[{"data":1,"prerenderedAt":3335},["ShallowReactive",2],{"docs:manual/extension-stack-full-map":3,"content-manifest":705},{"id":4,"title":5,"body":6,"category":684,"date":685,"description":686,"extension":687,"meta":688,"navigation":689,"path":690,"seo":691,"source":692,"sourceName":693,"sourceType":694,"stem":695,"tags":696,"updatedAt":703,"__hash__":704},"docs/docs/manual/extension-stack-full-map.md","从 Skills 到 Workflows：OpenClaw 扩展栈完整地图",{"type":7,"value":8,"toc":656},"minimark",[9,13,17,20,54,57,65,68,73,76,97,100,104,107,118,121,138,141,146,149,152,173,177,180,191,194,205,208,216,218,238,242,245,259,262,265,279,282,308,312,315,323,326,337,340,348,351,354,374,378,381,395,398,401,412,415,417,431,435,438,449,452,469,472,475,483,486,497,499,513,517,520,531,534,537,548,551,562,565,567,581,585,588,593,597,601,605,609,613,617,621,625,629,633,636,639,653],[10,11,5],"h1",{"id":12},"从-skills-到-workflowsopenclaw-扩展栈完整地图",[14,15,16],"p",{},"OpenClaw 的扩展能力是最容易让人“越看越多、越看越像都能做”的部分。",[14,18,19],{},"因为你会同时看到这些词：",[21,22,23,27,30,33,36,39,42,45,48,51],"ul",{},[24,25,26],"li",{},"Skills",[24,28,29],{},"Tools",[24,31,32],{},"Plugins",[24,34,35],{},"Hooks",[24,37,38],{},"Webhooks",[24,40,41],{},"ClawHub",[24,43,44],{},"OpenProse",[24,46,47],{},"Lobster",[24,49,50],{},"Workflows",[24,52,53],{},"Approvals",[14,55,56],{},"如果只零散看单页，很容易出现两个极端：",[21,58,59,62],{},[24,60,61],{},"还没跑稳基础链路，就过早堆复杂扩展",[24,63,64],{},"明明已经进入长期使用阶段，却还在用最原始的单点方式硬撑",[14,66,67],{},"这篇长文的目标，是把这整组能力按“进入顺序”和“运行职责边界”重新排出来。",[69,70,72],"h2",{"id":71},"_1-先给一个总判断扩展栈不是一层是六层","1. 先给一个总判断：扩展栈不是一层，是六层",[14,74,75],{},"更适合把 OpenClaw 的扩展能力拆成下面六层：",[77,78,79,82,85,88,91,94],"ol",{},[24,80,81],{},"Skills：给 agent 增加可复用能力片段",[24,83,84],{},"Tools：给 agent 增加可调用执行面",[24,86,87],{},"Plugins：把能力和集成打包成正式扩展件",[24,89,90],{},"Hooks / Webhooks：把事件和外部系统接进来",[24,92,93],{},"OpenProse / Lobster：把多步内容或执行流程结构化",[24,95,96],{},"Approvals / governance：把高风险动作纳入治理",[14,98,99],{},"如果你不先分层，后面就很容易把“我需要一个 Skill”误做成“我得写个插件”，或者把“我只需要一个 webhook”做成“我要上整套 workflow runtime”。",[69,101,103],{"id":102},"_2-第一层skills-最像能力包不是系统集成","2. 第一层：Skills 最像“能力包”，不是“系统集成”",[14,105,106],{},"Skills 最适合解决的是：",[21,108,109,112,115],{},[24,110,111],{},"agent 在某类任务里怎么做更稳",[24,113,114],{},"如何复用一套提示、步骤和工作习惯",[24,116,117],{},"如何把常见任务沉淀成可调用的能力块",[14,119,120],{},"它特别适合：",[21,122,123,126,129,132,135],{},[24,124,125],{},"资料检索",[24,127,128],{},"长文整理",[24,130,131],{},"分析框架",[24,133,134],{},"固定写作模板",[24,136,137],{},"常见问答流程",[14,139,140],{},"所以如果你现在的问题更像：",[21,142,143],{},[24,144,145],{},"agent 老是不会按我们的方式做",[14,147,148],{},"那多半先看 Skills，而不是先找插件。",[14,150,151],{},"延伸阅读：",[21,153,154,161,167],{},[24,155,156],{},[157,158,160],"a",{"href":159},"/docs/manual/skills-system","Skills 系统",[24,162,163],{},[157,164,166],{"href":165},"/docs/manual/skills-configuration","Skills 配置",[24,168,169],{},[157,170,172],{"href":171},"/skills","Skills 页面",[69,174,176],{"id":175},"_3-第二层tools-才是真正把能力伸到执行面","3. 第二层：Tools 才是真正把能力伸到执行面",[14,178,179],{},"Tools 解决的是另一类问题：",[21,181,182,185,188],{},[24,183,184],{},"agent 能不能真的去做动作",[24,186,187],{},"它能用哪些执行能力",[24,189,190],{},"哪些动作要审批、哪些动作要收口",[14,192,193],{},"这一层的核心不是“会不会说”，而是：",[21,195,196,199,202],{},[24,197,198],{},"能不能调用",[24,200,201],{},"调用范围有多大",[24,203,204],{},"风险边界怎么守",[14,206,207],{},"可以把它简单记成：",[21,209,210,213],{},[24,211,212],{},"Skills 更偏“怎么想、怎么做”",[24,214,215],{},"Tools 更偏“能做什么”",[14,217,151],{},[21,219,220,226,232],{},[24,221,222],{},[157,223,225],{"href":224},"/docs/manual/tools-overview","Tools 概览",[24,227,228],{},[157,229,231],{"href":230},"/docs/manual/exec-tools-and-approvals","Exec tools 与 approvals",[24,233,234],{},[157,235,237],{"href":236},"/tools","工具系列",[69,239,241],{"id":240},"_4-第三层plugins-是正式扩展件不只是会被加载的一段配置","4. 第三层：Plugins 是正式扩展件，不只是“会被加载的一段配置”",[14,243,244],{},"当你开始需要：",[21,246,247,250,253,256],{},[24,248,249],{},"把能力打包",[24,251,252],{},"做版本同步",[24,254,255],{},"做 manifest 和 package pack",[24,257,258],{},"让团队复用和安装",[14,260,261],{},"这时更适合进入插件层。",[14,263,264],{},"插件这一层真正值钱的不是“能装”，而是：",[21,266,267,270,273,276],{},[24,268,269],{},"能被正式追踪",[24,271,272],{},"有 manifest",[24,274,275],{},"有版本和分发",[24,277,278],{},"能和 ClawHub、社区目录、hook pack 等体系接上",[14,280,281],{},"更适合一路串着看的是：",[21,283,284,290,296,302],{},[24,285,286],{},[157,287,289],{"href":288},"/docs/manual/plugins-overview","Plugins 概览",[24,291,292],{},[157,293,295],{"href":294},"/docs/manual/plugin-manifest","Plugin manifest",[24,297,298],{},[157,299,301],{"href":300},"/docs/manual/plugin-package-packs","Plugin package packs",[24,303,304],{},[157,305,307],{"href":306},"/docs/manual/community-plugins-directory","Community plugins directory",[69,309,311],{"id":310},"_5-第四层hooks-webhooks-是事件接入层不是另一种插件","5. 第四层：Hooks / Webhooks 是事件接入层，不是另一种插件",[14,313,314],{},"很多人会把 Hooks 当成插件的附属配置，但更准确的看法是：",[21,316,317,320],{},[24,318,319],{},"插件是能力包装层",[24,321,322],{},"Hooks 是事件接入层",[14,324,325],{},"Hooks 更像在回答：",[21,327,328,331,334],{},[24,329,330],{},"什么时候触发",[24,332,333],{},"触发以后把什么事件送进来",[24,335,336],{},"是 Gateway 内部事件，还是外部 webhook",[14,338,339],{},"所以如果你的需求更像：",[21,341,342,345],{},[24,343,344],{},"外部系统一有事件就想让 OpenClaw 接住",[24,346,347],{},"想把后台检查、提醒、同步、路由接进来",[14,349,350],{},"那应该先想 hooks / webhooks，而不是先堆 Skills。",[14,352,353],{},"更适合成组看的页面：",[21,355,356,362,368],{},[24,357,358],{},[157,359,361],{"href":360},"/docs/manual/hooks-overview","Hooks 概览",[24,363,364],{},[157,365,367],{"href":366},"/docs/manual/hook-lifecycle-events","Hook lifecycle events",[24,369,370],{},[157,371,373],{"href":372},"/docs/manual/webhooks-external-triggers","Webhooks external triggers",[69,375,377],{"id":376},"_6-第五层clawhub-是发现与同步层不是单纯扩展商店","6. 第五层：ClawHub 是发现与同步层，不是单纯扩展商店",[14,379,380],{},"ClawHub 很容易被简单理解成一个“下载扩展的地方”，但它真正更值得重视的是：",[21,382,383,386,389,392],{},[24,384,385],{},"版本同步",[24,387,388],{},"发现机制",[24,390,391],{},"信任信号",[24,393,394],{},"团队里如何把扩展组织起来",[14,396,397],{},"也就是说，ClawHub 更像扩展生态的分发与治理层，而不只是一个市场页。",[14,399,400],{},"当你开始考虑：",[21,402,403,406,409],{},[24,404,405],{},"哪些扩展值得引入",[24,407,408],{},"团队里怎么统一版本",[24,410,411],{},"如何判断社区资源可信度",[14,413,414],{},"这时 ClawHub 才真正进入主线。",[14,416,151],{},[21,418,419,425],{},[24,420,421],{},[157,422,424],{"href":423},"/docs/manual/clawhub-versioning-and-sync","ClawHub 版本同步",[24,426,427],{},[157,428,430],{"href":429},"/docs/manual/clawhub-discovery-and-trust-signals","ClawHub 发现与信任信号",[69,432,434],{"id":433},"_7-第六层openprose-和-lobster-让扩展从单点能力变成结构化流程","7. 第六层：OpenProse 和 Lobster 让扩展从单点能力变成结构化流程",[14,436,437],{},"当你已经不满足于：",[21,439,440,443,446],{},[24,441,442],{},"一个技能",[24,444,445],{},"一个工具",[24,447,448],{},"一个 webhook",[14,450,451],{},"而是开始需要：",[21,453,454,457,460,463,466],{},[24,455,456],{},"多步执行",[24,458,459],{},"草稿到执行分层",[24,461,462],{},"resume token",[24,464,465],{},"审批点",[24,467,468],{},"更结构化的 workflow runtime",[14,470,471],{},"这时才进入 OpenProse / Lobster 这一层。",[14,473,474],{},"OpenProse 更偏：",[21,476,477,480],{},[24,478,479],{},"规划",[24,481,482],{},"结构化内容或流程组织",[14,484,485],{},"Lobster 更偏：",[21,487,488,491,494],{},[24,489,490],{},"typed workflow runtime",[24,492,493],{},"run / resume",[24,495,496],{},"更正式的执行面",[14,498,151],{},[21,500,501,507],{},[24,502,503],{},[157,504,506],{"href":505},"/docs/manual/openprose-and-lobster-boundaries","OpenProse 和 Lobster 的边界",[24,508,509],{},[157,510,512],{"href":511},"/docs/reference/lobster-invoke-and-resume","Lobster invoke / resume",[69,514,516],{"id":515},"_8-第七层approvals-是整个扩展栈的治理门","8. 第七层：Approvals 是整个扩展栈的治理门",[14,518,519],{},"扩展栈越往后走，真正决定系统能不能长期稳定运行的，越来越不是“功能够不够”，而是：",[21,521,522,525,528],{},[24,523,524],{},"哪些动作需要人工 gate",[24,526,527],{},"哪些执行可以自动继续",[24,529,530],{},"哪些流程应该停在 approval 后再 resume",[14,532,533],{},"所以 approvals 不是附属小功能，而是扩展体系的治理门。",[14,535,536],{},"它和前面所有层都有关系：",[21,538,539,542,545],{},[24,540,541],{},"Tools 会碰到 exec approvals",[24,543,544],{},"Workflows 会碰到 resumeToken 和 gate",[24,546,547],{},"Chat channels 又可能承接 approvals forwarding",[14,549,550],{},"当你开始做：",[21,552,553,556,559],{},[24,554,555],{},"自动化",[24,557,558],{},"高风险工具调用",[24,560,561],{},"团队协作",[14,563,564],{},"审批就不再是可选项。",[14,566,151],{},[21,568,569,575],{},[24,570,571],{},[157,572,574],{"href":573},"/docs/reference/approvals-cli-and-allowlist","Approvals CLI 与 allowlist",[24,576,577],{},[157,578,580],{"href":579},"/best-practices/approval-gated-automation","需要审批的自动化流程怎么设计",[69,582,584],{"id":583},"_9-一条更实用的进入顺序","9. 一条更实用的进入顺序",[14,586,587],{},"如果你想知道什么时候该引入哪一层，更推荐按下面这条顺序：",[589,590,592],"h3",{"id":591},"第一步先用-skills-解决方法不稳定","第一步：先用 Skills 解决“方法不稳定”",[589,594,596],{"id":595},"第二步再用-tools-解决能力不够","第二步：再用 Tools 解决“能力不够”",[589,598,600],{"id":599},"第三步需要正式分发时上-plugins","第三步：需要正式分发时上 Plugins",[589,602,604],{"id":603},"第四步需要事件驱动时上-hooks-webhooks","第四步：需要事件驱动时上 Hooks / Webhooks",[589,606,608],{"id":607},"第五步需要多步流程时上-openprose-lobster","第五步：需要多步流程时上 OpenProse / Lobster",[589,610,612],{"id":611},"第六步复杂度上来以后把-approvals-和-governance-补齐","第六步：复杂度上来以后，把 approvals 和 governance 补齐",[69,614,616],{"id":615},"_10-最容易踩的四个坑","10. 最容易踩的四个坑",[589,618,620],{"id":619},"_1-用插件解决本来只需要-skill-的问题","1. 用插件解决本来只需要 Skill 的问题",[589,622,624],{"id":623},"_2-用-webhook-硬撑本来需要-workflow-runtime-的多步流程","2. 用 webhook 硬撑本来需要 workflow runtime 的多步流程",[589,626,628],{"id":627},"_3-上了很多扩展却没有版本和信任治理","3. 上了很多扩展，却没有版本和信任治理",[589,630,632],{"id":631},"_4-复杂自动化已经上线审批却还是空白","4. 复杂自动化已经上线，审批却还是空白",[69,634,635],{"id":635},"结尾",[14,637,638],{},"OpenClaw 的扩展栈，不是“功能越多越好”，而是：",[21,640,641,644,647,650],{},[24,642,643],{},"先补方法",[24,645,646],{},"再补能力",[24,648,649],{},"再补打包和接入",[24,651,652],{},"最后才补复杂流程和治理",[14,654,655],{},"按这个顺序进入，扩展体系才会长成一个系统，而不是一堆彼此打架的能力。",{"title":657,"searchDepth":658,"depth":658,"links":659},"",2,[660,661,662,663,664,665,666,667,668,677,683],{"id":71,"depth":658,"text":72},{"id":102,"depth":658,"text":103},{"id":175,"depth":658,"text":176},{"id":240,"depth":658,"text":241},{"id":310,"depth":658,"text":311},{"id":376,"depth":658,"text":377},{"id":433,"depth":658,"text":434},{"id":515,"depth":658,"text":516},{"id":583,"depth":658,"text":584,"children":669},[670,672,673,674,675,676],{"id":591,"depth":671,"text":592},3,{"id":595,"depth":671,"text":596},{"id":599,"depth":671,"text":600},{"id":603,"depth":671,"text":604},{"id":607,"depth":671,"text":608},{"id":611,"depth":671,"text":612},{"id":615,"depth":658,"text":616,"children":678},[679,680,681,682],{"id":619,"depth":671,"text":620},{"id":623,"depth":671,"text":624},{"id":627,"depth":671,"text":628},{"id":631,"depth":671,"text":632},{"id":635,"depth":658,"text":635},"功能",null,"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。","md",{},true,"/docs/manual/extension-stack-full-map",{"title":5,"description":686},"https://docs.openclaw.ai","OpenClaw Docs","official","docs/manual/extension-stack-full-map",[697,698,699,700,701,702],"skills","tools","plugins","hooks","workflows","approvals","2026-03-29","jJDetzO6R-CWAvzEYCOckEXAlIKEPdz5FY2AGbCtscY",{"generatedAt":706,"collections":707,"totals":3333},"2026-10-19T07:16:28.294Z",{"docs":708,"news":1917,"bestPractices":2677},{"count":709,"items":710},171,[711,724,734,743,752,757,762,769,777,785,794,801,810,819,826,833,840,846,853,860,871,878,886,896,906,915,924,933,940,947,952,960,968,975,983,991,996,1003,1010,1018,1025,1032,1034,1044,1050,1055,1063,1069,1073,1083,1092,1100,1108,1115,1123,1129,1134,1140,1149,1154,1159,1168,1174,1186,1192,1199,1205,1209,1216,1224,1231,1236,1242,1249,1255,1264,1269,1278,1287,1293,1298,1302,1310,1317,1323,1330,1338,1344,1351,1360,1368,1375,1382,1388,1395,1401,1410,1416,1423,1428,1437,1444,1452,1461,1468,1475,1485,1491,1497,1502,1510,1517,1524,1531,1537,1544,1549,1559,1570,1576,1581,1586,1592,1598,1605,1612,1619,1628,1635,1640,1646,1653,1662,1669,1676,1682,1688,1695,1701,1706,1711,1718,1724,1732,1738,1745,1750,1759,1765,1771,1778,1784,1790,1798,1805,1810,1818,1824,1830,1837,1844,1849,1856,1865,1872,1878,1885,1891,1897,1903,1912],{"title":712,"description":713,"path":714,"category":715,"updatedAt":716,"sourceType":717,"tags":718},"OpenClaw 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plugins.slots.memory 该怎么理解和切换。","/docs/manual/memory-plugin-slots-and-source-of-truth",[723,699,1113,1114,1105],"lancedb","memory-core",{"title":1116,"description":1117,"path":1118,"category":684,"updatedAt":1028,"sourceType":694,"tags":1119},"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",[723,1120,1121,1122,1113],"search","indexing","embeddings",{"title":1124,"description":1125,"path":1126,"category":684,"updatedAt":781,"sourceType":875,"tags":1127},"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",[723,877,932,1128],"logs",{"title":1130,"description":1131,"path":1132,"category":684,"updatedAt":781,"sourceType":694,"tags":1133},"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",[723,698,697,877,767],{"title":1135,"description":1136,"path":1137,"category":684,"updatedAt":1028,"sourceType":694,"tags":1138},"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",[1078,1139,1082,957,959],"retry",{"title":1141,"description":1142,"path":1143,"category":937,"updatedAt":703,"sourceType":694,"tags":1144},"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",[838,1145,1146,1147,1148,864],"allowlist","aliases","image","gating",{"title":1150,"description":1151,"path":1152,"category":684,"updatedAt":830,"sourceType":694,"tags":1153},"OpenClaw 的 Models 应该怎么理解","理解 OpenClaw 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/prose，什么时候该转成工作流运行时。",[1172,1173,824,702,767],"openprose","lobster",{"title":1175,"description":1176,"path":1177,"category":864,"updatedAt":1178,"sourceType":694,"tags":1179},"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",[1180,922,1181,1182,1183,1184,1185],"platforms","ios","android","windows","linux","install",{"title":1187,"description":1188,"path":1189,"category":684,"updatedAt":789,"sourceType":694,"tags":1190},"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",[699,700,768,981,1191],"governance",{"title":1193,"description":1194,"path":294,"category":684,"updatedAt":789,"sourceType":694,"tags":1195},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 的必填字段、校验规则，以及为什么插件清单会直接影响配置是否可通过。",[699,1196,1197,1198,733],"manifest","schema","validation",{"title":1200,"description":1201,"path":300,"category":684,"updatedAt":789,"sourceType":694,"tags":1202},"插件包与频道目录元信息","根据最新官方插件文档，解释 package packs、插件 id 生成规则、openclaw.channel 元信息，以及为什么这些字段会影响安装与引导体验。",[699,1203,722,1204,981],"package-packs","metadata",{"title":1206,"description":1207,"path":288,"category":684,"updatedAt":830,"sourceType":694,"tags":1208},"OpenClaw 插件系统怎么用","基于官方插件与 CLI 文档，解释插件和 Skills、Tools 的边界，说明安装、启用、更新与风险控制的基本方法。",[699,981,697,698,895],{"title":1210,"description":1211,"path":1212,"category":684,"updatedAt":830,"sourceType":694,"tags":1213},"模型提供商与故障转移","基于官方 providers 文档，整理 OpenClaw 常见 provider、默认模型写法、fallback 思路和长期运行时的配置重点。","/docs/manual/providers-and-fallback",[903,838,1214,1215,1088],"fallback","openrouter",{"title":1217,"description":1218,"path":1219,"category":864,"updatedAt":865,"sourceType":694,"tags":1220},"Queue 系统与消息转向","理解 OpenClaw 的 Queue 系统、消息转向模式和并发控制机制。","/docs/manual/queue-system",[1221,1222,1223,1078],"queue","steering","concurrency",{"title":1225,"description":1226,"path":1227,"category":684,"updatedAt":890,"sourceType":694,"tags":1228},"用 SearXNG 给 OpenClaw 配自托管 web_search","基于最新官方 SearXNG Search 文档，整理 OpenClaw 如何接入自托管 SearXNG 作为 web_search provider，以及生产环境里最该注意哪些边界。","/docs/manual/searxng-search-provider",[1229,1230,698,1120,817],"searxng","web-search",{"title":1232,"description":1233,"path":1234,"category":684,"updatedAt":781,"sourceType":875,"tags":1235},"Session 与配对机制","理解 OpenClaw 如何通过配对、allowFrom、群组提及规则和 session 隔离来识别用户并保护上下文边界。","/docs/manual/session-and-pairing",[932,1061,722,905],{"title":1237,"description":1238,"path":1239,"category":937,"updatedAt":703,"sourceType":694,"tags":1240},"session memory search 什么时候值得开，什么时候先别开","基于最新官方 Memory 与 memory CLI 文档，整理 OpenClaw 的 session memory search、异步索引刷新、delta threshold 和 embedding cache 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和运行时环境注入边界。","2026-03-18",[697,1260,1261,1262,1263],"config","allowBundled","watch","env",{"title":1265,"description":1266,"path":159,"category":684,"updatedAt":1267,"sourceType":694,"tags":1268},"Skills 系统怎么工作","理解 OpenClaw Skills 的三层来源、加载流程、ClawHub 风险，以及为什么不应该一次安装过多技能。","2026-03-17",[697,964,698,741],{"title":1270,"description":1271,"path":1272,"category":864,"updatedAt":865,"sourceType":694,"tags":1273},"流式输出与分块机制","理解 OpenClaw 的两层流式输出机制：块流式（实时发送）和预览流式（实时预览），以及如何配置。","/docs/manual/streaming-and-chunking",[1274,1275,1276,1277,722],"streaming","chunking","block","preview",{"title":1279,"description":1280,"path":1281,"category":684,"updatedAt":1028,"sourceType":694,"tags":1282},"系统提示词、上下文与压缩","基于官方 system prompt、context、compaction 与 session pruning 文档，解释 OpenClaw 一次运行到底会把什么发给模型，以及上下文为什么会变满。","/docs/manual/system-prompt-context-and-compaction",[1283,1284,1285,1286,870],"system-prompt","context","compaction","pruning",{"title":1288,"description":1289,"path":1290,"category":684,"updatedAt":830,"sourceType":694,"tags":1291},"Telegram 与 WhatsApp 接入重点","两个最常见的入门渠道该怎么选、各自依赖什么认证方式，以及群聊和私聊里最容易踩的坑。","/docs/manual/telegram-and-whatsapp",[722,957,958,1061,1292],"bot",{"title":1294,"description":1295,"path":1296,"category":684,"updatedAt":830,"sourceType":694,"tags":1297},"Telegram 和 Discord 作为审批入口时该怎么收边界","基于最新官方 Exec Approvals 文档，解释 Telegram 与 Discord 作为 exec approval 客户端时分别扮演什么角色、哪些配置值得先看，以及为什么它们适合作为受控审批入口而不是普通开放群聊。","/docs/manual/telegram-discord-approval-clients",[957,959,702,722,1030,741],{"title":1299,"description":1300,"path":224,"category":684,"updatedAt":781,"sourceType":694,"tags":1301},"OpenClaw 的 Tools 与扩展能力概览","从中文用户角度理解 OpenClaw 的工具层、技能层和自动化扩展边界，知道它为什么不只是聊天助手。",[698,697,700,768],{"title":1303,"description":1304,"path":1305,"category":684,"updatedAt":830,"sourceType":694,"tags":1306},"vLLM 本地模型 Provider 怎么接","基于最新官方 vLLM provider 文档，整理 OpenClaw 如何接入 vLLM、本地自动发现和手动模型声明各自适合什么场景。","/docs/manual/vllm-local-model-provider",[1307,1308,903,817,1309],"vllm","local-models","inference",{"title":1311,"description":1312,"path":1313,"category":684,"updatedAt":781,"sourceType":694,"tags":1314},"语音唤醒与 Talk Mode","理解 OpenClaw 的 voice wake 是怎么和 Gateway、nodes、客户端一起工作的，以及什么时候值得启用它。","/docs/manual/voice-wake-and-talk-mode",[1002,1315,1316,884,946],"wake-word","talk-mode",{"title":1318,"description":1319,"path":1320,"category":684,"updatedAt":830,"sourceType":694,"tags":1321},"WebChat 与 message CLI","理解 OpenClaw 除聊天渠道外的两类直接交互入口：Gateway WebSocket 上的 WebChat 和统一的 openclaw message 命令。","/docs/manual/webchat-and-message-cli",[845,1322,895,720,722],"message",{"title":1324,"description":1325,"path":1326,"category":684,"updatedAt":1327,"sourceType":694,"tags":1328},"WebChat、API 和控制面入口的边界怎么分","基于最新官方 WebChat、Session 和 API 文档，解释 WebChat 为什么更像会话 UI、HTTP API 为什么更像结构化管理面，以及 Dashboard 为什么仍然属于高权限控制面。","/docs/manual/webchat-api-and-control-surface-boundaries","2026-03-26",[845,1329,776,720,701],"api",{"title":1331,"description":1332,"path":1333,"category":684,"updatedAt":789,"sourceType":694,"tags":1334},"WebChat 的会话与只读边界","基于最新官方 WebChat 文档，整理 WebChat 如何共享 Gateway 会话、chat.inject 和 abort partial 是什么，以及 Gateway 不可达时为什么会进入只读模式。","/docs/manual/webchat-session-and-readonly-mode",[845,870,1335,1336,1337],"websocket","readonly","chat",{"title":1339,"description":1340,"path":372,"category":684,"updatedAt":830,"sourceType":694,"tags":1341},"用 Webhooks 接外部系统","基于最新官方 Webhooks 文档，整理 OpenClaw 如何通过 /hooks 接收外部事件，重点解释 wake、agent、映射、投递和安全边界。",[1342,700,768,1343,741],"webhooks","integrations",{"title":1345,"description":1346,"path":1347,"category":1348,"updatedAt":910,"sourceType":694,"tags":1349},"Exec approvals 转发到聊天渠道该怎么设计","基于最新官方 approvals 文档，解释 OpenClaw 如何把 exec approval 请求转发到聊天渠道、/approve 命令怎么工作，以及为什么它适合远程值班但不适合无限扩散批准权。","/docs/operations/chat-approval-forwarding","运维",[702,1030,1337,1350,740],"forwarding",{"title":1352,"description":1353,"path":1354,"category":1348,"updatedAt":789,"sourceType":694,"tags":1355},"配置热重载与 include 合并怎么用","基于最新官方 Configuration 文档，整理 OpenClaw 的 config hot reload、reload mode、include 深度合并和哪些改动需要重启。","/docs/operations/config-hot-reload-and-includes",[733,1356,1357,1358,1359],"hot-reload","includes","merge","restart",{"title":1361,"description":1362,"path":1363,"category":1348,"updatedAt":789,"sourceType":694,"tags":1364},"远程打开 Control UI 的正确方式","基于最新官方 Control UI、Dashboard 和 Tailscale 文档，整理远程访问 Control UI 时最稳的路径、常见 1008 报错原因，以及 allowedOrigins 等关键边界。","/docs/operations/control-ui-remote-access",[988,776,1365,1366,1367],"remote-access","tailscale","allowedOrigins",{"title":1369,"description":1370,"path":1371,"category":1348,"updatedAt":910,"sourceType":694,"tags":1372},"Cron 的 retention 和 run log pruning 怎么工作","基于最新官方 Cron Jobs 与配置文档，解释 isolated cron run 的 sessionRetention、runLog 裁剪、transcript archive 和高频调度下的磁盘足迹，避免把 cron 当成无限保留的后台队列。","/docs/operations/cron-retention-and-run-log-pruning",[893,1373,1286,1374,740],"retention","runlog",{"title":1376,"description":1377,"path":1378,"category":1348,"updatedAt":789,"sourceType":694,"tags":1379},"定时任务与心跳怎么选","根据最新官方自动化文档，解释 Heartbeat、Cron main、Cron isolated 三种机制分别适合什么场景，以及它们在精度、上下文和成本上的差异。","/docs/operations/cron-vs-heartbeat",[768,893,1380,1381,740],"heartbeat","scheduling",{"title":1383,"description":1384,"path":1385,"category":1348,"updatedAt":910,"sourceType":694,"tags":1386},"Dashboard 管理面怎么更稳地开放","基于最新官方 Dashboard、remote access 和 pairing 文档，整理管理员面该如何开放、保存 token、限制入口和处理 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为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[1380,1729,1730,1731,1569],"visibility","activeHours","alerts",{"title":1733,"description":1734,"path":1735,"category":1563,"updatedAt":928,"sourceType":694,"tags":1736},"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",[1329,1335,1737,720,1569],"sdk",{"title":1739,"description":1740,"path":1741,"category":1563,"updatedAt":928,"sourceType":694,"tags":1742},"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",[733,1743,1358,1744,1569],"include","arrays",{"title":1746,"description":1747,"path":511,"category":1563,"updatedAt":910,"sourceType":694,"tags":1748},"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。",[1173,1749,702,767,1569],"invoke",{"title":1751,"description":1752,"path":1753,"category":1563,"updatedAt":703,"sourceType":694,"tags":1754},"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",[723,1755,1756,1757,1758,1569],"hybrid-search","ranking","mmr","retrieval",{"title":1760,"description":1761,"path":1762,"category":1563,"updatedAt":830,"sourceType":694,"tags":1763},"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",[838,1764,905,903,1569],"probe",{"title":1766,"description":1767,"path":1768,"category":1563,"updatedAt":1258,"sourceType":694,"tags":1769},"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",[1061,1062,1603,1770,1387],"credentials",{"title":1772,"description":1773,"path":1774,"category":1563,"updatedAt":830,"sourceType":694,"tags":1775},"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",[699,964,1776,1777,1483,1569],"npm","pin",{"title":1779,"description":1780,"path":1781,"category":1657,"updatedAt":789,"sourceType":694,"tags":1782},"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",[1659,1783,1128,903,1091],"raw-stream",{"title":1785,"description":1786,"path":1787,"category":1563,"updatedAt":703,"sourceType":694,"tags":1788},"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",[791,1789,905,720,1569],"tlsFingerprint",{"title":1791,"description":1792,"path":1793,"category":1563,"updatedAt":703,"sourceType":694,"tags":1794},"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",[931,1795,1796,1797,1569],"mentions","pending-history","reply",{"title":1799,"description":1800,"path":1801,"category":1563,"updatedAt":910,"sourceType":694,"tags":1802},"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",[1803,1804,867,903,1569],"secrets","secretrefs",{"title":1806,"description":1807,"path":1808,"category":1563,"updatedAt":928,"sourceType":694,"tags":1809},"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",[932,741,1674,1061,1145],{"title":1811,"description":1812,"path":1813,"category":1563,"updatedAt":1814,"sourceType":694,"tags":1815},"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",[932,1816,1817,1285,1569],"transcript","jsonl",{"title":1819,"description":1820,"path":1821,"category":1563,"updatedAt":1814,"sourceType":694,"tags":1822},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[870,895,1823,1507,740],"store",{"title":1825,"description":1826,"path":1827,"category":1563,"updatedAt":703,"sourceType":694,"tags":1828},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[741,1522,1507,1829,1569],"ingress",{"title":1831,"description":1832,"path":1833,"category":1563,"updatedAt":789,"sourceType":694,"tags":1834},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[895,1415,1835,1128,1836],"health","troubleshooting",{"title":1838,"description":1839,"path":1840,"category":1563,"updatedAt":1814,"sourceType":694,"tags":1841},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1816,1842,903,1843,1569],"hygiene","tool-calls",{"title":1845,"description":1846,"path":1847,"category":1657,"updatedAt":781,"sourceType":694,"tags":1848},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[1836,1406,1415,1128],{"title":1850,"description":1851,"path":1852,"category":1563,"updatedAt":910,"sourceType":694,"tags":1853},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[845,1854,1855,1816,1569],"history","inject",{"title":1857,"description":1858,"path":1859,"category":1860,"updatedAt":830,"sourceType":694,"tags":1861},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[1862,1863,1864,1039,1434,1435],"china","cloud","deployment",{"title":1866,"description":1867,"path":1868,"category":1860,"updatedAt":781,"sourceType":694,"tags":1869},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[1864,792,1870,1863,1871],"docker","wsl2",{"title":1873,"description":1874,"path":1875,"category":1860,"updatedAt":1267,"sourceType":694,"tags":1876},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[774,1776,1877,1871],"install-script",{"title":1879,"description":1880,"path":1881,"category":1860,"updatedAt":789,"sourceType":694,"tags":1882},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[774,1883,1877,1884,1484],"updater","git",{"title":1886,"description":1887,"path":1888,"category":1860,"updatedAt":1028,"sourceType":694,"tags":1889},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 从首次安装到原地升级、服务移除和彻底卸载的完整维护路径。","/docs/setup/installer-update-and-uninstall",[774,1883,1890,1406,1484],"uninstall",{"title":1892,"description":1893,"path":1894,"category":1860,"updatedAt":1028,"sourceType":694,"tags":1895},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 的详细指南。","/docs/setup/linux-installation",[1184,774,784,1896],"server",{"title":1898,"description":1899,"path":1900,"category":1860,"updatedAt":1028,"sourceType":694,"tags":1901},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[922,774,784,1902],"apple",{"title":1904,"description":1905,"path":1906,"category":1907,"updatedAt":781,"sourceType":694,"tags":1908},"版本迁移与升级检查单","在 OpenClaw 版本升级前后，优先检查配置、CLI、认证和入口层变化，避免把升级直接变成线上事故。","/docs/setup/migration-guide","迁移",[1909,1910,1481,1911],"migration","upgrade","checklist",{"title":1913,"description":1914,"path":1915,"category":1860,"updatedAt":1028,"sourceType":694,"tags":1916},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 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版本，带来更强大的功能、更好的性能和更完善的开发者体验。","/news/api-v2-release","产品更新","2026-03-10","github.com/openclaw/openclaw",[1329,1954,1955,1737],"v2","developer",{"title":1957,"description":1958,"path":1959,"category":1960,"date":1951,"updatedAt":1951,"sourceType":694,"source":1961,"tags":1962},"OpenClaw on AWS：云上一键部署指南发布","AWS 官方发布 OpenClaw on Lightsail 部署指南，用户可在 AWS 云平台快速部署自己的 AI 助手实例。","/news/aws-lightsail-deployment","云服务集成","AWS Blog",[902,1863,1864,1963],"lightsail",{"title":1965,"description":1966,"path":1967,"category":1950,"date":1925,"updatedAt":781,"sourceType":694,"source":1926,"tags":1968},"OpenClaw 浏览器自动化功能升级","OpenClaw 浏览器自动化功能迎来重大升级，支持更多操作和更好的稳定性。","/news/browser-automation-v2",[1009,768,1481,1554],{"title":1970,"description":1971,"path":1972,"category":1943,"date":1925,"updatedAt":781,"sourceType":694,"source":1926,"tags":1973},"OpenClaw Canvas 实时可视化功能详解","深入了解 OpenClaw 的 Canvas 功能，如何使用 A2UI 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开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[730,697,980,1862],{"title":2239,"description":2240,"path":2241,"category":2131,"date":928,"updatedAt":928,"sourceType":694,"source":2242,"tags":2243},"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",[1062,1061,1008,1400,2244],"rotate",{"title":2246,"description":2247,"path":2248,"category":2131,"date":910,"updatedAt":910,"sourceType":694,"source":2249,"tags":2250},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair 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在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[2263,2264,2265,2266],"education","adoption","ai-tutor","higher-education",{"title":2268,"description":2269,"path":2270,"category":2260,"date":716,"updatedAt":716,"sourceType":979,"source":2271,"tags":2272},"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",[739,1864,767,1862],{"title":2274,"description":2275,"path":2276,"category":1924,"date":789,"updatedAt":789,"sourceType":694,"source":2277,"tags":2278},"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",[697,964,699,700,981],{"title":2280,"description":2281,"path":2282,"category":2131,"date":890,"updatedAt":890,"sourceType":694,"source":2283,"tags":2284},"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",[1039,1040,1041,1042,722,1043],{"title":2286,"description":2287,"path":2288,"category":2131,"date":928,"updatedAt":928,"sourceType":694,"source":2289,"tags":2290},"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",[720,1061,2291,1008,884],"pending",{"title":2293,"description":2294,"path":2295,"category":2131,"date":1327,"updatedAt":1327,"sourceType":694,"source":2296,"tags":2297},"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",[720,932,845,776,2298],"state",{"title":2300,"description":2301,"path":2302,"category":2131,"date":928,"updatedAt":928,"sourceType":694,"source":2303,"tags":2304},"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",[931,1723,1145,1078,913],{"title":2306,"description":2307,"path":2308,"category":2131,"date":703,"updatedAt":703,"sourceType":694,"source":2303,"tags":2309},"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",[931,1795,2310,930,1191],"activation",{"title":2312,"description":2313,"path":2314,"category":2131,"date":928,"updatedAt":928,"sourceType":694,"source":2315,"tags":2316},"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",[733,1743,1358,1744,740],{"title":2318,"description":2319,"path":2320,"category":1924,"date":789,"updatedAt":789,"sourceType":694,"source":2321,"tags":2322},"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",[2323,1864,2324,2325,2326],"showcase","home-assistant","nix","infrastructure",{"title":2328,"description":2329,"path":2330,"category":2131,"date":910,"updatedAt":910,"sourceType":694,"source":2331,"tags":2332},"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",[870,723,1285,2214,1191],{"title":2334,"description":2335,"path":2336,"category":2131,"date":910,"updatedAt":910,"sourceType":694,"source":2337,"tags":2338},"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",[1484,893,870,1373,740],{"title":2340,"description":2341,"path":2342,"category":1950,"date":1925,"updatedAt":781,"sourceType":1625,"source":1952,"tags":2343},"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",[1481,1554,1482,697,741],{"title":2345,"description":2346,"path":2347,"category":2131,"date":830,"updatedAt":830,"sourceType":694,"source":2348,"tags":2349},"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",[2323,723,1016,2360,2361],"vector-search","knowledge",{"title":2363,"description":2364,"path":2365,"category":2131,"date":928,"updatedAt":928,"sourceType":694,"source":2366,"tags":2367},"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",[1723,931,957,959,1023],{"title":2369,"description":2370,"path":2371,"category":2131,"date":910,"updatedAt":910,"sourceType":694,"source":2372,"tags":2373},"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",[1078,845,913,1082,722],{"title":2375,"description":2376,"path":2377,"category":2131,"date":830,"updatedAt":830,"sourceType":694,"source":2200,"tags":2378},"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",[838,1764,903,905,1443],{"title":2380,"description":2381,"path":2382,"category":2131,"date":928,"updatedAt":928,"sourceType":694,"source":2383,"tags":2384},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1496,1009,988,1061,791],{"title":2397,"description":2398,"path":2399,"category":2131,"date":703,"updatedAt":703,"sourceType":694,"source":2400,"tags":2401},"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",[776,845,1335,1496,885],{"title":2403,"description":2404,"path":2405,"category":2131,"date":928,"updatedAt":928,"sourceType":694,"source":2242,"tags":2406},"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",[1061,1603,722,1604,740],{"title":2408,"description":2409,"path":2410,"category":1924,"date":789,"updatedAt":789,"sourceType":694,"source":2411,"tags":2412},"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",[699,980,700,979,981],{"title":2414,"description":2415,"path":2416,"category":2131,"date":830,"updatedAt":830,"sourceType":694,"source":2417,"tags":2418},"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 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执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[903,838,884,905,1191],{"title":2432,"description":2433,"path":2434,"category":2131,"date":703,"updatedAt":703,"sourceType":694,"source":2435,"tags":2436},"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",[903,1568,838,720,740],{"title":2438,"description":2439,"path":2440,"category":1924,"date":789,"updatedAt":789,"sourceType":694,"source":2119,"tags":2441},"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",[1481,1482,1484,1483],{"title":2443,"description":2444,"path":2445,"category":2131,"date":910,"updatedAt":910,"sourceType":694,"source":2145,"tags":2446},"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",[776,1061,884,791,1387],{"title":2448,"description":2449,"path":2450,"category":2131,"date":928,"updatedAt":928,"sourceType":694,"source":2451,"tags":2452},"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",[913,912,2453,722,914],"threads",{"title":2455,"description":2456,"path":2457,"category":2131,"date":890,"updatedAt":890,"sourceType":694,"source":2458,"tags":2459},"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",[1229,1120,1230,817,698],{"title":2461,"description":2462,"path":2463,"category":2131,"date":928,"updatedAt":928,"sourceType":694,"source":2464,"tags":2465},"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",[1804,2466,2467,1803,740],"snapshot","rotation",{"title":2469,"description":2470,"path":2471,"category":2131,"date":928,"updatedAt":928,"sourceType":694,"source":2331,"tags":2472},"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",[932,741,1674,1061,1522],{"title":2474,"description":2475,"path":2476,"category":2131,"date":830,"updatedAt":830,"sourceType":694,"source":2477,"tags":2478},"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",[741,1507,1509,1508,740],{"title":2480,"description":2481,"path":2482,"category":2483,"date":716,"updatedAt":716,"sourceType":979,"source":2484,"tags":2485},"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",[741,2486,1091,739],"compliance",{"title":2488,"description":2489,"path":2490,"category":2131,"date":910,"updatedAt":910,"sourceType":694,"source":2464,"tags":2491},"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",[741,1803,702,2492,740],"proxy",{"title":2494,"description":2495,"path":2496,"category":2131,"date":1814,"updatedAt":1814,"sourceType":694,"source":2497,"tags":2498},"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",[932,1817,1285,1816,720],{"title":2500,"description":2501,"path":2502,"category":2131,"date":1814,"updatedAt":1814,"sourceType":694,"source":2503,"tags":2504},"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",[870,895,1823,1507,740],{"title":2506,"description":2507,"path":2508,"category":2131,"date":928,"updatedAt":928,"sourceType":694,"source":2509,"tags":2510},"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",[741,1522,1523,2511,720],"sandbox",{"title":2513,"description":2514,"path":2515,"category":1924,"date":789,"updatedAt":789,"sourceType":694,"source":2321,"tags":2516},"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",[2323,979,957,697,768],{"title":2518,"description":2519,"path":2520,"category":2131,"date":703,"updatedAt":703,"sourceType":694,"source":2509,"tags":2521},"OpenClaw 正在把团队入口治理拆成更细的几层","官方最近围绕 security audit、session、broadcast groups 和 channel routing 的文档更新，正在把 shared-user ingress、identityLinks、broadcast precedence 和 shared inbox 硬化拆成更清楚的治理面。","/news/openclaw-team-ingress-governance-watch-2026-03-29",[1522,1675,930,913,741],{"title":2523,"description":2524,"path":2525,"category":2131,"date":1814,"updatedAt":1814,"sourceType":694,"source":2526,"tags":2527},"OpenClaw 正在把 transcript hygiene 从隐藏兼容层写成正式参考边界","官方最近单独写出 Transcript Hygiene 文档后，tool call 修补、图片清理和 provider fixups 不再只是内部细节，而成了更清楚的运行前兼容层。","/news/openclaw-transcript-hygiene-watch-2026-04-01","https://docs.openclaw.ai/zh-CN/reference/transcript-hygiene",[1816,903,1842,1843,2528],"compatibility",{"title":2530,"description":2531,"path":2532,"category":2131,"date":830,"updatedAt":830,"sourceType":694,"source":2176,"tags":2533},"OpenClaw 远程入口观察：trusted-proxy 正在被官方明确定义为高收益但高责任模式","基于 2026 年 3 月 24 日可见的官方 trusted-proxy auth 文档，最近最值得关注的不是怎么把页面转发出来，而是 OpenClaw 正在主动强调 trusted-proxy 的安全责任转移。","/news/openclaw-trusted-proxy-risk-watch-2026-03-24",[1542,741,791,720,905],{"title":2535,"description":2536,"path":2537,"category":2131,"date":1327,"updatedAt":1327,"sourceType":694,"source":2296,"tags":2538},"OpenClaw 的 UI 和 API 排障正在越来越像按层定位，而不是猜谁错了","官方最新 Session、WebChat 和 API 文档共同强化了一条思路：状态冲突时先回到 Gateway 事实层，再区分 UI 投影视图和 API 结构化返回。","/news/openclaw-ui-api-debug-watch-2026-03-26",[720,845,1329,1659,932],{"title":2540,"description":2541,"path":2542,"category":2131,"date":830,"updatedAt":830,"sourceType":694,"source":2543,"tags":2544},"OpenClaw 维护观察：卸载边界正在从“删包”变成“服务、状态、profile 与远程主机”的完整收口","基于 2026 年 3 月 24 日可见的官方 Updating 与 uninstall 文档，最近最值得关注的变化之一是 OpenClaw 的卸载和移除边界正在被官方主动写清，不再只是删除 CLI。","/news/openclaw-uninstall-boundaries-watch-2026-03-24","https://docs.openclaw.ai/cli/uninstall",[1890,1484,1167,720,2298],{"title":2546,"description":2547,"path":2548,"category":2131,"date":830,"updatedAt":830,"sourceType":694,"source":2549,"tags":2550},"OpenClaw 更新观察：stable、beta、dev 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级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[1002,1315,1316,884,1062],{"title":2565,"description":2566,"path":2567,"category":1924,"date":789,"updatedAt":789,"sourceType":694,"source":2145,"tags":2568},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[776,845,1335,988,2231],{"title":2570,"description":2571,"path":2572,"category":2131,"date":1327,"updatedAt":1327,"sourceType":694,"source":2573,"tags":2574},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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