[{"data":1,"prerenderedAt":2851},["ShallowReactive",2],{"docs:manual/headless-node-hosts-and-device-boundaries":3,"content-manifest":342},{"id":4,"title":5,"body":6,"category":322,"date":323,"description":324,"extension":325,"meta":326,"navigation":327,"path":328,"seo":329,"source":330,"sourceName":331,"sourceType":332,"stem":333,"tags":334,"updatedAt":340,"__hash__":341},"docs/docs/manual/headless-node-hosts-and-device-boundaries.md","Headless nodes 和设备宿主边界怎么分",{"type":7,"value":8,"toc":302},"minimark",[9,13,17,24,27,38,42,53,56,59,62,73,76,90,93,98,102,105,116,119,127,130,134,137,148,151,155,158,163,166,169,180,183,186,191,194,199,202,206,217,221,235,238,243,246,250,253,257,260,263,278,281],[10,11,5],"h1",{"id":12},"headless-nodes-和设备宿主边界怎么分",[14,15,16],"p",{},"现有中文资料已经解释了 nodes 是设备能力入口，但最近官方文档里还有一条更值得单独拆开的边界：",[18,19,20],"ul",{},[21,22,23],"li",{},"node 不是都长得一样",[14,25,26],{},"从官方最近对 architecture、nodes 和 pairing 的写法看，OpenClaw 实际上已经把下面几类宿主慢慢分开了：",[18,28,29,32,35],{},[21,30,31],{},"Gateway host",[21,33,34],{},"带 UI 的真实设备节点",[21,36,37],{},"headless nodes",[39,40,41],"h2",{"id":41},"先记住一句话",[18,43,44,47,50],{},[21,45,46],{},"Gateway 持有系统状态",[21,48,49],{},"node 持有设备能力",[21,51,52],{},"headless node 更像“没有人机界面的能力宿主”",[14,54,55],{},"这三者如果不分清，后面最容易把部署、授权和排障混成一团。",[39,57,58],{"id":58},"普通设备节点更像什么",[14,60,61],{},"更典型的普通 node 通常是：",[18,63,64,67,70],{},[21,65,66],{},"手机",[21,68,69],{},"平板",[21,71,72],{},"桌面设备",[14,74,75],{},"它们的共同特点是：",[18,77,78,81,84,87],{},[21,79,80],{},"有真实用户",[21,82,83],{},"有系统权限弹窗",[21,85,86],{},"有设备本地开关",[21,88,89],{},"能提供相机、语音、位置等能力",[14,91,92],{},"所以它们更接近：",[18,94,95],{},[21,96,97],{},"被人持有、被人授权的设备边缘",[39,99,101],{"id":100},"headless-node-更像什么","headless node 更像什么",[14,103,104],{},"从官方 architecture 的表达看，headless nodes 更适合被理解成：",[18,106,107,110,113],{},[21,108,109],{},"长期在线",[21,111,112],{},"没有明显交互 UI",[21,114,115],{},"主要提供某类能力面",[14,117,118],{},"它可能更像：",[18,120,121,124],{},[21,122,123],{},"一台专门提供某种输入/执行能力的小宿主",[21,125,126],{},"一台持续在线的辅助进程节点",[14,128,129],{},"而不是“另一个迷你 Gateway”。",[39,131,133],{"id":132},"为什么-headless-node-这条线值得单独看","为什么 headless node 这条线值得单独看",[14,135,136],{},"因为它会改变你对很多问题的判断方式：",[18,138,139,142,145],{},[21,140,141],{},"权限到底在哪一层授予",[21,143,144],{},"配对到底是在接谁",[21,146,147],{},"出问题时该查哪台宿主",[14,149,150],{},"如果你把 headless node 当普通客户端，后面会误判很多能力边界。",[39,152,154],{"id":153},"gateway-和-headless-node-不是主从复制关系","Gateway 和 headless node 不是主从复制关系",[14,156,157],{},"官方文档一直在强调：",[18,159,160],{},[21,161,162],{},"Gateway 是 single source of truth",[14,164,165],{},"这意味着即使你加了 headless node，系统事实来源仍然在 Gateway，而不是被切成多套副本。",[14,167,168],{},"更准确地说：",[18,170,171,174,177],{},[21,172,173],{},"Gateway 统一编排",[21,175,176],{},"nodes 暴露能力",[21,178,179],{},"headless node 只是某类能力的宿主",[39,181,182],{"id":182},"配对在这里为什么仍然关键",[14,184,185],{},"无论是不是 headless，当前官方写法都在强调：",[18,187,188],{},[21,189,190],{},"Node 仍然要经过显式 pairing",[14,192,193],{},"这不是形式步骤，而是在说明：",[18,195,196],{},[21,197,198],{},"“长期在线的能力宿主”也必须进入同一套授权边界",[14,200,201],{},"所以更不应该因为它没有明显 UI，就把它当“内部服务默认可信”。",[39,203,205],{"id":204},"更适合-headless-node-的场景","更适合 headless node 的场景",[18,207,208,211,214],{},[21,209,210],{},"持续在线的能力代理",[21,212,213],{},"需要长期运行但不依赖人工交互的节点",[21,215,216],{},"和主 Gateway 分开部署的设备能力面",[39,218,220],{"id":219},"更适合普通设备-node-的场景","更适合普通设备 node 的场景",[18,222,223,226,229,232],{},[21,224,225],{},"相机拍照",[21,227,228],{},"位置读取",[21,230,231],{},"语音唤醒",[21,233,234],{},"明显依赖本地用户权限确认的能力",[39,236,237],{"id":237},"中文团队最容易踩的坑",[239,240,242],"h3",{"id":241},"_1-把-headless-node-当成第二个-gateway","1. 把 headless node 当成第二个 Gateway",[14,244,245],{},"它不是状态中心。",[239,247,249],{"id":248},"_2-把设备权限问题当成-node-配对问题","2. 把设备权限问题当成 node 配对问题",[14,251,252],{},"能配对，不等于本地权限已经开对。",[239,254,256],{"id":255},"_3-不记录能力到底跑在哪台宿主","3. 不记录能力到底跑在哪台宿主",[14,258,259],{},"后面排障时最容易迷路。",[39,261,262],{"id":262},"一条更稳的理解顺序",[264,265,266,269,272,275],"ol",{},[21,267,268],{},"先确认系统状态在 Gateway",[21,270,271],{},"再确认能力实际跑在哪台 node 宿主",[21,273,274],{},"再确认这台宿主是普通设备还是 headless node",[21,276,277],{},"最后才排 pairing、权限和调用链",[39,279,280],{"id":280},"下一步推荐",[18,282,283,290,296],{},[21,284,285],{},[286,287,289],"a",{"href":288},"/docs/manual/nodes-and-device-actions","Nodes 与设备能力",[21,291,292],{},[286,293,295],{"href":294},"/docs/reference/gateway-owned-pairing-vs-device-pairing","Gateway-owned pairing 和 device pairing 有什么区别",[21,297,298],{},[286,299,301],{"href":300},"/docs/operations/remote-operators-and-nodes","Remote Operators 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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","2026-03-12",[357,387,388,389],"quickstart","tutorial","basics",{"title":391,"description":392,"path":393,"category":352,"updatedAt":385,"sourceType":332,"tags":394},"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",[358,387,388,389],{"title":396,"description":397,"path":398,"category":352,"updatedAt":385,"sourceType":332,"tags":399},"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",[371,387,388,389],{"title":401,"description":402,"path":403,"category":352,"updatedAt":385,"sourceType":332,"tags":404},"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",[405,406,387,388],"workflow","automation",{"title":408,"description":409,"path":410,"category":352,"updatedAt":411,"sourceType":332,"tags":412},"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","2026-03-11",[387,413,414,415],"installation","onboarding","dashboard",{"title":417,"description":418,"path":419,"category":352,"updatedAt":411,"sourceType":332,"tags":420},"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",[414,421,422,339],"daemon","setup",{"title":424,"description":425,"path":426,"category":352,"updatedAt":427,"sourceType":332,"tags":428},"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",[414,429,430,339,431],"remote","local","wizard",{"title":433,"description":434,"path":435,"category":352,"updatedAt":365,"sourceType":354,"tags":436},"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",[437,438,415,358,371],"personal","getting-started",{"title":440,"description":441,"path":442,"category":443,"updatedAt":411,"sourceType":332,"tags":444},"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",[445,446,447,414],"reading-path","overview","docs",{"title":449,"description":450,"path":451,"category":452,"updatedAt":453,"sourceType":332,"tags":454},"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",[446,455,358,456],"self-hosted","assistant",{"title":458,"description":459,"path":460,"category":352,"updatedAt":365,"sourceType":354,"tags":461},"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",[371,462,463,464,465],"plugins","multi-agent","hooks","decision",{"title":467,"description":468,"path":469,"category":352,"updatedAt":470,"sourceType":354,"tags":471},"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",[358,414,465,339,472],"safety",{"title":474,"description":475,"path":476,"category":352,"updatedAt":470,"sourceType":354,"tags":477},"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",[478,479,379,465,438],"models","configurations",{"title":481,"description":482,"path":483,"category":352,"updatedAt":470,"sourceType":354,"tags":484},"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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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",[976,977,1144,1247,1138],"migrations",{"title":1249,"description":1250,"path":1251,"category":1132,"updatedAt":519,"sourceType":332,"tags":1252},"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",[838,370,548,1253,1138],"shell",{"title":1255,"description":1256,"path":1257,"category":1132,"updatedAt":470,"sourceType":354,"tags":1258},"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",[1259,1052,592,1260,1054],"sources","trust",{"title":1262,"description":1263,"path":1264,"category":1132,"updatedAt":427,"sourceType":332,"tags":1265},"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",[339,1266,797,903,514],"rpc",{"title":295,"description":1268,"path":294,"category":1132,"updatedAt":519,"sourceType":332,"tags":1269},"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。",[337,338,339,335,1138],{"title":1271,"description":1272,"path":1273,"category":1132,"updatedAt":895,"sourceType":332,"tags":1274},"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",[540,339,485,415,1138],{"title":1276,"description":1277,"path":1278,"category":1132,"updatedAt":546,"sourceType":332,"tags":1279},"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",[339,903,1280,1281,1138],"protocol","scopes",{"title":1283,"description":1284,"path":1285,"category":1132,"updatedAt":340,"sourceType":332,"tags":1286},"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",[539,1287,522,752,685],"mention",{"title":1289,"description":1290,"path":1291,"category":1132,"updatedAt":546,"sourceType":332,"tags":1292},"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",[950,1293,1294,1295,1138],"visibility","activeHours","alerts",{"title":1297,"description":1298,"path":1299,"category":1132,"updatedAt":340,"sourceType":332,"tags":1300},"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",[897,903,1301,339,1138],"sdk",{"title":1303,"description":1304,"path":1305,"category":1132,"updatedAt":340,"sourceType":332,"tags":1306},"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",[370,1307,927,1308,1138],"include","arrays",{"title":1310,"description":1311,"path":1312,"category":1132,"updatedAt":519,"sourceType":332,"tags":1313},"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",[770,1314,647,405,1138],"invoke",{"title":1316,"description":1317,"path":1318,"category":1132,"updatedAt":546,"sourceType":332,"tags":1319},"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",[360,1320,1321,1322,1323,1138],"hybrid-search","ranking","mmr","retrieval",{"title":1325,"description":1326,"path":1327,"category":1132,"updatedAt":470,"sourceType":332,"tags":1328},"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",[478,1329,621,632,1138],"probe",{"title":1331,"description":1332,"path":1333,"category":1132,"updatedAt":833,"sourceType":332,"tags":1334},"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",[337,338,1168,1335,957],"credentials",{"title":1337,"description":1338,"path":1339,"category":1132,"updatedAt":470,"sourceType":332,"tags":1340},"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",[462,575,1341,1342,1054,1138],"npm","pin",{"title":1344,"description":1345,"path":1346,"category":1223,"updatedAt":427,"sourceType":332,"tags":1347},"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",[1225,1348,735,632,698],"raw-stream",{"title":1350,"description":1351,"path":1352,"category":1132,"updatedAt":546,"sourceType":332,"tags":1353},"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",[429,1354,621,339,1138],"tlsFingerprint",{"title":1356,"description":1357,"path":1358,"category":1132,"updatedAt":546,"sourceType":332,"tags":1359},"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",[539,1360,1361,1362,1138],"mentions","pending-history","reply",{"title":1364,"description":1365,"path":1366,"category":1132,"updatedAt":519,"sourceType":332,"tags":1367},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[1368,1369,1370,632,1138],"secrets","secretrefs","runtime",{"title":1372,"description":1373,"path":1374,"category":1132,"updatedAt":340,"sourceType":332,"tags":1375},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[540,379,1240,337,752],{"title":1377,"description":1378,"path":1379,"category":1132,"updatedAt":1380,"sourceType":332,"tags":1381},"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",[540,1382,1383,852,1138],"transcript","jsonl",{"title":1385,"description":1386,"path":1387,"category":1132,"updatedAt":1380,"sourceType":332,"tags":1388},"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",[660,797,1389,1076,378],"store",{"title":1391,"description":1392,"path":1393,"category":1132,"updatedAt":546,"sourceType":332,"tags":1394},"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",[379,1091,1076,1395,1138],"ingress",{"title":1397,"description":1398,"path":1399,"category":1132,"updatedAt":427,"sourceType":332,"tags":1400},"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",[797,985,1401,735,1402],"health","troubleshooting",{"title":1404,"description":1405,"path":1406,"category":1132,"updatedAt":1380,"sourceType":332,"tags":1407},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1382,1408,632,1409,1138],"hygiene","tool-calls",{"title":1411,"description":1412,"path":1413,"category":1223,"updatedAt":411,"sourceType":332,"tags":1414},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[1402,976,985,735],{"title":1416,"description":1417,"path":1418,"category":1132,"updatedAt":519,"sourceType":332,"tags":1419},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[485,1420,1421,1382,1138],"history","inject",{"title":1423,"description":1424,"path":1425,"category":1426,"updatedAt":470,"sourceType":332,"tags":1427},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[1428,1429,1430,1431,1004,1005],"china","cloud","deployment","feishu",{"title":1433,"description":1434,"path":1435,"category":1426,"updatedAt":411,"sourceType":332,"tags":1436},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[1430,430,1437,1429,1438],"docker","wsl2",{"title":1440,"description":1441,"path":1442,"category":1426,"updatedAt":843,"sourceType":332,"tags":1443},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[413,1341,1444,1438],"install-script",{"title":1446,"description":1447,"path":1448,"category":1426,"updatedAt":427,"sourceType":332,"tags":1449},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[413,1450,1444,1451,1055],"updater","git",{"title":1453,"description":1454,"path":1455,"category":1426,"updatedAt":385,"sourceType":332,"tags":1456},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 从首次安装到原地升级、服务移除和彻底卸载的完整维护路径。","/docs/setup/installer-update-and-uninstall",[413,1450,1457,976,1055],"uninstall",{"title":1459,"description":1460,"path":1461,"category":1426,"updatedAt":385,"sourceType":332,"tags":1462},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 的详细指南。","/docs/setup/linux-installation",[1463,413,422,1464],"linux","server",{"title":1466,"description":1467,"path":1468,"category":1426,"updatedAt":385,"sourceType":332,"tags":1469},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[531,413,422,1470],"apple",{"title":1472,"description":1473,"path":1474,"category":1475,"updatedAt":411,"sourceType":332,"tags":1476},"版本迁移与升级检查单","在 OpenClaw 版本升级前后，优先检查配置、CLI、认证和入口层变化，避免把升级直接变成线上事故。","/docs/setup/migration-guide","迁移",[1477,1478,1052,1479],"migration","upgrade","checklist",{"title":1481,"description":1482,"path":1483,"category":1426,"updatedAt":385,"sourceType":332,"tags":1484},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 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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",[338,337,622,970,1803],"rotate",{"title":1805,"description":1806,"path":1807,"category":1701,"date":519,"updatedAt":519,"sourceType":332,"source":1808,"tags":1809},"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",[976,1144,977,1225,378],{"title":1811,"description":1812,"path":1813,"category":1701,"date":340,"updatedAt":340,"sourceType":332,"source":1808,"tags":1814},"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",[976,977,835,1055,1144],{"title":1816,"description":1817,"path":1818,"category":1819,"date":353,"updatedAt":353,"sourceType":592,"source":1820,"tags":1821},"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",[1822,1823,1824,1825],"education","adoption","ai-tutor","higher-education",{"title":1827,"description":1828,"path":1829,"category":1819,"date":353,"updatedAt":353,"sourceType":592,"source":1830,"tags":1831},"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",[377,1430,405,1428],{"title":1833,"description":1834,"path":1835,"category":1493,"date":427,"updatedAt":427,"sourceType":332,"source":1836,"tags":1837},"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",[371,575,462,464,594],{"title":1839,"description":1840,"path":1841,"category":1701,"date":340,"updatedAt":340,"sourceType":332,"source":1842,"tags":1843},"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",[339,337,1844,622,335],"pending",{"title":1846,"description":1847,"path":1848,"category":1701,"date":895,"updatedAt":895,"sourceType":332,"source":1849,"tags":1850},"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",[339,540,485,415,1851],"state",{"title":1853,"description":1854,"path":1855,"category":1701,"date":340,"updatedAt":340,"sourceType":332,"source":1856,"tags":1857},"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",[539,1287,752,685,522],{"title":1859,"description":1860,"path":1861,"category":1701,"date":546,"updatedAt":546,"sourceType":332,"source":1856,"tags":1862},"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",[539,1360,1863,538,776],"activation",{"title":1865,"description":1866,"path":1867,"category":1701,"date":340,"updatedAt":340,"sourceType":332,"source":1868,"tags":1869},"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",[370,1307,927,1308,378],{"title":1871,"description":1872,"path":1873,"category":1493,"date":427,"updatedAt":427,"sourceType":332,"source":1874,"tags":1875},"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",[1876,1430,1877,1878,1879],"showcase","home-assistant","nix","infrastructure",{"title":1881,"description":1882,"path":1883,"category":1701,"date":519,"updatedAt":519,"sourceType":332,"source":1884,"tags":1885},"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",[1876,360,630,1913,1914],"vector-search","knowledge",{"title":1916,"description":1917,"path":1918,"category":1701,"date":340,"updatedAt":340,"sourceType":332,"source":1919,"tags":1920},"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",[1287,539,567,569,638],{"title":1922,"description":1923,"path":1924,"category":1701,"date":519,"updatedAt":519,"sourceType":332,"source":1925,"tags":1926},"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",[685,485,522,689,358],{"title":1928,"description":1929,"path":1930,"category":1701,"date":470,"updatedAt":470,"sourceType":332,"source":1758,"tags":1931},"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",[478,1329,632,621,1014],{"title":1933,"description":1934,"path":1935,"category":1701,"date":340,"updatedAt":340,"sourceType":332,"source":330,"tags":1936},"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",[335,336,339,337,338],{"title":1938,"description":1939,"path":1940,"category":1493,"date":427,"updatedAt":427,"sourceType":332,"source":1941,"tags":1942},"OpenClaw 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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",[415,485,903,1065,514],{"title":1956,"description":1957,"path":1958,"category":1701,"date":340,"updatedAt":340,"sourceType":332,"source":1801,"tags":1959},"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",[337,1168,358,1169,378],{"title":1961,"description":1962,"path":1963,"category":1493,"date":427,"updatedAt":427,"sourceType":332,"source":1964,"tags":1965},"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",[462,593,464,592,594],{"title":1967,"description":1968,"path":1969,"category":1701,"date":470,"updatedAt":470,"sourceType":332,"source":1970,"tags":1971},"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",[462,575,1341,1342,1054],{"title":1973,"description":1974,"path":1975,"category":1701,"date":470,"updatedAt":470,"sourceType":332,"source":1976,"tags":1977},"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",[769,770,405,647,463],{"title":1979,"description":1980,"path":1981,"category":1701,"date":546,"updatedAt":546,"sourceType":332,"source":1982,"tags":1983},"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",[632,478,335,621,776],{"title":1985,"description":1986,"path":1987,"category":1701,"date":546,"updatedAt":546,"sourceType":332,"source":1988,"tags":1989},"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",[632,1137,478,339,378],{"title":1991,"description":1992,"path":1993,"category":1493,"date":427,"updatedAt":427,"sourceType":332,"source":1695,"tags":1994},"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",[1052,1053,1055,1054],{"title":1996,"description":1997,"path":1998,"category":1701,"date":519,"updatedAt":519,"sourceType":332,"source":1715,"tags":1999},"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",[415,337,335,429,957],{"title":2001,"description":2002,"path":2003,"category":1701,"date":340,"updatedAt":340,"sourceType":332,"source":2004,"tags":2005},"OpenClaw 的 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入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[540,379,1240,337,1091],{"title":2021,"description":2022,"path":2023,"category":1701,"date":470,"updatedAt":470,"sourceType":332,"source":2024,"tags":2025},"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",[379,1076,1078,1077,378],{"title":2027,"description":2028,"path":2029,"category":2030,"date":353,"updatedAt":353,"sourceType":592,"source":2031,"tags":2032},"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",[379,2033,698,377],"compliance",{"title":2035,"description":2036,"path":2037,"category":1701,"date":519,"updatedAt":519,"sourceType":332,"source":2011,"tags":2038},"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",[379,1368,647,2039,378],"proxy",{"title":2041,"description":2042,"path":2043,"category":1701,"date":1380,"updatedAt":1380,"sourceType":332,"source":2044,"tags":2045},"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 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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",[379,1091,1092,2058,339],"sandbox",{"title":2060,"description":2061,"path":2062,"category":1493,"date":427,"updatedAt":427,"sourceType":332,"source":1874,"tags":2063},"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",[1876,592,567,371,406],{"title":2065,"description":2066,"path":2067,"category":1701,"date":546,"updatedAt":546,"sourceType":332,"source":2056,"tags":2068},"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 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的安全责任转移。","/news/openclaw-trusted-proxy-risk-watch-2026-03-24",[1111,379,429,339,621],{"title":2082,"description":2083,"path":2084,"category":1701,"date":895,"updatedAt":895,"sourceType":332,"source":1849,"tags":2085},"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",[339,485,897,1225,540],{"title":2087,"description":2088,"path":2089,"category":1701,"date":470,"updatedAt":470,"sourceType":332,"source":2090,"tags":2091},"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",[1457,1055,1156,339,1851],{"title":2093,"description":2094,"path":2095,"category":1701,"date":470,"updatedAt":470,"sourceType":332,"source":2096,"tags":2097},"OpenClaw 更新观察：stable、beta、dev 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级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[615,883,884,335,338],{"title":2112,"description":2113,"path":2114,"category":1493,"date":427,"updatedAt":427,"sourceType":332,"source":1715,"tags":2115},"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",[415,485,903,601,1790],{"title":2117,"description":2118,"path":2119,"category":1701,"date":895,"updatedAt":895,"sourceType":332,"source":2120,"tags":2121},"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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