","/news/openclaw-plugin-install-tracking-watch-2026-03-24","https://docs.openclaw.ai/cli/plugins",[1944,2088,2917,2918,2622],{"title":3561,"description":3562,"path":3563,"category":3272,"date":1952,"updatedAt":1952,"sourceType":1868,"source":3564,"tags":3565},"OpenClaw 工作流观察：OpenProse 与 Lobster 的上下层分工正在变清楚","基于 2026 年 3 月 24 日可见的官方 Lobster 文档，最近最值得关注的信号是 OpenProse 与 Lobster 的边界正在被官方主动写清，多智能体准备和确定性执行不再混成一层。","/news/openclaw-prose-lobster-watch-2026-03-24","https://docs.openclaw.ai/tools/lobster",[2304,2305,1888,2158,1945],{"title":3567,"description":3568,"path":3569,"category":3272,"date":2060,"updatedAt":2060,"sourceType":1868,"source":3570,"tags":3571},"OpenClaw 正在把 provider、模型和远程执行分成不同治理层","官方最近围绕 Models、Model Failover 和 node 的文档更新，正在把 provider auth、模型 allowlist、多模态能力和远程 node 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",[2025,1960,2006,2027,2323],{"title":3573,"description":3574,"path":3575,"category":3272,"date":2060,"updatedAt":2060,"sourceType":1868,"source":3576,"tags":3577},"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",[2025,2707,1960,1838,1860],{"title":3579,"description":3580,"path":3581,"category":3065,"date":1910,"updatedAt":1910,"sourceType":1868,"source":3260,"tags":3582},"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",[2620,2621,2623,2622],{"title":3584,"description":3585,"path":3586,"category":3272,"date":2032,"updatedAt":2032,"sourceType":1868,"source":3286,"tags":3587},"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",[1897,2192,2006,1912,2526],{"title":3589,"description":3590,"path":3591,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3592,"tags":3593},"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",[2035,2034,3594,1840,2036],"threads",{"title":3596,"description":3597,"path":3598,"category":3272,"date":2012,"updatedAt":2012,"sourceType":1868,"source":3599,"tags":3600},"OpenClaw 把 SearXNG 推进 bundled web_search provider，搜索层开始更适合自托管","官方近期上线的 SearXNG Search 文档，说明 OpenClaw 的 web_search 已经不只适合外部 API，也开始正式支持自托管聚合搜索。","/news/openclaw-searxng-search-watch-2026-04-30","https://docs.openclaw.ai/tools/searxng-search",[2364,2252,2365,1937,1841],{"title":3602,"description":3603,"path":3604,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3605,"tags":3606},"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",[2945,3607,3608,2944,1860],"snapshot","rotation",{"title":3610,"description":3611,"path":3612,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3472,"tags":3613},"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",[2054,1861,2814,2192,2661],{"title":3615,"description":3616,"path":3617,"category":3272,"date":1952,"updatedAt":1952,"sourceType":1868,"source":3618,"tags":3619},"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",[1861,2646,2648,2647,1860],{"title":3621,"description":3622,"path":3623,"category":3624,"date":1834,"updatedAt":1834,"sourceType":2105,"source":3625,"tags":3626},"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",[1861,3627,2224,1859],"compliance",{"title":3629,"description":3630,"path":3631,"category":3272,"date":2032,"updatedAt":2032,"sourceType":1868,"source":3605,"tags":3632},"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 降级开关的文档，正在把安全问题从抽象原则推向更可执行的运维边界。","/news/openclaw-security-ops-watch-2026-03-22",[1861,2944,2158,3633,1860],"proxy",{"title":3635,"description":3636,"path":3637,"category":3272,"date":2955,"updatedAt":2955,"sourceType":1868,"source":3638,"tags":3639},"OpenClaw 正在把 session transcript 从 JSONL 文件写成结构化会话事实层","官方最近新增的 Session Management Deep Dive 文档，把 session header、message tree、compaction entry 和 branch summary 这几层边界写得更清楚了。","/news/openclaw-session-jsonl-deep-dive-watch-2026-04-01","https://docs.openclaw.ai/reference/session-management-compaction",[2054,2958,2422,2957,1838],{"title":3641,"description":3642,"path":3643,"category":3272,"date":2955,"updatedAt":2955,"sourceType":1868,"source":3644,"tags":3645},"OpenClaw 的 sessions CLI 正在从会话列表命令长成 store 巡检入口","官方最近把 sessions CLI 的 scope、all-agents、active 和显式 store 路径写得更完整了，也让它更适合作为长期运维里的 session store 巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[1992,2017,2964,2646,1860],{"title":3647,"description":3648,"path":3649,"category":3272,"date":2050,"updatedAt":2050,"sourceType":1868,"source":3650,"tags":3651},"OpenClaw 正在把 shared inbox 明确限定为协作硬化，而不是多租户承诺","官方最新 security audit 文档正在更明确地区分协作型 shared inbox 与互不信任多租户环境，并把 secure DM、sandbox 和 workspace-scoped access 组合成更完整的加固建议。","/news/openclaw-shared-inbox-trust-model-watch-2026-03-25","https://docs.openclaw.ai/cli/security",[1861,2661,2662,3652,1838],"sandbox",{"title":3654,"description":3655,"path":3656,"category":3065,"date":1910,"updatedAt":1910,"sourceType":1868,"source":3462,"tags":3657},"OpenClaw 官方 Showcase 更新：Telegram PR 反馈、酒窖 Skill 与 Tesco 自动购物成为新样板","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三个社区案例，观察 OpenClaw 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",[3464,2105,2080,1853,1889],{"title":3659,"description":3660,"path":3661,"category":3272,"date":2060,"updatedAt":2060,"sourceType":1868,"source":3650,"tags":3662},"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 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