[{"data":1,"prerenderedAt":4640},["ShallowReactive",2],{"docs:manual/local-models-ollama":3,"content-manifest":2000},{"id":4,"title":5,"body":6,"category":1984,"date":1985,"description":1986,"extension":1987,"meta":1988,"navigation":147,"path":1989,"seo":1990,"source":1985,"sourceName":1985,"sourceType":1991,"stem":1992,"tags":1993,"updatedAt":1998,"__hash__":1999},"docs/docs/manual/local-models-ollama.md","本地模型支持（Ollama）",{"type":7,"value":8,"toc":1931},"minimark",[9,13,17,21,92,96,101,167,171,188,192,201,204,217,221,258,264,267,270,411,414,491,494,527,531,535,542,672,676,743,747,909,912,919,941,944,991,994,998,1001,1053,1056,1123,1127,1130,1149,1152,1183,1186,1189,1237,1240,1329,1333,1336,1347,1350,1353,1369,1372,1376,1379,1390,1393,1397,1400,1411,1414,1418,1421,1432,1435,1438,1441,1456,1459,1462,1466,1520,1524,1561,1564,1568,1604,1607,1665,1668,1705,1708,1726,1730,1761,1764,1767,1784,1787,1801,1804,1807,1901,1904,1907,1927],[10,11,5],"h1",{"id":12},"本地模型支持ollama",[14,15,16],"p",{},"Ollama 是 OpenClaw 官方支持的本地模型提供商之一。通过 Ollama，你可以在自己的机器上运行大语言模型，实现完全离线、隐私优先的 AI 助手体验。",[18,19,20],"h2",{"id":20},"为什么使用本地模型",[22,23,24,37],"table",{},[25,26,27],"thead",{},[28,29,30,34],"tr",{},[31,32,33],"th",{},"优势",[31,35,36],{},"说明",[38,39,40,52,62,72,82],"tbody",{},[28,41,42,49],{},[43,44,45],"td",{},[46,47,48],"strong",{},"隐私保护",[43,50,51],{},"数据不离开本地，适合敏感任务",[28,53,54,59],{},[43,55,56],{},[46,57,58],{},"零成本",[43,60,61],{},"无 API 调用费用，长期使用成本为零",[28,63,64,69],{},[43,65,66],{},[46,67,68],{},"离线可用",[43,70,71],{},"无需网络连接，随时随地使用",[28,73,74,79],{},[43,75,76],{},[46,77,78],{},"无限制",[43,80,81],{},"无速率限制、无内容审查",[28,83,84,89],{},[43,85,86],{},[46,87,88],{},"可定制",[43,90,91],{},"可加载自定义模型和微调模型",[18,93,95],{"id":94},"安装-ollama","安装 Ollama",[97,98,100],"h3",{"id":99},"macos","macOS",[102,103,108],"pre",{"className":104,"code":105,"language":106,"meta":107,"style":107},"language-bash shiki shiki-themes github-light github-dark","# 官方安装脚本\ncurl -fsSL https://ollama.com/install.sh | sh\n\n# 或使用 Homebrew\nbrew install ollama\n","bash","",[109,110,111,120,142,149,155],"code",{"__ignoreMap":107},[112,113,116],"span",{"class":114,"line":115},"line",1,[112,117,119],{"class":118},"sJ8bj","# 官方安装脚本\n",[112,121,123,127,131,135,139],{"class":114,"line":122},2,[112,124,126],{"class":125},"sScJk","curl",[112,128,130],{"class":129},"sj4cs"," -fsSL",[112,132,134],{"class":133},"sZZnC"," https://ollama.com/install.sh",[112,136,138],{"class":137},"szBVR"," |",[112,140,141],{"class":125}," sh\n",[112,143,145],{"class":114,"line":144},3,[112,146,148],{"emptyLinePlaceholder":147},true,"\n",[112,150,152],{"class":114,"line":151},4,[112,153,154],{"class":118},"# 或使用 Homebrew\n",[112,156,158,161,164],{"class":114,"line":157},5,[112,159,160],{"class":125},"brew",[112,162,163],{"class":133}," install",[112,165,166],{"class":133}," ollama\n",[97,168,170],{"id":169},"linux","Linux",[102,172,174],{"className":104,"code":173,"language":106,"meta":107,"style":107},"curl -fsSL https://ollama.com/install.sh | sh\n",[109,175,176],{"__ignoreMap":107},[112,177,178,180,182,184,186],{"class":114,"line":115},[112,179,126],{"class":125},[112,181,130],{"class":129},[112,183,134],{"class":133},[112,185,138],{"class":137},[112,187,141],{"class":125},[97,189,191],{"id":190},"windows","Windows",[14,193,194,195],{},"下载安装包：",[196,197,198],"a",{"href":198,"rel":199},"https://ollama.com/download/windows",[200],"nofollow",[97,202,203],{"id":203},"验证安装",[102,205,207],{"className":104,"code":206,"language":106,"meta":107,"style":107},"ollama --version\n",[109,208,209],{"__ignoreMap":107},[112,210,211,214],{"class":114,"line":115},[112,212,213],{"class":125},"ollama",[112,215,216],{"class":129}," --version\n",[18,218,220],{"id":219},"启动-ollama-服务","启动 Ollama 服务",[102,222,224],{"className":104,"code":223,"language":106,"meta":107,"style":107},"# 启动服务\nollama serve\n\n# 或作为后台服务运行\n# macOS/Linux: 通常安装后会自动启动\n# Windows: 通过系统托盘管理\n",[109,225,226,231,238,242,247,252],{"__ignoreMap":107},[112,227,228],{"class":114,"line":115},[112,229,230],{"class":118},"# 启动服务\n",[112,232,233,235],{"class":114,"line":122},[112,234,213],{"class":125},[112,236,237],{"class":133}," serve\n",[112,239,240],{"class":114,"line":144},[112,241,148],{"emptyLinePlaceholder":147},[112,243,244],{"class":114,"line":151},[112,245,246],{"class":118},"# 或作为后台服务运行\n",[112,248,249],{"class":114,"line":157},[112,250,251],{"class":118},"# macOS/Linux: 通常安装后会自动启动\n",[112,253,255],{"class":114,"line":254},6,[112,256,257],{"class":118},"# Windows: 通过系统托盘管理\n",[14,259,260,261],{},"默认监听地址：",[109,262,263],{},"http://localhost:11434",[18,265,266],{"id":266},"下载模型",[97,268,269],{"id":269},"推荐模型",[22,271,272,288],{},[25,273,274],{},[28,275,276,279,282,285],{},[31,277,278],{},"模型",[31,280,281],{},"大小",[31,283,284],{},"内存需求",[31,286,287],{},"适用场景",[38,289,290,306,322,338,352,368,383,397],{},[28,291,292,297,300,303],{},[43,293,294],{},[109,295,296],{},"llama3.2",[43,298,299],{},"2GB",[43,301,302],{},"4GB",[43,304,305],{},"轻量对话、快速响应",[28,307,308,313,316,319],{},[43,309,310],{},[109,311,312],{},"llama3.1:8b",[43,314,315],{},"4.7GB",[43,317,318],{},"8GB",[43,320,321],{},"平衡性能与质量",[28,323,324,329,332,335],{},[43,325,326],{},[109,327,328],{},"llama3.1:70b",[43,330,331],{},"40GB",[43,333,334],{},"48GB",[43,336,337],{},"高质量推理",[28,339,340,345,347,349],{},[43,341,342],{},[109,343,344],{},"qwen2.5:7b",[43,346,315],{},[43,348,318],{},[43,350,351],{},"中文优化",[28,353,354,359,362,365],{},[43,355,356],{},[109,357,358],{},"qwen2.5:14b",[43,360,361],{},"9GB",[43,363,364],{},"16GB",[43,366,367],{},"中文高质量",[28,369,370,375,378,380],{},[43,371,372],{},[109,373,374],{},"mistral",[43,376,377],{},"4.1GB",[43,379,318],{},[43,381,382],{},"通用对话",[28,384,385,390,392,394],{},[43,386,387],{},[109,388,389],{},"codellama",[43,391,315],{},[43,393,318],{},[43,395,396],{},"代码生成",[28,398,399,404,406,408],{},[43,400,401],{},[109,402,403],{},"deepseek-coder",[43,405,315],{},[43,407,318],{},[43,409,410],{},"代码专用",[97,412,413],{"id":413},"下载命令",[102,415,417],{"className":104,"code":416,"language":106,"meta":107,"style":107},"# 下载 Llama 3.2\nollama pull llama3.2\n\n# 下载 Qwen 2.5（中文优化）\nollama pull qwen2.5:7b\n\n# 下载 Mistral\nollama pull mistral\n\n# 查看已下载模型\nollama list\n",[109,418,419,424,434,438,443,452,456,462,472,477,483],{"__ignoreMap":107},[112,420,421],{"class":114,"line":115},[112,422,423],{"class":118},"# 下载 Llama 3.2\n",[112,425,426,428,431],{"class":114,"line":122},[112,427,213],{"class":125},[112,429,430],{"class":133}," pull",[112,432,433],{"class":133}," llama3.2\n",[112,435,436],{"class":114,"line":144},[112,437,148],{"emptyLinePlaceholder":147},[112,439,440],{"class":114,"line":151},[112,441,442],{"class":118},"# 下载 Qwen 2.5（中文优化）\n",[112,444,445,447,449],{"class":114,"line":157},[112,446,213],{"class":125},[112,448,430],{"class":133},[112,450,451],{"class":133}," qwen2.5:7b\n",[112,453,454],{"class":114,"line":254},[112,455,148],{"emptyLinePlaceholder":147},[112,457,459],{"class":114,"line":458},7,[112,460,461],{"class":118},"# 下载 Mistral\n",[112,463,465,467,469],{"class":114,"line":464},8,[112,466,213],{"class":125},[112,468,430],{"class":133},[112,470,471],{"class":133}," mistral\n",[112,473,475],{"class":114,"line":474},9,[112,476,148],{"emptyLinePlaceholder":147},[112,478,480],{"class":114,"line":479},10,[112,481,482],{"class":118},"# 查看已下载模型\n",[112,484,486,488],{"class":114,"line":485},11,[112,487,213],{"class":125},[112,489,490],{"class":133}," list\n",[97,492,493],{"id":493},"测试模型",[102,495,497],{"className":104,"code":496,"language":106,"meta":107,"style":107},"# 直接对话测试\nollama run llama3.2\n\n# 退出对话\n/bye\n",[109,498,499,504,513,517,522],{"__ignoreMap":107},[112,500,501],{"class":114,"line":115},[112,502,503],{"class":118},"# 直接对话测试\n",[112,505,506,508,511],{"class":114,"line":122},[112,507,213],{"class":125},[112,509,510],{"class":133}," run",[112,512,433],{"class":133},[112,514,515],{"class":114,"line":144},[112,516,148],{"emptyLinePlaceholder":147},[112,518,519],{"class":114,"line":151},[112,520,521],{"class":118},"# 退出对话\n",[112,523,524],{"class":114,"line":157},[112,525,526],{"class":125},"/bye\n",[18,528,530],{"id":529},"配置-openclaw-使用-ollama","配置 OpenClaw 使用 Ollama",[97,532,534],{"id":533},"方式一通过配置文件","方式一：通过配置文件",[14,536,537,538,541],{},"编辑 ",[109,539,540],{},"~/.openclaw/openclaw.json","：",[102,543,547],{"className":544,"code":545,"language":546,"meta":107,"style":107},"language-json shiki shiki-themes github-light github-dark","{\n  \"providers\": {\n    \"ollama\": {\n      \"enabled\": true,\n      \"baseUrl\": \"http://localhost:11434\",\n      \"models\": [\"llama3.2\", \"qwen2.5:7b\", \"mistral\"]\n    }\n  },\n  \"model\": {\n    \"default\": \"ollama/llama3.2\",\n    \"fallback\": \"ollama/qwen2.5:7b\"\n  }\n}\n","json",[109,548,549,555,563,570,584,596,621,626,631,638,650,660,666],{"__ignoreMap":107},[112,550,551],{"class":114,"line":115},[112,552,554],{"class":553},"sVt8B","{\n",[112,556,557,560],{"class":114,"line":122},[112,558,559],{"class":129},"  \"providers\"",[112,561,562],{"class":553},": {\n",[112,564,565,568],{"class":114,"line":144},[112,566,567],{"class":129},"    \"ollama\"",[112,569,562],{"class":553},[112,571,572,575,578,581],{"class":114,"line":151},[112,573,574],{"class":129},"      \"enabled\"",[112,576,577],{"class":553},": ",[112,579,580],{"class":129},"true",[112,582,583],{"class":553},",\n",[112,585,586,589,591,594],{"class":114,"line":157},[112,587,588],{"class":129},"      \"baseUrl\"",[112,590,577],{"class":553},[112,592,593],{"class":133},"\"http://localhost:11434\"",[112,595,583],{"class":553},[112,597,598,601,604,607,610,613,615,618],{"class":114,"line":254},[112,599,600],{"class":129},"      \"models\"",[112,602,603],{"class":553},": [",[112,605,606],{"class":133},"\"llama3.2\"",[112,608,609],{"class":553},", ",[112,611,612],{"class":133},"\"qwen2.5:7b\"",[112,614,609],{"class":553},[112,616,617],{"class":133},"\"mistral\"",[112,619,620],{"class":553},"]\n",[112,622,623],{"class":114,"line":458},[112,624,625],{"class":553},"    }\n",[112,627,628],{"class":114,"line":464},[112,629,630],{"class":553},"  },\n",[112,632,633,636],{"class":114,"line":474},[112,634,635],{"class":129},"  \"model\"",[112,637,562],{"class":553},[112,639,640,643,645,648],{"class":114,"line":479},[112,641,642],{"class":129},"    \"default\"",[112,644,577],{"class":553},[112,646,647],{"class":133},"\"ollama/llama3.2\"",[112,649,583],{"class":553},[112,651,652,655,657],{"class":114,"line":485},[112,653,654],{"class":129},"    \"fallback\"",[112,656,577],{"class":553},[112,658,659],{"class":133},"\"ollama/qwen2.5:7b\"\n",[112,661,663],{"class":114,"line":662},12,[112,664,665],{"class":553},"  }\n",[112,667,669],{"class":114,"line":668},13,[112,670,671],{"class":553},"}\n",[97,673,675],{"id":674},"方式二设置默认-agent-模型","方式二：设置默认 Agent 模型",[102,677,679],{"className":544,"code":678,"language":546,"meta":107,"style":107},"{\n  \"agent\": {\n    \"default\": {\n      \"name\": \"本地助手\",\n      \"model\": \"ollama/llama3.2\",\n      \"systemPrompt\": \"你是一个有帮助的本地助手，运行在用户的设备上。\"\n    }\n  }\n}\n",[109,680,681,685,692,698,710,721,731,735,739],{"__ignoreMap":107},[112,682,683],{"class":114,"line":115},[112,684,554],{"class":553},[112,686,687,690],{"class":114,"line":122},[112,688,689],{"class":129},"  \"agent\"",[112,691,562],{"class":553},[112,693,694,696],{"class":114,"line":144},[112,695,642],{"class":129},[112,697,562],{"class":553},[112,699,700,703,705,708],{"class":114,"line":151},[112,701,702],{"class":129},"      \"name\"",[112,704,577],{"class":553},[112,706,707],{"class":133},"\"本地助手\"",[112,709,583],{"class":553},[112,711,712,715,717,719],{"class":114,"line":157},[112,713,714],{"class":129},"      \"model\"",[112,716,577],{"class":553},[112,718,647],{"class":133},[112,720,583],{"class":553},[112,722,723,726,728],{"class":114,"line":254},[112,724,725],{"class":129},"      \"systemPrompt\"",[112,727,577],{"class":553},[112,729,730],{"class":133},"\"你是一个有帮助的本地助手，运行在用户的设备上。\"\n",[112,732,733],{"class":114,"line":458},[112,734,625],{"class":553},[112,736,737],{"class":114,"line":464},[112,738,665],{"class":553},[112,740,741],{"class":114,"line":474},[112,742,671],{"class":553},[97,744,746],{"id":745},"方式三混合配置云端-本地","方式三：混合配置（云端 + 本地）",[102,748,750],{"className":544,"code":749,"language":546,"meta":107,"style":107},"{\n  \"providers\": {\n    \"openai\": {\n      \"enabled\": true,\n      \"apiKey\": \"${OPENAI_API_KEY}\"\n    },\n    \"ollama\": {\n      \"enabled\": true,\n      \"baseUrl\": \"http://localhost:11434\"\n    }\n  },\n  \"modelStrategy\": {\n    \"chat\": \"openai/gpt-4\",\n    \"summarization\": \"ollama/llama3.2\",\n    \"fallback\": {\n      \"enabled\": true,\n      \"order\": [\"openai\", \"ollama\"]\n    }\n  }\n}\n",[109,751,752,756,762,769,779,789,794,800,810,819,823,827,834,846,858,865,876,894,899,904],{"__ignoreMap":107},[112,753,754],{"class":114,"line":115},[112,755,554],{"class":553},[112,757,758,760],{"class":114,"line":122},[112,759,559],{"class":129},[112,761,562],{"class":553},[112,763,764,767],{"class":114,"line":144},[112,765,766],{"class":129},"    \"openai\"",[112,768,562],{"class":553},[112,770,771,773,775,777],{"class":114,"line":151},[112,772,574],{"class":129},[112,774,577],{"class":553},[112,776,580],{"class":129},[112,778,583],{"class":553},[112,780,781,784,786],{"class":114,"line":157},[112,782,783],{"class":129},"      \"apiKey\"",[112,785,577],{"class":553},[112,787,788],{"class":133},"\"${OPENAI_API_KEY}\"\n",[112,790,791],{"class":114,"line":254},[112,792,793],{"class":553},"    },\n",[112,795,796,798],{"class":114,"line":458},[112,797,567],{"class":129},[112,799,562],{"class":553},[112,801,802,804,806,808],{"class":114,"line":464},[112,803,574],{"class":129},[112,805,577],{"class":553},[112,807,580],{"class":129},[112,809,583],{"class":553},[112,811,812,814,816],{"class":114,"line":474},[112,813,588],{"class":129},[112,815,577],{"class":553},[112,817,818],{"class":133},"\"http://localhost:11434\"\n",[112,820,821],{"class":114,"line":479},[112,822,625],{"class":553},[112,824,825],{"class":114,"line":485},[112,826,630],{"class":553},[112,828,829,832],{"class":114,"line":662},[112,830,831],{"class":129},"  \"modelStrategy\"",[112,833,562],{"class":553},[112,835,836,839,841,844],{"class":114,"line":668},[112,837,838],{"class":129},"    \"chat\"",[112,840,577],{"class":553},[112,842,843],{"class":133},"\"openai/gpt-4\"",[112,845,583],{"class":553},[112,847,849,852,854,856],{"class":114,"line":848},14,[112,850,851],{"class":129},"    \"summarization\"",[112,853,577],{"class":553},[112,855,647],{"class":133},[112,857,583],{"class":553},[112,859,861,863],{"class":114,"line":860},15,[112,862,654],{"class":129},[112,864,562],{"class":553},[112,866,868,870,872,874],{"class":114,"line":867},16,[112,869,574],{"class":129},[112,871,577],{"class":553},[112,873,580],{"class":129},[112,875,583],{"class":553},[112,877,879,882,884,887,889,892],{"class":114,"line":878},17,[112,880,881],{"class":129},"      \"order\"",[112,883,603],{"class":553},[112,885,886],{"class":133},"\"openai\"",[112,888,609],{"class":553},[112,890,891],{"class":133},"\"ollama\"",[112,893,620],{"class":553},[112,895,897],{"class":114,"line":896},18,[112,898,625],{"class":553},[112,900,902],{"class":114,"line":901},19,[112,903,665],{"class":553},[112,905,907],{"class":114,"line":906},20,[112,908,671],{"class":553},[18,910,911],{"id":911},"模型命名规则",[14,913,914,915,918],{},"在 OpenClaw 中使用 Ollama 模型时，采用 ",[109,916,917],{},"ollama/模型名"," 格式：",[102,920,922],{"className":544,"code":921,"language":546,"meta":107,"style":107},"{\n  \"model\": \"ollama/llama3.2\"\n}\n",[109,923,924,928,937],{"__ignoreMap":107},[112,925,926],{"class":114,"line":115},[112,927,554],{"class":553},[112,929,930,932,934],{"class":114,"line":122},[112,931,635],{"class":129},[112,933,577],{"class":553},[112,935,936],{"class":133},"\"ollama/llama3.2\"\n",[112,938,939],{"class":114,"line":144},[112,940,671],{"class":553},[14,942,943],{},"支持的格式：",[22,945,946,956],{},[25,947,948],{},[28,949,950,953],{},[31,951,952],{},"Ollama 模型名",[31,954,955],{},"OpenClaw 配置",[38,957,958,969,980],{},[28,959,960,964],{},[43,961,962],{},[109,963,296],{},[43,965,966],{},[109,967,968],{},"ollama/llama3.2",[28,970,971,975],{},[43,972,973],{},[109,974,312],{},[43,976,977],{},[109,978,979],{},"ollama/llama3.1:8b",[28,981,982,986],{},[43,983,984],{},[109,985,344],{},[43,987,988],{},[109,989,990],{},"ollama/qwen2.5:7b",[18,992,993],{"id":993},"高级配置",[97,995,997],{"id":996},"自定义-ollama-地址","自定义 Ollama 地址",[14,999,1000],{},"如果 Ollama 运行在其他地址：",[102,1002,1004],{"className":544,"code":1003,"language":546,"meta":107,"style":107},"{\n  \"providers\": {\n    \"ollama\": {\n      \"enabled\": true,\n      \"baseUrl\": \"http://192.168.1.100:11434\"\n    }\n  }\n}\n",[109,1005,1006,1010,1016,1022,1032,1041,1045,1049],{"__ignoreMap":107},[112,1007,1008],{"class":114,"line":115},[112,1009,554],{"class":553},[112,1011,1012,1014],{"class":114,"line":122},[112,1013,559],{"class":129},[112,1015,562],{"class":553},[112,1017,1018,1020],{"class":114,"line":144},[112,1019,567],{"class":129},[112,1021,562],{"class":553},[112,1023,1024,1026,1028,1030],{"class":114,"line":151},[112,1025,574],{"class":129},[112,1027,577],{"class":553},[112,1029,580],{"class":129},[112,1031,583],{"class":553},[112,1033,1034,1036,1038],{"class":114,"line":157},[112,1035,588],{"class":129},[112,1037,577],{"class":553},[112,1039,1040],{"class":133},"\"http://192.168.1.100:11434\"\n",[112,1042,1043],{"class":114,"line":254},[112,1044,625],{"class":553},[112,1046,1047],{"class":114,"line":458},[112,1048,665],{"class":553},[112,1050,1051],{"class":114,"line":464},[112,1052,671],{"class":553},[97,1054,1055],{"id":1055},"环境变量配置",[102,1057,1059],{"className":104,"code":1058,"language":106,"meta":107,"style":107},"# 设置 Ollama 服务地址\nexport OLLAMA_HOST=0.0.0.0:11434\n\n# 设置模型存储路径\nexport OLLAMA_MODELS=~/.ollama/models\n\n# 设置并发请求数\nexport OLLAMA_NUM_PARALLEL=4\n",[109,1060,1061,1066,1080,1084,1089,1102,1106,1111],{"__ignoreMap":107},[112,1062,1063],{"class":114,"line":115},[112,1064,1065],{"class":118},"# 设置 Ollama 服务地址\n",[112,1067,1068,1071,1074,1077],{"class":114,"line":122},[112,1069,1070],{"class":137},"export",[112,1072,1073],{"class":553}," OLLAMA_HOST",[112,1075,1076],{"class":137},"=",[112,1078,1079],{"class":553},"0.0.0.0:11434\n",[112,1081,1082],{"class":114,"line":144},[112,1083,148],{"emptyLinePlaceholder":147},[112,1085,1086],{"class":114,"line":151},[112,1087,1088],{"class":118},"# 设置模型存储路径\n",[112,1090,1091,1093,1096,1099],{"class":114,"line":157},[112,1092,1070],{"class":137},[112,1094,1095],{"class":553}," OLLAMA_MODELS",[112,1097,1098],{"class":137},"=~",[112,1100,1101],{"class":553},"/.ollama/models\n",[112,1103,1104],{"class":114,"line":254},[112,1105,148],{"emptyLinePlaceholder":147},[112,1107,1108],{"class":114,"line":458},[112,1109,1110],{"class":118},"# 设置并发请求数\n",[112,1112,1113,1115,1118,1120],{"class":114,"line":464},[112,1114,1070],{"class":137},[112,1116,1117],{"class":553}," OLLAMA_NUM_PARALLEL",[112,1119,1076],{"class":137},[112,1121,1122],{"class":129},"4\n",[97,1124,1126],{"id":1125},"gpu-加速","GPU 加速",[14,1128,1129],{},"Ollama 自动检测并使用 GPU：",[1131,1132,1133,1139,1144],"ul",{},[1134,1135,1136,1138],"li",{},[46,1137,100],{},": 自动使用 Metal (Apple Silicon)",[1134,1140,1141,1143],{},[46,1142,170],{},": 自动使用 CUDA (NVIDIA GPU)",[1134,1145,1146,1148],{},[46,1147,191],{},": 自动使用 CUDA 或 ROCm",[14,1150,1151],{},"检查 GPU 使用情况：",[102,1153,1155],{"className":104,"code":1154,"language":106,"meta":107,"style":107},"# NVIDIA\nnvidia-smi\n\n# 或查看 Ollama 日志\nollama logs\n",[109,1156,1157,1162,1167,1171,1176],{"__ignoreMap":107},[112,1158,1159],{"class":114,"line":115},[112,1160,1161],{"class":118},"# NVIDIA\n",[112,1163,1164],{"class":114,"line":122},[112,1165,1166],{"class":125},"nvidia-smi\n",[112,1168,1169],{"class":114,"line":144},[112,1170,148],{"emptyLinePlaceholder":147},[112,1172,1173],{"class":114,"line":151},[112,1174,1175],{"class":118},"# 或查看 Ollama 日志\n",[112,1177,1178,1180],{"class":114,"line":157},[112,1179,213],{"class":125},[112,1181,1182],{"class":133}," logs\n",[18,1184,1185],{"id":1185},"性能优化",[97,1187,1188],{"id":1188},"内存配置",[102,1190,1192],{"className":104,"code":1191,"language":106,"meta":107,"style":107},"# 设置模型加载到 GPU 的层数\n# 值越大，GPU 使用越多，速度越快\nexport OLLAMA_NUM_GPU=35\n\n# 设置上下文窗口大小\nexport OLLAMA_CONTEXT_LENGTH=4096\n",[109,1193,1194,1199,1204,1216,1220,1225],{"__ignoreMap":107},[112,1195,1196],{"class":114,"line":115},[112,1197,1198],{"class":118},"# 设置模型加载到 GPU 的层数\n",[112,1200,1201],{"class":114,"line":122},[112,1202,1203],{"class":118},"# 值越大，GPU 使用越多，速度越快\n",[112,1205,1206,1208,1211,1213],{"class":114,"line":144},[112,1207,1070],{"class":137},[112,1209,1210],{"class":553}," OLLAMA_NUM_GPU",[112,1212,1076],{"class":137},[112,1214,1215],{"class":129},"35\n",[112,1217,1218],{"class":114,"line":151},[112,1219,148],{"emptyLinePlaceholder":147},[112,1221,1222],{"class":114,"line":157},[112,1223,1224],{"class":118},"# 设置上下文窗口大小\n",[112,1226,1227,1229,1232,1234],{"class":114,"line":254},[112,1228,1070],{"class":137},[112,1230,1231],{"class":553}," OLLAMA_CONTEXT_LENGTH",[112,1233,1076],{"class":137},[112,1235,1236],{"class":129},"4096\n",[97,1238,1239],{"id":1239},"批处理优化",[102,1241,1243],{"className":544,"code":1242,"language":546,"meta":107,"style":107},"{\n  \"providers\": {\n    \"ollama\": {\n      \"enabled\": true,\n      \"options\": {\n        \"num_ctx\": 4096,\n        \"num_batch\": 512,\n        \"num_thread\": 8\n      }\n    }\n  }\n}\n",[109,1244,1245,1249,1255,1261,1271,1278,1290,1302,1312,1317,1321,1325],{"__ignoreMap":107},[112,1246,1247],{"class":114,"line":115},[112,1248,554],{"class":553},[112,1250,1251,1253],{"class":114,"line":122},[112,1252,559],{"class":129},[112,1254,562],{"class":553},[112,1256,1257,1259],{"class":114,"line":144},[112,1258,567],{"class":129},[112,1260,562],{"class":553},[112,1262,1263,1265,1267,1269],{"class":114,"line":151},[112,1264,574],{"class":129},[112,1266,577],{"class":553},[112,1268,580],{"class":129},[112,1270,583],{"class":553},[112,1272,1273,1276],{"class":114,"line":157},[112,1274,1275],{"class":129},"      \"options\"",[112,1277,562],{"class":553},[112,1279,1280,1283,1285,1288],{"class":114,"line":254},[112,1281,1282],{"class":129},"        \"num_ctx\"",[112,1284,577],{"class":553},[112,1286,1287],{"class":129},"4096",[112,1289,583],{"class":553},[112,1291,1292,1295,1297,1300],{"class":114,"line":458},[112,1293,1294],{"class":129},"        \"num_batch\"",[112,1296,577],{"class":553},[112,1298,1299],{"class":129},"512",[112,1301,583],{"class":553},[112,1303,1304,1307,1309],{"class":114,"line":464},[112,1305,1306],{"class":129},"        \"num_thread\"",[112,1308,577],{"class":553},[112,1310,1311],{"class":129},"8\n",[112,1313,1314],{"class":114,"line":474},[112,1315,1316],{"class":553},"      }\n",[112,1318,1319],{"class":114,"line":479},[112,1320,625],{"class":553},[112,1322,1323],{"class":114,"line":485},[112,1324,665],{"class":553},[112,1326,1327],{"class":114,"line":662},[112,1328,671],{"class":553},[18,1330,1332],{"id":1331},"_2026-年-3-月-24-日的中文本地模型观察","2026 年 3 月 24 日的中文本地模型观察",[14,1334,1335],{},"近期公开可访问的中文教程站和社区整理，在介绍本地模型时越来越常直接推荐：",[1131,1337,1338,1341,1344],{},[1134,1339,1340],{},"Qwen 系列",[1134,1342,1343],{},"DeepSeek Coder",[1134,1345,1346],{},"较小参数的 Llama",[14,1348,1349],{},"这对中文用户很有帮助，因为它更贴近真实硬件条件；但也更容易让人误以为“只要本地模型能跑，就应该把所有任务都切到本地”。",[14,1351,1352],{},"这轮整理时重点参考了：",[1131,1354,1355,1362],{},[1134,1356,1357],{},[196,1358,1361],{"href":1359,"rel":1360},"https://openclawgithub.cc/en/",[200],"OpenClaw 中文教程首页",[1134,1363,1364],{},[196,1365,1368],{"href":1366,"rel":1367},"https://openclawgithub.cc/en/guide/install/",[200],"OpenClaw 中文教程：安装与环境",[14,1370,1371],{},"结合官方资料和中文外部资料，当前更值得长期保留的判断有三条：",[97,1373,1375],{"id":1374},"_1-ollama-更适合当快速本地入口","1. Ollama 更适合当“快速本地入口”",[14,1377,1378],{},"如果你的目标是：",[1131,1380,1381,1384,1387],{},[1134,1382,1383],{},"快速验证本地模型能否接进 OpenClaw",[1134,1385,1386],{},"先跑通隐私优先或低成本场景",[1134,1388,1389],{},"先做个人试验，而不是统一团队推理服务",[14,1391,1392],{},"那 Ollama 仍然是更顺手的起点。",[97,1394,1396],{"id":1395},"_2-中文场景里qwen-往往是更自然的第一批候选","2. 中文场景里，Qwen 往往是更自然的第一批候选",[14,1398,1399],{},"从近期中文教程和公开示例看，Qwen 之所以常被优先提到，并不只是因为中文能力，而是因为：",[1131,1401,1402,1405,1408],{},[1134,1403,1404],{},"中文任务更常见",[1134,1406,1407],{},"模型名和下载路径更容易在中文教程里找到",[1134,1409,1410],{},"很多用户会把它当成本地 fallback 或默认中文助手",[14,1412,1413],{},"但即便如此，也不代表你应该默认把所有主任务都压到本地 Qwen 上。",[97,1415,1417],{"id":1416},"_3-更稳的做法通常是本地补位不是全量替代","3. 更稳的做法通常是“本地补位，不是全量替代”",[14,1419,1420],{},"对多数中文用户来说，更接近真实落地的组合往往是：",[1131,1422,1423,1426,1429],{},[1134,1424,1425],{},"云端 provider 做主力",[1134,1427,1428],{},"Ollama 承接隐私任务、低价值任务或离线场景",[1134,1430,1431],{},"真正稳定后，再逐步增加本地模型的覆盖范围",[14,1433,1434],{},"这样比“一开始就完全切本地”更容易控制速度、效果和排障成本。",[18,1436,1437],{"id":1437},"中文用户更适合的本地模型起步顺序",[14,1439,1440],{},"如果你现在准备开始用 Ollama，本轮更推荐的顺序通常是：",[1442,1443,1444,1447,1450,1453],"ol",{},[1134,1445,1446],{},"先拉一个小模型验证链路是否通",[1134,1448,1449],{},"再拉一个更适合中文的模型做比较",[1134,1451,1452],{},"跑通单模型后，再决定是否做云端 + 本地混合",[1134,1454,1455],{},"真正长期使用前，再调上下文、并发和 GPU 参数",[18,1457,1458],{"id":1458},"中文模型推荐",[14,1460,1461],{},"针对中文用户，推荐以下模型：",[97,1463,1465],{"id":1464},"qwen-25-系列","Qwen 2.5 系列",[102,1467,1469],{"className":104,"code":1468,"language":106,"meta":107,"style":107},"# 7B 版本（推荐）\nollama pull qwen2.5:7b\n\n# 14B 版本（更高质量）\nollama pull qwen2.5:14b\n\n# 32B 版本（需要更多资源）\nollama pull qwen2.5:32b\n",[109,1470,1471,1476,1484,1488,1493,1502,1506,1511],{"__ignoreMap":107},[112,1472,1473],{"class":114,"line":115},[112,1474,1475],{"class":118},"# 7B 版本（推荐）\n",[112,1477,1478,1480,1482],{"class":114,"line":122},[112,1479,213],{"class":125},[112,1481,430],{"class":133},[112,1483,451],{"class":133},[112,1485,1486],{"class":114,"line":144},[112,1487,148],{"emptyLinePlaceholder":147},[112,1489,1490],{"class":114,"line":151},[112,1491,1492],{"class":118},"# 14B 版本（更高质量）\n",[112,1494,1495,1497,1499],{"class":114,"line":157},[112,1496,213],{"class":125},[112,1498,430],{"class":133},[112,1500,1501],{"class":133}," qwen2.5:14b\n",[112,1503,1504],{"class":114,"line":254},[112,1505,148],{"emptyLinePlaceholder":147},[112,1507,1508],{"class":114,"line":458},[112,1509,1510],{"class":118},"# 32B 版本（需要更多资源）\n",[112,1512,1513,1515,1517],{"class":114,"line":464},[112,1514,213],{"class":125},[112,1516,430],{"class":133},[112,1518,1519],{"class":133}," qwen2.5:32b\n",[97,1521,1523],{"id":1522},"deepseek-系列","DeepSeek 系列",[102,1525,1527],{"className":104,"code":1526,"language":106,"meta":107,"style":107},"# 通用版本\nollama pull deepseek-v2:16b\n\n# 代码专用\nollama pull deepseek-coder:6.7b\n",[109,1528,1529,1534,1543,1547,1552],{"__ignoreMap":107},[112,1530,1531],{"class":114,"line":115},[112,1532,1533],{"class":118},"# 通用版本\n",[112,1535,1536,1538,1540],{"class":114,"line":122},[112,1537,213],{"class":125},[112,1539,430],{"class":133},[112,1541,1542],{"class":133}," deepseek-v2:16b\n",[112,1544,1545],{"class":114,"line":144},[112,1546,148],{"emptyLinePlaceholder":147},[112,1548,1549],{"class":114,"line":151},[112,1550,1551],{"class":118},"# 代码专用\n",[112,1553,1554,1556,1558],{"class":114,"line":157},[112,1555,213],{"class":125},[112,1557,430],{"class":133},[112,1559,1560],{"class":133}," deepseek-coder:6.7b\n",[18,1562,1563],{"id":1563},"常见问题",[97,1565,1567],{"id":1566},"ollama-服务无法启动","Ollama 服务无法启动",[102,1569,1571],{"className":104,"code":1570,"language":106,"meta":107,"style":107},"# 检查端口是否被占用\nlsof -i :11434\n\n# 手动启动\nollama serve\n",[109,1572,1573,1578,1589,1593,1598],{"__ignoreMap":107},[112,1574,1575],{"class":114,"line":115},[112,1576,1577],{"class":118},"# 检查端口是否被占用\n",[112,1579,1580,1583,1586],{"class":114,"line":122},[112,1581,1582],{"class":125},"lsof",[112,1584,1585],{"class":129}," -i",[112,1587,1588],{"class":133}," :11434\n",[112,1590,1591],{"class":114,"line":144},[112,1592,148],{"emptyLinePlaceholder":147},[112,1594,1595],{"class":114,"line":151},[112,1596,1597],{"class":118},"# 手动启动\n",[112,1599,1600,1602],{"class":114,"line":157},[112,1601,213],{"class":125},[112,1603,237],{"class":133},[97,1605,1606],{"id":1606},"模型下载失败",[102,1608,1610],{"className":104,"code":1609,"language":106,"meta":107,"style":107},"# 检查网络连接\nping ollama.com\n\n# 使用代理\nexport HTTP_PROXY=http://127.0.0.1:7890\nexport HTTPS_PROXY=http://127.0.0.1:7890\nollama pull llama3.2\n",[109,1611,1612,1617,1625,1629,1634,1646,1657],{"__ignoreMap":107},[112,1613,1614],{"class":114,"line":115},[112,1615,1616],{"class":118},"# 检查网络连接\n",[112,1618,1619,1622],{"class":114,"line":122},[112,1620,1621],{"class":125},"ping",[112,1623,1624],{"class":133}," ollama.com\n",[112,1626,1627],{"class":114,"line":144},[112,1628,148],{"emptyLinePlaceholder":147},[112,1630,1631],{"class":114,"line":151},[112,1632,1633],{"class":118},"# 使用代理\n",[112,1635,1636,1638,1641,1643],{"class":114,"line":157},[112,1637,1070],{"class":137},[112,1639,1640],{"class":553}," HTTP_PROXY",[112,1642,1076],{"class":137},[112,1644,1645],{"class":553},"http://127.0.0.1:7890\n",[112,1647,1648,1650,1653,1655],{"class":114,"line":254},[112,1649,1070],{"class":137},[112,1651,1652],{"class":553}," HTTPS_PROXY",[112,1654,1076],{"class":137},[112,1656,1645],{"class":553},[112,1658,1659,1661,1663],{"class":114,"line":458},[112,1660,213],{"class":125},[112,1662,430],{"class":133},[112,1664,433],{"class":133},[97,1666,1667],{"id":1667},"内存不足",[102,1669,1671],{"className":104,"code":1670,"language":106,"meta":107,"style":107},"# 使用更小的模型\nollama pull llama3.2:1b\n\n# 或使用量化版本\nollama pull llama3.1:8b-q4_0\n",[109,1672,1673,1678,1687,1691,1696],{"__ignoreMap":107},[112,1674,1675],{"class":114,"line":115},[112,1676,1677],{"class":118},"# 使用更小的模型\n",[112,1679,1680,1682,1684],{"class":114,"line":122},[112,1681,213],{"class":125},[112,1683,430],{"class":133},[112,1685,1686],{"class":133}," llama3.2:1b\n",[112,1688,1689],{"class":114,"line":144},[112,1690,148],{"emptyLinePlaceholder":147},[112,1692,1693],{"class":114,"line":151},[112,1694,1695],{"class":118},"# 或使用量化版本\n",[112,1697,1698,1700,1702],{"class":114,"line":157},[112,1699,213],{"class":125},[112,1701,430],{"class":133},[112,1703,1704],{"class":133}," llama3.1:8b-q4_0\n",[97,1706,1707],{"id":1707},"响应速度慢",[1442,1709,1710,1713,1716,1723],{},[1134,1711,1712],{},"确认 GPU 是否被正确使用",[1134,1714,1715],{},"尝试更小的模型",[1134,1717,1718,1719,1722],{},"减少 ",[109,1720,1721],{},"num_ctx"," 参数",[1134,1724,1725],{},"增加系统内存",[97,1727,1729],{"id":1728},"openclaw-无法连接-ollama","OpenClaw 无法连接 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面板、通知策略和长期维护方式。","/docs/manual/background-tasks-and-task-board","2026-04-30",[2189,2065,2190,2191,2192,2037],"tasks","cron","subagent","cli",{"title":2194,"description":2195,"path":2196,"category":1984,"updatedAt":2187,"sourceType":1991,"tags":2197},"Amazon Bedrock 的 AWS 凭据链与 Guardrails 应该怎么配","基于最新官方 Amazon Bedrock 文档，整理 OpenClaw 接入 Bedrock 时的凭据链、区域设置、自动发现和 Guardrails 配置重点。","/docs/manual/bedrock-guardrails-and-auth",[2198,2199,2200,2201,2202,2135],"bedrock","aws","providers","guardrails","auth",{"title":2204,"description":2205,"path":2206,"category":1984,"updatedAt":2207,"sourceType":1991,"tags":2208},"bindings 的优先级怎么影响 agent 选择","基于最新官方 Channel Routing 与 Configuration 文档，解释 peer、guild、team、account、channel 和 default agent 的命中顺序，以及为什么 binding 命中问题常常看起来像“模型选错了”。","/docs/manual/bindings-precedence-and-agent-selection","2026-03-22",[2209,2210,2211,2017,2029],"bindings","routing","agents",{"title":2213,"description":2214,"path":2215,"category":1984,"updatedAt":1998,"sourceType":1991,"tags":2216},"BlueBubbles 与 iMessage 接入","为什么官方更推荐 BlueBubbles，而不是 legacy imsg，以及远程 Mac 和 webhook 模式下该注意什么。","/docs/manual/bluebubbles-imessage",[2017,2217,2218,99,2219],"bluebubbles","imessage","webhook",{"title":2221,"description":2222,"path":2223,"category":1984,"updatedAt":2224,"sourceType":1991,"tags":2225},"Broadcast Groups 和普通 routing 的边界怎么区分","基于最新官方 Broadcast Groups 与 Channel Routing 文档，解释 Broadcast Groups 何时会生效、为什么它不是 bindings 的替代品，以及多代理同群运行时的 session、工具和响应顺序边界。","/docs/manual/broadcast-groups-and-routing-boundaries","2026-03-25",[2226,2210,2227,2211,2228],"broadcast","groups","session",{"title":2230,"description":2231,"path":2232,"category":2233,"updatedAt":2234,"sourceType":1991,"tags":2235},"Broadcast 和普通 bindings 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",[2226,2209,2210,2227,2236,2161],"precedence",{"title":2238,"description":2239,"path":2240,"category":1984,"updatedAt":2078,"sourceType":1991,"tags":2241},"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",[2242,2181,2243,99,2016],"camera","mobile",{"title":2245,"description":2246,"path":2247,"category":1984,"updatedAt":2086,"sourceType":1991,"tags":2248},"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",[2210,2228,2017,2209,2227],{"title":2250,"description":2251,"path":2252,"category":1984,"updatedAt":1998,"sourceType":1991,"tags":2253},"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",[2017,2254,2255,2256],"telegram","whatsapp","discord",{"title":2258,"description":2259,"path":2260,"category":1984,"updatedAt":2207,"sourceType":1991,"tags":2261},"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",[2262,2030,2263,2264,2265],"clawhub","registry","moderation","discovery",{"title":2267,"description":2268,"path":2269,"category":1984,"updatedAt":2086,"sourceType":1991,"tags":2270},"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",[2262,2030,2271,2272,2273],"sync","lockfile","versioning",{"title":2275,"description":2276,"path":2277,"category":1984,"updatedAt":2086,"sourceType":1991,"tags":2278},"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",[2120,2279,2280,2281,2282],"community","ecosystem","extensions","directory",{"title":2284,"description":2285,"path":2286,"category":2233,"updatedAt":2234,"sourceType":1991,"tags":2287},"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",[2288,2018,2289,2290,2161],"control-ui","catalog","policy",{"title":2292,"description":2293,"path":2294,"category":2010,"updatedAt":2078,"sourceType":1991,"tags":2295},"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",[2073,2288,2015,2037],{"title":2297,"description":2298,"path":2299,"category":2111,"updatedAt":2078,"sourceType":1991,"tags":2300},"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",[2301,2017,2030,2302],"capabilities","voice",{"title":2304,"description":2305,"path":2306,"category":1984,"updatedAt":2086,"sourceType":1991,"tags":2307},"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",[2073,2288,2202,2308,2309],"token","browser",{"title":2311,"description":2312,"path":2313,"category":1984,"updatedAt":2086,"sourceType":1991,"tags":2314},"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",[2315,2316,2317,2302,2200],"deepgram","transcription","audio",{"title":2319,"description":2320,"path":2321,"category":1984,"updatedAt":2078,"sourceType":1991,"tags":2322},"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",[2017,2256,2323,2165,2324],"slack","team",{"title":2326,"description":2327,"path":2328,"category":1984,"updatedAt":2329,"sourceType":1991,"tags":2330},"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","2026-03-12",[2331,2332,2333,2018,2038],"exec","apply-patch","approvals",{"title":2335,"description":2336,"path":2337,"category":1984,"updatedAt":2234,"sourceType":1991,"tags":2338},"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",[2030,2018,2120,2122,2339,2333],"workflows",{"title":2341,"description":2342,"path":2343,"category":1984,"updatedAt":2187,"sourceType":1991,"tags":2344},"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",[2345,2346,2017,2347,2348,2349],"feishu","lark","drive","comments","collaboration",{"title":2351,"description":2352,"path":2353,"category":2233,"updatedAt":2234,"sourceType":1991,"tags":2354},"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",[2254,2355,2167,2210,2161],"forum-topics",{"title":2357,"description":2358,"path":2359,"category":1984,"updatedAt":2234,"sourceType":1991,"tags":2360},"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",[2028,2015,2017,2135,2019,2065],{"title":2362,"description":2363,"path":2364,"category":1984,"updatedAt":2224,"sourceType":1991,"tags":2365},"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",[2181,2366,2367,2368,2015],"headless","pairing","devices",{"title":2370,"description":2371,"path":2372,"category":1984,"updatedAt":2086,"sourceType":1991,"tags":2373},"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",[2122,2374,2375,2065,2120],"lifecycle","events",{"title":2377,"description":2378,"path":2379,"category":1984,"updatedAt":2078,"sourceType":1991,"tags":2380},"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",[2122,2065,2339,2375],{"title":2382,"description":2383,"path":2384,"category":1984,"updatedAt":2207,"sourceType":1991,"tags":2385},"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",[2386,2387,2388,2389,2390],"messages","queueing","dedupe","debounce","delivery",{"title":5,"description":1986,"path":1989,"category":1984,"updatedAt":1998,"sourceType":1991,"tags":2392},[213,1994,1995,1996,1997],{"title":2394,"description":2395,"path":2396,"category":1984,"updatedAt":2086,"sourceType":1991,"tags":2397},"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",[2398,2181,2243,2399,2400],"location","permissions","gps",{"title":2402,"description":2403,"path":2404,"category":1984,"updatedAt":2086,"sourceType":1991,"tags":2405},"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",[2019,2406,2167,2407,2408],"markdown","memory_search","memory_get",{"title":2410,"description":2411,"path":2412,"category":1984,"updatedAt":1998,"sourceType":1991,"tags":2413},"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",[2019,2120,2414,2415,2406],"lancedb","memory-core",{"title":2417,"description":2418,"path":2419,"category":1984,"updatedAt":2329,"sourceType":1991,"tags":2420},"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。","/docs/manual/memory-search-and-indexing",[2019,2421,2422,2423,2414],"search","indexing","embeddings",{"title":2425,"description":2426,"path":2427,"category":1984,"updatedAt":2078,"sourceType":2172,"tags":2428},"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。","/docs/manual/memory-system",[2019,2174,2228,2429],"logs",{"title":2431,"description":2432,"path":2433,"category":1984,"updatedAt":2078,"sourceType":1991,"tags":2434},"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",[2019,2018,2030,2174,2064],{"title":2436,"description":2437,"path":2438,"category":1984,"updatedAt":2329,"sourceType":1991,"tags":2439},"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",[2386,2440,2390,2254,2256],"retry",{"title":2442,"description":2443,"path":2444,"category":2233,"updatedAt":2234,"sourceType":1991,"tags":2445},"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",[2135,2446,2447,2448,2449,2161],"allowlist","aliases","image","gating",{"title":2451,"description":2452,"path":2453,"category":1984,"updatedAt":1998,"sourceType":1991,"tags":2454},"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",[2135,1995,2200,2210],{"title":2456,"description":2457,"path":2458,"category":1984,"updatedAt":2078,"sourceType":1991,"tags":2459},"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",[2181,2243,2242,2302,2367],{"title":2461,"description":2462,"path":2463,"category":2161,"updatedAt":2162,"sourceType":1991,"tags":2464},"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",[2465,2202,2466,2467,2468],"oauth","codex","claude","profiles",{"title":2470,"description":2471,"path":2472,"category":1984,"updatedAt":1998,"sourceType":1991,"tags":2473},"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",[2474,2475,2121,2333,2064],"openprose","lobster",{"title":2477,"description":2478,"path":2479,"category":2161,"updatedAt":2480,"sourceType":1991,"tags":2481},"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",[2482,99,2483,2484,190,169,2485],"platforms","ios","android","install",{"title":2487,"description":2488,"path":2489,"category":1984,"updatedAt":2086,"sourceType":1991,"tags":2490},"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",[2120,2122,2065,2281,2491],"governance",{"title":2493,"description":2494,"path":2495,"category":1984,"updatedAt":2086,"sourceType":1991,"tags":2496},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 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思路和长期运行时的配置重点。",[2200,2135,2515,2516,213],"fallback","openrouter",{"title":2518,"description":2519,"path":2520,"category":2161,"updatedAt":2162,"sourceType":1991,"tags":2521},"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",[2522,2523,2524,2386],"queue","steering","concurrency",{"title":2526,"description":2527,"path":2528,"category":1984,"updatedAt":2187,"sourceType":1991,"tags":2529},"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",[2530,2531,2018,2421,1997],"searxng","web-search",{"title":2533,"description":2534,"path":2535,"category":1984,"updatedAt":2078,"sourceType":2172,"tags":2536},"Session 与配对机制","理解 OpenClaw 如何通过配对、allowFrom、群组提及规则和 session 隔离来识别用户并保护上下文边界。","/docs/manual/session-and-pairing",[2228,2367,2017,2202],{"title":2538,"description":2539,"path":2540,"category":2233,"updatedAt":2234,"sourceType":1991,"tags":2541},"session memory search 什么时候值得开，什么时候先别开","基于最新官方 Memory 与 memory CLI 文档，整理 OpenClaw 的 session memory search、异步索引刷新、delta threshold 和 embedding cache 各自适合什么场景，帮助团队判断什么时候该扩到会话日志检索。","/docs/manual/session-memory-search-and-index-refresh",[2019,2167,2422,2542,2161],"cache",{"title":2544,"description":2545,"path":2546,"category":1984,"updatedAt":2078,"sourceType":1991,"tags":2547},"Signal 渠道接入重点","Signal 为什么更强调 dedicated number、signal-cli 和 pairing，长期运行时最容易踩哪些坑。","/docs/manual/signal-channel",[2017,2548,2549,2367,1996],"signal","signal-cli",{"title":2551,"description":2552,"path":2553,"category":1984,"updatedAt":2086,"sourceType":1991,"tags":2554},"Signal 群组与 daemon 模式怎么配","基于最新官方 Signal 文档，整理 Signal 在 OpenClaw 里的群组隔离、外部 daemon 模式、多账号和 config writes 边界。","/docs/manual/signal-groups-and-daemon-mode",[2548,2227,2080,2555,2017],"multi-account",{"title":2557,"description":2558,"path":2559,"category":1984,"updatedAt":2560,"sourceType":1991,"tags":2561},"Skills 配置与热重载","理解 OpenClaw 的 skills 配置项、allowBundled、extraDirs、watch、entries.enabled 和运行时环境注入边界。","/docs/manual/skills-configuration","2026-03-18",[2030,2562,2563,2564,2565],"config","allowBundled","watch","env",{"title":2567,"description":2568,"path":2569,"category":1984,"updatedAt":2570,"sourceType":1991,"tags":2571},"Skills 系统怎么工作","理解 OpenClaw Skills 的三层来源、加载流程、ClawHub 风险，以及为什么不应该一次安装过多技能。","/docs/manual/skills-system","2026-03-17",[2030,2262,2018,2038],{"title":2573,"description":2574,"path":2575,"category":2161,"updatedAt":2162,"sourceType":1991,"tags":2576},"流式输出与分块机制","理解 OpenClaw 的两层流式输出机制：块流式（实时发送）和预览流式（实时预览），以及如何配置。","/docs/manual/streaming-and-chunking",[2577,2578,2579,2580,2017],"streaming","chunking","block","preview",{"title":2582,"description":2583,"path":2584,"category":1984,"updatedAt":2329,"sourceType":1991,"tags":2585},"系统提示词、上下文与压缩","基于官方 system prompt、context、compaction 与 session pruning 文档，解释 OpenClaw 一次运行到底会把什么发给模型，以及上下文为什么会变满。","/docs/manual/system-prompt-context-and-compaction",[2586,2587,2588,2589,2167],"system-prompt","context","compaction","pruning",{"title":2591,"description":2592,"path":2593,"category":1984,"updatedAt":1998,"sourceType":1991,"tags":2594},"Telegram 与 WhatsApp 接入重点","两个最常见的入门渠道该怎么选、各自依赖什么认证方式，以及群聊和私聊里最容易踩的坑。","/docs/manual/telegram-and-whatsapp",[2017,2254,2255,2367,2595],"bot",{"title":2597,"description":2598,"path":2599,"category":1984,"updatedAt":1998,"sourceType":1991,"tags":2600},"Telegram 和 Discord 作为审批入口时该怎么收边界","基于最新官方 Exec Approvals 文档，解释 Telegram 与 Discord 作为 exec approval 客户端时分别扮演什么角色、哪些配置值得先看，以及为什么它们适合作为受控审批入口而不是普通开放群聊。","/docs/manual/telegram-discord-approval-clients",[2254,2256,2333,2017,2331,2038],{"title":2602,"description":2603,"path":2604,"category":1984,"updatedAt":2078,"sourceType":1991,"tags":2605},"OpenClaw 的 Tools 与扩展能力概览","从中文用户角度理解 OpenClaw 的工具层、技能层和自动化扩展边界，知道它为什么不只是聊天助手。","/docs/manual/tools-overview",[2018,2030,2122,2065],{"title":2607,"description":2608,"path":2609,"category":1984,"updatedAt":1998,"sourceType":1991,"tags":2610},"vLLM 本地模型 Provider 怎么接","基于最新官方 vLLM provider 文档，整理 OpenClaw 如何接入 vLLM、本地自动发现和手动模型声明各自适合什么场景。","/docs/manual/vllm-local-model-provider",[2611,2612,2200,1997,2613],"vllm","local-models","inference",{"title":2615,"description":2616,"path":2617,"category":1984,"updatedAt":2078,"sourceType":1991,"tags":2618},"语音唤醒与 Talk Mode","理解 OpenClaw 的 voice wake 是怎么和 Gateway、nodes、客户端一起工作的，以及什么时候值得启用它。","/docs/manual/voice-wake-and-talk-mode",[2302,2619,2620,2181,2243],"wake-word","talk-mode",{"title":2622,"description":2623,"path":2624,"category":1984,"updatedAt":1998,"sourceType":1991,"tags":2625},"WebChat 与 message CLI","理解 OpenClaw 除聊天渠道外的两类直接交互入口：Gateway WebSocket 上的 WebChat 和统一的 openclaw message 命令。","/docs/manual/webchat-and-message-cli",[2142,2626,2192,2015,2017],"message",{"title":2628,"description":2629,"path":2630,"category":1984,"updatedAt":2631,"sourceType":1991,"tags":2632},"WebChat、API 和控制面入口的边界怎么分","基于最新官方 WebChat、Session 和 API 文档，解释 WebChat 为什么更像会话 UI、HTTP API 为什么更像结构化管理面，以及 Dashboard 为什么仍然属于高权限控制面。","/docs/manual/webchat-api-and-control-surface-boundaries","2026-03-26",[2142,2633,2073,2015,2339],"api",{"title":2635,"description":2636,"path":2637,"category":1984,"updatedAt":2086,"sourceType":1991,"tags":2638},"WebChat 的会话与只读边界","基于最新官方 WebChat 文档，整理 WebChat 如何共享 Gateway 会话、chat.inject 和 abort partial 是什么，以及 Gateway 不可达时为什么会进入只读模式。","/docs/manual/webchat-session-and-readonly-mode",[2142,2167,2639,2640,2641],"websocket","readonly","chat",{"title":2643,"description":2644,"path":2645,"category":1984,"updatedAt":1998,"sourceType":1991,"tags":2646},"用 Webhooks 接外部系统","基于最新官方 Webhooks 文档，整理 OpenClaw 如何通过 /hooks 接收外部事件，重点解释 wake、agent、映射、投递和安全边界。","/docs/manual/webhooks-external-triggers",[2647,2122,2065,2648,2038],"webhooks","integrations",{"title":2650,"description":2651,"path":2652,"category":2653,"updatedAt":2207,"sourceType":1991,"tags":2654},"Exec approvals 转发到聊天渠道该怎么设计","基于最新官方 approvals 文档，解释 OpenClaw 如何把 exec approval 请求转发到聊天渠道、/approve 命令怎么工作，以及为什么它适合远程值班但不适合无限扩散批准权。","/docs/operations/chat-approval-forwarding","运维",[2333,2331,2641,2655,2037],"forwarding",{"title":2657,"description":2658,"path":2659,"category":2653,"updatedAt":2086,"sourceType":1991,"tags":2660},"配置热重载与 include 合并怎么用","基于最新官方 Configuration 文档，整理 OpenClaw 的 config hot reload、reload mode、include 深度合并和哪些改动需要重启。","/docs/operations/config-hot-reload-and-includes",[2029,2661,2662,2663,2664],"hot-reload","includes","merge","restart",{"title":2666,"description":2667,"path":2668,"category":2653,"updatedAt":2086,"sourceType":1991,"tags":2669},"远程打开 Control UI 的正确方式","基于最新官方 Control UI、Dashboard 和 Tailscale 文档，整理远程访问 Control UI 时最稳的路径、常见 1008 报错原因，以及 allowedOrigins 等关键边界。","/docs/operations/control-ui-remote-access",[2288,2073,2670,2671,2672],"remote-access","tailscale","allowedOrigins",{"title":2674,"description":2675,"path":2676,"category":2653,"updatedAt":2207,"sourceType":1991,"tags":2677},"Cron 的 retention 和 run log pruning 怎么工作","基于最新官方 Cron Jobs 与配置文档，解释 isolated cron run 的 sessionRetention、runLog 裁剪、transcript archive 和高频调度下的磁盘足迹，避免把 cron 当成无限保留的后台队列。","/docs/operations/cron-retention-and-run-log-pruning",[2190,2678,2589,2679,2037],"retention","runlog",{"title":2681,"description":2682,"path":2683,"category":2653,"updatedAt":2086,"sourceType":1991,"tags":2684},"定时任务与心跳怎么选","根据最新官方自动化文档，解释 Heartbeat、Cron main、Cron isolated 三种机制分别适合什么场景，以及它们在精度、上下文和成本上的差异。","/docs/operations/cron-vs-heartbeat",[2065,2190,2685,2686,2037],"heartbeat","scheduling",{"title":2688,"description":2689,"path":2690,"category":2653,"updatedAt":2207,"sourceType":1991,"tags":2691},"Dashboard 管理面怎么更稳地开放","基于最新官方 Dashboard、remote access 和 pairing 文档，整理管理员面该如何开放、保存 token、限制入口和处理 unauthorized/1008，避免把 Control UI 变成公开风险面。","/docs/operations/dashboard-admin-surface-hardening",[2073,2288,2088,2038,2692],"admin",{"title":2694,"description":2695,"path":2696,"category":2653,"updatedAt":2631,"sourceType":1991,"tags":2697},"Dashboard 遇到 unauthorized、1008 和 AUTH_TOKEN_MISMATCH 时怎么恢复","基于最新官方 Dashboard 文档，整理 OpenClaw 在 Dashboard 认证失败时更稳的恢复顺序，尤其是 AUTH_TOKEN_MISMATCH、trusted retry、SecretRef token 和远程实例混淆这几类问题。","/docs/operations/dashboard-auth-mismatch-recovery",[2073,2202,2698,2699,2037],"unauthorized","1008",{"title":2701,"description":2702,"path":2703,"category":2653,"updatedAt":2224,"sourceType":1991,"tags":2704},"设备 pairing、fresh token 和 revoke 应该怎么做日常运维","基于最新官方 Pairing 与 Devices CLI 文档，解释 openclaw devices list、approve、rotate、revoke 和 fresh token 的真实边界，以及为什么设备授权不该被当成一次性静态批准。","/docs/operations/device-pairing-token-lifecycle",[2368,2367,2308,2705,2037],"revoke",{"title":2707,"description":2708,"path":2709,"category":2653,"updatedAt":2224,"sourceType":1991,"tags":2710},"doctor 的备份、unknown keys 清理和 --fix 该怎么理解","基于最新官方 Doctor 文档，解释 openclaw doctor 在修复 stale config、unknown keys 和 legacy 状态时的备份与收口方式，帮助团队区分安全修复和强制覆盖。","/docs/operations/doctor-fix-backups-and-unknown-keys",[2711,2712,2713,2562,2714],"doctor","repair","backups","unknown-keys",{"title":2716,"description":2717,"path":2718,"category":2653,"updatedAt":2078,"sourceType":1991,"tags":2719},"Gateway 运维与日常检查","围绕状态检查、访问方式、日志与升级窗口，建立 OpenClaw Gateway 的日常运维习惯。","/docs/operations/gateway-operations",[2015,2037,2720,2429],"status",{"title":2722,"description":2723,"path":2724,"category":2653,"updatedAt":2086,"sourceType":1991,"tags":2725},"Gmail Pub/Sub 接入 OpenClaw","根据最新官方自动化文档，整理 Gmail watch、Google Pub/Sub、Webhook 映射和 Tailscale Funnel 的接入顺序，帮助你把 Gmail 事件稳定送进 OpenClaw。","/docs/operations/gmail-pubsub",[2726,2727,2647,2065,2671],"gmail","pubsub",{"title":2729,"description":2730,"path":2731,"category":2653,"updatedAt":2024,"sourceType":1991,"tags":2732},"长期运行时，如何管理会话、记忆与压缩","把 session、memory、compaction 和重置策略放到同一条治理链里，帮助长期运行的 OpenClaw 环境建立更稳定的上下文边界。","/docs/operations/long-session-governance",[2167,2019,2588,2491,2037],{"title":1920,"description":2734,"path":1919,"category":2653,"updatedAt":1998,"sourceType":1991,"tags":2735},"从主力模型、fallback、国内 provider 和低价值任务分流四个角度理解 OpenClaw 的模型配置策略与成本控制方法。",[2135,2736,2200,2515,2737,2738,2739],"cost","qwen","qianfan","kimi",{"title":2741,"description":2742,"path":2743,"category":2653,"updatedAt":2086,"sourceType":1991,"tags":2744},"用 models status 做模型健康检查","基于最新官方 Models CLI 与 Auth Monitoring 文档，整理 openclaw models status 在日常运维里的正确用法、退出码含义和适合接入监控的检查方式。","/docs/operations/models-status-and-health-checks",[2135,2745,2202,2465,2746],"health-check","monitoring",{"title":2748,"description":2749,"path":2750,"category":2653,"updatedAt":2078,"sourceType":1991,"tags":2751},"多 Gateway 与隔离运行","当一台机器上需要运行多个 OpenClaw 实例时，如何用 profile、独立端口和独立状态目录避免冲突。","/docs/operations/multiple-gateways",[2015,2752,2753,2754,2037],"profile","multi-instance","isolation",{"title":2756,"description":2757,"path":2758,"category":2653,"updatedAt":2329,"sourceType":1991,"tags":2759},"网络模型、发现与配对","基于官方网络中心、配对和 Gateway 拥有的配对文档，梳理 localhost、tailnet、发现、身份和审批之间的关系。","/docs/operations/network-and-pairing",[2760,2367,2761,2762,2763],"network","identity","tailnet","mdns",{"title":2765,"description":2766,"path":2767,"category":2653,"updatedAt":1998,"sourceType":1991,"tags":2768},"OpenClaw 安全最佳实践","了解使用 OpenClaw 时的安全最佳实践，包括密码管理、权限控制和日志监控。","/docs/operations/openclaw-security-best-practices",[2038,2769,2770],"best-practices","guide",{"title":2772,"description":2773,"path":2774,"category":2653,"updatedAt":2207,"sourceType":1991,"tags":2775},"Compaction 前的 memory flush 在保护什么","基于最新官方 Memory、Compaction 和会话管理文档，解释 pre-compaction memory flush 的触发时机、NO_REPLY 机制、软阈值公式，以及为什么它是长期使用体验里的关键缓冲层。","/docs/operations/pre-compaction-memory-flush",[2019,2588,2776,2777,2037],"flush","NO_REPLY",{"title":2779,"description":2780,"path":2781,"category":2782,"updatedAt":1998,"sourceType":1991,"tags":2783},"如何持续跟踪 OpenClaw 更新","建立一套低成本的更新跟踪方法，并把官方 release 和文档变化转化成真正可执行的中文维护动作。","/docs/operations/release-tracking","更新",[2784,2785,2786,2787],"release","changelog","updates","maintenance",{"title":2789,"description":2790,"path":2791,"category":2653,"updatedAt":1998,"sourceType":1991,"tags":2792},"远程访问与 Tailscale / SSH","把 OpenClaw 放到远程主机长期运行时，如何在 SSH、tailnet、Tailscale Serve 和直接 ws/wss 之间做选择。","/docs/operations/remote-access",[2088,2793,2671,2015,2037],"ssh",{"title":2795,"description":2796,"path":2797,"category":2653,"updatedAt":2078,"sourceType":1991,"tags":2798},"Remote Operators 与多设备协作","当 Gateway 跑在远程主机、操作入口分散在多台设备上时，如何理解 operator、node 和长期在线实例的协作边界。","/docs/operations/remote-operators-and-nodes",[2088,2799,2181,2671,2793,2368],"operators",{"title":2801,"description":2802,"path":2803,"category":2653,"updatedAt":2078,"sourceType":1991,"tags":2804},"OpenClaw 安全配置基础","从 Gateway auth、allowlist、Control UI 暴露方式和 Tailscale/SSH 接入策略理解 OpenClaw 的基础安全边界。","/docs/operations/safety-basics",[2038,2202,2671,2073],{"title":2806,"description":2807,"path":2808,"category":2653,"updatedAt":1998,"sourceType":1991,"tags":2809},"security audit、--deep 和 --fix 该怎么配合","基于最新官方安全文档，解释 openclaw security audit、--deep 与 --fix 各自适合什么阶段，哪些问题适合自动修复，哪些仍应人工复核。","/docs/operations/security-audit-fix-and-review",[2038,2810,2811,2812,2037],"audit","hardening","fix",{"title":2814,"description":2815,"path":2816,"category":2653,"updatedAt":2207,"sourceType":1991,"tags":2817},"sessions cleanup 和 session maintenance 应该怎么配合","基于最新官方 sessions CLI 文档，解释 openclaw sessions cleanup 的作用范围、dry-run/enforce 语义、active-key 保护，以及它和 cron maintenance 不是同一层清理。","/docs/operations/sessions-cleanup-and-maintenance",[2167,2818,2787,2819,2037],"cleanup","transcripts",{"title":2821,"description":2822,"path":2823,"category":2653,"updatedAt":2224,"sourceType":1991,"tags":2824},"shared inbox 的运营边界和信任模型","基于最新官方 Security、Session 和 Groups 文档，解释 OpenClaw 对 shared inbox 的默认安全假设、适合的协作硬化方式，以及为什么真正的互不信任多租户场景更应该拆成独立 gateway。","/docs/operations/shared-inbox-trust-boundaries",[2038,2825,2826,2015,2037],"shared-inbox","trust-model",{"title":2828,"description":2829,"path":2830,"category":2653,"updatedAt":2329,"sourceType":1991,"tags":2831},"Tailscale Serve / Funnel 怎么选","基于官方 Tailscale 文档，解释 serve、funnel、tailnet 绑定和 allowTailscale 的差异，以及更稳的使用边界。","/docs/operations/tailscale-serve-and-funnel",[2671,2832,2833,2015,2202],"serve","funnel",{"title":2835,"description":2836,"path":2837,"category":2653,"updatedAt":2078,"sourceType":1991,"tags":2838},"团队频道里的 Session 隔离策略","当 OpenClaw 进入 Discord、Slack 等多人频道后，如何把频道、线程、私聊和长期记忆分开，避免上下文污染。","/docs/operations/team-channel-session-strategy",[2228,2256,2323,2027,2839,2037],"group-chat",{"title":2841,"description":2842,"path":2843,"category":2653,"updatedAt":2560,"sourceType":1991,"tags":2844},"Trusted Proxy Auth 怎么用","理解 OpenClaw 的 trusted-proxy 认证模式、适用场景、风险检查项，以及它和普通 TLS 反向代理的本质区别。","/docs/operations/trusted-proxy-auth",[2845,2846,2202,2015,2038],"trusted-proxy","reverse-proxy",{"title":2848,"description":2849,"path":2850,"category":2653,"updatedAt":2086,"sourceType":1991,"tags":2851},"Trusted Proxy 和 Tailscale Serve 怎么选","基于最新官方安全与 trusted proxy 文档，解释 OpenClaw 在 trusted-proxy、token/password 和 Tailscale Serve 之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[2845,2671,2846,2202,2015,2038],{"title":2853,"description":2854,"path":2855,"category":2653,"updatedAt":1998,"sourceType":1991,"tags":2856},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 顺序。","/docs/operations/update-channels-and-safe-rollout",[2857,2017,2858,2859,2860,2861],"update","stable","beta","dev","rollout",{"title":2863,"description":2864,"path":2865,"category":2866,"updatedAt":2234,"sourceType":1991,"tags":2867},"Anthropic context1m 的 429 和 fallback 应该怎么处理","基于最新官方 Gateway Troubleshooting 与 Model Failover 文档，解释 Anthropic 长上下文 429 为什么常只在长 session 里出现、什么时候该关掉 context1m，以及怎样用 fallback 把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[2868,2869,2870,2871,2872],"anthropic","429","context1m","failover","reference",{"title":2874,"description":2875,"path":2876,"category":2866,"updatedAt":2078,"sourceType":1991,"tags":2877},"API 与参考资料阅读入口","说明 OpenClaw 的参考资料应如何阅读，以及中文用户在查 CLI、配置、诊断和模块说明时该怎么找信息。","/docs/reference/api-reference-overview",[2872,2192,2562,2878],"diagnostics",{"title":2880,"description":2881,"path":2882,"category":2866,"updatedAt":1998,"sourceType":1991,"tags":2883},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec 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",[2333,2446,2331,2015,2884,2872],"node",{"title":2886,"description":2887,"path":2888,"category":2866,"updatedAt":2234,"sourceType":1991,"tags":2889},"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",[2202,2468,2871,2167,2872],{"title":2891,"description":2892,"path":2893,"category":2866,"updatedAt":2234,"sourceType":1991,"tags":2894},"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",[2367,2895,2254,2368,2872],"bootstrapToken",{"title":2897,"description":2898,"path":2899,"category":2872,"updatedAt":2162,"sourceType":1991,"tags":2900},"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",[2901,2166,2211,2174,2761,2165],"templates",{"title":2903,"description":2904,"path":2905,"category":2866,"updatedAt":2224,"sourceType":1991,"tags":2906},"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",[2367,2907,2017,2908,2692],"allowFrom","account",{"title":2910,"description":2911,"path":2912,"category":2866,"updatedAt":2329,"sourceType":1991,"tags":2913},"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",[2192,2872,2914,2915],"commands","terminal",{"title":2917,"description":2918,"path":2919,"category":2866,"updatedAt":2234,"sourceType":1991,"tags":2920},"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",[2921,2922,2202,2200,2872],"cloudflare-ai-gateway","headers",{"title":2924,"description":2925,"path":2926,"category":2927,"updatedAt":1998,"sourceType":2279,"tags":2928},"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",[2279,2929,2930,2931],"github","issues","feedback",{"title":1926,"description":2933,"path":1925,"category":2866,"updatedAt":2329,"sourceType":1991,"tags":2934},"OpenClaw 完整配置项参考文档，包含所有可配置选项的详细说明。",[2029,2872,2935,2936],"settings","options",{"title":2938,"description":2939,"path":2940,"category":2866,"updatedAt":2086,"sourceType":1991,"tags":2941},"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",[2288,2367,2368,2309,2692],{"title":2943,"description":2944,"path":2945,"category":2866,"updatedAt":2234,"sourceType":1991,"tags":2946},"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",[2190,2440,2947,2522,2872],"scheduler",{"title":2949,"description":2950,"path":2951,"category":2866,"updatedAt":2631,"sourceType":1991,"tags":2952},"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",[2073,2308,2953,2954,2202],"secretref","sessionStorage",{"title":2956,"description":2957,"path":2958,"category":2959,"updatedAt":2329,"sourceType":1991,"tags":2960},"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",[2961,2962,2963,2711,2429],"debugging","debug","runtime-overrides",{"title":2965,"description":2966,"path":2967,"category":2866,"updatedAt":2207,"sourceType":1991,"tags":2968},"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",[2878,2969,2970,2962,2872],"logging","flags",{"title":2972,"description":2973,"path":2974,"category":2866,"updatedAt":2207,"sourceType":1991,"tags":2975},"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",[2228,2976,2977,2210,2872],"dmScope","identityLinks",{"title":2979,"description":2980,"path":2981,"category":2866,"updatedAt":2207,"sourceType":1991,"tags":2982},"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",[2711,2712,2878,2983,2872],"migrations",{"title":2985,"description":2986,"path":2987,"category":2866,"updatedAt":2207,"sourceType":1991,"tags":2988},"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",[2565,2029,2236,2989,2872],"shell",{"title":2991,"description":2992,"path":2993,"category":2866,"updatedAt":1998,"sourceType":2012,"tags":2994},"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",[2995,2784,2279,2996,2786],"sources","trust",{"title":2998,"description":2999,"path":3000,"category":2866,"updatedAt":2086,"sourceType":1991,"tags":3001},"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",[2015,3002,2192,2639,2182],"rpc",{"title":3004,"description":3005,"path":3006,"category":2866,"updatedAt":2207,"sourceType":1991,"tags":3007},"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",[2367,2368,2015,2181,2872],{"title":3009,"description":3010,"path":3011,"category":2866,"updatedAt":2631,"sourceType":1991,"tags":3012},"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",[2228,2015,2142,2073,2872],{"title":3014,"description":3015,"path":3016,"category":2866,"updatedAt":2234,"sourceType":1991,"tags":3017},"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",[2015,2639,3018,3019,2872],"protocol","scopes",{"title":3021,"description":3022,"path":3023,"category":2866,"updatedAt":2224,"sourceType":1991,"tags":3024},"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",[2227,3025,2210,2446,2386],"mention",{"title":3027,"description":3028,"path":3029,"category":2866,"updatedAt":2234,"sourceType":1991,"tags":3030},"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",[2685,3031,3032,3033,2872],"visibility","activeHours","alerts",{"title":3035,"description":3036,"path":3037,"category":2866,"updatedAt":2224,"sourceType":1991,"tags":3038},"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",[2633,2639,3039,2015,2872],"sdk",{"title":3041,"description":3042,"path":3043,"category":2866,"updatedAt":2224,"sourceType":1991,"tags":3044},"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",[2029,3045,2663,3046,2872],"include","arrays",{"title":3048,"description":3049,"path":3050,"category":2866,"updatedAt":2207,"sourceType":1991,"tags":3051},"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",[2475,3052,2333,2064,2872],"invoke",{"title":3054,"description":3055,"path":3056,"category":2866,"updatedAt":2234,"sourceType":1991,"tags":3057},"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 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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",[2026,2030,2280,3165],{"title":3541,"description":3542,"path":3543,"category":3433,"date":2224,"updatedAt":2224,"sourceType":1991,"source":3544,"tags":3545},"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",[2368,2367,2308,2705,3546],"rotate",{"title":3548,"description":3549,"path":3550,"category":3433,"date":2207,"updatedAt":2207,"sourceType":1991,"source":3551,"tags":3552},"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 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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",[3565,3566,3567,3568],"education","adoption","ai-tutor","higher-education",{"title":3570,"description":3571,"path":3572,"category":3562,"date":2011,"updatedAt":2011,"sourceType":2279,"source":3573,"tags":3574},"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",[2036,3167,2064,3165],{"title":3576,"description":3577,"path":3578,"category":3227,"date":2086,"updatedAt":2086,"sourceType":1991,"source":3579,"tags":3580},"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",[2030,2262,2120,2122,2281],{"title":3582,"description":3583,"path":3584,"category":3433,"date":2187,"updatedAt":2187,"sourceType":1991,"source":3585,"tags":3586},"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",[2345,2346,2347,2348,2017,2349],{"title":3588,"description":3589,"path":3590,"category":3433,"date":2224,"updatedAt":2224,"sourceType":1991,"source":3591,"tags":3592},"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",[2015,2367,3593,2308,2181],"pending",{"title":3595,"description":3596,"path":3597,"category":3433,"date":2631,"updatedAt":2631,"sourceType":1991,"source":3598,"tags":3599},"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",[2015,2228,2142,2073,3600],"state",{"title":3602,"description":3603,"path":3604,"category":3433,"date":2224,"updatedAt":2224,"sourceType":1991,"source":3605,"tags":3606},"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",[2227,3025,2446,2386,2210],{"title":3608,"description":3609,"path":3610,"category":3433,"date":2234,"updatedAt":2234,"sourceType":1991,"source":3605,"tags":3611},"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",[2227,3098,3612,2226,2491],"activation",{"title":3614,"description":3615,"path":3616,"category":3433,"date":2224,"updatedAt":2224,"sourceType":1991,"source":3617,"tags":3618},"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",[2029,3045,2663,3046,2037],{"title":3620,"description":3621,"path":3622,"category":3227,"date":2086,"updatedAt":2086,"sourceType":1991,"source":3623,"tags":3624},"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",[3625,3167,3626,3627,3628],"showcase","home-assistant","nix","infrastructure",{"title":3630,"description":3631,"path":3632,"category":3433,"date":2207,"updatedAt":2207,"sourceType":1991,"source":3633,"tags":3634},"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",[2167,2019,2588,3516,2491],{"title":3636,"description":3637,"path":3638,"category":3433,"date":2207,"updatedAt":2207,"sourceType":1991,"source":3639,"tags":3640},"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",[2787,2190,2167,2678,2037],{"title":3642,"description":3643,"path":3644,"category":3253,"date":3228,"updatedAt":2078,"sourceType":2929,"source":3255,"tags":3645},"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",[2784,2857,2785,2030,2038],{"title":3647,"description":3648,"path":3649,"category":3433,"date":1998,"updatedAt":1998,"sourceType":1991,"source":3650,"tags":3651},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[2019,2120,2414,2406,2421],{"title":3653,"description":3654,"path":3655,"category":3433,"date":2234,"updatedAt":2234,"sourceType":1991,"source":3650,"tags":3656},"OpenClaw 正在把记忆检索从“向量搜索”写成一条完整流水线","官方最近围绕 Memory 和 memory CLI 的文档更新，正在把 hybrid search、重排、temporal decay、session indexing 和 embedding cache 逐步写成一条更完整的检索链。","/news/openclaw-memory-retrieval-pipeline-watch-2026-03-29",[2019,3061,3058,2422,2542],{"title":3658,"description":3659,"path":3660,"category":3227,"date":2086,"updatedAt":2086,"sourceType":1991,"source":3623,"tags":3661},"OpenClaw 官方 Showcase 记忆观察：WhatsApp Memory Vault、Karakeep 与中文学习 Skill 正在把语音和知识流转成长期资产","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记忆与知识类案例，观察 OpenClaw 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",[3625,2019,2316,3662,3663],"vector-search","knowledge",{"title":3665,"description":3666,"path":3667,"category":3433,"date":2224,"updatedAt":2224,"sourceType":1991,"source":3668,"tags":3669},"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",[3025,2227,2254,2256,2323],{"title":3671,"description":3672,"path":3673,"category":3433,"date":2207,"updatedAt":2207,"sourceType":1991,"source":3674,"tags":3675},"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",[2386,2142,2210,2390,2017],{"title":3677,"description":3678,"path":3679,"category":3433,"date":1998,"updatedAt":1998,"sourceType":1991,"source":3502,"tags":3680},"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",[2135,3067,2200,2202,2746],{"title":3682,"description":3683,"path":3684,"category":3433,"date":2224,"updatedAt":2224,"sourceType":1991,"source":3685,"tags":3686},"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",[2181,2366,2015,2367,2368],{"title":3688,"description":3689,"path":3690,"category":3227,"date":2086,"updatedAt":2086,"sourceType":1991,"source":3691,"tags":3692},"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",[2072,3212,2485,3213,2787],{"title":3694,"description":3695,"path":3696,"category":3433,"date":2631,"updatedAt":2631,"sourceType":1991,"source":3521,"tags":3697},"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",[2799,2309,2288,2367,2088],{"title":3699,"description":3700,"path":3701,"category":3433,"date":2234,"updatedAt":2234,"sourceType":1991,"source":3702,"tags":3703},"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",[2073,2142,2639,2799,2182],{"title":3705,"description":3706,"path":3707,"category":3433,"date":2224,"updatedAt":2224,"sourceType":1991,"source":3544,"tags":3708},"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",[2367,2907,2017,2908,2037],{"title":3710,"description":3711,"path":3712,"category":3227,"date":2086,"updatedAt":2086,"sourceType":1991,"source":3713,"tags":3714},"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",[2120,2280,2122,2279,2281],{"title":3716,"description":3717,"path":3718,"category":3433,"date":1998,"updatedAt":1998,"sourceType":1991,"source":3719,"tags":3720},"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",[2120,2262,3079,3080,2786],{"title":3722,"description":3723,"path":3724,"category":3433,"date":1998,"updatedAt":1998,"sourceType":1991,"source":3725,"tags":3726},"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",[2474,2475,2064,2333,2121],{"title":3728,"description":3729,"path":3730,"category":3433,"date":2234,"updatedAt":2234,"sourceType":1991,"source":3731,"tags":3732},"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",[2200,2135,2181,2202,2491],{"title":3734,"description":3735,"path":3736,"category":3433,"date":2234,"updatedAt":2234,"sourceType":1991,"source":3737,"tags":3738},"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",[2200,2871,2135,2015,2037],{"title":3740,"description":3741,"path":3742,"category":3227,"date":2086,"updatedAt":2086,"sourceType":1991,"source":3421,"tags":3743},"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",[2784,2785,2787,2786],{"title":3745,"description":3746,"path":3747,"category":3433,"date":2207,"updatedAt":2207,"sourceType":1991,"source":3447,"tags":3748},"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",[2073,2367,2181,2088,2692],{"title":3750,"description":3751,"path":3752,"category":3433,"date":2224,"updatedAt":2224,"sourceType":1991,"source":3753,"tags":3754},"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",[2210,2209,3755,2017,2211],"threads",{"title":3757,"description":3758,"path":3759,"category":3433,"date":2187,"updatedAt":2187,"sourceType":1991,"source":3760,"tags":3761},"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",[2530,2421,2531,1997,2018],{"title":3763,"description":3764,"path":3765,"category":3433,"date":2224,"updatedAt":2224,"sourceType":1991,"source":3766,"tags":3767},"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",[3107,3768,3769,3106,2037],"snapshot","rotation",{"title":3771,"description":3772,"path":3773,"category":3433,"date":2224,"updatedAt":2224,"sourceType":1991,"source":3633,"tags":3774},"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",[2228,2038,2976,2367,2825],{"title":3776,"description":3777,"path":3778,"category":3433,"date":1998,"updatedAt":1998,"sourceType":1991,"source":3779,"tags":3780},"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",[2038,2810,2812,2811,2037],{"title":3782,"description":3783,"path":3784,"category":3785,"date":2011,"updatedAt":2011,"sourceType":2279,"source":3786,"tags":3787},"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",[2038,3788,1996,2036],"compliance",{"title":3790,"description":3791,"path":3792,"category":3433,"date":2207,"updatedAt":2207,"sourceType":1991,"source":3766,"tags":3793},"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",[2038,3106,2333,3794,2037],"proxy",{"title":3796,"description":3797,"path":3798,"category":3433,"date":3117,"updatedAt":3117,"sourceType":1991,"source":3799,"tags":3800},"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",[2228,3120,2588,3119,2015],{"title":3802,"description":3803,"path":3804,"category":3433,"date":3117,"updatedAt":3117,"sourceType":1991,"source":3805,"tags":3806},"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",[2167,2192,3126,2810,2037],{"title":3808,"description":3809,"path":3810,"category":3433,"date":2224,"updatedAt":2224,"sourceType":1991,"source":3811,"tags":3812},"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",[2038,2825,2826,3813,2015],"sandbox",{"title":3815,"description":3816,"path":3817,"category":3227,"date":2086,"updatedAt":2086,"sourceType":1991,"source":3623,"tags":3818},"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",[3625,2279,2254,2030,2065],{"title":3820,"description":3821,"path":3822,"category":3433,"date":2234,"updatedAt":2234,"sourceType":1991,"source":3811,"tags":3823},"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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