[{"data":1,"prerenderedAt":3055},["ShallowReactive",2],{"docs:reference/auth-profile-rotation-and-session-pinning":3,"content-manifest":410},{"id":4,"title":5,"body":6,"category":390,"date":391,"description":392,"extension":393,"meta":394,"navigation":395,"path":396,"seo":397,"source":398,"sourceName":399,"sourceType":400,"stem":401,"tags":402,"updatedAt":408,"__hash__":409},"docs/docs/reference/auth-profile-rotation-and-session-pinning.md","认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据",{"type":7,"value":8,"toc":376},"minimark",[9,13,17,30,42,46,49,58,61,66,70,73,81,84,96,99,103,106,123,129,142,146,149,152,160,163,171,174,189,193,199,202,220,223,231,235,238,252,255,258,272,276,279,287,293,298,301,304,315,318,329,332,335,352,355],[10,11,5],"h1",{"id":12},"认证配置文件怎么轮转为什么-session-会粘住同一套凭据",[14,15,16],"p",{},"很多人看到 OpenClaw 同时支持：",[18,19,20,24,27],"ul",{},[21,22,23],"li",{},"API key",[21,25,26],{},"OAuth",[21,28,29],{},"多个同 provider 账号",[14,31,32,33,36,37,41],{},"会直觉以为它每次请求都会随机挑一个。",[34,35],"br",{},"\n但最新官方 ",[38,39,40],"code",{},"Model Failover"," 文档把规则讲得很清楚：不是随机，也不是每条消息都切。",[43,44,45],"h2",{"id":45},"先记住官方给出的两层故障转移",[14,47,48],{},"OpenClaw 当前把失败处理拆成两层：",[50,51,52,55],"ol",{},[21,53,54],{},"先在当前 provider 内轮转 auth profile",[21,56,57],{},"当前 provider 全部失败后，再切到下一个 fallback model",[14,59,60],{},"也就是说，很多“为什么没有直接切到下一个模型”的问题，根因其实是：",[18,62,63],{},[21,64,65],{},"它还在同 provider 内尝试其他 profile",[43,67,69],{"id":68},"auth-profiles-里存的到底是什么","auth profiles 里存的到底是什么",[14,71,72],{},"官方现在明确说，OpenClaw 用 auth profiles 同时承载：",[18,74,75,78],{},[21,76,77],{},"API key 凭据",[21,79,80],{},"OAuth token 凭据",[14,82,83],{},"而配置里的：",[18,85,86,91],{},[21,87,88],{},[38,89,90],{},"auth.profiles",[21,92,93],{},[38,94,95],{},"auth.order",[14,97,98],{},"只是元数据和路由顺序，不保存真正 secret。",[43,100,102],{"id":101},"profile-顺序是怎么决定的","profile 顺序是怎么决定的",[14,104,105],{},"同一个 provider 下，如果你有多套可用 profile，官方当前顺序是：",[50,107,108,114,120],{},[21,109,110,111],{},"先看显式配置的 ",[38,112,113],{},"auth.order[provider]",[21,115,116,117,119],{},"再看 ",[38,118,90],{}," 里声明的 profile",[21,121,122],{},"再看本地存储里的 profiles",[14,124,125,126,128],{},"如果你没手动指定顺序，系统会做 round-robin，但也不是完全平均轮转。",[34,127],{},"\n官方当前还会参考：",[18,130,131,134,139],{},[21,132,133],{},"profile 类型，OAuth 优先于 API key",[21,135,136],{},[38,137,138],{},"usageStats.lastUsed",[21,140,141],{},"cooldown / disabled 状态",[43,143,145],{"id":144},"为什么你觉得oauth-好像丢了","为什么你觉得“OAuth 好像丢了”",[14,147,148],{},"这是官方最近专门点出来的一个现象。",[14,150,151],{},"如果你给同一 provider 同时配了：",[18,153,154,157],{},[21,155,156],{},"OAuth profile",[21,158,159],{},"API key profile",[14,161,162],{},"那没有 pin 住时，系统可能会在多次消息之间切换，看起来像：",[18,164,165,168],{},[21,166,167],{},"“刚刚明明还是 OAuth”",[21,169,170],{},"“怎么下一次像在用另一套凭据”",[14,172,173],{},"官方给出的稳定办法主要有两种：",[18,175,176,182],{},[21,177,178,179,181],{},"用 ",[38,180,113],{}," 明确 pin 顺序",[21,183,184,185,188],{},"在支持的聊天面板里用 ",[38,186,187],{},"/model ...@\u003CprofileId>"," 绑定当前 session",[43,190,192],{"id":191},"为什么-session-会持续用同一套-profile","为什么 session 会持续用同一套 profile",[14,194,195,196,198],{},"OpenClaw 现在会对 session 做 auth profile pinning。",[34,197],{},"\n官方写得很明确：这是为了保持 provider cache 更热，而不是每次都重新挑。",[14,200,201],{},"通常会持续复用到以下情况发生为止：",[18,203,204,214,217],{},[21,205,206,207,210,211],{},"session 被 ",[38,208,209],{},"/new"," 或 ",[38,212,213],{},"/reset",[21,215,216],{},"compaction 完成一次",[21,218,219],{},"当前 profile 进入 cooldown 或 disabled",[14,221,222],{},"这也是为什么你会看到：",[18,224,225,228],{},[21,226,227],{},"同一串对话一直很稳定",[21,229,230],{},"但开新会话后选择结果变了",[43,232,234],{"id":233},"cooldown-什么时候触发","cooldown 什么时候触发",[14,236,237],{},"官方当前把这些情况归到可轮转失败：",[18,239,240,243,246,249],{},[21,241,242],{},"auth 失败",[21,244,245],{},"限流",[21,247,248],{},"类似限流的 timeout",[21,250,251],{},"某些格式/stop reason 错误",[14,253,254],{},"这时 profile 会被放进 cooldown，然后系统尝试同 provider 的下一个 profile。",[14,256,257],{},"默认 backoff 是递增的：",[18,259,260,263,266,269],{},[21,261,262],{},"1 分钟",[21,264,265],{},"5 分钟",[21,267,268],{},"25 分钟",[21,270,271],{},"1 小时上限",[43,273,275],{"id":274},"billing-问题又为什么更像禁用而不是短暂冷却","billing 问题又为什么更像“禁用”而不是短暂冷却",[14,277,278],{},"如果失败原因是：",[18,280,281,284],{},[21,282,283],{},"credits 不足",[21,285,286],{},"billing 不可用",[14,288,289,290,292],{},"官方不会只给一个短 cooldown，而是会把这个 profile 标记成更长时间的 disabled。",[34,291],{},"\n因为这类错误通常不是瞬时抖动，而是：",[18,294,295],{},[21,296,297],{},"账号状态本身有问题",[43,299,300],{"id":300},"对运维最有价值的理解",[14,302,303],{},"长期运行里，下面三件事不能混成一个问题：",[18,305,306,309,312],{},[21,307,308],{},"profile 轮转",[21,310,311],{},"model fallback",[21,313,314],{},"session pinning",[14,316,317],{},"它们分别回答的是：",[18,319,320,323,326],{},[21,321,322],{},"同 provider 内先换谁",[21,324,325],{},"同 provider 全挂后切哪个模型",[21,327,328],{},"当前会话为什么暂时不切",[43,330,331],{"id":331},"什么时候最该看这套规则",[14,333,334],{},"如果你遇到下面这些现象，这页最值得先回来看：",[18,336,337,340,343,349],{},[21,338,339],{},"某个 provider 偶尔恢复、偶尔失败",[21,341,342],{},"同 provider 有多套账号但表现不一致",[21,344,345,348],{},[38,346,347],{},"/model status"," 看着没问题，真实对话却像在换账号",[21,350,351],{},"你以为会立刻切 fallback，结果没有",[43,353,354],{"id":354},"推荐延伸阅读",[18,356,357,364,370],{},[21,358,359],{},[360,361,363],"a",{"href":362},"/docs/manual/model-allowlists-and-capability-gating","模型 CLI 里的 allowlist、alias 和 image model 应该怎么理解",[21,365,366],{},[360,367,369],{"href":368},"/docs/reference/models-status-probe-and-auth-profiles","模型状态检查、单 provider 探测与 auth profile 的关系",[21,371,372],{},[360,373,375],{"href":374},"/best-practices/provider-and-node-capability-lanes","团队里怎么分层放开 provider、模型和 node 能力",{"title":377,"searchDepth":378,"depth":378,"links":379},"",2,[380,381,382,383,384,385,386,387,388,389],{"id":45,"depth":378,"text":45},{"id":68,"depth":378,"text":69},{"id":101,"depth":378,"text":102},{"id":144,"depth":378,"text":145},{"id":191,"depth":378,"text":192},{"id":233,"depth":378,"text":234},{"id":274,"depth":378,"text":275},{"id":300,"depth":378,"text":300},{"id":331,"depth":378,"text":331},{"id":354,"depth":378,"text":354},"参考",null,"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。","md",{},true,"/docs/reference/auth-profile-rotation-and-session-pinning",{"title":5,"description":392},"https://docs.openclaw.ai/concepts/model-failover","OpenClaw 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UI。","/docs/getting-started/getting-started",[456,481,482,483],"installation","onboarding","dashboard",{"title":485,"description":486,"path":487,"category":420,"updatedAt":488,"sourceType":400,"tags":489},"Onboarding 引导流程说明","基于官方 Onboarding 思路，说明第一次配置 OpenClaw 时应该先做什么、后做什么，以及哪些事情不要过早展开。","/docs/getting-started/onboarding-guide","2026-03-11",[482,490,491,425],"daemon","setup",{"title":493,"description":494,"path":495,"category":420,"updatedAt":496,"sourceType":400,"tags":497},"Onboarding 的本地模式和远程模式怎么选","基于最新官方 Onboarding Wizard 文档，整理 openclaw onboard 在 local 与 remote 两种模式下分别会做什么、不会做什么，以及第一次使用更适合走哪条路。","/docs/getting-started/onboarding-local-vs-remote","2026-03-21",[482,498,499,425,500],"remote","local","wizard",{"title":502,"description":503,"path":504,"category":420,"updatedAt":434,"sourceType":422,"tags":505},"如果你是个人用户，应该先走哪条入口","面向个人重度使用者，帮助判断应该先从 Dashboard、WebChat、渠道、模型还是 Skills 开始，而不是一上来就把整套能力全部接齐。","/docs/getting-started/personal-user-entry",[506,507,483,427,440],"personal","getting-started",{"title":509,"description":510,"path":511,"category":512,"updatedAt":488,"sourceType":400,"tags":513},"如何开始系统理解 OpenClaw","给第一次接触 OpenClaw 的中文用户一条更清晰的阅读顺序，先建立整体认知，再进入安装、接入和运维细节。","/docs/getting-started/reading-path","使用指南",[514,515,516,482],"reading-path","overview","docs",{"title":518,"description":519,"path":520,"category":521,"updatedAt":522,"sourceType":400,"tags":523},"OpenClaw 是什么","用中文快速理解 OpenClaw 的定位、使用方式和它与普通聊天产品的差别。","/docs/getting-started/what-is-openclaw","产品","2026-03-13",[515,524,427,525],"self-hosted","assistant",{"title":527,"description":528,"path":529,"category":420,"updatedAt":434,"sourceType":422,"tags":530},"我什么时候再上 Skills、Plugins 和多 Agent","帮你判断现在是否已经适合进入 Skills、Plugins、Hooks 或多 Agent 扩展，而不是在基础链路未稳定时过早堆复杂度。","/docs/getting-started/when-to-add-skills-plugins-and-multi-agent",[440,531,532,533,534],"plugins","multi-agent","hooks","decision",{"title":536,"description":537,"path":538,"category":420,"updatedAt":539,"sourceType":422,"tags":540},"我什么时候该开始接入渠道","帮你判断现在是否已经适合进入 Telegram、WhatsApp、飞书等渠道接入，而不是在最小链路未稳定时过早增加复杂度。","/docs/getting-started/when-to-connect-channels","2026-03-24",[427,482,534,425,541],"safety",{"title":543,"description":544,"path":545,"category":420,"updatedAt":539,"sourceType":422,"tags":546},"模型、配置和安全这三页分别什么时候看","用最短方式判断什么时候该去看模型选择、关键配置和安全实践，避免把问题带到错误页面里越看越乱。","/docs/getting-started/when-to-read-models-config-security",[547,548,448,534,507],"models","configurations",{"title":550,"description":551,"path":552,"category":420,"updatedAt":539,"sourceType":422,"tags":553},"Dashboard、WebChat 和聊天渠道分别什么时候用","把 OpenClaw 最常见的三个使用入口拆开，帮助你判断什么时候该进 Dashboard，什么时候该用 WebChat，什么时候才值得接入 Telegram、飞书或 WhatsApp。","/docs/getting-started/when-to-use-dashboard-webchat-or-channels",[483,554,427,534,507],"webchat",{"title":556,"description":557,"path":558,"category":420,"updatedAt":539,"sourceType":422,"tags":559},"我应该先从哪个页面开始","面向第一次进入中文站的用户，按目标、角色和当前问题判断应该先看文档、学习路径、主题中心、视频还是案例。","/docs/getting-started/which-page-should-i-start-with",[507,534,516,560,561],"paths","topics",{"title":563,"description":564,"path":565,"category":521,"updatedAt":488,"sourceType":400,"tags":566},"OpenClaw 适合哪些用户","判断你是否真的需要 OpenClaw，以及它更适合哪类中文用户和团队。","/docs/getting-started/who-is-openclaw-for",[567,437,568,524],"users","scenarios",{"title":570,"description":571,"path":572,"category":573,"updatedAt":574,"sourceType":400,"tags":575},"Agent 运行时与工作区结构","理解 OpenClaw 的 Agent 运行时如何工作，工作区里每个文件是干什么的，以及如何正确配置。","/docs/manual/agent-runtime","manual","2026-06-10",[576,577,578,406],"runtime","workspace","bootstrap",{"title":580,"description":581,"path":582,"category":583,"updatedAt":488,"sourceType":584,"tags":585},"Agent 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做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[778,1311,665,779,407],"bootstrapToken",{"title":1313,"description":1314,"path":1315,"category":407,"updatedAt":574,"sourceType":400,"tags":1316},"引导文件模板系统","AGENTS.md、SOUL.md、BOOTSTRAP.md 等引导文件的用途、写法和最佳实践。","/docs/reference/bootstrap-templates",[1317,578,622,586,1183,577],"templates",{"title":1319,"description":1320,"path":1321,"category":390,"updatedAt":636,"sourceType":400,"tags":1322},"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",[778,1323,427,1324,1112],"allowFrom","account",{"title":1326,"description":1327,"path":1328,"category":390,"updatedAt":740,"sourceType":400,"tags":1329},"CLI 命令参考","OpenClaw 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sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[483,719,1371,1372,403],"secretref","sessionStorage",{"title":1374,"description":1375,"path":1376,"category":1377,"updatedAt":740,"sourceType":400,"tags":1378},"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",[1379,1380,1381,1131,847],"debugging","debug","runtime-overrides",{"title":1383,"description":1384,"path":1385,"category":390,"updatedAt":618,"sourceType":400,"tags":1386},"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",[1297,1387,1388,1380,407],"logging","flags",{"title":1390,"description":1391,"path":1392,"category":390,"updatedAt":618,"sourceType":400,"tags":1393},"dmScope 和 identityLinks 应该怎么一起用","基于最新官方会话管理文档，解释 OpenClaw 的 dmScope 四种模式、identityLinks 的真实作用，以及为什么多人 DM、跨渠道私聊和多账户环境不能只改一个开关。","/docs/reference/dm-scope-and-identity-links",[640,1394,1395,621,407],"dmScope","identityLinks",{"title":1397,"description":1398,"path":1399,"category":390,"updatedAt":618,"sourceType":400,"tags":1400},"doctor 的 repair、force 和 non-interactive 应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 之间各自会做什么，避免把修复模式混成“越猛越好”。","/docs/reference/doctor-repair-modes",[1131,1132,1297,1401,407],"migrations",{"title":1403,"description":1404,"path":1405,"category":390,"updatedAt":618,"sourceType":400,"tags":1406},"环境变量从哪里来，优先级怎么排","基于最新官方 Environment Variables 与 Configuration 文档，解释 OpenClaw 会从哪些来源读取环境变量、为什么默认不覆盖已有值，以及 `.env`、config env 和 shell import 之间真正的优先级。","/docs/reference/env-sources-and-precedence",[985,439,647,1407,407],"shell",{"title":1409,"description":1410,"path":1411,"category":390,"updatedAt":539,"sourceType":422,"tags":1412},"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",[1413,1206,690,1414,1208],"sources","trust",{"title":1416,"description":1417,"path":1418,"category":390,"updatedAt":496,"sourceType":400,"tags":1419},"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",[425,1420,604,1059,594],"rpc",{"title":1422,"description":1423,"path":1424,"category":390,"updatedAt":618,"sourceType":400,"tags":1425},"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",[778,779,425,593,407],{"title":1427,"description":1428,"path":1429,"category":390,"updatedAt":1051,"sourceType":400,"tags":1430},"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",[640,425,554,483,407],{"title":1432,"description":1433,"path":1434,"category":390,"updatedAt":408,"sourceType":400,"tags":1435},"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",[425,1059,1436,1437,407],"protocol","scopes",{"title":1439,"description":1440,"path":1441,"category":390,"updatedAt":636,"sourceType":400,"tags":1442},"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 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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",[639,1515,1516,1517,407],"mentions","pending-history","reply",{"title":1519,"description":1520,"path":1521,"category":390,"updatedAt":618,"sourceType":400,"tags":1522},"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",[1523,1524,576,612,407],"secrets","secretrefs",{"title":1526,"description":1527,"path":1528,"category":390,"updatedAt":636,"sourceType":400,"tags":1529},"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",[640,448,1394,778,863],{"title":1531,"description":1532,"path":1533,"category":390,"updatedAt":1534,"sourceType":400,"tags":1535},"session 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正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[610,611,613,612,909],{"title":1887,"description":1888,"path":1889,"category":1851,"date":636,"updatedAt":636,"sourceType":400,"source":1890,"tags":1891},"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",[638,622,639,621,666],{"title":1893,"description":1894,"path":1895,"category":1851,"date":408,"updatedAt":408,"sourceType":400,"source":1896,"tags":1897},"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",[483,1267,778,498,448],{"title":1899,"description":1900,"path":1901,"category":1851,"date":539,"updatedAt":539,"sourceType":400,"source":1859,"tags":1902},"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",[665,667,744,427,1221],{"title":1904,"description":1905,"path":1906,"category":1702,"date":421,"updatedAt":421,"sourceType":690,"source":1907,"tags":1908},"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",[1582,691,1705,1658],{"title":1910,"description":1911,"path":1912,"category":1851,"date":539,"updatedAt":539,"sourceType":400,"source":1913,"tags":1914},"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",[673,440,682,683,1915,674],"telemetry",{"title":1917,"description":1918,"path":1919,"category":1644,"date":496,"updatedAt":496,"sourceType":400,"source":1920,"tags":1921},"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",[604,425,1420,594,447],{"title":1923,"description":1924,"path":1925,"category":1851,"date":618,"updatedAt":618,"sourceType":400,"source":1926,"tags":1927},"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",[439,985,620,1928,447],"overrides",{"title":1930,"description":1931,"path":1932,"category":1644,"date":496,"updatedAt":496,"sourceType":400,"source":1839,"tags":1933},"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",[1007,1008,406,429,1934],"continuity",{"title":1936,"description":1937,"path":1938,"category":1644,"date":496,"updatedAt":496,"sourceType":400,"source":1939,"tags":1940},"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",[699,483,1091,778,498],{"title":1942,"description":1943,"path":1944,"category":1851,"date":1051,"updatedAt":1051,"sourceType":400,"source":1865,"tags":1945},"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",[483,578,1371,403,699],{"title":1947,"description":1948,"path":1949,"category":1851,"date":539,"updatedAt":539,"sourceType":400,"source":1865,"tags":1950},"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",[483,554,719,1371,621,1951],"web",{"title":1953,"description":1954,"path":1955,"category":1644,"date":421,"updatedAt":421,"sourceType":690,"source":1956,"tags":1957},"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",[436,440,691,1582],{"title":1959,"description":1960,"path":1961,"category":1851,"date":636,"updatedAt":636,"sourceType":400,"source":1962,"tags":1963},"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",[779,778,719,1125,1964],"rotate",{"title":1966,"description":1967,"path":1968,"category":1851,"date":618,"updatedAt":618,"sourceType":400,"source":1969,"tags":1970},"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",[1983,1984,1985,1986],"education","adoption","ai-tutor","higher-education",{"title":1988,"description":1989,"path":1990,"category":1980,"date":421,"updatedAt":421,"sourceType":690,"source":1991,"tags":1992},"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",[446,1584,474,1582],{"title":1994,"description":1995,"path":1996,"category":1644,"date":496,"updatedAt":496,"sourceType":400,"source":1997,"tags":1998},"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",[440,673,531,533,692],{"title":2000,"description":2001,"path":2002,"category":1851,"date":599,"updatedAt":599,"sourceType":400,"source":2003,"tags":2004},"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",[756,757,758,759,427,760],{"title":2006,"description":2007,"path":2008,"category":1851,"date":636,"updatedAt":636,"sourceType":400,"source":2009,"tags":2010},"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",[425,778,2011,719,593],"pending",{"title":2013,"description":2014,"path":2015,"category":1851,"date":1051,"updatedAt":1051,"sourceType":400,"source":2016,"tags":2017},"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",[425,640,554,483,2018],"state",{"title":2020,"description":2021,"path":2022,"category":1851,"date":636,"updatedAt":636,"sourceType":400,"source":2023,"tags":2024},"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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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1221,720,699,778,498],{"title":2117,"description":2118,"path":2119,"category":1851,"date":408,"updatedAt":408,"sourceType":400,"source":2120,"tags":2121},"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",[483,554,1059,1221,594],{"title":2123,"description":2124,"path":2125,"category":1851,"date":636,"updatedAt":636,"sourceType":400,"source":1962,"tags":2126},"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",[778,1323,427,1324,447],{"title":2128,"description":2129,"path":2130,"category":1644,"date":496,"updatedAt":496,"sourceType":400,"source":2131,"tags":2132},"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",[531,691,533,690,692],{"title":2134,"description":2135,"path":2136,"category":1851,"date":539,"updatedAt":539,"sourceType":400,"source":2137,"tags":2138},"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",[612,547,593,403,909],{"title":2152,"description":2153,"path":2154,"category":1851,"date":408,"updatedAt":408,"sourceType":400,"source":398,"tags":2155},"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",[612,405,547,425,447],{"title":2157,"description":2158,"path":2159,"category":1644,"date":496,"updatedAt":496,"sourceType":400,"source":1839,"tags":2160},"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",[1206,1207,1209,1208],{"title":2162,"description":2163,"path":2164,"category":1851,"date":618,"updatedAt":618,"sourceType":400,"source":1865,"tags":2165},"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",[483,778,593,498,1112],{"title":2167,"description":2168,"path":2169,"category":1851,"date":636,"updatedAt":636,"sourceType":400,"source":2170,"tags":2171},"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",[621,620,2172,427,622],"threads",{"title":2174,"description":2175,"path":2176,"category":1851,"date":599,"updatedAt":599,"sourceType":400,"source":2177,"tags":2178},"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",[950,839,951,524,428],{"title":2180,"description":2181,"path":2182,"category":1851,"date":636,"updatedAt":636,"sourceType":400,"source":2183,"tags":2184},"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",[1524,2185,2186,1523,447],"snapshot","rotation",{"title":2188,"description":2189,"path":2190,"category":1851,"date":636,"updatedAt":636,"sourceType":400,"source":2051,"tags":2191},"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 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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",[448,2205,810,446],"compliance",{"title":2207,"description":2208,"path":2209,"category":1851,"date":618,"updatedAt":618,"sourceType":400,"source":2183,"tags":2210},"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",[448,1523,744,2211,447],"proxy",{"title":2213,"description":2214,"path":2215,"category":1851,"date":1534,"updatedAt":1534,"sourceType":400,"source":2216,"tags":2217},"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",[640,1537,1008,1536,425],{"title":2219,"description":2220,"path":2221,"category":1851,"date":1534,"updatedAt":1534,"sourceType":400,"source":2222,"tags":2223},"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",[406,604,1543,1232,447],{"title":2225,"description":2226,"path":2227,"category":1851,"date":636,"updatedAt":636,"sourceType":400,"source":2228,"tags":2229},"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",[448,1247,1248,2230,425],"sandbox",{"title":2232,"description":2233,"path":2234,"category":1644,"date":496,"updatedAt":496,"sourceType":400,"source":2041,"tags":2235},"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",[2043,690,665,440,475],{"title":2237,"description":2238,"path":2239,"category":1851,"date":408,"updatedAt":408,"sourceType":400,"source":2228,"tags":2240},"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",[1247,1395,638,621,448],{"title":2242,"description":2243,"path":2244,"category":1851,"date":1534,"updatedAt":1534,"sourceType":400,"source":2245,"tags":2246},"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",[1536,612,1562,1563,2247],"compatibility",{"title":2249,"description":2250,"path":2251,"category":1851,"date":539,"updatedAt":539,"sourceType":400,"source":1896,"tags":2252},"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",[1267,448,498,425,403],{"title":2254,"description":2255,"path":2256,"category":1851,"date":1051,"updatedAt":1051,"sourceType":400,"source":2016,"tags":2257},"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",[425,554,1053,1379,640],{"title":2259,"description":2260,"path":2261,"category":1851,"date":539,"updatedAt":539,"sourceType":400,"source":2262,"tags":2263},"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",[1610,1209,404,425,2018],{"title":2265,"description":2266,"path":2267,"category":1851,"date":539,"updatedAt":539,"sourceType":400,"source":2268,"tags":2269},"OpenClaw 更新观察：stable、beta、dev 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