[{"data":1,"prerenderedAt":3038},["ShallowReactive",2],{"docs:getting-started/reading-path":3,"content-manifest":417},{"id":4,"title":5,"body":6,"category":399,"date":400,"description":401,"extension":402,"meta":403,"navigation":404,"path":405,"seo":406,"source":407,"sourceName":407,"sourceType":408,"stem":409,"tags":410,"updatedAt":415,"__hash__":416},"docs/docs/getting-started/reading-path.md","如何开始系统理解 OpenClaw",{"type":7,"value":8,"toc":384},"minimark",[9,13,17,20,24,29,32,45,48,63,66,70,73,76,96,99,110,114,117,120,139,142,156,159,163,166,169,181,184,204,207,221,224,256,259,273,276,279,293,296,300,303,329,332,343,346,349,352],[10,11,5],"h1",{"id":12},"如何开始系统理解-openclaw",[14,15,16],"p",{},"第一次接触 OpenClaw 时，最常见的问题不是“没有文档”，而是“文档很多，但不知道先看什么”。如果一开始就扎进安装参数、渠道配置或 hooks 细节，很容易在还没建立整体地图前就陷入局部问题。",[14,18,19],{},"更稳妥的方式，是先按“定位 -> 结构 -> 最小可运行 -> 扩展 -> 长期运行”这条线来读。这样更容易知道哪些内容是现在就必须理解的，哪些可以留到后面。",[21,22,23],"h2",{"id":23},"一条更稳的阅读顺序",[25,26,28],"h3",{"id":27},"第一步先理解-openclaw-到底是什么","第一步：先理解 OpenClaw 到底是什么",[14,30,31],{},"先不要急着看配置。第一步应该先回答三个问题：",[33,34,35,39,42],"ul",{},[36,37,38],"li",{},"它解决的是什么类型的问题",[36,40,41],{},"它和普通聊天产品的区别是什么",[36,43,44],{},"它适不适合你的使用方式和技术边界",[14,46,47],{},"推荐先读：",[33,49,50,57],{},[36,51,52],{},[53,54,56],"a",{"href":55},"/docs/getting-started/what-is-openclaw","OpenClaw 是什么？",[36,58,59],{},[53,60,62],{"href":61},"/docs/getting-started/who-is-openclaw-for","OpenClaw 适合哪些用户",[14,64,65],{},"读完这一层，你应该能判断自己是在看一个“可长期运行、可扩展、可接入多入口的助手系统”，而不是一个单纯的聊天页面。",[25,67,69],{"id":68},"第二步再看整体能力地图","第二步：再看整体能力地图",[14,71,72],{},"当你确认自己确实需要 OpenClaw，下一步就该理解它由哪些部分组成。这里的目标不是记住所有名词，而是知道后面会遇到哪些模块。",[14,74,75],{},"推荐继续读：",[33,77,78,84,90],{},[36,79,80],{},[53,81,83],{"href":82},"/docs/manual/core-capabilities","核心能力总览",[36,85,86],{},[53,87,89],{"href":88},"/docs/manual/channels-overview","Channels 概览",[36,91,92],{},[53,93,95],{"href":94},"/docs/manual/control-ui","Control UI 使用说明",[14,97,98],{},"这一层最重要的是建立结构感：",[33,100,101,104,107],{},[36,102,103],{},"入口不只有一个",[36,105,106],{},"Control UI 适合观察和管理系统状态",[36,108,109],{},"渠道、工具、模型、hooks 和部署环境是不同层次的问题",[25,111,113],{"id":112},"第三步只跑通一条最小链路","第三步：只跑通一条最小链路",[14,115,116],{},"理解结构后，再进入真正的“开始使用”。这里不要贪多，目标不是一次把所有能力都打开，而是先验证系统能正常工作。",[14,118,119],{},"推荐顺序：",[121,122,123,129,135],"ol",{},[36,124,125],{},[53,126,128],{"href":127},"/docs/setup/installation","安装指南",[36,130,131],{},[53,132,134],{"href":133},"/docs/getting-started/onboarding-guide","Onboarding 指南",[36,136,137],{},[53,138,95],{"href":94},[14,140,141],{},"这个阶段要完成的不是“全部配置”，而是：",[33,143,144,147,150,153],{},[36,145,146],{},"基础安装能正常完成",[36,148,149],{},"系统能够启动",[36,151,152],{},"你知道去哪里看当前状态",[36,154,155],{},"至少有一个入口能完成验证",[14,157,158],{},"如果这一层没有跑通，就不要太早进入更多渠道、技能或自动化扩展。",[25,160,162],{"id":161},"第四步按你的目标选择扩展阅读","第四步：按你的目标选择扩展阅读",[14,164,165],{},"完成最小链路后，再根据你真正想做的事情继续深入，而不是把所有专题都一起读完。",[14,167,168],{},"如果你最关心的是接入和交互，继续看：",[33,170,171,175],{},[36,172,173],{},[53,174,89],{"href":88},[36,176,177],{},[53,178,180],{"href":179},"/docs/manual/hooks-overview","Hooks 概览",[14,182,183],{},"如果你最关心的是扩展机制，继续看：",[33,185,186,192,198],{},[36,187,188],{},[53,189,191],{"href":190},"/docs/manual/tools-overview","OpenClaw 的 Tools 与扩展能力概览",[36,193,194],{},[53,195,197],{"href":196},"/docs/manual/plugins-overview","OpenClaw 插件系统怎么用",[36,199,200],{},[53,201,203],{"href":202},"/docs/manual/skills-system","Skills 系统怎么工作",[14,205,206],{},"如果你最关心的是长期记忆和召回，继续看：",[33,208,209,215],{},[36,210,211],{},[53,212,214],{"href":213},"/docs/manual/memory-system","OpenClaw 记忆系统怎么工作",[36,216,217],{},[53,218,220],{"href":219},"/docs/manual/memory-search-and-indexing","记忆搜索与索引机制",[14,222,223],{},"如果你最关心的是长期维护，继续看：",[33,225,226,232,238,244,250],{},[36,227,228],{},[53,229,231],{"href":230},"/docs/operations/safety-basics","安全基础",[36,233,234],{},[53,235,237],{"href":236},"/docs/operations/network-and-pairing","网络模型、发现与配对",[36,239,240],{},[53,241,243],{"href":242},"/docs/operations/tailscale-serve-and-funnel","Tailscale Serve / Funnel 怎么选",[36,245,246],{},[53,247,249],{"href":248},"/docs/operations/release-tracking","版本与更新跟踪",[36,251,252],{},[53,253,255],{"href":254},"/docs/operations/openclaw-security-best-practices","OpenClaw 安全最佳实践",[14,257,258],{},"如果你最关心的是排错和协作，继续看：",[33,260,261,267],{},[36,262,263],{},[53,264,266],{"href":265},"/docs/reference/troubleshooting","故障排查概览",[36,268,269],{},[53,270,272],{"href":271},"/docs/reference/community","社区与协作说明",[21,274,275],{"id":275},"不建议一开始就做的事",[14,277,278],{},"为了减少第一次接触的负担，下面这些内容不建议过早展开：",[33,280,281,284,287,290],{},[36,282,283],{},"一开始就同时接多个渠道",[36,285,286],{},"在没有跑通最小链路前先研究大量高级配置",[36,288,289],{},"把“能启动”误当成“已经适合长期运行”",[36,291,292],{},"没有建立文档地图前就直接跳进零散 issue 和片段说明",[14,294,295],{},"这些内容不是不重要，而是它们更适合放在你已经知道系统结构、也已经完成第一轮验证之后。",[21,297,299],{"id":298},"如果你时间很少按这-6-篇读","如果你时间很少，按这 6 篇读",[14,301,302],{},"如果你只想用最短时间建立一个相对完整的认知，可以按下面这 6 篇读：",[121,304,305,309,313,317,321,325],{},[36,306,307],{},[53,308,56],{"href":55},[36,310,311],{},[53,312,62],{"href":61},[36,314,315],{},[53,316,83],{"href":82},[36,318,319],{},[53,320,128],{"href":127},[36,322,323],{},[53,324,134],{"href":133},[36,326,327],{},[53,328,231],{"href":230},[14,330,331],{},"读完这组内容后，你通常已经可以判断：",[33,333,334,337,340],{},[36,335,336],{},"自己是否真的适合用 OpenClaw",[36,338,339],{},"当前应该从哪个入口开始",[36,341,342],{},"后续优先补的是渠道、运维还是排错能力",[21,344,345],{"id":345},"一句话总结这条路径",[14,347,348],{},"第一次理解 OpenClaw，不要从配置表开始，而要先理解它是什么、由哪些部分组成、怎样跑通最小链路，然后再按自己的目标继续深入。",[21,350,351],{"id":351},"快速入口回顾",[33,353,354,358,362,366,370,374,378],{},[36,355,356],{},[53,357,56],{"href":55},[36,359,360],{},[53,361,62],{"href":61},[36,363,364],{},[53,365,83],{"href":82},[36,367,368],{},[53,369,128],{"href":127},[36,371,372],{},[53,373,134],{"href":133},[36,375,376],{},[53,377,95],{"href":94},[36,379,380],{},[53,381,383],{"href":382},"/topics","主题页：按安装、扩展、网络和安全继续深入",{"title":385,"searchDepth":386,"depth":386,"links":387},"",2,[388,395,396,397,398],{"id":23,"depth":386,"text":23,"children":389},[390,392,393,394],{"id":27,"depth":391,"text":28},3,{"id":68,"depth":391,"text":69},{"id":112,"depth":391,"text":113},{"id":161,"depth":391,"text":162},{"id":275,"depth":386,"text":275},{"id":298,"depth":386,"text":299},{"id":345,"depth":386,"text":345},{"id":351,"depth":386,"text":351},"使用指南","2026-03-06","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。","md",{},true,"/docs/getting-started/reading-path",{"title":5,"description":401},null,"official","docs/getting-started/reading-path",[411,412,413,414],"reading-path","overview","docs","onboarding","2026-03-11","lfzrfZ5W_toeXEVuhb8HgbIxlYdRj4A1F918L_Lfgf8",{"generatedAt":418,"collections":419,"totals":3036},"2026-10-19T07:16:28.294Z",{"docs":420,"news":1618,"bestPractices":2377},{"count":421,"items":422},171,[423,437,448,457,466,471,476,483,490,496,505,512,514,522,531,538,545,551,558,563,574,582,590,600,610,619,628,637,645,652,657,664,673,681,690,698,702,708,715,723,730,739,745,755,761,766,774,781,785,795,804,812,820,827,833,837,842,848,857,862,867,876,883,895,901,909,916,919,926,934,941,946,952,959,965,975,979,988,997,1003,1008,1011,1019,1026,1032,1039,1047,1054,1061,1070,1078,1085,1092,1098,1105,1111,1120,1126,1133,1138,1147,1154,1162,1169,1174,1181,1190,1196,1202,1206,1214,1221,1228,1233,1239,1246,1251,1261,1272,1278,1284,1289,1295,1301,1308,1315,1322,1330,1337,1342,1348,1355,1364,1371,1378,1384,1390,1397,1403,1408,1413,1420,1426,1434,1440,1447,1453,1462,1468,1474,1481,1487,1493,1501,1508,1513,1521,1527,1533,1540,1547,1551,1558,1567,1574,1579,1586,1592,1598,1604,1613],{"title":424,"description":425,"path":426,"category":427,"updatedAt":428,"sourceType":429,"tags":430},"OpenClaw 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",[431,432,433,434,435,436],"concepts","gateway","agent","channels","tools","memory",{"title":438,"description":439,"path":440,"category":427,"updatedAt":441,"sourceType":429,"tags":442},"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",[443,444,445,446,447],"developers","teams","architecture","configuration","skills",{"title":449,"description":450,"path":451,"category":427,"updatedAt":441,"sourceType":429,"tags":452},"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",[453,454,432,455,456],"enterprise","operations","security","upgrades",{"title":458,"description":459,"path":460,"category":427,"updatedAt":461,"sourceType":408,"tags":462},"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",[433,463,464,465],"quickstart","tutorial","basics",{"title":467,"description":468,"path":469,"category":427,"updatedAt":461,"sourceType":408,"tags":470},"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",[434,463,464,465],{"title":472,"description":473,"path":474,"category":427,"updatedAt":461,"sourceType":408,"tags":475},"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",[447,463,464,465],{"title":477,"description":478,"path":479,"category":427,"updatedAt":461,"sourceType":408,"tags":480},"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",[481,482,463,464],"workflow","automation",{"title":484,"description":485,"path":486,"category":427,"updatedAt":461,"sourceType":408,"tags":487},"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",[463,488,414,489],"installation","dashboard",{"title":491,"description":492,"path":133,"category":427,"updatedAt":415,"sourceType":408,"tags":493},"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。",[414,494,495,432],"daemon","setup",{"title":497,"description":498,"path":499,"category":427,"updatedAt":500,"sourceType":408,"tags":501},"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",[414,502,503,432,504],"remote","local","wizard",{"title":506,"description":507,"path":508,"category":427,"updatedAt":441,"sourceType":429,"tags":509},"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",[510,511,489,434,447],"personal","getting-started",{"title":5,"description":401,"path":405,"category":399,"updatedAt":415,"sourceType":408,"tags":513},[411,412,413,414],{"title":515,"description":516,"path":55,"category":517,"updatedAt":518,"sourceType":408,"tags":519},"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。","产品","2026-03-13",[412,520,434,521],"self-hosted","assistant",{"title":523,"description":524,"path":525,"category":427,"updatedAt":441,"sourceType":429,"tags":526},"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",[447,527,528,529,530],"plugins","multi-agent","hooks","decision",{"title":532,"description":533,"path":534,"category":427,"updatedAt":535,"sourceType":429,"tags":536},"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",[434,414,530,432,537],"safety",{"title":539,"description":540,"path":541,"category":427,"updatedAt":535,"sourceType":429,"tags":542},"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",[543,544,455,530,511],"models","configurations",{"title":546,"description":547,"path":548,"category":427,"updatedAt":535,"sourceType":429,"tags":549},"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",[489,550,434,530,511],"webchat",{"title":552,"description":553,"path":554,"category":427,"updatedAt":535,"sourceType":429,"tags":555},"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",[511,530,413,556,557],"paths","topics",{"title":62,"description":559,"path":61,"category":517,"updatedAt":415,"sourceType":408,"tags":560},"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。",[561,444,562,520],"users","scenarios",{"title":564,"description":565,"path":566,"category":567,"updatedAt":568,"sourceType":408,"tags":569},"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",[570,571,572,573],"runtime","workspace","bootstrap","sessions",{"title":575,"description":576,"path":577,"category":578,"updatedAt":415,"sourceType":579,"tags":580},"Agent 工作区结构说明","了解 OpenClaw 工作区里各类核心文件的作用，包括 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配置重点。","/docs/manual/bedrock-guardrails-and-auth",[605,606,607,608,609,543],"bedrock","aws","providers","guardrails","auth",{"title":611,"description":612,"path":613,"category":578,"updatedAt":614,"sourceType":408,"tags":615},"bindings 的优先级怎么影响 agent 选择","基于最新官方 Channel Routing 与 Configuration 文档，解释 peer、guild、team、account、channel 和 default agent 的命中顺序，以及为什么 binding 命中问题常常看起来像“模型选错了”。","/docs/manual/bindings-precedence-and-agent-selection","2026-03-22",[616,617,618,434,446],"bindings","routing","agents",{"title":620,"description":621,"path":622,"category":578,"updatedAt":535,"sourceType":408,"tags":623},"BlueBubbles 与 iMessage 接入","为什么官方更推荐 BlueBubbles，而不是 legacy imsg，以及远程 Mac 和 webhook 模式下该注意什么。","/docs/manual/bluebubbles-imessage",[434,624,625,626,627],"bluebubbles","imessage","macos","webhook",{"title":629,"description":630,"path":631,"category":578,"updatedAt":632,"sourceType":408,"tags":633},"Broadcast Groups 和普通 routing 的边界怎么区分","基于最新官方 Broadcast Groups 与 Channel Routing 文档，解释 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做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[772,1294,661,773,1271],"bootstrapToken",{"title":1296,"description":1297,"path":1298,"category":1271,"updatedAt":568,"sourceType":408,"tags":1299},"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",[1300,572,618,581,1166,571],"templates",{"title":1302,"description":1303,"path":1304,"category":1265,"updatedAt":632,"sourceType":408,"tags":1305},"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",[772,1306,434,1307,1097],"allowFrom","account",{"title":1309,"description":1310,"path":1311,"category":1265,"updatedAt":734,"sourceType":408,"tags":1312},"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",[599,1271,1313,1314],"commands","terminal",{"title":1316,"description":1317,"path":1318,"category":1265,"updatedAt":642,"sourceType":408,"tags":1319},"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",[1320,1321,609,607,1271],"cloudflare-ai-gateway","headers",{"title":1323,"description":1324,"path":271,"category":1325,"updatedAt":535,"sourceType":686,"tags":1326},"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。","社区",[686,1327,1328,1329],"github","issues","feedback",{"title":1331,"description":1332,"path":1333,"category":1265,"updatedAt":734,"sourceType":408,"tags":1334},"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",[446,1271,1335,1336],"settings","options",{"title":1338,"description":1339,"path":1340,"category":1265,"updatedAt":500,"sourceType":408,"tags":1341},"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",[695,772,773,714,1097],{"title":1343,"description":1344,"path":1345,"category":1265,"updatedAt":642,"sourceType":408,"tags":1346},"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",[597,847,1347,931,1271],"scheduler",{"title":1349,"description":1350,"path":1351,"category":1265,"updatedAt":1036,"sourceType":408,"tags":1352},"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",[489,713,1353,1354,609],"secretref","sessionStorage",{"title":1356,"description":1357,"path":1358,"category":1359,"updatedAt":734,"sourceType":408,"tags":1360},"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",[1361,1362,1363,1116,836],"debugging","debug","runtime-overrides",{"title":1365,"description":1366,"path":1367,"category":1265,"updatedAt":614,"sourceType":408,"tags":1368},"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",[1277,1369,1370,1362,1271],"logging","flags",{"title":1372,"description":1373,"path":1374,"category":1265,"updatedAt":614,"sourceType":408,"tags":1375},"dmScope 和 identityLinks 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之间真正的优先级。","/docs/reference/env-sources-and-precedence",[974,446,644,1389,1271],"shell",{"title":1391,"description":1392,"path":1393,"category":1265,"updatedAt":535,"sourceType":429,"tags":1394},"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",[1395,1186,686,1396,1188],"sources","trust",{"title":1398,"description":1399,"path":1400,"category":1265,"updatedAt":500,"sourceType":408,"tags":1401},"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",[432,1402,599,1044,589],"rpc",{"title":1404,"description":1405,"path":1406,"category":1265,"updatedAt":614,"sourceType":408,"tags":1407},"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",[772,773,432,588,1271],{"title":1409,"description":1410,"path":1411,"category":1265,"updatedAt":1036,"sourceType":408,"tags":1412},"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",[636,432,550,489,1271],{"title":1414,"description":1415,"path":1416,"category":1265,"updatedAt":642,"sourceType":408,"tags":1417},"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",[432,1044,1418,1419,1271],"protocol","scopes",{"title":1421,"description":1422,"path":1423,"category":1265,"updatedAt":632,"sourceType":408,"tags":1424},"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",[635,1425,617,853,790],"mention",{"title":1427,"description":1428,"path":1429,"category":1265,"updatedAt":642,"sourceType":408,"tags":1430},"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",[1090,1431,1432,1433,1271],"visibility","activeHours","alerts",{"title":1435,"description":1436,"path":1437,"category":1265,"updatedAt":632,"sourceType":408,"tags":1438},"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",[1038,1044,1439,432,1271],"sdk",{"title":1441,"description":1442,"path":1443,"category":1265,"updatedAt":632,"sourceType":408,"tags":1444},"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",[446,1445,1068,1446,1271],"include","arrays",{"title":1448,"description":1449,"path":1450,"category":1265,"updatedAt":614,"sourceType":408,"tags":1451},"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",[882,1452,738,481,1271],"invoke",{"title":1454,"description":1455,"path":1456,"category":1265,"updatedAt":642,"sourceType":408,"tags":1457},"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",[436,1458,1459,1460,1461,1271],"hybrid-search","ranking","mmr","retrieval",{"title":1463,"description":1464,"path":1465,"category":1265,"updatedAt":535,"sourceType":408,"tags":1466},"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",[543,1467,609,607,1271],"probe",{"title":1469,"description":1470,"path":1471,"category":1265,"updatedAt":969,"sourceType":408,"tags":1472},"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",[772,773,1306,1473,1097],"credentials",{"title":1475,"description":1476,"path":1477,"category":1265,"updatedAt":535,"sourceType":408,"tags":1478},"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",[527,669,1479,1480,1188,1271],"npm","pin",{"title":1482,"description":1483,"path":1484,"category":1359,"updatedAt":500,"sourceType":408,"tags":1485},"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",[1361,1486,836,607,803],"raw-stream",{"title":1488,"description":1489,"path":1490,"category":1265,"updatedAt":642,"sourceType":408,"tags":1491},"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",[502,1492,609,432,1271],"tlsFingerprint",{"title":1494,"description":1495,"path":1496,"category":1265,"updatedAt":642,"sourceType":408,"tags":1497},"回复机器人消息也算 mention 吗，pending history 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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",[636,455,1376,772,853],{"title":1514,"description":1515,"path":1516,"category":1265,"updatedAt":1517,"sourceType":408,"tags":1518},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[636,1519,1520,995,1271],"transcript","jsonl",{"title":1522,"description":1523,"path":1524,"category":1265,"updatedAt":1517,"sourceType":408,"tags":1525},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[573,599,1526,1211,454],"store",{"title":1528,"description":1529,"path":1530,"category":1265,"updatedAt":642,"sourceType":408,"tags":1531},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[455,1226,1211,1532,1271],"ingress",{"title":1534,"description":1535,"path":1536,"category":1265,"updatedAt":500,"sourceType":408,"tags":1537},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[599,1125,1538,836,1539],"health","troubleshooting",{"title":1541,"description":1542,"path":1543,"category":1265,"updatedAt":1517,"sourceType":408,"tags":1544},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 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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",[489,1244,772,502,455],{"title":1879,"description":1880,"path":1881,"category":1831,"date":535,"updatedAt":535,"sourceType":408,"source":1839,"tags":1882},"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",[661,663,738,434,1201],{"title":1884,"description":1885,"path":1886,"category":1683,"date":428,"updatedAt":428,"sourceType":686,"source":1887,"tags":1888},"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",[1564,687,1686,1639],{"title":1890,"description":1891,"path":1892,"category":1831,"date":535,"updatedAt":535,"sourceType":408,"source":1893,"tags":1894},"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",[669,447,678,679,1895,670],"telemetry",{"title":1897,"description":1898,"path":1899,"category":1625,"date":500,"updatedAt":500,"sourceType":408,"source":1900,"tags":1901},"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",[599,432,1402,589,454],{"title":1903,"description":1904,"path":1905,"category":1831,"date":614,"updatedAt":614,"sourceType":408,"source":1906,"tags":1907},"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",[446,974,616,1908,454],"overrides",{"title":1910,"description":1911,"path":1912,"category":1625,"date":500,"updatedAt":500,"sourceType":408,"source":1819,"tags":1913},"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",[994,995,573,436,1914],"continuity",{"title":1916,"description":1917,"path":1918,"category":1625,"date":500,"updatedAt":500,"sourceType":408,"source":1919,"tags":1920},"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",[695,489,1076,772,502],{"title":1922,"description":1923,"path":1924,"category":1831,"date":1036,"updatedAt":1036,"sourceType":408,"source":1845,"tags":1925},"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",[489,572,1353,609,695],{"title":1927,"description":1928,"path":1929,"category":1831,"date":535,"updatedAt":535,"sourceType":408,"source":1845,"tags":1930},"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",[489,550,713,1353,617,1931],"web",{"title":1933,"description":1934,"path":1935,"category":1625,"date":428,"updatedAt":428,"sourceType":686,"source":1936,"tags":1937},"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",[443,447,687,1564],{"title":1939,"description":1940,"path":1941,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":1942,"tags":1943},"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",[773,772,713,1110,1944],"rotate",{"title":1946,"description":1947,"path":1948,"category":1831,"date":614,"updatedAt":614,"sourceType":408,"source":1949,"tags":1950},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[1116,1277,1117,1361,454],{"title":1952,"description":1953,"path":1954,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":1949,"tags":1955},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[1116,1117,971,1189,1277],{"title":1957,"description":1958,"path":1959,"category":1960,"date":428,"updatedAt":428,"sourceType":686,"source":1961,"tags":1962},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[1963,1964,1965,1966],"education","adoption","ai-tutor","higher-education",{"title":1968,"description":1969,"path":1970,"category":1960,"date":428,"updatedAt":428,"sourceType":686,"source":1971,"tags":1972},"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",[453,1566,481,1564],{"title":1974,"description":1975,"path":1976,"category":1625,"date":500,"updatedAt":500,"sourceType":408,"source":1977,"tags":1978},"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",[447,669,527,529,688],{"title":1980,"description":1981,"path":1982,"category":1831,"date":594,"updatedAt":594,"sourceType":408,"source":1983,"tags":1984},"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",[750,751,752,753,434,754],{"title":1986,"description":1987,"path":1988,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":1989,"tags":1990},"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",[432,772,1991,713,588],"pending",{"title":1993,"description":1994,"path":1995,"category":1831,"date":1036,"updatedAt":1036,"sourceType":408,"source":1996,"tags":1997},"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",[432,636,550,489,1998],"state",{"title":2000,"description":2001,"path":2002,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":2003,"tags":2004},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 顺序写得更完整了，也让“没回”和“没进系统”首次更容易区分。","/news/openclaw-group-policy-watch-2026-03-25","https://docs.openclaw.ai/channels/groups",[635,1425,853,790,617],{"title":2006,"description":2007,"path":2008,"category":1831,"date":642,"updatedAt":642,"sourceType":408,"source":2003,"tags":2009},"OpenClaw 正在把群触发从“@一下就行”写成更完整的治理链","官方最近围绕 Groups、Group Messages 和 Broadcast Groups 的文档更新，正在把 reply-to implicit mention、pending history、forum topic session key 和 shared-group rollout 写成更完整的群入口治理链。","/news/openclaw-group-trigger-governance-watch-2026-03-29",[635,1498,2010,634,900],"activation",{"title":2012,"description":2013,"path":2014,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":2015,"tags":2016},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[446,1445,1068,1446,454],{"title":2018,"description":2019,"path":2020,"category":1625,"date":500,"updatedAt":500,"sourceType":408,"source":2021,"tags":2022},"OpenClaw 官方 Showcase 基础设施观察：Home Assistant、Nix 与远程文件流转正在成为高频落地方向","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得关注的基础设施与部署类案例，观察 OpenClaw 在家庭服务器、可复现部署和远程实例运维上的真实应用。","/news/openclaw-infra-showcase-watch-2026-03-21","https://docs.openclaw.ai/start/showcase",[2023,1566,2024,2025,2026],"showcase","home-assistant","nix","infrastructure",{"title":2028,"description":2029,"path":2030,"category":1831,"date":614,"updatedAt":614,"sourceType":408,"source":2031,"tags":2032},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 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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",[2023,436,721,2060,2061],"vector-search","knowledge",{"title":2063,"description":2064,"path":2065,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":2066,"tags":2067},"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",[1425,635,661,663,728],{"title":2069,"description":2070,"path":2071,"category":1831,"date":614,"updatedAt":614,"sourceType":408,"source":2072,"tags":2073},"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",[790,550,617,794,434],{"title":2075,"description":2076,"path":2077,"category":1831,"date":535,"updatedAt":535,"sourceType":408,"source":1900,"tags":2078},"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",[543,1467,607,609,1153],{"title":2080,"description":2081,"path":2082,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":2083,"tags":2084},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1201,714,695,772,502],{"title":2097,"description":2098,"path":2099,"category":1831,"date":642,"updatedAt":642,"sourceType":408,"source":2100,"tags":2101},"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",[489,550,1044,1201,589],{"title":2103,"description":2104,"path":2105,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":1942,"tags":2106},"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",[772,1306,434,1307,454],{"title":2108,"description":2109,"path":2110,"category":1625,"date":500,"updatedAt":500,"sourceType":408,"source":2111,"tags":2112},"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",[527,687,529,686,688],{"title":2114,"description":2115,"path":2116,"category":1831,"date":535,"updatedAt":535,"sourceType":408,"source":2117,"tags":2118},"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",[527,669,1479,1480,1188],{"title":2120,"description":2121,"path":2122,"category":1831,"date":535,"updatedAt":535,"sourceType":408,"source":2123,"tags":2124},"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",[881,882,481,738,528],{"title":2126,"description":2127,"path":2128,"category":1831,"date":642,"updatedAt":642,"sourceType":408,"source":2129,"tags":2130},"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",[607,543,588,609,900],{"title":2132,"description":2133,"path":2134,"category":1831,"date":642,"updatedAt":642,"sourceType":408,"source":2135,"tags":2136},"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",[607,1270,543,432,454],{"title":2138,"description":2139,"path":2140,"category":1625,"date":500,"updatedAt":500,"sourceType":408,"source":1819,"tags":2141},"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",[1186,1187,1189,1188],{"title":2143,"description":2144,"path":2145,"category":1831,"date":614,"updatedAt":614,"sourceType":408,"source":1845,"tags":2146},"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",[489,772,588,502,1097],{"title":2148,"description":2149,"path":2150,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":2151,"tags":2152},"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",[617,616,2153,434,618],"threads",{"title":2155,"description":2156,"path":2157,"category":1831,"date":594,"updatedAt":594,"sourceType":408,"source":2158,"tags":2159},"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",[939,830,940,520,435],{"title":2161,"description":2162,"path":2163,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":2164,"tags":2165},"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",[1507,2166,2167,1506,454],"snapshot","rotation",{"title":2169,"description":2170,"path":2171,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":2031,"tags":2172},"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",[636,455,1376,772,1226],{"title":2174,"description":2175,"path":2176,"category":1831,"date":535,"updatedAt":535,"sourceType":408,"source":2177,"tags":2178},"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",[455,1211,1213,1212,454],{"title":2180,"description":2181,"path":2182,"category":2183,"date":428,"updatedAt":428,"sourceType":686,"source":2184,"tags":2185},"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",[455,2186,803,453],"compliance",{"title":2188,"description":2189,"path":2190,"category":1831,"date":614,"updatedAt":614,"sourceType":408,"source":2164,"tags":2191},"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",[455,1506,738,2192,454],"proxy",{"title":2194,"description":2195,"path":2196,"category":1831,"date":1517,"updatedAt":1517,"sourceType":408,"source":2197,"tags":2198},"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",[636,1520,995,1519,432],{"title":2200,"description":2201,"path":2202,"category":1831,"date":1517,"updatedAt":1517,"sourceType":408,"source":2203,"tags":2204},"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",[573,599,1526,1211,454],{"title":2206,"description":2207,"path":2208,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":2209,"tags":2210},"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",[455,1226,1227,2211,432],"sandbox",{"title":2213,"description":2214,"path":2215,"category":1625,"date":500,"updatedAt":500,"sourceType":408,"source":2021,"tags":2216},"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",[2023,686,661,447,482],{"title":2218,"description":2219,"path":2220,"category":1831,"date":642,"updatedAt":642,"sourceType":408,"source":2209,"tags":2221},"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",[1226,1377,634,617,455],{"title":2223,"description":2224,"path":2225,"category":1831,"date":1517,"updatedAt":1517,"sourceType":408,"source":2226,"tags":2227},"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",[1519,607,1545,1546,2228],"compatibility",{"title":2230,"description":2231,"path":2232,"category":1831,"date":535,"updatedAt":535,"sourceType":408,"source":1876,"tags":2233},"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",[1244,455,502,432,609],{"title":2235,"description":2236,"path":2237,"category":1831,"date":1036,"updatedAt":1036,"sourceType":408,"source":1996,"tags":2238},"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",[432,550,1038,1361,636],{"title":2240,"description":2241,"path":2242,"category":1831,"date":535,"updatedAt":535,"sourceType":408,"source":2243,"tags":2244},"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",[1591,1189,875,432,1998],{"title":2246,"description":2247,"path":2248,"category":1831,"date":535,"updatedAt":535,"sourceType":408,"source":2249,"tags":2250},"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 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1256,1257,1258,1259,1260],{"title":2252,"description":2253,"path":2254,"category":1625,"date":500,"updatedAt":500,"sourceType":408,"source":2021,"tags":2255},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","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语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[2023,707,2256,2257,721],"phone","tts",{"title":2259,"description":2260,"path":2261,"category":1831,"date":632,"updatedAt":632,"sourceType":408,"source":2262,"tags":2263},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[707,1024,1025,588,773],{"title":2265,"description":2266,"path":2267,"category":1625,"date":500,"updatedAt":500,"sourceType":408,"source":1845,"tags":2268},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[489,550,1044,695,1931],{"title":2270,"description":2271,"path":2272,"category":1831,"date":1036,"updatedAt":1036,"sourceType":408,"source":2273,"tags":2274},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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