[{"data":1,"prerenderedAt":3201},["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":3199},"2026-04-01T13:45:24.307Z",{"docs":708,"news":1838,"bestPractices":2577},{"count":709,"items":710},161,[711,724,734,743,752,757,762,769,778,785,794,801,810,819,826,833,840,846,853,860,868,876,885,894,903,911,918,923,931,939,946,954,962,967,974,982,991,998,1004,1006,1013,1018,1026,1032,1036,1046,1055,1063,1071,1078,1086,1092,1097,1103,1112,1117,1122,1128,1134,1141,1147,1152,1159,1164,1170,1177,1183,1192,1197,1206,1212,1217,1221,1229,1236,1242,1249,1257,1263,1270,1279,1287,1295,1302,1308,1315,1321,1330,1336,1343,1348,1357,1365,1373,1382,1389,1396,1406,1412,1418,1423,1431,1438,1445,1452,1458,1465,1470,1480,1491,1497,1502,1508,1514,1521,1528,1535,1544,1551,1556,1563,1570,1579,1586,1593,1599,1605,1612,1618,1623,1628,1635,1641,1649,1655,1662,1667,1676,1682,1688,1695,1701,1707,1715,1723,1728,1736,1742,1748,1755,1762,1767,1774,1784,1791,1797,1804,1810,1817,1823,1832],{"title":712,"description":713,"path":714,"category":715,"updatedAt":716,"sourceType":717,"tags":718},"OpenClaw 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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1463,1285,1464,979,720,741],{"title":1471,"description":1472,"path":1473,"category":1267,"updatedAt":830,"sourceType":694,"tags":1474},"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",[1475,722,1476,1477,1478,1479],"update","stable","beta","dev","rollout",{"title":1481,"description":1482,"path":1483,"category":1484,"updatedAt":703,"sourceType":694,"tags":1485},"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",[1486,1487,1488,1489,1490],"anthropic","429","context1m","failover","reference",{"title":1492,"description":1493,"path":1494,"category":1484,"updatedAt":773,"sourceType":694,"tags":1495},"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",[1490,1151,1188,1496],"diagnostics",{"title":1498,"description":1499,"path":573,"category":1484,"updatedAt":830,"sourceType":694,"tags":1500},"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。",[702,1108,1002,720,1501,1490],"node",{"title":1503,"description":1504,"path":1505,"category":1484,"updatedAt":703,"sourceType":694,"tags":1506},"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",[979,1507,1489,1012,1490],"profiles",{"title":1509,"description":1510,"path":1511,"category":1484,"updatedAt":703,"sourceType":694,"tags":1512},"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",[1024,1513,928,1025,1490],"bootstrapToken",{"title":1515,"description":1516,"path":1517,"category":1484,"updatedAt":898,"sourceType":694,"tags":1518},"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",[1024,1519,722,1520,1307],"allowFrom","account",{"title":1522,"description":1523,"path":1524,"category":1484,"updatedAt":747,"sourceType":694,"tags":1525},"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",[1151,1490,1526,1527],"commands","terminal",{"title":1529,"description":1530,"path":1531,"category":1484,"updatedAt":703,"sourceType":694,"tags":1532},"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",[1533,1534,979,990,1490],"cloudflare-ai-gateway","headers",{"title":1536,"description":1537,"path":1538,"category":1539,"updatedAt":830,"sourceType":950,"tags":1540},"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",[950,1541,1542,1543],"github","issues","feedback",{"title":1545,"description":1546,"path":1547,"category":1484,"updatedAt":747,"sourceType":694,"tags":1548},"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",[733,1490,1549,1550],"settings","options",{"title":1552,"description":1553,"path":1554,"category":1484,"updatedAt":789,"sourceType":694,"tags":1555},"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",[959,1024,1025,981,1307],{"title":1557,"description":1558,"path":1559,"category":1484,"updatedAt":703,"sourceType":694,"tags":1560},"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",[1292,1102,1561,1562,1490],"scheduler","queue",{"title":1564,"description":1565,"path":1566,"category":1484,"updatedAt":1246,"sourceType":694,"tags":1567},"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",[777,980,1568,1569,979],"secretref","sessionStorage",{"title":1571,"description":1572,"path":1573,"category":1574,"updatedAt":747,"sourceType":694,"tags":1575},"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",[1576,1577,1578,1326,1091],"debugging","debug","runtime-overrides",{"title":1580,"description":1581,"path":1582,"category":1484,"updatedAt":880,"sourceType":694,"tags":1583},"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",[1496,1584,1585,1577,1490],"logging","flags",{"title":1587,"description":1588,"path":1589,"category":1484,"updatedAt":880,"sourceType":694,"tags":1590},"dmScope 和 identityLinks 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之间真正的优先级。","/docs/reference/env-sources-and-precedence",[1191,733,909,1604,1490],"shell",{"title":1606,"description":1607,"path":1608,"category":1484,"updatedAt":830,"sourceType":717,"tags":1609},"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",[1610,1402,950,1611,1404],"sources","trust",{"title":1613,"description":1614,"path":1615,"category":1484,"updatedAt":789,"sourceType":694,"tags":1616},"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",[720,1617,1151,1254,875],"rpc",{"title":1619,"description":1620,"path":1621,"category":1484,"updatedAt":880,"sourceType":694,"tags":1622},"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",[1024,1025,720,874,1490],{"title":1624,"description":1625,"path":1626,"category":1484,"updatedAt":1246,"sourceType":694,"tags":1627},"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",[902,720,845,777,1490],{"title":1629,"description":1630,"path":1631,"category":1484,"updatedAt":703,"sourceType":694,"tags":1632},"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",[720,1254,1633,1634,1490],"protocol","scopes",{"title":1636,"description":1637,"path":1638,"category":1484,"updatedAt":898,"sourceType":694,"tags":1639},"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",[901,1640,883,1108,1041],"mention",{"title":1642,"description":1643,"path":1644,"category":1484,"updatedAt":703,"sourceType":694,"tags":1645},"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",[1300,1646,1647,1648,1490],"visibility","activeHours","alerts",{"title":1650,"description":1651,"path":1652,"category":1484,"updatedAt":898,"sourceType":694,"tags":1653},"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",[1248,1254,1654,720,1490],"sdk",{"title":1656,"description":1657,"path":1658,"category":1484,"updatedAt":898,"sourceType":694,"tags":1659},"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",[733,1660,1277,1661,1490],"include","arrays",{"title":1663,"description":1664,"path":511,"category":1484,"updatedAt":880,"sourceType":694,"tags":1665},"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。",[1127,1666,702,767,1490],"invoke",{"title":1668,"description":1669,"path":1670,"category":1484,"updatedAt":703,"sourceType":694,"tags":1671},"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",[723,1672,1673,1674,1675,1490],"hybrid-search","ranking","mmr","retrieval",{"title":1677,"description":1678,"path":1679,"category":1484,"updatedAt":830,"sourceType":694,"tags":1680},"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",[838,1681,979,990,1490],"probe",{"title":1683,"description":1684,"path":1685,"category":1484,"updatedAt":1186,"sourceType":694,"tags":1686},"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",[1024,1025,1519,1687,1307],"credentials",{"title":1689,"description":1690,"path":1691,"category":1484,"updatedAt":830,"sourceType":694,"tags":1692},"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",[699,935,1693,1694,1404,1490],"npm","pin",{"title":1696,"description":1697,"path":1698,"category":1574,"updatedAt":789,"sourceType":694,"tags":1699},"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",[1576,1700,1091,990,1054],"raw-stream",{"title":1702,"description":1703,"path":1704,"category":1484,"updatedAt":703,"sourceType":694,"tags":1705},"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",[791,1706,979,720,1490],"tlsFingerprint",{"title":1708,"description":1709,"path":1710,"category":1484,"updatedAt":703,"sourceType":694,"tags":1711},"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 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串成了一条更完整的恢复路径，让认证失败不再只是黑箱报错。","/news/openclaw-auth-mismatch-retry-watch-2026-03-26","https://docs.openclaw.ai/web/dashboard",[777,979,2069,1102,1314],"drift",{"title":2071,"description":2072,"path":2073,"category":2053,"date":703,"updatedAt":703,"sourceType":694,"source":2074,"tags":2075},"OpenClaw 的自动化运维面正在收成一条更清楚的排障梯子","官方最近围绕 Heartbeat、cron CLI 和 Automation Troubleshooting 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",[768,1300,1292,1754,740],{"title":2077,"description":2078,"path":2079,"category":2053,"date":898,"updatedAt":898,"sourceType":694,"source":2080,"tags":2081},"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",[900,884,901,883,929],{"title":2083,"description":2084,"path":2085,"category":2053,"date":703,"updatedAt":703,"sourceType":694,"source":2086,"tags":2087},"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",[777,1463,1024,791,741],{"title":2089,"description":2090,"path":2091,"category":2053,"date":830,"updatedAt":830,"sourceType":694,"source":2061,"tags":2092},"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",[928,930,702,722,1417],{"title":2094,"description":2095,"path":2096,"category":1905,"date":716,"updatedAt":716,"sourceType":950,"source":2097,"tags":2098},"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",[1780,951,1908,1860],{"title":2100,"description":2101,"path":2102,"category":2053,"date":830,"updatedAt":830,"sourceType":694,"source":2103,"tags":2104},"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",[935,697,943,944,2105,936],"telemetry",{"title":2107,"description":2108,"path":2109,"category":1845,"date":789,"updatedAt":789,"sourceType":694,"source":2110,"tags":2111},"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",[1151,720,1617,875,740],{"title":2113,"description":2114,"path":2115,"category":2053,"date":880,"updatedAt":880,"sourceType":694,"source":2116,"tags":2117},"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",[733,1191,882,2118,740],"overrides",{"title":2120,"description":2121,"path":2122,"category":1845,"date":789,"updatedAt":789,"sourceType":694,"source":2047,"tags":2123},"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",[1203,1204,1012,723,2124],"continuity",{"title":2126,"description":2127,"path":2128,"category":1845,"date":789,"updatedAt":789,"sourceType":694,"source":2129,"tags":2130},"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",[959,777,1285,1024,791],{"title":2132,"description":2133,"path":2134,"category":2053,"date":1246,"updatedAt":1246,"sourceType":694,"source":2067,"tags":2135},"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",[777,2136,1568,979,959],"bootstrap",{"title":2138,"description":2139,"path":2140,"category":2053,"date":830,"updatedAt":830,"sourceType":694,"source":2067,"tags":2141},"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",[777,845,980,1568,883,2142],"web",{"title":2144,"description":2145,"path":2146,"category":1845,"date":716,"updatedAt":716,"sourceType":950,"source":2147,"tags":2148},"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",[730,697,951,1780],{"title":2150,"description":2151,"path":2152,"category":2053,"date":898,"updatedAt":898,"sourceType":694,"source":2153,"tags":2154},"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 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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",[739,1782,767,1780],{"title":2185,"description":2186,"path":2187,"category":1845,"date":789,"updatedAt":789,"sourceType":694,"source":2188,"tags":2189},"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",[697,935,699,700,952],{"title":2191,"description":2192,"path":2193,"category":2053,"date":898,"updatedAt":898,"sourceType":694,"source":2194,"tags":2195},"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",[720,1024,2196,980,874],"pending",{"title":2198,"description":2199,"path":2200,"category":2053,"date":1246,"updatedAt":1246,"sourceType":694,"source":2201,"tags":2202},"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",[720,902,845,777,2203],"state",{"title":2205,"description":2206,"path":2207,"category":2053,"date":898,"updatedAt":898,"sourceType":694,"source":2208,"tags":2209},"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 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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",[2228,723,988,2265,2266],"vector-search","knowledge",{"title":2268,"description":2269,"path":2270,"category":2053,"date":898,"updatedAt":898,"sourceType":694,"source":2271,"tags":2272},"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",[1640,901,928,930,996],{"title":2274,"description":2275,"path":2276,"category":2053,"date":880,"updatedAt":880,"sourceType":694,"source":2277,"tags":2278},"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",[1041,845,883,1045,722],{"title":2280,"description":2281,"path":2282,"category":2053,"date":830,"updatedAt":830,"sourceType":694,"source":2110,"tags":2283},"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",[838,1681,990,979,1364],{"title":2285,"description":2286,"path":2287,"category":2053,"date":898,"updatedAt":898,"sourceType":694,"source":2288,"tags":2289},"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",[874,1023,720,1024,1025],{"title":2291,"description":2292,"path":2293,"category":1845,"date":789,"updatedAt":789,"sourceType":694,"source":2294,"tags":2295},"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",[776,1829,2296,1830,1405],"install",{"title":2298,"description":2299,"path":2300,"category":2053,"date":1246,"updatedAt":1246,"sourceType":694,"source":2129,"tags":2301},"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",[1417,981,959,1024,791],{"title":2303,"description":2304,"path":2305,"category":2053,"date":703,"updatedAt":703,"sourceType":694,"source":2306,"tags":2307},"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",[777,845,1254,1417,875],{"title":2309,"description":2310,"path":2311,"category":2053,"date":898,"updatedAt":898,"sourceType":694,"source":2153,"tags":2312},"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",[1024,1519,722,1520,740],{"title":2314,"description":2315,"path":2316,"category":1845,"date":789,"updatedAt":789,"sourceType":694,"source":2317,"tags":2318},"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",[699,951,700,950,952],{"title":2320,"description":2321,"path":2322,"category":2053,"date":830,"updatedAt":830,"sourceType":694,"source":2323,"tags":2324},"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",[699,935,1693,1694,1404],{"title":2326,"description":2327,"path":2328,"category":2053,"date":830,"updatedAt":830,"sourceType":694,"source":2329,"tags":2330},"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",[1126,1127,767,702,824],{"title":2332,"description":2333,"path":2334,"category":2053,"date":703,"updatedAt":703,"sourceType":694,"source":2335,"tags":2336},"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",[990,838,874,979,1133],{"title":2338,"description":2339,"path":2340,"category":2053,"date":703,"updatedAt":703,"sourceType":694,"source":2341,"tags":2342},"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",[990,1489,838,720,740],{"title":2344,"description":2345,"path":2346,"category":1845,"date":789,"updatedAt":789,"sourceType":694,"source":2047,"tags":2347},"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",[1402,1403,1405,1404],{"title":2349,"description":2350,"path":2351,"category":2053,"date":880,"updatedAt":880,"sourceType":694,"source":2067,"tags":2352},"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",[777,1024,874,791,1307],{"title":2354,"description":2355,"path":2356,"category":2053,"date":898,"updatedAt":898,"sourceType":694,"source":2357,"tags":2358},"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",[883,882,2359,722,884],"threads",{"title":2361,"description":2362,"path":2363,"category":2053,"date":898,"updatedAt":898,"sourceType":694,"source":2364,"tags":2365},"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",[1721,2366,2367,1720,740],"snapshot","rotation",{"title":2369,"description":2370,"path":2371,"category":2053,"date":898,"updatedAt":898,"sourceType":694,"source":2236,"tags":2372},"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",[902,741,1591,1024,1443],{"title":2374,"description":2375,"path":2376,"category":2053,"date":830,"updatedAt":830,"sourceType":694,"source":2377,"tags":2378},"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",[741,1428,1430,1429,740],{"title":2380,"description":2381,"path":2382,"category":2383,"date":716,"updatedAt":716,"sourceType":950,"source":2384,"tags":2385},"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",[741,2386,1054,739],"compliance",{"title":2388,"description":2389,"path":2390,"category":2053,"date":880,"updatedAt":880,"sourceType":694,"source":2364,"tags":2391},"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",[741,1720,702,2392,740],"proxy",{"title":2394,"description":2395,"path":2396,"category":2053,"date":1732,"updatedAt":1732,"sourceType":694,"source":2397,"tags":2398},"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",[902,1735,1204,1734,720],{"title":2400,"description":2401,"path":2402,"category":2053,"date":1732,"updatedAt":1732,"sourceType":694,"source":2403,"tags":2404},"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",[1012,1151,1741,1428,740],{"title":2406,"description":2407,"path":2408,"category":2053,"date":898,"updatedAt":898,"sourceType":694,"source":2409,"tags":2410},"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",[741,1443,1444,2411,720],"sandbox",{"title":2413,"description":2414,"path":2415,"category":1845,"date":789,"updatedAt":789,"sourceType":694,"source":2226,"tags":2416},"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",[2228,950,928,697,768],{"title":2418,"description":2419,"path":2420,"category":2053,"date":703,"updatedAt":703,"sourceType":694,"source":2409,"tags":2421},"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",[1443,1592,900,883,741],{"title":2423,"description":2424,"path":2425,"category":2053,"date":1732,"updatedAt":1732,"sourceType":694,"source":2426,"tags":2427},"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",[1734,990,1760,1761,2428],"compatibility",{"title":2430,"description":2431,"path":2432,"category":2053,"date":830,"updatedAt":830,"sourceType":694,"source":2086,"tags":2433},"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",[1463,741,791,720,979],{"title":2435,"description":2436,"path":2437,"category":2053,"date":1246,"updatedAt":1246,"sourceType":694,"source":2201,"tags":2438},"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",[720,845,1248,1576,902],{"title":2440,"description":2441,"path":2442,"category":2053,"date":830,"updatedAt":830,"sourceType":694,"source":2443,"tags":2444},"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",[1809,1405,1507,720,2203],{"title":2446,"description":2447,"path":2448,"category":2053,"date":830,"updatedAt":830,"sourceType":694,"source":2449,"tags":2450},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 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