[{"data":1,"prerenderedAt":3793},["ShallowReactive",2],{"best-practices:notification-system":3,"content-manifest":1148},{"id":4,"title":5,"body":6,"category":1131,"date":1132,"description":1133,"difficulty":1134,"extension":1135,"meta":1136,"navigation":710,"path":1137,"seo":1138,"source":1132,"sourceName":1132,"sourceType":1139,"stem":1140,"tags":1141,"updatedAt":1146,"__hash__":1147},"bestPractices/best-practices/notification-system.md","通知系统配置",{"type":7,"value":8,"toc":1111},"minimark",[9,12,16,20,24,213,216,318,321,410,413,416,576,579,688,691,694,756,759,897,901,905,993,997,1081,1084,1107],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"本文介绍 OpenClaw 通知系统的配置和使用。",[17,18,19],"h2",{"id":19},"通知渠道",[21,22,23],"h3",{"id":23},"邮件通知",[25,26,31],"pre",{"className":27,"code":28,"language":29,"meta":30,"style":30},"language-json shiki shiki-themes github-light github-dark","{\n  \"notifications\": {\n    \"email\": {\n      \"enabled\": true,\n      \"smtp\": {\n        \"host\": \"smtp.example.com\",\n        \"port\": 587,\n        \"secure\": true,\n        \"auth\": {\n          \"user\": \"notifications@example.com\",\n          \"password\": \"${SMTP_PASSWORD}\"\n        }\n      },\n      \"from\": \"OpenClaw \u003Cnotifications@example.com>\",\n      \"to\": [\"admin@example.com\"]\n    }\n  }\n}\n","json","",[32,33,34,43,53,61,76,84,98,111,123,131,144,155,161,167,180,195,201,207],"code",{"__ignoreMap":30},[35,36,39],"span",{"class":37,"line":38},"line",1,[35,40,42],{"class":41},"sVt8B","{\n",[35,44,46,50],{"class":37,"line":45},2,[35,47,49],{"class":48},"sj4cs","  \"notifications\"",[35,51,52],{"class":41},": {\n",[35,54,56,59],{"class":37,"line":55},3,[35,57,58],{"class":48},"    \"email\"",[35,60,52],{"class":41},[35,62,64,67,70,73],{"class":37,"line":63},4,[35,65,66],{"class":48},"      \"enabled\"",[35,68,69],{"class":41},": 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\"user\"",[35,138,69],{"class":41},[35,140,141],{"class":94},"\"notifications@example.com\"",[35,143,75],{"class":41},[35,145,147,150,152],{"class":37,"line":146},11,[35,148,149],{"class":48},"          \"password\"",[35,151,69],{"class":41},[35,153,154],{"class":94},"\"${SMTP_PASSWORD}\"\n",[35,156,158],{"class":37,"line":157},12,[35,159,160],{"class":41},"        }\n",[35,162,164],{"class":37,"line":163},13,[35,165,166],{"class":41},"      },\n",[35,168,170,173,175,178],{"class":37,"line":169},14,[35,171,172],{"class":48},"      \"from\"",[35,174,69],{"class":41},[35,176,177],{"class":94},"\"OpenClaw \u003Cnotifications@example.com>\"",[35,179,75],{"class":41},[35,181,183,186,189,192],{"class":37,"line":182},15,[35,184,185],{"class":48},"      \"to\"",[35,187,188],{"class":41},": [",[35,190,191],{"class":94},"\"admin@example.com\"",[35,193,194],{"class":41},"]\n",[35,196,198],{"class":37,"line":197},16,[35,199,200],{"class":41},"    }\n",[35,202,204],{"class":37,"line":203},17,[35,205,206],{"class":41},"  }\n",[35,208,210],{"class":37,"line":209},18,[35,211,212],{"class":41},"}\n",[21,214,215],{"id":215},"短信通知",[25,217,219],{"className":27,"code":218,"language":29,"meta":30,"style":30},"{\n  \"notifications\": {\n    \"sms\": {\n      \"enabled\": true,\n      \"provider\": \"twilio\",\n      \"account_sid\": \"${TWILIO_SID}\",\n      \"auth_token\": \"${TWILIO_TOKEN}\",\n      \"from\": \"+15555550123\",\n      \"to\": [\"+15555550124\"]\n    }\n  }\n}\n",[32,220,221,225,231,238,248,260,272,284,295,306,310,314],{"__ignoreMap":30},[35,222,223],{"class":37,"line":38},[35,224,42],{"class":41},[35,226,227,229],{"class":37,"line":45},[35,228,49],{"class":48},[35,230,52],{"class":41},[35,232,233,236],{"class":37,"line":55},[35,234,235],{"class":48},"    \"sms\"",[35,237,52],{"class":41},[35,239,240,242,244,246],{"class":37,"line":63},[35,241,66],{"class":48},[35,243,69],{"class":41},[35,245,72],{"class":48},[35,247,75],{"class":41},[35,249,250,253,255,258],{"class":37,"line":78},[35,251,252],{"class":48},"      \"provider\"",[35,254,69],{"class":41},[35,256,257],{"class":94},"\"twilio\"",[35,259,75],{"class":41},[35,261,262,265,267,270],{"class":37,"line":86},[35,263,264],{"class":48},"      \"account_sid\"",[35,266,69],{"class":41},[35,268,269],{"class":94},"\"${TWILIO_SID}\"",[35,271,75],{"class":41},[35,273,274,277,279,282],{"class":37,"line":100},[35,275,276],{"class":48},"      \"auth_token\"",[35,278,69],{"class":41},[35,280,281],{"class":94},"\"${TWILIO_TOKEN}\"",[35,283,75],{"class":41},[35,285,286,288,290,293],{"class":37,"line":113},[35,287,172],{"class":48},[35,289,69],{"class":41},[35,291,292],{"class":94},"\"+15555550123\"",[35,294,75],{"class":41},[35,296,297,299,301,304],{"class":37,"line":125},[35,298,185],{"class":48},[35,300,188],{"class":41},[35,302,303],{"class":94},"\"+15555550124\"",[35,305,194],{"class":41},[35,307,308],{"class":37,"line":133},[35,309,200],{"class":41},[35,311,312],{"class":37,"line":146},[35,313,206],{"class":41},[35,315,316],{"class":37,"line":157},[35,317,212],{"class":41},[21,319,320],{"id":320},"推送通知",[25,322,324],{"className":27,"code":323,"language":29,"meta":30,"style":30},"{\n  \"notifications\": {\n    \"push\": {\n      \"enabled\": true,\n      \"provider\": \"apns\",\n      \"key_id\": \"${APNS_KEY_ID}\",\n      \"team_id\": \"${APNS_TEAM_ID}\",\n      \"bundle_id\": \"ai.openclaw.app\"\n    }\n  }\n}\n",[32,325,326,330,336,343,353,364,376,388,398,402,406],{"__ignoreMap":30},[35,327,328],{"class":37,"line":38},[35,329,42],{"class":41},[35,331,332,334],{"class":37,"line":45},[35,333,49],{"class":48},[35,335,52],{"class":41},[35,337,338,341],{"class":37,"line":55},[35,339,340],{"class":48},"    \"push\"",[35,342,52],{"class":41},[35,344,345,347,349,351],{"class":37,"line":63},[35,346,66],{"class":48},[35,348,69],{"class":41},[35,350,72],{"class":48},[35,352,75],{"class":41},[35,354,355,357,359,362],{"class":37,"line":78},[35,356,252],{"class":48},[35,358,69],{"class":41},[35,360,361],{"class":94},"\"apns\"",[35,363,75],{"class":41},[35,365,366,369,371,374],{"class":37,"line":86},[35,367,368],{"class":48},"      \"key_id\"",[35,370,69],{"class":41},[35,372,373],{"class":94},"\"${APNS_KEY_ID}\"",[35,375,75],{"class":41},[35,377,378,381,383,386],{"class":37,"line":100},[35,379,380],{"class":48},"      \"team_id\"",[35,382,69],{"class":41},[35,384,385],{"class":94},"\"${APNS_TEAM_ID}\"",[35,387,75],{"class":41},[35,389,390,393,395],{"class":37,"line":113},[35,391,392],{"class":48},"      \"bundle_id\"",[35,394,69],{"class":41},[35,396,397],{"class":94},"\"ai.openclaw.app\"\n",[35,399,400],{"class":37,"line":125},[35,401,200],{"class":41},[35,403,404],{"class":37,"line":133},[35,405,206],{"class":41},[35,407,408],{"class":37,"line":146},[35,409,212],{"class":41},[17,411,412],{"id":412},"通知类型",[21,414,415],{"id":415},"系统通知",[25,417,419],{"className":27,"code":418,"language":29,"meta":30,"style":30},"{\n  \"notifications\": {\n    \"system\": {\n      \"gateway_down\": {\n        \"enabled\": true,\n        \"channels\": [\"email\", \"sms\"],\n        \"severity\": \"critical\"\n      },\n      \"disk_space_low\": {\n        \"enabled\": true,\n        \"channels\": [\"email\"],\n        \"threshold\": \"10%\"\n      },\n      \"new_version\": {\n        \"enabled\": true,\n        \"channels\": [\"email\"]\n      }\n    }\n  }\n}\n",[32,420,421,425,431,438,445,456,475,485,489,496,506,516,526,530,537,547,557,562,566,571],{"__ignoreMap":30},[35,422,423],{"class":37,"line":38},[35,424,42],{"class":41},[35,426,427,429],{"class":37,"line":45},[35,428,49],{"class":48},[35,430,52],{"class":41},[35,432,433,436],{"class":37,"line":55},[35,434,435],{"class":48},"    \"system\"",[35,437,52],{"class":41},[35,439,440,443],{"class":37,"line":63},[35,441,442],{"class":48},"      \"gateway_down\"",[35,444,52],{"class":41},[35,446,447,450,452,454],{"class":37,"line":78},[35,448,449],{"class":48},"        \"enabled\"",[35,451,69],{"class":41},[35,453,72],{"class":48},[35,455,75],{"class":41},[35,457,458,461,463,466,469,472],{"class":37,"line":86},[35,459,460],{"class":48},"        \"channels\"",[35,462,188],{"class":41},[35,464,465],{"class":94},"\"email\"",[35,467,468],{"class":41},", ",[35,470,471],{"class":94},"\"sms\"",[35,473,474],{"class":41},"],\n",[35,476,477,480,482],{"class":37,"line":100},[35,478,479],{"class":48},"        \"severity\"",[35,481,69],{"class":41},[35,483,484],{"class":94},"\"critical\"\n",[35,486,487],{"class":37,"line":113},[35,488,166],{"class":41},[35,490,491,494],{"class":37,"line":125},[35,492,493],{"class":48},"      \"disk_space_low\"",[35,495,52],{"class":41},[35,497,498,500,502,504],{"class":37,"line":133},[35,499,449],{"class":48},[35,501,69],{"class":41},[35,503,72],{"class":48},[35,505,75],{"class":41},[35,507,508,510,512,514],{"class":37,"line":146},[35,509,460],{"class":48},[35,511,188],{"class":41},[35,513,465],{"class":94},[35,515,474],{"class":41},[35,517,518,521,523],{"class":37,"line":157},[35,519,520],{"class":48},"        \"threshold\"",[35,522,69],{"class":41},[35,524,525],{"class":94},"\"10%\"\n",[35,527,528],{"class":37,"line":163},[35,529,166],{"class":41},[35,531,532,535],{"class":37,"line":169},[35,533,534],{"class":48},"      \"new_version\"",[35,536,52],{"class":41},[35,538,539,541,543,545],{"class":37,"line":182},[35,540,449],{"class":48},[35,542,69],{"class":41},[35,544,72],{"class":48},[35,546,75],{"class":41},[35,548,549,551,553,555],{"class":37,"line":197},[35,550,460],{"class":48},[35,552,188],{"class":41},[35,554,465],{"class":94},[35,556,194],{"class":41},[35,558,559],{"class":37,"line":203},[35,560,561],{"class":41},"      }\n",[35,563,564],{"class":37,"line":209},[35,565,200],{"class":41},[35,567,569],{"class":37,"line":568},19,[35,570,206],{"class":41},[35,572,574],{"class":37,"line":573},20,[35,575,212],{"class":41},[21,577,578],{"id":578},"渠道通知",[25,580,582],{"className":27,"code":581,"language":29,"meta":30,"style":30},"{\n  \"notifications\": {\n    \"channels\": {\n      \"channel_connected\": {\n        \"enabled\": true,\n        \"channels\": [\"email\"]\n      },\n      \"channel_disconnected\": {\n        \"enabled\": true,\n        \"channels\": [\"email\", \"sms\"],\n        \"severity\": \"high\"\n      }\n    }\n  }\n}\n",[32,583,584,588,594,601,608,618,628,632,639,649,663,672,676,680,684],{"__ignoreMap":30},[35,585,586],{"class":37,"line":38},[35,587,42],{"class":41},[35,589,590,592],{"class":37,"line":45},[35,591,49],{"class":48},[35,593,52],{"class":41},[35,595,596,599],{"class":37,"line":55},[35,597,598],{"class":48},"    \"channels\"",[35,600,52],{"class":41},[35,602,603,606],{"class":37,"line":63},[35,604,605],{"class":48},"      \"channel_connected\"",[35,607,52],{"class":41},[35,609,610,612,614,616],{"class":37,"line":78},[35,611,449],{"class":48},[35,613,69],{"class":41},[35,615,72],{"class":48},[35,617,75],{"class":41},[35,619,620,622,624,626],{"class":37,"line":86},[35,621,460],{"class":48},[35,623,188],{"class":41},[35,625,465],{"class":94},[35,627,194],{"class":41},[35,629,630],{"class":37,"line":100},[35,631,166],{"class":41},[35,633,634,637],{"class":37,"line":113},[35,635,636],{"class":48},"      \"channel_disconnected\"",[35,638,52],{"class":41},[35,640,641,643,645,647],{"class":37,"line":125},[35,642,449],{"class":48},[35,644,69],{"class":41},[35,646,72],{"class":48},[35,648,75],{"class":41},[35,650,651,653,655,657,659,661],{"class":37,"line":133},[35,652,460],{"class":48},[35,654,188],{"class":41},[35,656,465],{"class":94},[35,658,468],{"class":41},[35,660,471],{"class":94},[35,662,474],{"class":41},[35,664,665,667,669],{"class":37,"line":146},[35,666,479],{"class":48},[35,668,69],{"class":41},[35,670,671],{"class":94},"\"high\"\n",[35,673,674],{"class":37,"line":157},[35,675,561],{"class":41},[35,677,678],{"class":37,"line":163},[35,679,200],{"class":41},[35,681,682],{"class":37,"line":169},[35,683,206],{"class":41},[35,685,686],{"class":37,"line":182},[35,687,212],{"class":41},[17,689,690],{"id":690},"自定义通知",[21,692,693],{"id":693},"创建通知规则",[25,695,699],{"className":696,"code":697,"language":698,"meta":30,"style":30},"language-python shiki shiki-themes github-light github-dark","from openclaw.notifications import NotificationRule\n\nrule = NotificationRule(\n    name=\"high_error_rate\",\n    condition=\"errors_total / requests_total > 0.1\",\n    channels=[\"email\", \"slack\"],\n    template=\"error_alert\"\n)\n\n# 注册规则\nNotificationManager.register(rule)\n","python",[32,700,701,706,712,717,722,727,732,737,742,746,751],{"__ignoreMap":30},[35,702,703],{"class":37,"line":38},[35,704,705],{},"from openclaw.notifications import NotificationRule\n",[35,707,708],{"class":37,"line":45},[35,709,711],{"emptyLinePlaceholder":710},true,"\n",[35,713,714],{"class":37,"line":55},[35,715,716],{},"rule = NotificationRule(\n",[35,718,719],{"class":37,"line":63},[35,720,721],{},"    name=\"high_error_rate\",\n",[35,723,724],{"class":37,"line":78},[35,725,726],{},"    condition=\"errors_total / requests_total > 0.1\",\n",[35,728,729],{"class":37,"line":86},[35,730,731],{},"    channels=[\"email\", \"slack\"],\n",[35,733,734],{"class":37,"line":100},[35,735,736],{},"    template=\"error_alert\"\n",[35,738,739],{"class":37,"line":113},[35,740,741],{},")\n",[35,743,744],{"class":37,"line":125},[35,745,711],{"emptyLinePlaceholder":710},[35,747,748],{"class":37,"line":133},[35,749,750],{},"# 注册规则\n",[35,752,753],{"class":37,"line":146},[35,754,755],{},"NotificationManager.register(rule)\n",[21,757,758],{"id":758},"通知模板",[25,760,762],{"className":27,"code":761,"language":29,"meta":30,"style":30},"{\n  \"notifications\": {\n    \"templates\": {\n      \"error_alert\": {\n        \"subject\": \"⚠️ OpenClaw 错误告警\",\n        \"body\": \"\"\"\n错误率: {{error_rate}}\n时间: {{timestamp}}\n详情: {{details}}\n        \"\"\"\n      },\n      \"channel_down\": {\n        \"subject\": \"🔴 渠道断开: {{channel}}\",\n        \"body\": \"\"\"\n渠道: {{channel}}\n状态: {{status}}\n最后活跃: {{last_active}}\n        \"\"\"\n      }\n    }\n  }\n}\n",[32,763,764,768,774,781,788,800,810,815,820,825,830,834,841,852,860,865,870,875,879,883,887,892],{"__ignoreMap":30},[35,765,766],{"class":37,"line":38},[35,767,42],{"class":41},[35,769,770,772],{"class":37,"line":45},[35,771,49],{"class":48},[35,773,52],{"class":41},[35,775,776,779],{"class":37,"line":55},[35,777,778],{"class":48},"    \"templates\"",[35,780,52],{"class":41},[35,782,783,786],{"class":37,"line":63},[35,784,785],{"class":48},"      \"error_alert\"",[35,787,52],{"class":41},[35,789,790,793,795,798],{"class":37,"line":78},[35,791,792],{"class":48},"        \"subject\"",[35,794,69],{"class":41},[35,796,797],{"class":94},"\"⚠️ OpenClaw 错误告警\"",[35,799,75],{"class":41},[35,801,802,805,807],{"class":37,"line":86},[35,803,804],{"class":48},"        \"body\"",[35,806,69],{"class":41},[35,808,809],{"class":94},"\"\"\"\n",[35,811,812],{"class":37,"line":100},[35,813,814],{"class":94},"错误率: {{error_rate}}\n",[35,816,817],{"class":37,"line":113},[35,818,819],{"class":94},"时间: {{timestamp}}\n",[35,821,822],{"class":37,"line":125},[35,823,824],{"class":94},"详情: {{details}}\n",[35,826,827],{"class":37,"line":133},[35,828,829],{"class":94},"        \"\"\"\n",[35,831,832],{"class":37,"line":146},[35,833,166],{"class":41},[35,835,836,839],{"class":37,"line":157},[35,837,838],{"class":48},"      \"channel_down\"",[35,840,52],{"class":41},[35,842,843,845,847,850],{"class":37,"line":163},[35,844,792],{"class":48},[35,846,69],{"class":41},[35,848,849],{"class":94},"\"🔴 渠道断开: {{channel}}\"",[35,851,75],{"class":41},[35,853,854,856,858],{"class":37,"line":169},[35,855,804],{"class":48},[35,857,69],{"class":41},[35,859,809],{"class":94},[35,861,862],{"class":37,"line":182},[35,863,864],{"class":94},"渠道: {{channel}}\n",[35,866,867],{"class":37,"line":197},[35,868,869],{"class":94},"状态: {{status}}\n",[35,871,872],{"class":37,"line":203},[35,873,874],{"class":94},"最后活跃: 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不是模型自己决定的。","/docs/manual/channel-routing-and-session-keys",[1359,1377,1165,1358,1376],{"title":1399,"description":1400,"path":1401,"category":1321,"updatedAt":1276,"sourceType":1192,"tags":1402},"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",[1165,1403,1404,1405],"telegram","whatsapp","discord",{"title":1407,"description":1408,"path":1409,"category":1321,"updatedAt":1356,"sourceType":1192,"tags":1410},"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",[1411,1178,1412,1413,1414],"clawhub","registry","moderation","discovery",{"title":1416,"description":1417,"path":1418,"category":1321,"updatedAt":1233,"sourceType":1192,"tags":1419},"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",[1411,1178,1420,1421,1422],"sync","lockfile","versioning",{"title":1424,"description":1425,"path":1426,"category":1321,"updatedAt":1233,"sourceType":1192,"tags":1427},"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",[1268,1428,1429,1430,1431],"community","ecosystem","extensions","directory",{"title":1433,"description":1434,"path":1435,"category":1382,"updatedAt":1383,"sourceType":1192,"tags":1436},"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",[1437,1166,1438,1439,1310],"control-ui","catalog","policy",{"title":1441,"description":1442,"path":1443,"category":1158,"updatedAt":1146,"sourceType":1192,"tags":1444},"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",[1221,1437,1163,1145],{"title":1446,"description":1447,"path":1448,"category":1258,"updatedAt":1146,"sourceType":1192,"tags":1449},"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",[1450,1165,1178,1451],"capabilities","voice",{"title":1453,"description":1454,"path":1455,"category":1321,"updatedAt":1233,"sourceType":1192,"tags":1456},"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",[1221,1437,1351,1457,1458],"token","browser",{"title":1460,"description":1461,"path":1462,"category":1321,"updatedAt":1233,"sourceType":1192,"tags":1463},"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",[1464,1465,1466,1451,1349],"deepgram","transcription","audio",{"title":1468,"description":1469,"path":1470,"category":1321,"updatedAt":1146,"sourceType":1192,"tags":1471},"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",[1165,1405,1472,1314,1473],"slack","team",{"title":1475,"description":1476,"path":1477,"category":1321,"updatedAt":1478,"sourceType":1192,"tags":1479},"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",[1480,1481,1482,1166,1185],"exec","apply-patch","approvals",{"title":1484,"description":1485,"path":1486,"category":1321,"updatedAt":1383,"sourceType":1192,"tags":1487},"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",[1178,1166,1268,1270,1488,1482],"workflows",{"title":1490,"description":1491,"path":1492,"category":1321,"updatedAt":1336,"sourceType":1192,"tags":1493},"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",[1494,1495,1165,1496,1497,1498],"feishu","lark","drive","comments","collaboration",{"title":1500,"description":1501,"path":1502,"category":1382,"updatedAt":1383,"sourceType":1192,"tags":1503},"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",[1403,1504,1316,1359,1310],"forum-topics",{"title":1506,"description":1507,"path":1508,"category":1321,"updatedAt":1383,"sourceType":1192,"tags":1509},"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",[1176,1163,1165,1284,1167,1213],{"title":1511,"description":1512,"path":1513,"category":1321,"updatedAt":1373,"sourceType":1192,"tags":1514},"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",[1330,1515,1516,1517,1163],"headless","pairing","devices",{"title":1519,"description":1520,"path":1521,"category":1321,"updatedAt":1233,"sourceType":1192,"tags":1522},"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",[1270,1523,1524,1213,1268],"lifecycle","events",{"title":1526,"description":1527,"path":1528,"category":1321,"updatedAt":1146,"sourceType":1192,"tags":1529},"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",[1270,1213,1488,1524],{"title":1531,"description":1532,"path":1533,"category":1321,"updatedAt":1356,"sourceType":1192,"tags":1534},"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",[1535,1536,1537,1538,1539],"messages","queueing","dedupe","debounce","delivery",{"title":1541,"description":1542,"path":1543,"category":1321,"updatedAt":1276,"sourceType":1192,"tags":1544},"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",[1545,1546,1547,1548,1261],"ollama","local-model","llm","privacy",{"title":1550,"description":1551,"path":1552,"category":1321,"updatedAt":1233,"sourceType":1192,"tags":1553},"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",[1554,1330,1392,1555,1556],"location","permissions","gps",{"title":1558,"description":1559,"path":1560,"category":1321,"updatedAt":1233,"sourceType":1192,"tags":1561},"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",[1167,1562,1316,1563,1564],"markdown","memory_search","memory_get",{"title":1566,"description":1567,"path":1568,"category":1321,"updatedAt":1276,"sourceType":1192,"tags":1569},"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",[1167,1268,1570,1571,1562],"lancedb","memory-core",{"title":1573,"description":1574,"path":1575,"category":1321,"updatedAt":1478,"sourceType":1192,"tags":1576},"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",[1167,1577,1578,1579,1570],"search","indexing","embeddings",{"title":1581,"description":1582,"path":1583,"category":1321,"updatedAt":1146,"sourceType":1139,"tags":1584},"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",[1167,1323,1377,1585],"logs",{"title":1587,"description":1588,"path":1589,"category":1321,"updatedAt":1146,"sourceType":1192,"tags":1590},"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",[1167,1166,1178,1323,1212],{"title":1592,"description":1593,"path":1594,"category":1321,"updatedAt":1478,"sourceType":1192,"tags":1595},"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",[1535,1596,1539,1403,1405],"retry",{"title":1598,"description":1599,"path":1600,"category":1382,"updatedAt":1383,"sourceType":1192,"tags":1601},"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",[1284,1602,1603,1604,1605,1310],"allowlist","aliases","image","gating",{"title":1607,"description":1608,"path":1609,"category":1321,"updatedAt":1276,"sourceType":1192,"tags":1610},"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",[1284,1547,1349,1359],{"title":1612,"description":1613,"path":1614,"category":1321,"updatedAt":1146,"sourceType":1192,"tags":1615},"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",[1330,1392,1391,1451,1516],{"title":1617,"description":1618,"path":1619,"category":1310,"updatedAt":1311,"sourceType":1192,"tags":1620},"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",[1621,1351,1622,1623,1624],"oauth","codex","claude","profiles",{"title":1626,"description":1627,"path":1628,"category":1321,"updatedAt":1276,"sourceType":1192,"tags":1629},"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",[1630,1631,1269,1482,1212],"openprose","lobster",{"title":1633,"description":1634,"path":1635,"category":1310,"updatedAt":1636,"sourceType":1192,"tags":1637},"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",[1638,1368,1639,1640,1641,1642,1643],"platforms","ios","android","windows","linux","install",{"title":1645,"description":1646,"path":1647,"category":1321,"updatedAt":1233,"sourceType":1192,"tags":1648},"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",[1268,1270,1213,1430,1649],"governance",{"title":1651,"description":1652,"path":1653,"category":1321,"updatedAt":1233,"sourceType":1192,"tags":1654},"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",[1377,1405,1472,1175,2000,1145],"group-chat",{"title":2002,"description":2003,"path":2004,"category":1813,"updatedAt":1720,"sourceType":1192,"tags":2005},"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",[2006,2007,1351,1163,1185],"trusted-proxy","reverse-proxy",{"title":2009,"description":2010,"path":2011,"category":1813,"updatedAt":1233,"sourceType":1192,"tags":2012},"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",[2006,1831,2007,1351,1163,1185],{"title":2014,"description":2015,"path":2016,"category":1813,"updatedAt":1276,"sourceType":1192,"tags":2017},"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",[2018,1165,2019,2020,2021,2022],"update","stable","beta","dev","rollout",{"title":2024,"description":2025,"path":2026,"category":2027,"updatedAt":1383,"sourceType":1192,"tags":2028},"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",[2029,2030,2031,2032,2033],"anthropic","429","context1m","failover","reference",{"title":2035,"description":2036,"path":2037,"category":2027,"updatedAt":1146,"sourceType":1192,"tags":2038},"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",[2033,1341,1722,2039],"diagnostics",{"title":2041,"description":2042,"path":2043,"category":2027,"updatedAt":1276,"sourceType":1192,"tags":2044},"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",[1482,1602,1480,1163,2045,2033],"node",{"title":2047,"description":2048,"path":2049,"category":2027,"updatedAt":1383,"sourceType":1192,"tags":2050},"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",[1351,1624,2032,1316,2033],{"title":2052,"description":2053,"path":2054,"category":2027,"updatedAt":1383,"sourceType":1192,"tags":2055},"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",[1516,2056,1403,1517,2033],"bootstrapToken",{"title":2058,"description":2059,"path":2060,"category":2033,"updatedAt":1311,"sourceType":1192,"tags":2061},"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",[2062,1315,1360,1323,1923,1314],"templates",{"title":2064,"description":2065,"path":2066,"category":2027,"updatedAt":1373,"sourceType":1192,"tags":2067},"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",[1516,2068,1165,2069,1852],"allowFrom","account",{"title":2071,"description":2072,"path":2073,"category":2027,"updatedAt":1478,"sourceType":1192,"tags":2074},"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",[1341,2033,2075,2076],"commands","terminal",{"title":2078,"description":2079,"path":2080,"category":2027,"updatedAt":1383,"sourceType":1192,"tags":2081},"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",[2082,2083,1351,1349,2033],"cloudflare-ai-gateway","headers",{"title":2085,"description":2086,"path":2087,"category":2088,"updatedAt":1276,"sourceType":1428,"tags":2089},"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",[1428,2090,2091,2092],"github","issues","feedback",{"title":2094,"description":2095,"path":2096,"category":2027,"updatedAt":1478,"sourceType":1192,"tags":2097},"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",[1177,2033,2098,2099],"settings","options",{"title":2101,"description":2102,"path":2103,"category":2027,"updatedAt":1233,"sourceType":1192,"tags":2104},"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",[1437,1516,1517,1458,1852],{"title":2106,"description":2107,"path":2108,"category":2027,"updatedAt":1383,"sourceType":1192,"tags":2109},"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",[1339,1596,2110,1682,2033],"scheduler",{"title":2112,"description":2113,"path":2114,"category":2027,"updatedAt":1791,"sourceType":1192,"tags":2115},"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",[1221,1457,2116,2117,1351],"secretref","sessionStorage",{"title":2119,"description":2120,"path":2121,"category":2122,"updatedAt":1478,"sourceType":1192,"tags":2123},"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",[2124,2125,2126,1871,1585],"debugging","debug","runtime-overrides",{"title":2128,"description":2129,"path":2130,"category":2027,"updatedAt":1356,"sourceType":1192,"tags":2131},"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",[2039,2132,2133,2125,2033],"logging","flags",{"title":2135,"description":2136,"path":2137,"category":2027,"updatedAt":1356,"sourceType":1192,"tags":2138},"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",[1377,2139,2140,1359,2033],"dmScope","identityLinks",{"title":2142,"description":2143,"path":2144,"category":2027,"updatedAt":1356,"sourceType":1192,"tags":2145},"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",[1871,1872,2039,2146,2033],"migrations",{"title":2148,"description":2149,"path":2150,"category":2027,"updatedAt":1356,"sourceType":1192,"tags":2151},"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",[1725,1177,1385,2152,2033],"shell",{"title":2154,"description":2155,"path":2156,"category":2027,"updatedAt":1276,"sourceType":1160,"tags":2157},"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",[2158,1946,1428,2159,1948],"sources","trust",{"title":2161,"description":2162,"path":2163,"category":2027,"updatedAt":1233,"sourceType":1192,"tags":2164},"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",[1163,2165,1341,1799,1331],"rpc",{"title":2167,"description":2168,"path":2169,"category":2027,"updatedAt":1356,"sourceType":1192,"tags":2170},"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",[1516,1517,1163,1330,2033],{"title":2172,"description":2173,"path":2174,"category":2027,"updatedAt":1791,"sourceType":1192,"tags":2175},"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",[1377,1163,1291,1221,2033],{"title":2177,"description":2178,"path":2179,"category":2027,"updatedAt":1383,"sourceType":1192,"tags":2180},"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",[1163,1799,2181,2182,2033],"protocol","scopes",{"title":2184,"description":2185,"path":2186,"category":2027,"updatedAt":1373,"sourceType":1192,"tags":2187},"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",[1376,2188,1359,1602,1535],"mention",{"title":2190,"description":2191,"path":2192,"category":2027,"updatedAt":1383,"sourceType":1192,"tags":2193},"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",[1845,2194,2195,2196,2033],"visibility","activeHours","alerts",{"title":2198,"description":2199,"path":2200,"category":2027,"updatedAt":1373,"sourceType":1192,"tags":2201},"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",[1793,1799,2202,1163,2033],"sdk",{"title":2204,"description":2205,"path":2206,"category":2027,"updatedAt":1373,"sourceType":1192,"tags":2207},"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",[1177,2208,1823,2209,2033],"include","arrays",{"title":2211,"description":2212,"path":2213,"category":2027,"updatedAt":1356,"sourceType":1192,"tags":2214},"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",[1631,2215,1482,1212,2033],"invoke",{"title":2217,"description":2218,"path":2219,"category":2027,"updatedAt":1383,"sourceType":1192,"tags":2220},"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",[1167,2221,2222,2223,2224,2033],"hybrid-search","ranking","mmr","retrieval",{"title":2226,"description":2227,"path":2228,"category":2027,"updatedAt":1276,"sourceType":1192,"tags":2229},"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",[1284,2230,1351,1349,2033],"probe",{"title":2232,"description":2233,"path":2234,"category":2027,"updatedAt":1720,"sourceType":1192,"tags":2235},"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",[1516,1517,2068,2236,1852],"credentials",{"title":2238,"description":2239,"path":2240,"category":2027,"updatedAt":1276,"sourceType":1192,"tags":2241},"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",[1268,1411,2242,2243,1948,2033],"npm","pin",{"title":2245,"description":2246,"path":2247,"category":2122,"updatedAt":1233,"sourceType":1192,"tags":2248},"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",[2124,2249,1585,1349,1548],"raw-stream",{"title":2251,"description":2252,"path":2253,"category":2027,"updatedAt":1383,"sourceType":1192,"tags":2254},"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",[1235,2255,1351,1163,2033],"tlsFingerprint",{"title":2257,"description":2258,"path":2259,"category":2027,"updatedAt":1383,"sourceType":1192,"tags":2260},"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",[1376,2261,2262,2263,2033],"mentions","pending-history","reply",{"title":2265,"description":2266,"path":2267,"category":2027,"updatedAt":1356,"sourceType":1192,"tags":2268},"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",[2269,2270,1313,1349,2033],"secrets","secretrefs",{"title":2272,"description":2273,"path":2274,"category":2027,"updatedAt":1373,"sourceType":1192,"tags":2275},"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 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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",[1213,1845,1339,2302,1145],{"title":2620,"description":2621,"path":2622,"category":2596,"date":1336,"updatedAt":1336,"sourceType":1192,"source":2623,"tags":2624},"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",[1338,1213,1339,1340,1971,1145],{"title":2626,"description":2627,"path":2628,"category":2596,"date":1336,"updatedAt":1336,"sourceType":1192,"source":2629,"tags":2630},"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",[1347,1348,1350,1349,1649],{"title":2632,"description":2633,"path":2634,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2635,"tags":2636},"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",[1375,1360,1376,1359,1404],{"title":2638,"description":2639,"path":2640,"category":2596,"date":1383,"updatedAt":1383,"sourceType":1192,"source":2641,"tags":2642},"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",[1221,2006,1516,1235,1185],{"title":2644,"description":2645,"path":2646,"category":2596,"date":1276,"updatedAt":1276,"sourceType":1192,"source":2604,"tags":2647},"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",[1403,1405,1482,1165,1961],{"title":2649,"description":2650,"path":2651,"category":2447,"date":1159,"updatedAt":1159,"sourceType":1428,"source":2652,"tags":2653},"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",[2327,1429,2450,2403],{"title":2655,"description":2656,"path":2657,"category":2596,"date":1276,"updatedAt":1276,"sourceType":1192,"source":2658,"tags":2659},"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",[1411,1178,1420,1421,2660,1412],"telemetry",{"title":2662,"description":2663,"path":2664,"category":2389,"date":1233,"updatedAt":1233,"sourceType":1192,"source":2665,"tags":2666},"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",[1341,1163,2165,1331,1145],{"title":2668,"description":2669,"path":2670,"category":2596,"date":1356,"updatedAt":1356,"sourceType":1192,"source":2671,"tags":2672},"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",[1177,1725,1358,2673,1145],"overrides",{"title":2675,"description":2676,"path":2677,"category":2389,"date":1233,"updatedAt":1233,"sourceType":1192,"source":2584,"tags":2678},"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",[1747,1748,1316,1167,2679],"continuity",{"title":2681,"description":2682,"path":2683,"category":2389,"date":1233,"updatedAt":1233,"sourceType":1192,"source":2684,"tags":2685},"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",[1437,1221,1831,1516,1235],{"title":2687,"description":2688,"path":2689,"category":2596,"date":1791,"updatedAt":1791,"sourceType":1192,"source":2610,"tags":2690},"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",[1221,1315,2116,1351,1437],{"title":2692,"description":2693,"path":2694,"category":2596,"date":1276,"updatedAt":1276,"sourceType":1192,"source":2610,"tags":2695},"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",[1221,1291,1457,2116,1359,2696],"web",{"title":2698,"description":2699,"path":2700,"category":2389,"date":1159,"updatedAt":1159,"sourceType":1428,"source":2701,"tags":2702},"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",[1174,1178,1429,2327],{"title":2704,"description":2705,"path":2706,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2707,"tags":2708},"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",[1517,1516,1457,1865,2709],"rotate",{"title":2711,"description":2712,"path":2713,"category":2596,"date":1356,"updatedAt":1356,"sourceType":1192,"source":2714,"tags":2715},"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",[1871,2039,1872,2124,1145],{"title":2717,"description":2718,"path":2719,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2714,"tags":2720},"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",[1871,1872,1722,1949,2039],{"title":2722,"description":2723,"path":2724,"category":2725,"date":1159,"updatedAt":1159,"sourceType":1428,"source":2726,"tags":2727},"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",[2728,2729,2730,2731],"education","adoption","ai-tutor","higher-education",{"title":2733,"description":2734,"path":2735,"category":2725,"date":1159,"updatedAt":1159,"sourceType":1428,"source":2736,"tags":2737},"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",[1184,2329,1212,2327],{"title":2739,"description":2740,"path":2741,"category":2389,"date":1233,"updatedAt":1233,"sourceType":1192,"source":2742,"tags":2743},"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",[1178,1411,1268,1270,1430],{"title":2745,"description":2746,"path":2747,"category":2596,"date":1336,"updatedAt":1336,"sourceType":1192,"source":2748,"tags":2749},"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",[1494,1495,1496,1497,1165,1498],{"title":2751,"description":2752,"path":2753,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2754,"tags":2755},"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",[1163,1516,2756,1457,1330],"pending",{"title":2758,"description":2759,"path":2760,"category":2596,"date":1791,"updatedAt":1791,"sourceType":1192,"source":2761,"tags":2762},"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",[1163,1377,1291,1221,2763],"state",{"title":2765,"description":2766,"path":2767,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2768,"tags":2769},"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",[1376,2188,1602,1535,1359],{"title":2771,"description":2772,"path":2773,"category":2596,"date":1383,"updatedAt":1383,"sourceType":1192,"source":2768,"tags":2774},"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",[1376,2261,2775,1375,1649],"activation",{"title":2777,"description":2778,"path":2779,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2780,"tags":2781},"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",[1177,2208,1823,2209,1145],{"title":2783,"description":2784,"path":2785,"category":2389,"date":1233,"updatedAt":1233,"sourceType":1192,"source":2786,"tags":2787},"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",[2788,2329,2789,2790,2791],"showcase","home-assistant","nix","infrastructure",{"title":2793,"description":2794,"path":2795,"category":2596,"date":1356,"updatedAt":1356,"sourceType":1192,"source":2796,"tags":2797},"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",[1316,1167,1748,2679,1649],{"title":2799,"description":2800,"path":2801,"category":2596,"date":1356,"updatedAt":1356,"sourceType":1192,"source":2802,"tags":2803},"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",[1949,1339,1316,1838,1145],{"title":2805,"description":2806,"path":2807,"category":2415,"date":2390,"updatedAt":1146,"sourceType":2090,"source":2417,"tags":2808},"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",[1946,2018,1947,1178,1185],{"title":2810,"description":2811,"path":2812,"category":2596,"date":1276,"updatedAt":1276,"sourceType":1192,"source":2813,"tags":2814},"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",[2788,1167,1465,2825,2826],"vector-search","knowledge",{"title":2828,"description":2829,"path":2830,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2831,"tags":2832},"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",[2188,1376,1403,1405,1472],{"title":2834,"description":2835,"path":2836,"category":2596,"date":1356,"updatedAt":1356,"sourceType":1192,"source":2837,"tags":2838},"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",[1535,1291,1359,1539,1165],{"title":2840,"description":2841,"path":2842,"category":2596,"date":1276,"updatedAt":1276,"sourceType":1192,"source":2665,"tags":2843},"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",[1284,2230,1349,1351,1908],{"title":2845,"description":2846,"path":2847,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2848,"tags":2849},"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",[1330,1515,1163,1516,1517],{"title":2851,"description":2852,"path":2853,"category":2389,"date":1233,"updatedAt":1233,"sourceType":1192,"source":2854,"tags":2855},"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",[1220,2374,1643,2375,1949],{"title":2857,"description":2858,"path":2859,"category":2596,"date":1791,"updatedAt":1791,"sourceType":1192,"source":2684,"tags":2860},"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",[1961,1458,1437,1516,1235],{"title":2862,"description":2863,"path":2864,"category":2596,"date":1383,"updatedAt":1383,"sourceType":1192,"source":2865,"tags":2866},"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",[1221,1291,1799,1961,1331],{"title":2868,"description":2869,"path":2870,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2707,"tags":2871},"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",[1516,2068,1165,2069,1145],{"title":2873,"description":2874,"path":2875,"category":2389,"date":1233,"updatedAt":1233,"sourceType":1192,"source":2876,"tags":2877},"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",[1268,1429,1270,1428,1430],{"title":2879,"description":2880,"path":2881,"category":2596,"date":1276,"updatedAt":1276,"sourceType":1192,"source":2882,"tags":2883},"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",[1268,1411,2242,2243,1948],{"title":2885,"description":2886,"path":2887,"category":2596,"date":1276,"updatedAt":1276,"sourceType":1192,"source":2888,"tags":2889},"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",[1630,1631,1212,1482,1269],{"title":2891,"description":2892,"path":2893,"category":2596,"date":1383,"updatedAt":1383,"sourceType":1192,"source":2894,"tags":2895},"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",[1349,1284,1330,1351,1649],{"title":2897,"description":2898,"path":2899,"category":2596,"date":1383,"updatedAt":1383,"sourceType":1192,"source":2900,"tags":2901},"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",[1349,2032,1284,1163,1145],{"title":2903,"description":2904,"path":2905,"category":2389,"date":1233,"updatedAt":1233,"sourceType":1192,"source":2584,"tags":2906},"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",[1946,1947,1949,1948],{"title":2908,"description":2909,"path":2910,"category":2596,"date":1356,"updatedAt":1356,"sourceType":1192,"source":2610,"tags":2911},"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",[1221,1516,1330,1235,1852],{"title":2913,"description":2914,"path":2915,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2916,"tags":2917},"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",[1359,1358,2918,1165,1360],"threads",{"title":2920,"description":2921,"path":2922,"category":2596,"date":1336,"updatedAt":1336,"sourceType":1192,"source":2923,"tags":2924},"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",[1690,1577,1691,1261,1166],{"title":2926,"description":2927,"path":2928,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2929,"tags":2930},"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",[2270,2931,2932,2269,1145],"snapshot","rotation",{"title":2934,"description":2935,"path":2936,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2796,"tags":2937},"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",[1377,1185,2139,1516,1986],{"title":2939,"description":2940,"path":2941,"category":2596,"date":1276,"updatedAt":1276,"sourceType":1192,"source":2942,"tags":2943},"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",[1185,1971,1973,1972,1145],{"title":2945,"description":2946,"path":2947,"category":2948,"date":1159,"updatedAt":1159,"sourceType":1428,"source":2949,"tags":2950},"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",[1185,2951,1548,1184],"compliance",{"title":2953,"description":2954,"path":2955,"category":2596,"date":1356,"updatedAt":1356,"sourceType":1192,"source":2929,"tags":2956},"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",[1185,2269,1482,2957,1145],"proxy",{"title":2959,"description":2960,"path":2961,"category":2596,"date":2280,"updatedAt":2280,"sourceType":1192,"source":2962,"tags":2963},"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",[1377,2283,1748,2282,1163],{"title":2965,"description":2966,"path":2967,"category":2596,"date":2280,"updatedAt":2280,"sourceType":1192,"source":2968,"tags":2969},"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",[1316,1341,2289,1971,1145],{"title":2971,"description":2972,"path":2973,"category":2596,"date":1373,"updatedAt":1373,"sourceType":1192,"source":2974,"tags":2975},"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",[1185,1986,1987,2976,1163],"sandbox",{"title":2978,"description":2979,"path":2980,"category":2389,"date":1233,"updatedAt":1233,"sourceType":1192,"source":2786,"tags":2981},"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",[2788,1428,1403,1178,1213],{"title":2983,"description":2984,"path":2985,"category":2596,"date":1383,"updatedAt":1383,"sourceType":1192,"source":2974,"tags":2986},"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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