[{"data":1,"prerenderedAt":3132},["ShallowReactive",2],{"best-practices:webhook-ingest-routing":3,"content-manifest":490},{"id":4,"title":5,"body":6,"category":469,"date":470,"description":471,"difficulty":472,"extension":473,"meta":474,"navigation":475,"path":476,"seo":477,"source":478,"sourceName":479,"sourceType":480,"stem":481,"tags":482,"updatedAt":488,"__hash__":489},"bestPractices/best-practices/webhook-ingest-routing.md","用 Webhooks 做安全的外部事件接入",{"type":7,"value":8,"toc":450},"minimark",[9,13,17,27,30,35,38,72,75,92,96,105,108,127,130,149,152,159,170,176,179,195,198,202,205,208,222,225,236,240,243,246,257,268,271,274,278,281,292,295,309,312,314,325,327,343,346,348,359,361,372,375,378,395,398,401,404,420,423,426],[10,11,5],"h1",{"id":12},"用-webhooks-做安全的外部事件接入",[14,15,16],"p",{},"把外部系统接进 OpenClaw 最容易出现的两个问题，不是“连不上”，而是：",[18,19,20,24],"ul",{},[21,22,23],"li",{},"事件接进来了，但投递到错的会话或错的渠道",[21,25,26],{},"为了方便调试，把安全边界一起打开了",[14,28,29],{},"最新官方 Webhooks 文档其实已经把这两类风险讲得很清楚。更稳的做法不是一开始就写复杂 transform，而是先把接入顺序和权限边界理顺。",[31,32,34],"h2",{"id":33},"第一原则先有固定入口再有复杂路由","第一原则：先有固定入口，再有复杂路由",[14,36,37],{},"更稳的外部接入顺序通常是：",[39,40,41,48,55,61],"ol",{},[21,42,43,44],{},"启用最小 ",[45,46,47],"code",{},"hooks.enabled + token",[21,49,50,51,54],{},"用 ",[45,52,53],{},"/hooks/wake"," 跑通第一条事件",[21,56,57,58],{},"再把固定来源迁移到 ",[45,59,60],{},"hooks.mappings",[21,62,63,64,67,68,71],{},"最后才开放 ",[45,65,66],{},"agentId","、",[45,69,70],{},"sessionKey","、transform",[14,73,74],{},"如果一开始就把所有灵活能力都打开，后面排错时你根本分不清问题出在：",[18,76,77,80,83,86,89],{},[21,78,79],{},"来源系统",[21,81,82],{},"Gateway 鉴权",[21,84,85],{},"映射逻辑",[21,87,88],{},"会话路由",[21,90,91],{},"渠道投递",[31,93,95],{"id":94},"第二原则把-tokenagentsession-分开管","第二原则：把 token、agent、session 分开管",[14,97,98,99,101,102,104],{},"最容易被低估的，是 ",[45,100,66],{}," 和 ",[45,103,70],{}," 的风险。",[14,106,107],{},"官方默认就已经在提醒你：",[18,109,110,115,121],{},[21,111,112],{},[45,113,114],{},"hooks.allowRequestSessionKey=false",[21,116,117,120],{},[45,118,119],{},"hooks.allowedAgentIds"," 应该尽量收窄",[21,122,123,124],{},"如果必须允许外部指定 session，最好再限制 ",[45,125,126],{},"hooks.allowedSessionKeyPrefixes",[14,128,129],{},"一个更稳的内部规范是：",[18,131,132,135,140],{},[21,133,134],{},"token 只负责“能不能进来”",[21,136,137,139],{},[45,138,66],{}," 只允许极少数专用 agent",[21,141,142,144,145,148],{},[45,143,70],{}," 只允许 ",[45,146,147],{},"hook:"," 这类外部隔离前缀",[14,150,151],{},"这样即便接了多个系统，也不容易把外部事件混进人工对话上下文里。",[31,153,155,156],{"id":154},"第三原则不要迷信-channellast","第三原则：不要迷信 ",[45,157,158],{},"channel=last",[14,160,161,162,165,166,169],{},"官方文档里 ",[45,163,164],{},"channel"," 默认是 ",[45,167,168],{},"last","，这在快速起步时很方便，但在正式接线时是个风险点。",[14,171,172,173,175],{},"一旦你的主会话最近刚在别的渠道活动过，",[45,174,168],{}," 很可能不是你以为的那个目的地。",[14,177,178],{},"更稳的做法通常是：",[18,180,181,187,190],{},[21,182,183,184],{},"单来源单目标：直接固定 ",[45,185,186],{},"channel + to",[21,188,189],{},"同类型事件按映射决定渠道",[21,191,192,193],{},"只有个人实验环境才依赖 ",[45,194,168],{},[14,196,197],{},"如果是 Gmail、工单、审批这类正式入口，最好不要把最终投递交给“上一次是谁”来决定。",[31,199,201],{"id":200},"第四原则来源固定后就别让外部系统自己写-prompt","第四原则：来源固定后就别让外部系统自己写 prompt",[14,203,204],{},"很多团队刚接外部事件时，会让来源系统直接传很长的文本 prompt 进来。这样短期省事，长期会越来越难维护。",[14,206,207],{},"更稳的模式是：",[18,209,210,213,219],{},[21,211,212],{},"来源系统只传结构化 payload",[21,214,215,216,218],{},"OpenClaw 用 ",[45,217,60],{}," 决定 messageTemplate",[21,220,221],{},"必要时再通过 transform 做定制",[14,223,224],{},"这样做的好处是：",[18,226,227,230,233],{},[21,228,229],{},"文案和行为逻辑都留在 OpenClaw 侧",[21,231,232],{},"外部系统改字段时更容易定位影响",[21,234,235],{},"统一加安全边界、模型和投递策略更方便",[31,237,239],{"id":238},"第五原则把-transform-当成最后一层而不是第一层","第五原则：把 transform 当成最后一层，而不是第一层",[14,241,242],{},"官方提供 transform 是为了处理复杂场景，不是为了替代基本映射。",[14,244,245],{},"更适合上 transform 的情况包括：",[18,247,248,251,254],{},[21,249,250],{},"payload 结构差异很大",[21,252,253],{},"需要复杂规则判断",[21,255,256],{},"要做字段整形、去噪或路由增强",[14,258,259,260,263,264,267],{},"如果只是把 ",[45,261,262],{},"source + title + url"," 拼成一句话，那普通 ",[45,265,266],{},"messageTemplate"," 通常就够了。",[31,269,270],{"id":270},"一个比较稳的来源划分方式",[14,272,273],{},"你可以把外部事件先按三类处理：",[275,276,277],"h3",{"id":277},"轻量提醒类",[14,279,280],{},"例如：",[18,282,283,286,289],{},[21,284,285],{},"新表单",[21,287,288],{},"新邮件",[21,290,291],{},"新审批",[14,293,294],{},"适合：",[18,296,297,301,306],{},[21,298,299],{},[45,300,53],{},[21,302,303],{},[45,304,305],{},"deliver=true",[21,307,308],{},"明确渠道投递",[275,310,311],{"id":311},"结构化工作类",[14,313,280],{},[18,315,316,319,322],{},[21,317,318],{},"GitHub webhook",[21,320,321],{},"工单系统事件",[21,323,324],{},"监控报警",[14,326,294],{},[18,328,329,333,338],{},[21,330,331],{},[45,332,60],{},[21,334,335,336],{},"专用 ",[45,337,66],{},[21,339,340,341],{},"隔离 ",[45,342,70],{},[275,344,345],{"id":345},"高风险内部系统类",[14,347,280],{},[18,349,350,353,356],{},[21,351,352],{},"内部 ERP",[21,354,355],{},"审批回调",[21,357,358],{},"涉及敏感数据的业务系统",[14,360,294],{},[18,362,363,366,369],{},[21,364,365],{},"严格 token 管理",[21,367,368],{},"loopback / tailnet / trusted proxy",[21,370,371],{},"默认保留外部内容安全包装",[31,373,374],{"id":374},"最应该保留的几个安全默认值",[14,376,377],{},"如果你不确定该不该改，建议先保持官方默认：",[18,379,380,384,387,390],{},[21,381,382],{},[45,383,114],{},[21,385,386],{},"不关闭外部内容安全包装",[21,388,389],{},"不把 token 放在 query string",[21,391,392,393],{},"不开放任意 ",[45,394,66],{},[14,396,397],{},"这些限制大多不是为了“麻烦你”，而是为了避免外部事件把系统带进不可控状态。",[31,399,400],{"id":400},"什么情况下说明你该重构接入方案了",[14,402,403],{},"如果你已经出现下面这些症状，说明接入策略该重构了：",[18,405,406,409,412,415],{},[21,407,408],{},"同一类外部事件会送到不同会话",[21,410,411],{},"调试时必须临时关掉安全边界",[21,413,414],{},"很多来源系统自己维护一套 prompt",[21,416,417,418],{},"渠道投递经常依赖 ",[45,419,168],{},[14,421,422],{},"这时候通常不是某条 webhook 坏了，而是路由策略本身需要收口。",[31,424,425],{"id":425},"下一步推荐",[18,427,428,436,443],{},[21,429,430,431],{},"先看 ",[432,433,435],"a",{"href":434},"/docs/manual/webhooks-external-triggers","用 Webhooks 接外部系统",[21,437,438,439],{},"如果来源是 Gmail，再看 ",[432,440,442],{"href":441},"/docs/operations/gmail-pubsub","Gmail Pub/Sub 接入 OpenClaw",[21,444,445,446],{},"如果外部事件会进入长期自动化，再接着看 ",[432,447,449],{"href":448},"/best-practices/heartbeat-cron-composition","用 Heartbeat 和 Cron 做低噪音自动化",{"title":451,"searchDepth":452,"depth":452,"links":453},"",2,[454,455,456,458,459,460,466,467,468],{"id":33,"depth":452,"text":34},{"id":94,"depth":452,"text":95},{"id":154,"depth":452,"text":457},"第三原则：不要迷信 channel=last",{"id":200,"depth":452,"text":201},{"id":238,"depth":452,"text":239},{"id":270,"depth":452,"text":270,"children":461},[462,464,465],{"id":277,"depth":463,"text":277},3,{"id":311,"depth":463,"text":311},{"id":345,"depth":463,"text":345},{"id":374,"depth":452,"text":374},{"id":400,"depth":452,"text":400},{"id":425,"depth":452,"text":425},"自动化",null,"结合最新官方 Webhooks 文档，总结如何把 Gmail、表单、工单和内部系统事件安全送进 OpenClaw，同时避免会话污染和误投递。","中级","md",{},true,"/best-practices/webhook-ingest-routing",{"title":5,"description":471},"https://docs.openclaw.ai/automation/webhook","OpenClaw 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核心概念","用一页建立 OpenClaw 的核心心智图，分清 Gateway、Agent、Channels、Tools、Skills、Memory 和 Control UI 各自负责什么。","/docs/getting-started/core-concepts","入门","2026-03-16","internal",[504,505,506,507,508,509],"concepts","gateway","agent","channels","tools","memory",{"title":511,"description":512,"path":513,"category":500,"updatedAt":514,"sourceType":502,"tags":515},"如果你是开发团队，应该先走哪条入口","面向开发团队和独立开发者，帮助判断应该先理解架构、配置、渠道还是扩展能力，避免刚跑通就把 OpenClaw 做成一团难维护的实验场。","/docs/getting-started/developer-team-entry","2026-03-23",[516,517,518,519,520],"developers","teams","architecture","configuration","skills",{"title":522,"description":523,"path":524,"category":500,"updatedAt":514,"sourceType":502,"tags":525},"如果你是企业运维，应该先走哪条入口","面向企业运维和长期维护者，帮助判断应该先看 Gateway、远程访问、安全还是升级治理，避免把 OpenClaw 当成一次性安装项目。","/docs/getting-started/enterprise-ops-entry",[526,527,505,487,528],"enterprise","operations","upgrades",{"title":530,"description":531,"path":532,"category":500,"updatedAt":533,"sourceType":480,"tags":534},"创建第一个 Agent","从零开始创建你的第一个 OpenClaw Agent，理解 Agent 的基本概念和配置方式。","/docs/getting-started/first-agent","2026-05-26",[506,535,536,537],"quickstart","tutorial","basics",{"title":539,"description":540,"path":541,"category":500,"updatedAt":533,"sourceType":480,"tags":542},"接入第一个渠道","学习如何将 OpenClaw Agent 接入消息渠道，实现多平台统一管理。","/docs/getting-started/first-channel",[507,535,536,537],{"title":544,"description":545,"path":546,"category":500,"updatedAt":533,"sourceType":480,"tags":547},"添加第一个技能","学习如何为 OpenClaw Agent 添加和配置技能，让助手具备更多能力。","/docs/getting-started/first-skill",[520,535,536,537],{"title":549,"description":550,"path":551,"category":500,"updatedAt":533,"sourceType":480,"tags":552},"创建第一个工作流","学习如何使用 OpenClaw 的工作流功能，实现自动化任务处理。","/docs/getting-started/first-workflow",[553,485,535,536],"workflow",{"title":555,"description":556,"path":557,"category":500,"updatedAt":533,"sourceType":480,"tags":558},"快速入门","按官方推荐链路，在本机完成 OpenClaw 的安装、初始化、状态检查和第一次进入 Control UI。","/docs/getting-started/getting-started",[535,559,560,561],"installation","onboarding","dashboard",{"title":563,"description":564,"path":565,"category":500,"updatedAt":566,"sourceType":480,"tags":567},"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",[560,568,569,505],"daemon","setup",{"title":571,"description":572,"path":573,"category":500,"updatedAt":488,"sourceType":480,"tags":574},"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",[560,575,576,505,577],"remote","local","wizard",{"title":579,"description":580,"path":581,"category":500,"updatedAt":514,"sourceType":502,"tags":582},"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",[583,584,561,507,520],"personal","getting-started",{"title":586,"description":587,"path":588,"category":589,"updatedAt":566,"sourceType":480,"tags":590},"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",[591,592,593,560],"reading-path","overview","docs",{"title":595,"description":596,"path":597,"category":598,"updatedAt":599,"sourceType":480,"tags":600},"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",[592,601,507,602],"self-hosted","assistant",{"title":604,"description":605,"path":606,"category":500,"updatedAt":514,"sourceType":502,"tags":607},"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",[520,608,609,484,610],"plugins","multi-agent","decision",{"title":612,"description":613,"path":614,"category":500,"updatedAt":615,"sourceType":502,"tags":616},"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",[507,560,610,505,617],"safety",{"title":619,"description":620,"path":621,"category":500,"updatedAt":615,"sourceType":502,"tags":622},"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",[623,624,487,610,584],"models","configurations",{"title":626,"description":627,"path":628,"category":500,"updatedAt":615,"sourceType":502,"tags":629},"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 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把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1365,1366,1367,1368,1369],"anthropic","429","context1m","failover","reference",{"title":1371,"description":1372,"path":1373,"category":1363,"updatedAt":566,"sourceType":480,"tags":1374},"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",[1369,681,1063,1375],"diagnostics",{"title":1377,"description":1378,"path":1379,"category":1363,"updatedAt":615,"sourceType":480,"tags":1380},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec Approvals 文档，解释 openclaw approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[823,943,821,505,1381,1369],"node",{"title":1383,"description":1384,"path":1385,"category":1363,"updatedAt":724,"sourceType":480,"tags":1386},"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",[691,965,1368,655,1369],{"title":1388,"description":1389,"path":1390,"category":1363,"updatedAt":724,"sourceType":480,"tags":1391},"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",[857,1392,744,858,1369],"bootstrapToken",{"title":1394,"description":1395,"path":1396,"category":1369,"updatedAt":650,"sourceType":480,"tags":1397},"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",[1398,654,700,663,1258,653],"templates",{"title":1400,"description":1401,"path":1402,"category":1363,"updatedAt":714,"sourceType":480,"tags":1403},"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",[857,1404,507,1405,1189],"allowFrom","account",{"title":1407,"description":1408,"path":1409,"category":1363,"updatedAt":819,"sourceType":480,"tags":1410},"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",[681,1369,1411,1412],"commands","terminal",{"title":1414,"description":1415,"path":1416,"category":1363,"updatedAt":724,"sourceType":480,"tags":1417},"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",[1418,1419,691,689,1369],"cloudflare-ai-gateway","headers",{"title":1421,"description":1422,"path":1423,"category":1424,"updatedAt":615,"sourceType":769,"tags":1425},"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",[769,1426,1427,1428],"github","issues","feedback",{"title":1430,"description":1431,"path":1432,"category":1363,"updatedAt":819,"sourceType":480,"tags":1433},"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",[519,1369,1434,1435],"settings","options",{"title":1437,"description":1438,"path":1439,"category":1363,"updatedAt":488,"sourceType":480,"tags":1440},"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",[778,857,858,799,1189],{"title":1442,"description":1443,"path":1444,"category":1363,"updatedAt":724,"sourceType":480,"tags":1445},"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",[679,937,1446,1023,1369],"scheduler",{"title":1448,"description":1449,"path":1450,"category":1363,"updatedAt":1132,"sourceType":480,"tags":1451},"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",[561,798,1452,1453,691],"secretref","sessionStorage",{"title":1455,"description":1456,"path":1457,"category":1458,"updatedAt":819,"sourceType":480,"tags":1459},"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",[1460,1461,1462,1208,926],"debugging","debug","runtime-overrides",{"title":1464,"description":1465,"path":1466,"category":1363,"updatedAt":696,"sourceType":480,"tags":1467},"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",[1375,1468,1469,1461,1369],"logging","flags",{"title":1471,"description":1472,"path":1473,"category":1363,"updatedAt":696,"sourceType":480,"tags":1474},"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",[718,1475,1476,699,1369],"dmScope","identityLinks",{"title":1478,"description":1479,"path":1480,"category":1363,"updatedAt":696,"sourceType":480,"tags":1481},"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",[1208,1209,1375,1482,1369],"migrations",{"title":1484,"description":1485,"path":1486,"category":1363,"updatedAt":696,"sourceType":480,"tags":1487},"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",[1066,519,726,1488,1369],"shell",{"title":1490,"description":1491,"path":1492,"category":1363,"updatedAt":615,"sourceType":502,"tags":1493},"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",[1494,1281,769,1495,1283],"sources","trust",{"title":1497,"description":1498,"path":1499,"category":1363,"updatedAt":488,"sourceType":480,"tags":1500},"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",[505,1501,681,1140,671],"rpc",{"title":1503,"description":1504,"path":1505,"category":1363,"updatedAt":696,"sourceType":480,"tags":1506},"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",[857,858,505,670,1369],{"title":1508,"description":1509,"path":1510,"category":1363,"updatedAt":1132,"sourceType":480,"tags":1511},"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",[718,505,630,561,1369],{"title":1513,"description":1514,"path":1515,"category":1363,"updatedAt":724,"sourceType":480,"tags":1516},"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",[505,1140,1517,1518,1369],"protocol","scopes",{"title":1520,"description":1521,"path":1522,"category":1363,"updatedAt":714,"sourceType":480,"tags":1523},"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",[717,1524,699,943,876],"mention",{"title":1526,"description":1527,"path":1528,"category":1363,"updatedAt":724,"sourceType":480,"tags":1529},"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",[1182,1530,1531,1532,1369],"visibility","activeHours","alerts",{"title":1534,"description":1535,"path":1536,"category":1363,"updatedAt":714,"sourceType":480,"tags":1537},"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",[1134,1140,1538,505,1369],"sdk",{"title":1540,"description":1541,"path":1542,"category":1363,"updatedAt":714,"sourceType":480,"tags":1543},"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",[519,1544,1160,1545,1369],"include","arrays",{"title":1547,"description":1548,"path":1549,"category":1363,"updatedAt":696,"sourceType":480,"tags":1550},"Lobster 的调用、审批和 resume token","基于最新官方 Lobster 文档，解释 OpenClaw 里如何用 openclaw.invoke 触发确定性工作流、何时进入 needs_approval，以及 resume token 在恢复流程里扮演什么角色。","/docs/reference/lobster-invoke-and-resume",[972,1551,823,553,1369],"invoke",{"title":1553,"description":1554,"path":1555,"category":1363,"updatedAt":724,"sourceType":480,"tags":1556},"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",[509,1557,1558,1559,1560,1369],"hybrid-search","ranking","mmr","retrieval",{"title":1562,"description":1563,"path":1564,"category":1363,"updatedAt":615,"sourceType":480,"tags":1565},"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",[623,1566,691,689,1369],"probe",{"title":1568,"description":1569,"path":1570,"category":1363,"updatedAt":1061,"sourceType":480,"tags":1571},"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",[857,858,1404,1572,1189],"credentials",{"title":1574,"description":1575,"path":1576,"category":1363,"updatedAt":615,"sourceType":480,"tags":1577},"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",[608,752,1578,1579,1283,1369],"npm","pin",{"title":1581,"description":1582,"path":1583,"category":1458,"updatedAt":488,"sourceType":480,"tags":1584},"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",[1460,1585,926,689,889],"raw-stream",{"title":1587,"description":1588,"path":1589,"category":1363,"updatedAt":724,"sourceType":480,"tags":1590},"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",[575,1591,691,505,1369],"tlsFingerprint",{"title":1593,"description":1594,"path":1595,"category":1363,"updatedAt":724,"sourceType":480,"tags":1596},"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",[717,1597,1598,1599,1369],"mentions","pending-history","reply",{"title":1601,"description":1602,"path":1603,"category":1363,"updatedAt":696,"sourceType":480,"tags":1604},"SecretRefs 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的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[485,1182,679,1638,527],{"title":1956,"description":1957,"path":1958,"category":1932,"date":676,"updatedAt":676,"sourceType":480,"source":1959,"tags":1960},"OpenClaw 正在把 /tasks 做成后台工作总账本，而不是聊天里的附属提示","官方近期补全的 Background Tasks 与 tasks CLI 文档，说明 OpenClaw 的后台任务体系已经从隐式执行，转向更正式的 ledger、审计和清理模型。","/news/openclaw-background-tasks-watch-2026-04-30","https://docs.openclaw.ai/automation/tasks",[678,485,679,680,1307,527],{"title":1962,"description":1963,"path":1964,"category":1932,"date":676,"updatedAt":676,"sourceType":480,"source":1965,"tags":1966},"OpenClaw 的 Amazon Bedrock 接入开始把 Guardrails 正式推到 provider 层","官方近期完善的 Amazon Bedrock 文档，把 AWS credential chain、自动发现和 Guardrails 全部写到了同一页里，说明 Bedrock 正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[687,688,690,689,990],{"title":1968,"description":1969,"path":1970,"category":1932,"date":714,"updatedAt":714,"sourceType":480,"source":1971,"tags":1972},"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",[716,700,717,699,745],{"title":1974,"description":1975,"path":1976,"category":1932,"date":724,"updatedAt":724,"sourceType":480,"source":1977,"tags":1978},"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",[561,1342,857,575,487],{"title":1980,"description":1981,"path":1982,"category":1932,"date":615,"updatedAt":615,"sourceType":480,"source":1940,"tags":1983},"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",[744,746,823,507,1296],{"title":1985,"description":1986,"path":1987,"category":1784,"date":501,"updatedAt":501,"sourceType":769,"source":1988,"tags":1989},"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",[1664,770,1787,1740],{"title":1991,"description":1992,"path":1993,"category":1932,"date":615,"updatedAt":615,"sourceType":480,"source":1994,"tags":1995},"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",[752,520,761,762,1996,753],"telemetry",{"title":1998,"description":1999,"path":2000,"category":1726,"date":488,"updatedAt":488,"sourceType":480,"source":2001,"tags":2002},"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",[681,505,1501,671,527],{"title":2004,"description":2005,"path":2006,"category":1932,"date":696,"updatedAt":696,"sourceType":480,"source":2007,"tags":2008},"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",[519,1066,698,2009,527],"overrides",{"title":2011,"description":2012,"path":2013,"category":1726,"date":488,"updatedAt":488,"sourceType":480,"source":1920,"tags":2014},"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",[1088,1089,655,509,2015],"continuity",{"title":2017,"description":2018,"path":2019,"category":1726,"date":488,"updatedAt":488,"sourceType":480,"source":2020,"tags":2021},"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",[778,561,1168,857,575],{"title":2023,"description":2024,"path":2025,"category":1932,"date":1132,"updatedAt":1132,"sourceType":480,"source":1946,"tags":2026},"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 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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",[516,520,770,1664],{"title":2040,"description":2041,"path":2042,"category":1932,"date":714,"updatedAt":714,"sourceType":480,"source":2043,"tags":2044},"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",[858,857,798,1202,2045],"rotate",{"title":2047,"description":2048,"path":2049,"category":1932,"date":696,"updatedAt":696,"sourceType":480,"source":2050,"tags":2051},"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",[2064,2065,2066,2067],"education","adoption","ai-tutor","higher-education",{"title":2069,"description":2070,"path":2071,"category":2061,"date":501,"updatedAt":501,"sourceType":769,"source":2072,"tags":2073},"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",[526,1666,553,1664],{"title":2075,"description":2076,"path":2077,"category":1726,"date":488,"updatedAt":488,"sourceType":480,"source":2078,"tags":2079},"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",[520,752,608,484,771],{"title":2081,"description":2082,"path":2083,"category":1932,"date":676,"updatedAt":676,"sourceType":480,"source":2084,"tags":2085},"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",[835,836,837,838,507,839],{"title":2087,"description":2088,"path":2089,"category":1932,"date":714,"updatedAt":714,"sourceType":480,"source":2090,"tags":2091},"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",[505,857,2092,798,670],"pending",{"title":2094,"description":2095,"path":2096,"category":1932,"date":1132,"updatedAt":1132,"sourceType":480,"source":2097,"tags":2098},"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",[505,718,630,561,2099],"state",{"title":2101,"description":2102,"path":2103,"category":1932,"date":714,"updatedAt":714,"sourceType":480,"source":2104,"tags":2105},"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",[2124,509,806,2161,2162],"vector-search","knowledge",{"title":2164,"description":2165,"path":2166,"category":1932,"date":714,"updatedAt":714,"sourceType":480,"source":2167,"tags":2168},"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",[1524,717,744,746,813],{"title":2170,"description":2171,"path":2172,"category":1932,"date":696,"updatedAt":696,"sourceType":480,"source":2173,"tags":2174},"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",[876,630,699,880,507],{"title":2176,"description":2177,"path":2178,"category":1932,"date":615,"updatedAt":615,"sourceType":480,"source":2001,"tags":2179},"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",[623,1566,689,691,1243],{"title":2181,"description":2182,"path":2183,"category":1932,"date":714,"updatedAt":714,"sourceType":480,"source":2184,"tags":2185},"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",[670,856,505,857,858],{"title":2187,"description":2188,"path":2189,"category":1726,"date":488,"updatedAt":488,"sourceType":480,"source":2190,"tags":2191},"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",[560,1711,984,1712,1284],{"title":2193,"description":2194,"path":2195,"category":1932,"date":1132,"updatedAt":1132,"sourceType":480,"source":2020,"tags":2196},"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",[1296,799,778,857,575],{"title":2198,"description":2199,"path":2200,"category":1932,"date":724,"updatedAt":724,"sourceType":480,"source":2201,"tags":2202},"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",[561,630,1140,1296,671],{"title":2204,"description":2205,"path":2206,"category":1932,"date":714,"updatedAt":714,"sourceType":480,"source":2043,"tags":2207},"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",[857,1404,507,1405,527],{"title":2209,"description":2210,"path":2211,"category":1726,"date":488,"updatedAt":488,"sourceType":480,"source":2212,"tags":2213},"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",[608,770,484,769,771],{"title":2215,"description":2216,"path":2217,"category":1932,"date":615,"updatedAt":615,"sourceType":480,"source":2218,"tags":2219},"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",[608,752,1578,1579,1283],{"title":2221,"description":2222,"path":2223,"category":1932,"date":615,"updatedAt":615,"sourceType":480,"source":2224,"tags":2225},"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",[971,972,553,823,609],{"title":2227,"description":2228,"path":2229,"category":1932,"date":724,"updatedAt":724,"sourceType":480,"source":2230,"tags":2231},"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",[689,623,670,691,990],{"title":2233,"description":2234,"path":2235,"category":1932,"date":724,"updatedAt":724,"sourceType":480,"source":2236,"tags":2237},"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",[689,1368,623,505,527],{"title":2239,"description":2240,"path":2241,"category":1726,"date":488,"updatedAt":488,"sourceType":480,"source":1920,"tags":2242},"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",[1281,1282,1284,1283],{"title":2244,"description":2245,"path":2246,"category":1932,"date":696,"updatedAt":696,"sourceType":480,"source":1946,"tags":2247},"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",[561,857,670,575,1189],{"title":2249,"description":2250,"path":2251,"category":1932,"date":714,"updatedAt":714,"sourceType":480,"source":2252,"tags":2253},"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",[699,698,2254,507,700],"threads",{"title":2256,"description":2257,"path":2258,"category":1932,"date":676,"updatedAt":676,"sourceType":480,"source":2259,"tags":2260},"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",[1031,918,1032,601,508],{"title":2262,"description":2263,"path":2264,"category":1932,"date":714,"updatedAt":714,"sourceType":480,"source":2265,"tags":2266},"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",[1606,2267,2268,1605,527],"snapshot","rotation",{"title":2270,"description":2271,"path":2272,"category":1932,"date":714,"updatedAt":714,"sourceType":480,"source":2132,"tags":2273},"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",[718,487,1475,857,1322],{"title":2275,"description":2276,"path":2277,"category":1932,"date":615,"updatedAt":615,"sourceType":480,"source":2278,"tags":2279},"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",[487,1307,1309,1308,527],{"title":2281,"description":2282,"path":2283,"category":2284,"date":501,"updatedAt":501,"sourceType":769,"source":2285,"tags":2286},"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",[487,2287,889,526],"compliance",{"title":2289,"description":2290,"path":2291,"category":1932,"date":696,"updatedAt":696,"sourceType":480,"source":2265,"tags":2292},"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",[487,1605,823,2293,527],"proxy",{"title":2295,"description":2296,"path":2297,"category":1932,"date":1616,"updatedAt":1616,"sourceType":480,"source":2298,"tags":2299},"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",[718,1619,1089,1618,505],{"title":2301,"description":2302,"path":2303,"category":1932,"date":1616,"updatedAt":1616,"sourceType":480,"source":2304,"tags":2305},"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",[655,681,1625,1307,527],{"title":2307,"description":2308,"path":2309,"category":1932,"date":714,"updatedAt":714,"sourceType":480,"source":2310,"tags":2311},"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",[487,1322,1323,2312,505],"sandbox",{"title":2314,"description":2315,"path":2316,"category":1726,"date":488,"updatedAt":488,"sourceType":480,"source":2122,"tags":2317},"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",[2124,769,744,520,485],{"title":2319,"description":2320,"path":2321,"category":1932,"date":724,"updatedAt":724,"sourceType":480,"source":2310,"tags":2322},"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",[1322,1476,716,699,487],{"title":2324,"description":2325,"path":2326,"category":1932,"date":1616,"updatedAt":1616,"sourceType":480,"source":2327,"tags":2328},"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",[1618,689,1644,1645,2329],"compatibility",{"title":2331,"description":2332,"path":2333,"category":1932,"date":615,"updatedAt":615,"sourceType":480,"source":1977,"tags":2334},"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",[1342,487,575,505,691],{"title":2336,"description":2337,"path":2338,"category":1932,"date":1132,"updatedAt":1132,"sourceType":480,"source":2097,"tags":2339},"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",[505,630,1134,1460,718],{"title":2341,"description":2342,"path":2343,"category":1932,"date":615,"updatedAt":615,"sourceType":480,"source":2344,"tags":2345},"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",[1692,1284,965,505,2099],{"title":2347,"description":2348,"path":2349,"category":1932,"date":615,"updatedAt":615,"sourceType":480,"source":2350,"tags":2351},"OpenClaw 更新观察：stable、beta、dev 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