[{"data":1,"prerenderedAt":3732},["ShallowReactive",2],{"best-practices:secrets-management-production":3,"content-manifest":1089},{"id":4,"title":5,"body":6,"category":1068,"date":1069,"description":1070,"difficulty":1071,"extension":1072,"meta":1073,"navigation":1074,"path":1075,"seo":1076,"source":1077,"sourceName":1078,"sourceType":1079,"stem":1080,"tags":1081,"updatedAt":1087,"__hash__":1088},"bestPractices/best-practices/secrets-management-production.md","Secrets 管理与生产环境密钥安全",{"type":7,"value":8,"toc":1049},"minimark",[9,13,17,20,25,28,87,90,94,97,102,196,207,211,273,276,280,283,374,377,381,384,441,444,464,467,471,474,482,485,505,508,511,714,717,731,734,737,850,853,857,863,866,883,887,894,896,907,911,914,916,931,934,1021,1024,1045],[10,11,5],"h1",{"id":12},"secrets-管理与生产环境密钥安全",[14,15,16],"p",{},"OpenClaw 的 Secrets 机制不是简单的 \"把 API key 写进配置文件\"。它围绕 SecretRef、运行时快照和 provider 抽象，设计了一套更适合长期运维的密钥管理体系。",[14,18,19],{},"这篇指南帮你把官方文档里的概念，转换成生产环境里的实际操作。",[21,22,24],"h2",{"id":23},"核心概念三层结构","核心概念：三层结构",[14,26,27],{},"OpenClaw 的 Secrets 管理可以按三层理解：",[29,30,31,47],"table",{},[32,33,34],"thead",{},[35,36,37,41,44],"tr",{},[38,39,40],"th",{},"层级",[38,42,43],{},"作用",[38,45,46],{},"示例",[48,49,50,62,76],"tbody",{},[35,51,52,56,59],{},[53,54,55],"td",{},"Provider",[53,57,58],{},"密钥的实际来源",[53,60,61],{},"环境变量、文件、Vault、KMS",[35,63,64,67,70],{},[53,65,66],{},"SecretRef",[53,68,69],{},"配置里的引用方式",[53,71,72],{},[73,74,75],"code",{},"{\"$secretRef\": \"OPENAI_API_KEY\"}",[35,77,78,81,84],{},[53,79,80],{},"Active Snapshot",[53,82,83],{},"运行时的有效快照",[53,85,86],{},"内存中的解析后密钥集合",[14,88,89],{},"这种分层的好处是：配置文件里永远不会出现明文密钥，同时运行时性能不会受损。",[21,91,93],{"id":92},"配置-secret-provider","配置 Secret Provider",[14,95,96],{},"OpenClaw 支持多种密钥来源：",[98,99,101],"h3",{"id":100},"环境变量-provider最常用","环境变量 Provider（最常用）",[103,104,109],"pre",{"className":105,"code":106,"language":107,"meta":108,"style":108},"language-json shiki shiki-themes github-light github-dark","{\n  \"secrets\": {\n    \"providers\": [\n      {\n        \"type\": \"env\",\n        \"prefix\": \"OPENCLAW_\"\n      }\n    ]\n  }\n}\n","json","",[73,110,111,120,130,139,145,161,172,178,184,190],{"__ignoreMap":108},[112,113,116],"span",{"class":114,"line":115},"line",1,[112,117,119],{"class":118},"sVt8B","{\n",[112,121,123,127],{"class":114,"line":122},2,[112,124,126],{"class":125},"sj4cs","  \"secrets\"",[112,128,129],{"class":118},": {\n",[112,131,133,136],{"class":114,"line":132},3,[112,134,135],{"class":125},"    \"providers\"",[112,137,138],{"class":118},": [\n",[112,140,142],{"class":114,"line":141},4,[112,143,144],{"class":118},"      {\n",[112,146,148,151,154,158],{"class":114,"line":147},5,[112,149,150],{"class":125},"        \"type\"",[112,152,153],{"class":118},": ",[112,155,157],{"class":156},"sZZnC","\"env\"",[112,159,160],{"class":118},",\n",[112,162,164,167,169],{"class":114,"line":163},6,[112,165,166],{"class":125},"        \"prefix\"",[112,168,153],{"class":118},[112,170,171],{"class":156},"\"OPENCLAW_\"\n",[112,173,175],{"class":114,"line":174},7,[112,176,177],{"class":118},"      }\n",[112,179,181],{"class":114,"line":180},8,[112,182,183],{"class":118},"    ]\n",[112,185,187],{"class":114,"line":186},9,[112,188,189],{"class":118},"  }\n",[112,191,193],{"class":114,"line":192},10,[112,194,195],{"class":118},"}\n",[14,197,198,199,202,203,206],{},"这意味着 ",[73,200,201],{},"OPENCLAW_OPENAI_API_KEY"," 会被映射为 ",[73,204,205],{},"OPENAI_API_KEY"," 这个 secret。",[98,208,210],{"id":209},"文件-provider","文件 Provider",[103,212,214],{"className":105,"code":213,"language":107,"meta":108,"style":108},"{\n  \"secrets\": {\n    \"providers\": [\n      {\n        \"type\": \"file\",\n        \"path\": \"/run/secrets/\"\n      }\n    ]\n  }\n}\n",[73,215,216,220,226,232,236,247,257,261,265,269],{"__ignoreMap":108},[112,217,218],{"class":114,"line":115},[112,219,119],{"class":118},[112,221,222,224],{"class":114,"line":122},[112,223,126],{"class":125},[112,225,129],{"class":118},[112,227,228,230],{"class":114,"line":132},[112,229,135],{"class":125},[112,231,138],{"class":118},[112,233,234],{"class":114,"line":141},[112,235,144],{"class":118},[112,237,238,240,242,245],{"class":114,"line":147},[112,239,150],{"class":125},[112,241,153],{"class":118},[112,243,244],{"class":156},"\"file\"",[112,246,160],{"class":118},[112,248,249,252,254],{"class":114,"line":163},[112,250,251],{"class":125},"        \"path\"",[112,253,153],{"class":118},[112,255,256],{"class":156},"\"/run/secrets/\"\n",[112,258,259],{"class":114,"line":174},[112,260,177],{"class":118},[112,262,263],{"class":114,"line":180},[112,264,183],{"class":118},[112,266,267],{"class":114,"line":186},[112,268,189],{"class":118},[112,270,271],{"class":114,"line":192},[112,272,195],{"class":118},[14,274,275],{},"适合 Docker Swarm 或 Kubernetes 的 secrets 挂载模式。",[98,277,279],{"id":278},"多-provider-优先级","多 Provider 优先级",[14,281,282],{},"当配置了多个 provider 时，OpenClaw 会按顺序查找：",[103,284,286],{"className":105,"code":285,"language":107,"meta":108,"style":108},"{\n  \"secrets\": {\n    \"providers\": [\n      { \"type\": \"env\", \"priority\": 1 },\n      { \"type\": \"file\", \"path\": \"/run/secrets/\", \"priority\": 2 }\n    ]\n  }\n}\n",[73,287,288,292,298,304,330,362,366,370],{"__ignoreMap":108},[112,289,290],{"class":114,"line":115},[112,291,119],{"class":118},[112,293,294,296],{"class":114,"line":122},[112,295,126],{"class":125},[112,297,129],{"class":118},[112,299,300,302],{"class":114,"line":132},[112,301,135],{"class":125},[112,303,138],{"class":118},[112,305,306,309,312,314,316,319,322,324,327],{"class":114,"line":141},[112,307,308],{"class":118},"      { ",[112,310,311],{"class":125},"\"type\"",[112,313,153],{"class":118},[112,315,157],{"class":156},[112,317,318],{"class":118},", ",[112,320,321],{"class":125},"\"priority\"",[112,323,153],{"class":118},[112,325,326],{"class":125},"1",[112,328,329],{"class":118}," },\n",[112,331,332,334,336,338,340,342,345,347,350,352,354,356,359],{"class":114,"line":147},[112,333,308],{"class":118},[112,335,311],{"class":125},[112,337,153],{"class":118},[112,339,244],{"class":156},[112,341,318],{"class":118},[112,343,344],{"class":125},"\"path\"",[112,346,153],{"class":118},[112,348,349],{"class":156},"\"/run/secrets/\"",[112,351,318],{"class":118},[112,353,321],{"class":125},[112,355,153],{"class":118},[112,357,358],{"class":125},"2",[112,360,361],{"class":118}," }\n",[112,363,364],{"class":114,"line":163},[112,365,183],{"class":118},[112,367,368],{"class":114,"line":174},[112,369,189],{"class":118},[112,371,372],{"class":114,"line":180},[112,373,195],{"class":118},[14,375,376],{},"先找环境变量，找不到再找文件。",[21,378,380],{"id":379},"在配置中使用-secretref","在配置中使用 SecretRef",[14,382,383],{},"SecretRef 的语法很简单：",[103,385,387],{"className":105,"code":386,"language":107,"meta":108,"style":108},"{\n  \"providers\": {\n    \"openai\": {\n      \"apiKey\": {\n        \"$secretRef\": \"OPENAI_API_KEY\"\n      }\n    }\n  }\n}\n",[73,388,389,393,400,407,414,424,428,433,437],{"__ignoreMap":108},[112,390,391],{"class":114,"line":115},[112,392,119],{"class":118},[112,394,395,398],{"class":114,"line":122},[112,396,397],{"class":125},"  \"providers\"",[112,399,129],{"class":118},[112,401,402,405],{"class":114,"line":132},[112,403,404],{"class":125},"    \"openai\"",[112,406,129],{"class":118},[112,408,409,412],{"class":114,"line":141},[112,410,411],{"class":125},"      \"apiKey\"",[112,413,129],{"class":118},[112,415,416,419,421],{"class":114,"line":147},[112,417,418],{"class":125},"        \"$secretRef\"",[112,420,153],{"class":118},[112,422,423],{"class":156},"\"OPENAI_API_KEY\"\n",[112,425,426],{"class":114,"line":163},[112,427,177],{"class":118},[112,429,430],{"class":114,"line":174},[112,431,432],{"class":118},"    }\n",[112,434,435],{"class":114,"line":180},[112,436,189],{"class":118},[112,438,439],{"class":114,"line":186},[112,440,195],{"class":118},[14,442,443],{},"OpenClaw 在以下时机解析 SecretRef：",[445,446,447,454,459],"ol",{},[448,449,450],"li",{},[451,452,453],"strong",{},"Gateway 启动时",[448,455,456],{},[451,457,458],{},"配置 reload 时",[448,460,461],{},[451,462,463],{},"显式调用 secrets apply 时",[14,465,466],{},"解析后的值会进入 active snapshot，之后的请求都读这个快照，不会每次都去查 provider。",[21,468,470],{"id":469},"active-snapshot-的工作方式","Active Snapshot 的工作方式",[14,472,473],{},"理解 active snapshot 对生产运维至关重要：",[103,475,480],{"className":476,"code":478,"language":479},[477],"language-text","Provider (env/file/vault)\n        ↓\n   解析时机：启动 / reload / apply\n        ↓\nActive Snapshot（内存中的完整密钥集合）\n        ↓\n   运行时请求直接读快照\n","text",[73,481,478],{"__ignoreMap":108},[14,483,484],{},"这意味着：",[486,487,488,494,500],"ul",{},[448,489,490,493],{},[451,491,492],{},"密钥轮换不会即时生效"," - 需要触发 reload 才能更新快照",[448,495,496,499],{},[451,497,498],{},"快照失败不会破坏现有服务"," - 如果新快照解析失败，OpenClaw 会保留上一个有效快照",[448,501,502],{},[451,503,504],{},"运行时性能不受 provider 延迟影响",[21,506,507],{"id":507},"生产环境配置模板",[14,509,510],{},"一个适合生产环境的完整 secrets 配置：",[103,512,514],{"className":105,"code":513,"language":107,"meta":108,"style":108},"{\n  \"secrets\": {\n    \"providers\": [\n      {\n        \"type\": \"env\",\n        \"prefix\": \"OPENCLAW_SECRET_\"\n      },\n      {\n        \"type\": \"file\",\n        \"path\": \"/etc/openclaw/secrets/\",\n        \"required\": false\n      }\n    ],\n    \"applyOnStart\": true,\n    \"failOnMissing\": true\n  },\n  \"providers\": {\n    \"openai\": {\n      \"apiKey\": { \"$secretRef\": \"OPENAI_API_KEY\" }\n    },\n    \"anthropic\": {\n      \"apiKey\": { \"$secretRef\": \"ANTHROPIC_API_KEY\" }\n    }\n  }\n}\n",[73,515,516,520,526,532,536,546,555,560,564,574,585,596,601,607,620,631,637,644,651,669,675,683,699,704,709],{"__ignoreMap":108},[112,517,518],{"class":114,"line":115},[112,519,119],{"class":118},[112,521,522,524],{"class":114,"line":122},[112,523,126],{"class":125},[112,525,129],{"class":118},[112,527,528,530],{"class":114,"line":132},[112,529,135],{"class":125},[112,531,138],{"class":118},[112,533,534],{"class":114,"line":141},[112,535,144],{"class":118},[112,537,538,540,542,544],{"class":114,"line":147},[112,539,150],{"class":125},[112,541,153],{"class":118},[112,543,157],{"class":156},[112,545,160],{"class":118},[112,547,548,550,552],{"class":114,"line":163},[112,549,166],{"class":125},[112,551,153],{"class":118},[112,553,554],{"class":156},"\"OPENCLAW_SECRET_\"\n",[112,556,557],{"class":114,"line":174},[112,558,559],{"class":118},"      },\n",[112,561,562],{"class":114,"line":180},[112,563,144],{"class":118},[112,565,566,568,570,572],{"class":114,"line":186},[112,567,150],{"class":125},[112,569,153],{"class":118},[112,571,244],{"class":156},[112,573,160],{"class":118},[112,575,576,578,580,583],{"class":114,"line":192},[112,577,251],{"class":125},[112,579,153],{"class":118},[112,581,582],{"class":156},"\"/etc/openclaw/secrets/\"",[112,584,160],{"class":118},[112,586,588,591,593],{"class":114,"line":587},11,[112,589,590],{"class":125},"        \"required\"",[112,592,153],{"class":118},[112,594,595],{"class":125},"false\n",[112,597,599],{"class":114,"line":598},12,[112,600,177],{"class":118},[112,602,604],{"class":114,"line":603},13,[112,605,606],{"class":118},"    ],\n",[112,608,610,613,615,618],{"class":114,"line":609},14,[112,611,612],{"class":125},"    \"applyOnStart\"",[112,614,153],{"class":118},[112,616,617],{"class":125},"true",[112,619,160],{"class":118},[112,621,623,626,628],{"class":114,"line":622},15,[112,624,625],{"class":125},"    \"failOnMissing\"",[112,627,153],{"class":118},[112,629,630],{"class":125},"true\n",[112,632,634],{"class":114,"line":633},16,[112,635,636],{"class":118},"  },\n",[112,638,640,642],{"class":114,"line":639},17,[112,641,397],{"class":125},[112,643,129],{"class":118},[112,645,647,649],{"class":114,"line":646},18,[112,648,404],{"class":125},[112,650,129],{"class":118},[112,652,654,656,659,662,664,667],{"class":114,"line":653},19,[112,655,411],{"class":125},[112,657,658],{"class":118},": { ",[112,660,661],{"class":125},"\"$secretRef\"",[112,663,153],{"class":118},[112,665,666],{"class":156},"\"OPENAI_API_KEY\"",[112,668,361],{"class":118},[112,670,672],{"class":114,"line":671},20,[112,673,674],{"class":118},"    },\n",[112,676,678,681],{"class":114,"line":677},21,[112,679,680],{"class":125},"    \"anthropic\"",[112,682,129],{"class":118},[112,684,686,688,690,692,694,697],{"class":114,"line":685},22,[112,687,411],{"class":125},[112,689,658],{"class":118},[112,691,661],{"class":125},[112,693,153],{"class":118},[112,695,696],{"class":156},"\"ANTHROPIC_API_KEY\"",[112,698,361],{"class":118},[112,700,702],{"class":114,"line":701},23,[112,703,432],{"class":118},[112,705,707],{"class":114,"line":706},24,[112,708,189],{"class":118},[112,710,712],{"class":114,"line":711},25,[112,713,195],{"class":118},[14,715,716],{},"关键参数说明：",[486,718,719,725],{},[448,720,721,724],{},[73,722,723],{},"applyOnStart: true"," - 启动时自动应用 secrets",[448,726,727,730],{},[73,728,729],{},"failOnMissing: true"," - 如果必需的 secret 找不到，启动失败而不是静默忽略",[21,732,733],{"id":733},"密钥轮换操作步骤",[14,735,736],{},"生产环境轮换密钥的标准流程：",[445,738,739,755,795,818,834],{},[448,740,741,744],{},[451,742,743],{},"更新 provider 中的密钥值",[486,745,746,749,752],{},[448,747,748],{},"环境变量：修改系统 env",[448,750,751],{},"文件：替换 secrets 文件内容",[448,753,754],{},"Vault：在 Vault 侧更新版本",[448,756,757,760],{},[451,758,759],{},"触发 OpenClaw reload",[103,761,765],{"className":762,"code":763,"language":764,"meta":108,"style":108},"language-bash shiki shiki-themes github-light github-dark","openclaw config reload\n# 或\nopenclaw secrets apply\n","bash",[73,766,767,779,785],{"__ignoreMap":108},[112,768,769,773,776],{"class":114,"line":115},[112,770,772],{"class":771},"sScJk","openclaw",[112,774,775],{"class":156}," config",[112,777,778],{"class":156}," reload\n",[112,780,781],{"class":114,"line":122},[112,782,784],{"class":783},"sJ8bj","# 或\n",[112,786,787,789,792],{"class":114,"line":132},[112,788,772],{"class":771},[112,790,791],{"class":156}," secrets",[112,793,794],{"class":156}," apply\n",[448,796,797,800,814,817],{},[451,798,799],{},"验证新快照",[103,801,803],{"className":762,"code":802,"language":764,"meta":108,"style":108},"openclaw secrets status\n",[73,804,805],{"__ignoreMap":108},[112,806,807,809,811],{"class":114,"line":115},[112,808,772],{"class":771},[112,810,791],{"class":156},[112,812,813],{"class":156}," status\n",[815,816],"br",{},"确认新版本号或更新时间已变化。",[448,819,820,823],{},[451,821,822],{},"观察服务状态",[486,824,825,828,831],{},[448,826,827],{},"检查 Gateway 日志",[448,829,830],{},"确认模型调用正常",[448,832,833],{},"确认没有 auth 错误",[448,835,836,839],{},[451,837,838],{},"保留旧密钥的 grace period",[486,840,841,844,847],{},[448,842,843],{},"不要立刻删除旧密钥",[448,845,846],{},"观察 10-30 分钟确认稳定",[448,848,849],{},"再清理旧版本",[21,851,852],{"id":852},"常见排障场景",[98,854,856],{"id":855},"secretref-解析失败","SecretRef 解析失败",[14,858,859,860],{},"症状：启动时报 ",[73,861,862],{},"Failed to resolve secret reference for OPENAI_API_KEY",[14,864,865],{},"排查：",[486,867,868,871,880],{},[448,869,870],{},"检查 provider 中是否有这个 key",[448,872,873,874,876,877,879],{},"检查 prefix 是否匹配（如 ",[73,875,201],{}," vs ",[73,878,205],{},"）",[448,881,882],{},"检查文件 provider 的路径权限",[98,884,886],{"id":885},"reload-后密钥没有更新","Reload 后密钥没有更新",[14,888,889,890,893],{},"症状：",[73,891,892],{},"secrets status"," 显示的还是旧版本",[14,895,865],{},[486,897,898,901,904],{},[448,899,900],{},"确认 provider 中的值确实已更新",[448,902,903],{},"检查 reload 是否成功完成（看日志）",[448,905,906],{},"确认没有 fallback 到上一个快照",[98,908,910],{"id":909},"运行时突然出现-auth-错误","运行时突然出现 auth 错误",[14,912,913],{},"症状：之前正常，突然大量模型调用失败",[14,915,865],{},[486,917,918,921,924],{},[448,919,920],{},"检查是否有人触发了 secrets reload 但新快照解析失败",[448,922,923],{},"检查 provider 是否不可用（如 Vault 连接中断）",[448,925,926,927,930],{},"查看 ",[73,928,929],{},"openclaw secrets status"," 的 snapshot age",[21,932,933],{"id":933},"安全建议",[445,935,936,956,992,1005],{},[448,937,938,941],{},[451,939,940],{},"不要把 secrets 文件提交到 Git",[486,942,943,949],{},[448,944,945,946],{},"使用 ",[73,947,948],{},".gitignore",[448,950,951,952,955],{},"用模板文件（如 ",[73,953,954],{},"secrets.json.example","）代替",[448,957,958,961],{},[451,959,960],{},"限制 secrets 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不是模型自己决定的。","/docs/manual/channel-routing-and-session-keys",[1300,1319,1106,1299,1318],{"title":1341,"description":1342,"path":1343,"category":1261,"updatedAt":1216,"sourceType":1079,"tags":1344},"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",[1106,1345,1346,1347],"telegram","whatsapp","discord",{"title":1349,"description":1350,"path":1351,"category":1261,"updatedAt":1297,"sourceType":1079,"tags":1352},"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",[1353,1119,1354,1355,1356],"clawhub","registry","moderation","discovery",{"title":1358,"description":1359,"path":1360,"category":1261,"updatedAt":1173,"sourceType":1079,"tags":1361},"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",[1353,1119,1362,1363,1364],"sync","lockfile","versioning",{"title":1366,"description":1367,"path":1368,"category":1261,"updatedAt":1173,"sourceType":1079,"tags":1369},"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",[1208,1370,1371,1372,1373],"community","ecosystem","extensions","directory",{"title":1375,"description":1376,"path":1377,"category":1324,"updatedAt":1325,"sourceType":1079,"tags":1378},"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",[1379,1107,1380,1381,1250],"control-ui","catalog","policy",{"title":1383,"description":1384,"path":1385,"category":1099,"updatedAt":1165,"sourceType":1079,"tags":1386},"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",[1160,1379,1104,1086],{"title":1388,"description":1389,"path":1390,"category":1198,"updatedAt":1165,"sourceType":1079,"tags":1391},"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",[1392,1106,1119,1393],"capabilities","voice",{"title":1395,"description":1396,"path":1397,"category":1261,"updatedAt":1173,"sourceType":1079,"tags":1398},"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",[1160,1379,1292,1399,1400],"token","browser",{"title":1402,"description":1403,"path":1404,"category":1261,"updatedAt":1173,"sourceType":1079,"tags":1405},"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",[1406,1407,1408,1393,1290],"deepgram","transcription","audio",{"title":1410,"description":1411,"path":1412,"category":1261,"updatedAt":1165,"sourceType":1079,"tags":1413},"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",[1106,1347,1414,1254,1415],"slack","team",{"title":1417,"description":1418,"path":1419,"category":1261,"updatedAt":1420,"sourceType":1079,"tags":1421},"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",[1422,1423,1424,1107,1083],"exec","apply-patch","approvals",{"title":1426,"description":1427,"path":1428,"category":1261,"updatedAt":1325,"sourceType":1079,"tags":1429},"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",[1119,1107,1208,1210,1430,1424],"workflows",{"title":1432,"description":1433,"path":1434,"category":1261,"updatedAt":1277,"sourceType":1079,"tags":1435},"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",[1436,1437,1106,1438,1439,1440],"feishu","lark","drive","comments","collaboration",{"title":1442,"description":1443,"path":1444,"category":1324,"updatedAt":1325,"sourceType":1079,"tags":1445},"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",[1345,1446,1256,1300,1250],"forum-topics",{"title":1448,"description":1449,"path":1450,"category":1261,"updatedAt":1325,"sourceType":1079,"tags":1451},"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",[1117,1104,1106,1224,1108,1152],{"title":1453,"description":1454,"path":1455,"category":1261,"updatedAt":1315,"sourceType":1079,"tags":1456},"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",[1271,1457,1458,1459,1104],"headless","pairing","devices",{"title":1461,"description":1462,"path":1463,"category":1261,"updatedAt":1173,"sourceType":1079,"tags":1464},"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",[1210,1465,1466,1152,1208],"lifecycle","events",{"title":1468,"description":1469,"path":1470,"category":1261,"updatedAt":1165,"sourceType":1079,"tags":1471},"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",[1210,1152,1430,1466],{"title":1473,"description":1474,"path":1475,"category":1261,"updatedAt":1297,"sourceType":1079,"tags":1476},"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",[1477,1478,1479,1480,1481],"messages","queueing","dedupe","debounce","delivery",{"title":1483,"description":1484,"path":1485,"category":1261,"updatedAt":1216,"sourceType":1079,"tags":1486},"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",[1487,1488,1489,1490,1201],"ollama","local-model","llm","privacy",{"title":1492,"description":1493,"path":1494,"category":1261,"updatedAt":1173,"sourceType":1079,"tags":1495},"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",[1496,1271,1334,1497,1498],"location","permissions","gps",{"title":1500,"description":1501,"path":1502,"category":1261,"updatedAt":1173,"sourceType":1079,"tags":1503},"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",[1108,1504,1256,1505,1506],"markdown","memory_search","memory_get",{"title":1508,"description":1509,"path":1510,"category":1261,"updatedAt":1216,"sourceType":1079,"tags":1511},"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",[1108,1208,1512,1513,1504],"lancedb","memory-core",{"title":1515,"description":1516,"path":1517,"category":1261,"updatedAt":1420,"sourceType":1079,"tags":1518},"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",[1108,1519,1520,1521,1512],"search","indexing","embeddings",{"title":1523,"description":1524,"path":1525,"category":1261,"updatedAt":1165,"sourceType":1262,"tags":1526},"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",[1108,1264,1319,1527],"logs",{"title":1529,"description":1530,"path":1531,"category":1261,"updatedAt":1165,"sourceType":1079,"tags":1532},"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",[1108,1107,1119,1264,1151],{"title":1534,"description":1535,"path":1536,"category":1261,"updatedAt":1420,"sourceType":1079,"tags":1537},"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",[1477,1538,1481,1345,1347],"retry",{"title":1540,"description":1541,"path":1542,"category":1324,"updatedAt":1325,"sourceType":1079,"tags":1543},"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",[1224,1544,1545,1546,1547,1250],"allowlist","aliases","image","gating",{"title":1549,"description":1550,"path":1551,"category":1261,"updatedAt":1216,"sourceType":1079,"tags":1552},"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",[1224,1489,1290,1300],{"title":1554,"description":1555,"path":1556,"category":1261,"updatedAt":1165,"sourceType":1079,"tags":1557},"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",[1271,1334,1333,1393,1458],{"title":1559,"description":1560,"path":1561,"category":1250,"updatedAt":1251,"sourceType":1079,"tags":1562},"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",[1563,1292,1564,1565,1566],"oauth","codex","claude","profiles",{"title":1568,"description":1569,"path":1570,"category":1261,"updatedAt":1216,"sourceType":1079,"tags":1571},"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",[1572,1573,1209,1424,1151],"openprose","lobster",{"title":1575,"description":1576,"path":1577,"category":1250,"updatedAt":1578,"sourceType":1079,"tags":1579},"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",[1580,1309,1581,1582,1583,1584,1585],"platforms","ios","android","windows","linux","install",{"title":1587,"description":1588,"path":1589,"category":1261,"updatedAt":1173,"sourceType":1079,"tags":1590},"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",[1208,1210,1152,1372,1591],"governance",{"title":1593,"description":1594,"path":1595,"category":1261,"updatedAt":1173,"sourceType":1079,"tags":1596},"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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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",[1319,1347,1414,1116,1940,1086],"group-chat",{"title":1942,"description":1943,"path":1944,"category":1755,"updatedAt":1662,"sourceType":1079,"tags":1945},"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",[1946,1947,1292,1104,1083],"trusted-proxy","reverse-proxy",{"title":1949,"description":1950,"path":1951,"category":1755,"updatedAt":1173,"sourceType":1079,"tags":1952},"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",[1946,1773,1947,1292,1104,1083],{"title":1954,"description":1955,"path":1956,"category":1755,"updatedAt":1216,"sourceType":1079,"tags":1957},"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",[1958,1106,1959,1960,1961,1962],"update","stable","beta","dev","rollout",{"title":1964,"description":1965,"path":1966,"category":1967,"updatedAt":1325,"sourceType":1079,"tags":1968},"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",[1969,1970,1971,1972,1973],"anthropic","429","context1m","failover","reference",{"title":1975,"description":1976,"path":1977,"category":1967,"updatedAt":1165,"sourceType":1079,"tags":1978},"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",[1973,1282,1664,1979],"diagnostics",{"title":1981,"description":1982,"path":1983,"category":1967,"updatedAt":1216,"sourceType":1079,"tags":1984},"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",[1424,1544,1422,1104,1985,1973],"node",{"title":1987,"description":1988,"path":1989,"category":1967,"updatedAt":1325,"sourceType":1079,"tags":1990},"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",[1292,1566,1972,1256,1973],{"title":1992,"description":1993,"path":1994,"category":1967,"updatedAt":1325,"sourceType":1079,"tags":1995},"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",[1458,1996,1345,1459,1973],"bootstrapToken",{"title":1998,"description":1999,"path":2000,"category":1973,"updatedAt":1251,"sourceType":1079,"tags":2001},"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",[2002,1255,1301,1264,1864,1254],"templates",{"title":2004,"description":2005,"path":2006,"category":1967,"updatedAt":1315,"sourceType":1079,"tags":2007},"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",[1458,2008,1106,2009,1794],"allowFrom","account",{"title":2011,"description":2012,"path":2013,"category":1967,"updatedAt":1420,"sourceType":1079,"tags":2014},"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",[1282,1973,2015,2016],"commands","terminal",{"title":2018,"description":2019,"path":2020,"category":1967,"updatedAt":1325,"sourceType":1079,"tags":2021},"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",[2022,2023,1292,1290,1973],"cloudflare-ai-gateway","headers",{"title":2025,"description":2026,"path":2027,"category":2028,"updatedAt":1216,"sourceType":1370,"tags":2029},"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",[1370,2030,2031,2032],"github","issues","feedback",{"title":2034,"description":2035,"path":2036,"category":1967,"updatedAt":1420,"sourceType":1079,"tags":2037},"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",[1118,1973,2038,2039],"settings","options",{"title":2041,"description":2042,"path":2043,"category":1967,"updatedAt":1173,"sourceType":1079,"tags":2044},"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",[1379,1458,1459,1400,1794],{"title":2046,"description":2047,"path":2048,"category":1967,"updatedAt":1325,"sourceType":1079,"tags":2049},"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",[1280,1538,2050,1624,1973],"scheduler",{"title":2052,"description":2053,"path":2054,"category":1967,"updatedAt":1733,"sourceType":1079,"tags":2055},"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",[1160,1399,2056,2057,1292],"secretref","sessionStorage",{"title":2059,"description":2060,"path":2061,"category":2062,"updatedAt":1420,"sourceType":1079,"tags":2063},"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",[2064,2065,2066,1813,1527],"debugging","debug","runtime-overrides",{"title":2068,"description":2069,"path":2070,"category":1967,"updatedAt":1297,"sourceType":1079,"tags":2071},"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",[1979,2072,2073,2065,1973],"logging","flags",{"title":2075,"description":2076,"path":2077,"category":1967,"updatedAt":1297,"sourceType":1079,"tags":2078},"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",[1319,2079,2080,1300,1973],"dmScope","identityLinks",{"title":2082,"description":2083,"path":2084,"category":1967,"updatedAt":1297,"sourceType":1079,"tags":2085},"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",[1813,1814,1979,2086,1973],"migrations",{"title":2088,"description":2089,"path":2090,"category":1967,"updatedAt":1297,"sourceType":1079,"tags":2091},"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",[1667,1118,1327,2092,1973],"shell",{"title":2094,"description":2095,"path":2096,"category":1967,"updatedAt":1216,"sourceType":1101,"tags":2097},"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",[2098,1885,1370,2099,1887],"sources","trust",{"title":2101,"description":2102,"path":2103,"category":1967,"updatedAt":1173,"sourceType":1079,"tags":2104},"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",[1104,2105,1282,1741,1272],"rpc",{"title":2107,"description":2108,"path":2109,"category":1967,"updatedAt":1297,"sourceType":1079,"tags":2110},"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",[1458,1459,1104,1271,1973],{"title":2112,"description":2113,"path":2114,"category":1967,"updatedAt":1733,"sourceType":1079,"tags":2115},"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",[1319,1104,1231,1160,1973],{"title":2117,"description":2118,"path":2119,"category":1967,"updatedAt":1325,"sourceType":1079,"tags":2120},"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",[1104,1741,2121,2122,1973],"protocol","scopes",{"title":2124,"description":2125,"path":2126,"category":1967,"updatedAt":1315,"sourceType":1079,"tags":2127},"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",[1318,2128,1300,1544,1477],"mention",{"title":2130,"description":2131,"path":2132,"category":1967,"updatedAt":1325,"sourceType":1079,"tags":2133},"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",[1787,2134,2135,2136,1973],"visibility","activeHours","alerts",{"title":2138,"description":2139,"path":2140,"category":1967,"updatedAt":1315,"sourceType":1079,"tags":2141},"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",[1735,1741,2142,1104,1973],"sdk",{"title":2144,"description":2145,"path":2146,"category":1967,"updatedAt":1315,"sourceType":1079,"tags":2147},"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",[1118,2148,1765,2149,1973],"include","arrays",{"title":2151,"description":2152,"path":2153,"category":1967,"updatedAt":1297,"sourceType":1079,"tags":2154},"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",[1573,2155,1424,1151,1973],"invoke",{"title":2157,"description":2158,"path":2159,"category":1967,"updatedAt":1325,"sourceType":1079,"tags":2160},"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",[1108,2161,2162,2163,2164,1973],"hybrid-search","ranking","mmr","retrieval",{"title":2166,"description":2167,"path":2168,"category":1967,"updatedAt":1216,"sourceType":1079,"tags":2169},"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",[1224,2170,1292,1290,1973],"probe",{"title":2172,"description":2173,"path":2174,"category":1967,"updatedAt":1662,"sourceType":1079,"tags":2175},"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",[1458,1459,2008,2176,1794],"credentials",{"title":2178,"description":2179,"path":2180,"category":1967,"updatedAt":1216,"sourceType":1079,"tags":2181},"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",[1208,1353,2182,2183,1887,1973],"npm","pin",{"title":2185,"description":2186,"path":2187,"category":2062,"updatedAt":1173,"sourceType":1079,"tags":2188},"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",[2064,2189,1527,1290,1490],"raw-stream",{"title":2191,"description":2192,"path":2193,"category":1967,"updatedAt":1325,"sourceType":1079,"tags":2194},"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",[1175,2195,1292,1104,1973],"tlsFingerprint",{"title":2197,"description":2198,"path":2199,"category":1967,"updatedAt":1325,"sourceType":1079,"tags":2200},"回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文","基于最新官方 Groups 与 Group Messages 文档，解释 OpenClaw 在群聊里怎样把 reply metadata 当成隐式 mention，以及未触发回复的群消息何时只进入 pending history、何时会被彻底丢弃。","/docs/reference/reply-mention-and-pending-history",[1318,2201,2202,2203,1973],"mentions","pending-history","reply",{"title":2205,"description":2206,"path":2207,"category":1967,"updatedAt":1297,"sourceType":1079,"tags":2208},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[1082,1085,1253,1290,1973],{"title":2210,"description":2211,"path":2212,"category":1967,"updatedAt":1315,"sourceType":1079,"tags":2213},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[1319,1083,2079,1458,1544],{"title":2215,"description":2216,"path":2217,"category":1967,"updatedAt":2218,"sourceType":1079,"tags":2219},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[1319,2220,2221,1690,1973],"transcript","jsonl",{"title":2223,"description":2224,"path":2225,"category":1967,"updatedAt":2218,"sourceType":1079,"tags":2226},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 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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",[1152,1787,1280,2240,1086],{"title":2558,"description":2559,"path":2560,"category":2534,"date":1277,"updatedAt":1277,"sourceType":1079,"source":2561,"tags":2562},"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",[1279,1152,1280,1281,1911,1086],{"title":2564,"description":2565,"path":2566,"category":2534,"date":1277,"updatedAt":1277,"sourceType":1079,"source":2567,"tags":2568},"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",[1288,1289,1291,1290,1591],{"title":2570,"description":2571,"path":2572,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":2573,"tags":2574},"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",[1317,1301,1318,1300,1346],{"title":2576,"description":2577,"path":2578,"category":2534,"date":1325,"updatedAt":1325,"sourceType":1079,"source":2579,"tags":2580},"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",[1160,1946,1458,1175,1083],{"title":2582,"description":2583,"path":2584,"category":2534,"date":1216,"updatedAt":1216,"sourceType":1079,"source":2542,"tags":2585},"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",[1345,1347,1424,1106,1900],{"title":2587,"description":2588,"path":2589,"category":2386,"date":1100,"updatedAt":1100,"sourceType":1370,"source":2590,"tags":2591},"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",[2266,1371,2389,2342],{"title":2593,"description":2594,"path":2595,"category":2534,"date":1216,"updatedAt":1216,"sourceType":1079,"source":2596,"tags":2597},"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",[1353,1119,1362,1363,2598,1354],"telemetry",{"title":2600,"description":2601,"path":2602,"category":2328,"date":1173,"updatedAt":1173,"sourceType":1079,"source":2603,"tags":2604},"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",[1282,1104,2105,1272,1086],{"title":2606,"description":2607,"path":2608,"category":2534,"date":1297,"updatedAt":1297,"sourceType":1079,"source":2609,"tags":2610},"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",[1118,1667,1299,2611,1086],"overrides",{"title":2613,"description":2614,"path":2615,"category":2328,"date":1173,"updatedAt":1173,"sourceType":1079,"source":2522,"tags":2616},"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",[1689,1690,1256,1108,2617],"continuity",{"title":2619,"description":2620,"path":2621,"category":2328,"date":1173,"updatedAt":1173,"sourceType":1079,"source":2622,"tags":2623},"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",[1379,1160,1773,1458,1175],{"title":2625,"description":2626,"path":2627,"category":2534,"date":1733,"updatedAt":1733,"sourceType":1079,"source":2548,"tags":2628},"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",[1160,1255,2056,1292,1379],{"title":2630,"description":2631,"path":2632,"category":2534,"date":1216,"updatedAt":1216,"sourceType":1079,"source":2548,"tags":2633},"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",[1160,1231,1399,2056,1300,2634],"web",{"title":2636,"description":2637,"path":2638,"category":2328,"date":1100,"updatedAt":1100,"sourceType":1370,"source":2639,"tags":2640},"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",[1115,1119,1371,2266],{"title":2642,"description":2643,"path":2644,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":2645,"tags":2646},"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",[1459,1458,1399,1807,2647],"rotate",{"title":2649,"description":2650,"path":2651,"category":2534,"date":1297,"updatedAt":1297,"sourceType":1079,"source":2652,"tags":2653},"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",[1813,1979,1814,2064,1086],{"title":2655,"description":2656,"path":2657,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":2652,"tags":2658},"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",[1813,1814,1664,1888,1979],{"title":2660,"description":2661,"path":2662,"category":2663,"date":1100,"updatedAt":1100,"sourceType":1370,"source":2664,"tags":2665},"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",[2666,2667,2668,2669],"education","adoption","ai-tutor","higher-education",{"title":2671,"description":2672,"path":2673,"category":2663,"date":1100,"updatedAt":1100,"sourceType":1370,"source":2674,"tags":2675},"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",[1125,2268,1151,2266],{"title":2677,"description":2678,"path":2679,"category":2328,"date":1173,"updatedAt":1173,"sourceType":1079,"source":2680,"tags":2681},"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",[1119,1353,1208,1210,1372],{"title":2683,"description":2684,"path":2685,"category":2534,"date":1277,"updatedAt":1277,"sourceType":1079,"source":2686,"tags":2687},"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",[1436,1437,1438,1439,1106,1440],{"title":2689,"description":2690,"path":2691,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":2692,"tags":2693},"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",[1104,1458,2694,1399,1271],"pending",{"title":2696,"description":2697,"path":2698,"category":2534,"date":1733,"updatedAt":1733,"sourceType":1079,"source":2699,"tags":2700},"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",[1104,1319,1231,1160,2701],"state",{"title":2703,"description":2704,"path":2705,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":2706,"tags":2707},"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",[1318,2128,1544,1477,1300],{"title":2709,"description":2710,"path":2711,"category":2534,"date":1325,"updatedAt":1325,"sourceType":1079,"source":2706,"tags":2712},"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",[1318,2201,2713,1317,1591],"activation",{"title":2715,"description":2716,"path":2717,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":2718,"tags":2719},"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",[1118,2148,1765,2149,1086],{"title":2721,"description":2722,"path":2723,"category":2328,"date":1173,"updatedAt":1173,"sourceType":1079,"source":2724,"tags":2725},"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",[2726,2268,2727,2728,2729],"showcase","home-assistant","nix","infrastructure",{"title":2731,"description":2732,"path":2733,"category":2534,"date":1297,"updatedAt":1297,"sourceType":1079,"source":2734,"tags":2735},"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",[1256,1108,1690,2617,1591],{"title":2737,"description":2738,"path":2739,"category":2534,"date":1297,"updatedAt":1297,"sourceType":1079,"source":2740,"tags":2741},"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",[1888,1280,1256,1780,1086],{"title":2743,"description":2744,"path":2745,"category":2354,"date":2329,"updatedAt":1165,"sourceType":2030,"source":2356,"tags":2746},"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",[1885,1958,1886,1119,1083],{"title":2748,"description":2749,"path":2750,"category":2534,"date":1216,"updatedAt":1216,"sourceType":1079,"source":2751,"tags":2752},"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",[2726,1108,1407,2763,2764],"vector-search","knowledge",{"title":2766,"description":2767,"path":2768,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":2769,"tags":2770},"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",[2128,1318,1345,1347,1414],{"title":2772,"description":2773,"path":2774,"category":2534,"date":1297,"updatedAt":1297,"sourceType":1079,"source":2775,"tags":2776},"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",[1477,1231,1300,1481,1106],{"title":2778,"description":2779,"path":2780,"category":2534,"date":1216,"updatedAt":1216,"sourceType":1079,"source":2603,"tags":2781},"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",[1224,2170,1290,1292,1849],{"title":2783,"description":2784,"path":2785,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":2786,"tags":2787},"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",[1271,1457,1104,1458,1459],{"title":2789,"description":2790,"path":2791,"category":2328,"date":1173,"updatedAt":1173,"sourceType":1079,"source":2792,"tags":2793},"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",[1159,2313,1585,2314,1888],{"title":2795,"description":2796,"path":2797,"category":2534,"date":1733,"updatedAt":1733,"sourceType":1079,"source":2622,"tags":2798},"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",[1900,1400,1379,1458,1175],{"title":2800,"description":2801,"path":2802,"category":2534,"date":1325,"updatedAt":1325,"sourceType":1079,"source":2803,"tags":2804},"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",[1160,1231,1741,1900,1272],{"title":2806,"description":2807,"path":2808,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":2645,"tags":2809},"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",[1458,2008,1106,2009,1086],{"title":2811,"description":2812,"path":2813,"category":2328,"date":1173,"updatedAt":1173,"sourceType":1079,"source":2814,"tags":2815},"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",[1208,1371,1210,1370,1372],{"title":2817,"description":2818,"path":2819,"category":2534,"date":1216,"updatedAt":1216,"sourceType":1079,"source":2820,"tags":2821},"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",[1208,1353,2182,2183,1887],{"title":2823,"description":2824,"path":2825,"category":2534,"date":1216,"updatedAt":1216,"sourceType":1079,"source":2826,"tags":2827},"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",[1572,1573,1151,1424,1209],{"title":2829,"description":2830,"path":2831,"category":2534,"date":1325,"updatedAt":1325,"sourceType":1079,"source":2832,"tags":2833},"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",[1290,1224,1271,1292,1591],{"title":2835,"description":2836,"path":2837,"category":2534,"date":1325,"updatedAt":1325,"sourceType":1079,"source":2838,"tags":2839},"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",[1290,1972,1224,1104,1086],{"title":2841,"description":2842,"path":2843,"category":2328,"date":1173,"updatedAt":1173,"sourceType":1079,"source":2522,"tags":2844},"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",[1885,1886,1888,1887],{"title":2846,"description":2847,"path":2848,"category":2534,"date":1297,"updatedAt":1297,"sourceType":1079,"source":2548,"tags":2849},"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",[1160,1458,1271,1175,1794],{"title":2851,"description":2852,"path":2853,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":2854,"tags":2855},"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",[1300,1299,2856,1106,1301],"threads",{"title":2858,"description":2859,"path":2860,"category":2534,"date":1277,"updatedAt":1277,"sourceType":1079,"source":2861,"tags":2862},"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",[1632,1519,1633,1201,1107],{"title":2864,"description":2865,"path":2866,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":1077,"tags":2867},"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",[1085,2868,2869,1082,1086],"snapshot","rotation",{"title":2871,"description":2872,"path":2873,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":2734,"tags":2874},"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",[1319,1083,2079,1458,1926],{"title":2876,"description":2877,"path":2878,"category":2534,"date":1216,"updatedAt":1216,"sourceType":1079,"source":2879,"tags":2880},"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",[1083,1911,1913,1912,1086],{"title":2882,"description":2883,"path":2884,"category":2885,"date":1100,"updatedAt":1100,"sourceType":1370,"source":2886,"tags":2887},"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",[1083,2888,1490,1125],"compliance",{"title":2890,"description":2891,"path":2892,"category":2534,"date":1297,"updatedAt":1297,"sourceType":1079,"source":1077,"tags":2893},"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",[1083,1082,1424,2894,1086],"proxy",{"title":2896,"description":2897,"path":2898,"category":2534,"date":2218,"updatedAt":2218,"sourceType":1079,"source":2899,"tags":2900},"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",[1319,2221,1690,2220,1104],{"title":2902,"description":2903,"path":2904,"category":2534,"date":2218,"updatedAt":2218,"sourceType":1079,"source":2905,"tags":2906},"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",[1256,1282,2227,1911,1086],{"title":2908,"description":2909,"path":2910,"category":2534,"date":1315,"updatedAt":1315,"sourceType":1079,"source":2911,"tags":2912},"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",[1083,1926,1927,2913,1104],"sandbox",{"title":2915,"description":2916,"path":2917,"category":2328,"date":1173,"updatedAt":1173,"sourceType":1079,"source":2724,"tags":2918},"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",[2726,1370,1345,1119,1152],{"title":2920,"description":2921,"path":2922,"category":2534,"date":1325,"updatedAt":1325,"sourceType":1079,"source":2911,"tags":2923},"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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