[{"data":1,"prerenderedAt":2851},["ShallowReactive",2],{"best-practices:mobile-node-sensors":3,"content-manifest":346},{"id":4,"title":5,"body":6,"category":326,"date":327,"description":328,"difficulty":329,"extension":330,"meta":331,"navigation":332,"path":333,"seo":334,"source":335,"sourceName":336,"sourceType":337,"stem":338,"tags":339,"updatedAt":344,"__hash__":345},"bestPractices/best-practices/mobile-node-sensors.md","移动节点感知能力怎么逐步启用",{"type":7,"value":8,"toc":314},"minimark",[9,12,16,31,41,46,49,57,60,71,74,78,81,93,96,107,111,114,125,128,131,139,142,145,148,165,168,179,182,185,188,196,199,210,213,224,227,230,233,244,247,255,258,261,264,278,281,284,311],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"移动节点是 OpenClaw 和普通聊天型 agent 差异最大的一块能力，但它也最容易因为权限太重而一开始就把系统搞复杂。",[13,17,18,19,23,24,23,27,30],{},"官方最近把 ",[20,21,22],"code",{},"camera","、",[20,25,26],{},"voice wake",[20,28,29],{},"location"," 都拆成独立页面，这其实已经暗示出一个更稳的启用方式：",[32,33,34,38],"ul",{},[35,36,37],"li",{},"不要一口气全开",[35,39,40],{},"要按能力类型分步启用",[42,43,45],"h2",{"id":44},"第一原则先把节点可信跑通再谈能力丰富","第一原则：先把“节点可信”跑通，再谈能力丰富",[13,47,48],{},"移动节点真正危险的不是某个命令，而是：",[32,50,51,54],{},[35,52,53],{},"一台真实设备接入了系统",[35,55,56],{},"它可能带来相机、语音、位置等多种能力",[13,58,59],{},"所以第一步永远应该是：",[32,61,62,65,68],{},[35,63,64],{},"先配对",[35,66,67],{},"先批准",[35,69,70],{},"先确认这台设备就是你要的那台",[13,72,73],{},"如果这一步都还不稳，就不该急着往上叠更多感知能力。",[42,75,77],{"id":76},"第二原则能力启用顺序要从低敏感到高敏感","第二原则：能力启用顺序要从低敏感到高敏感",[13,79,80],{},"更推荐的顺序通常是：",[82,83,84,87,90],"ol",{},[35,85,86],{},"先启用单次可见动作",[35,88,89],{},"再启用短时交互能力",[35,91,92],{},"最后才启用位置或常驻监听能力",[13,94,95],{},"这样做的原因很简单：",[32,97,98,101,104],{},[35,99,100],{},"相机单次调用更容易感知",[35,102,103],{},"Talk mode 仍然是你主动进入",[35,105,106],{},"位置和 voice wake 更接近持续性入口",[42,108,110],{"id":109},"第三原则先单设备试再考虑多设备","第三原则：先单设备试，再考虑多设备",[13,112,113],{},"很多人一开始就想：",[32,115,116,119,122],{},[35,117,118],{},"手机开 voice",[35,120,121],{},"平板开 camera",[35,123,124],{},"另一台设备开 location",[13,126,127],{},"这在概念上很美，但排错和权限管理会一下变得很难。",[13,129,130],{},"更稳的方式通常是：",[32,132,133,136],{},[35,134,135],{},"先在一台主力手机上验证所有流程",[35,137,138],{},"再决定哪些能力值得扩给第二台设备",[42,140,141],{"id":141},"相机能力更适合怎么上",[13,143,144],{},"相机通常是最容易理解、也最适合第一批试的能力。",[13,146,147],{},"更稳的路径是：",[82,149,150,156,162],{},[35,151,152,153],{},"先 ",[20,154,155],{},"camera.list",[35,157,158,159],{},"再做一次单次 ",[20,160,161],{},"snap",[35,163,164],{},"最后才试短视频",[13,166,167],{},"这样你能先确认：",[32,169,170,173,176],{},[35,171,172],{},"node.invoke 正常",[35,174,175],{},"权限正常",[35,177,178],{},"设备状态正常",[13,180,181],{},"而不是一开始就陷进录制、后台或多摄像头选择里。",[42,183,184],{"id":184},"语音能力更适合怎么上",[13,186,187],{},"语音这条线更适合拆成两层看：",[32,189,190,193],{},[35,191,192],{},"Talk Mode",[35,194,195],{},"Voice Wake",[13,197,198],{},"建议顺序通常是：",[82,200,201,204,207],{},[35,202,203],{},"先只用 Talk Mode",[35,205,206],{},"确认响应链路稳定",[35,208,209],{},"再决定要不要开 Voice Wake",[13,211,212],{},"因为 Voice Wake 一旦开启，就不只是“能不能说话”，而是：",[32,214,215,218,221],{},[35,216,217],{},"哪台设备在监听",[35,219,220],{},"哪些唤醒词会误触发",[35,222,223],{},"安全边界是否可接受",[42,225,226],{"id":226},"位置能力为什么更适合最后上",[13,228,229],{},"位置能力最容易被高估，也最容易踩平台限制。",[13,231,232],{},"官方文档已经明确：",[32,234,235,238,241],{},[35,236,237],{},"默认关闭",[35,239,240],{},"Android 当前更偏前台模式",[35,242,243],{},"精确位置还是单独授权",[13,245,246],{},"所以位置能力更适合：",[32,248,249,252],{},[35,250,251],{},"在 node 已长期稳定后再加",[35,253,254],{},"只在明确需要地点感知时启用",[13,256,257],{},"如果你只是想验证移动节点是否好用，位置通常不该是第一批能力。",[42,259,260],{"id":260},"中文站建议的最小启用路线",[13,262,263],{},"对大多数个人或小团队来说，更稳的路线通常是：",[82,265,266,269,272,275],{},[35,267,268],{},"一台移动设备完成 pairing",[35,270,271],{},"只开相机单次拍照",[35,273,274],{},"再开 Talk Mode",[35,276,277],{},"最后再评估是否要开 Voice Wake / Location",[13,279,280],{},"这样做的好处是：每一步出问题时，你都更容易知道问题出在哪一层。",[42,282,283],{"id":283},"下一步推荐",[32,285,286,293,299,305],{},[35,287,288],{},[289,290,292],"a",{"href":291},"/docs/manual/nodes-and-device-actions","Nodes 与设备能力",[35,294,295],{},[289,296,298],{"href":297},"/docs/manual/camera-capture","Camera Capture 与拍照/短视频能力",[35,300,301],{},[289,302,304],{"href":303},"/docs/manual/location-command-nodes","节点位置能力怎么用",[35,306,307],{},[289,308,310],{"href":309},"/docs/manual/voice-wake-and-talk-mode","语音唤醒与 Talk Mode",[13,312,313],{},"把这几页当成一套“渐进启用手册”来看，会比把移动节点一口气全开稳很多。",{"title":315,"searchDepth":316,"depth":316,"links":317},"",2,[318,319,320,321,322,323,324,325],{"id":44,"depth":316,"text":45},{"id":76,"depth":316,"text":77},{"id":109,"depth":316,"text":110},{"id":141,"depth":316,"text":141},{"id":184,"depth":316,"text":184},{"id":226,"depth":316,"text":226},{"id":260,"depth":316,"text":260},{"id":283,"depth":316,"text":283},"设备实践",null,"结合最新官方 nodes、camera、voice wake 和 location 文档，总结 iOS/Android 节点在相机、语音、位置三类能力上怎样渐进启用，避免一开始权限过重。","中级","md",{},true,"/best-practices/mobile-node-sensors",{"title":5,"description":328},"https://docs.openclaw.ai/nodes","OpenClaw 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模式下该注意什么。","/docs/manual/bluebubbles-imessage",[363,534,535,536,537],"bluebubbles","imessage","macos","webhook",{"title":539,"description":540,"path":541,"category":508,"updatedAt":542,"sourceType":337,"tags":543},"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 Broadcast Groups 何时会生效、为什么它不是 bindings 的替代品，以及多代理同群运行时的 session、工具和响应顺序边界。","/docs/manual/broadcast-groups-and-routing-boundaries","2026-03-25",[544,527,545,528,546],"broadcast","groups","session",{"title":548,"description":549,"path":550,"category":551,"updatedAt":552,"sourceType":337,"tags":553},"Broadcast 和普通 bindings 谁先生效，什么时候该用哪一个","基于最新官方 Broadcast Groups、Channel Routing 与 Groups 文档，整理 broadcast、bindings、group policy 和 mention gating 的生效顺序，帮助团队区分“多 agent 协作”和“单 agent 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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",[977,978,1147,1250,1141],"migrations",{"title":1252,"description":1253,"path":1254,"category":1135,"updatedAt":524,"sourceType":337,"tags":1255},"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",[841,375,554,1256,1141],"shell",{"title":1258,"description":1259,"path":1260,"category":1135,"updatedAt":474,"sourceType":358,"tags":1261},"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",[1262,1053,594,1263,1055],"sources","trust",{"title":1265,"description":1266,"path":1267,"category":1135,"updatedAt":344,"sourceType":337,"tags":1268},"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",[361,1269,800,904,519],"rpc",{"title":1271,"description":1272,"path":1273,"category":1135,"updatedAt":524,"sourceType":337,"tags":1274},"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",[673,674,361,341,1141],{"title":1276,"description":1277,"path":1278,"category":1135,"updatedAt":896,"sourceType":337,"tags":1279},"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",[546,361,489,420,1141],{"title":1281,"description":1282,"path":1283,"category":1135,"updatedAt":552,"sourceType":337,"tags":1284},"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",[361,904,1285,1286,1141],"protocol","scopes",{"title":1288,"description":1289,"path":1290,"category":1135,"updatedAt":542,"sourceType":337,"tags":1291},"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",[545,1292,527,755,692],"mention",{"title":1294,"description":1295,"path":1296,"category":1135,"updatedAt":552,"sourceType":337,"tags":1297},"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",[951,1298,1299,1300,1141],"visibility","activeHours","alerts",{"title":1302,"description":1303,"path":1304,"category":1135,"updatedAt":542,"sourceType":337,"tags":1305},"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",[898,904,1306,361,1141],"sdk",{"title":1308,"description":1309,"path":1310,"category":1135,"updatedAt":542,"sourceType":337,"tags":1311},"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",[375,1312,928,1313,1141],"include","arrays",{"title":1315,"description":1316,"path":1317,"category":1135,"updatedAt":524,"sourceType":337,"tags":1318},"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",[773,1319,648,410,1141],"invoke",{"title":1321,"description":1322,"path":1323,"category":1135,"updatedAt":552,"sourceType":337,"tags":1324},"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",[365,1325,1326,1327,1328,1141],"hybrid-search","ranking","mmr","retrieval",{"title":1330,"description":1331,"path":1332,"category":1135,"updatedAt":474,"sourceType":337,"tags":1333},"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",[482,1334,622,633,1141],"probe",{"title":1336,"description":1337,"path":1338,"category":1135,"updatedAt":836,"sourceType":337,"tags":1339},"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",[673,674,1171,1340,958],"credentials",{"title":1342,"description":1343,"path":1344,"category":1135,"updatedAt":474,"sourceType":337,"tags":1345},"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",[466,577,1346,1347,1055,1141],"npm","pin",{"title":1349,"description":1350,"path":1351,"category":1226,"updatedAt":344,"sourceType":337,"tags":1352},"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",[1228,1353,738,633,705],"raw-stream",{"title":1355,"description":1356,"path":1357,"category":1135,"updatedAt":552,"sourceType":337,"tags":1358},"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",[433,1359,622,361,1141],"tlsFingerprint",{"title":1361,"description":1362,"path":1363,"category":1135,"updatedAt":552,"sourceType":337,"tags":1364},"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",[545,1365,1366,1367,1141],"mentions","pending-history","reply",{"title":1369,"description":1370,"path":1371,"category":1135,"updatedAt":524,"sourceType":337,"tags":1372},"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",[1373,1374,1375,633,1141],"secrets","secretrefs","runtime",{"title":1377,"description":1378,"path":1379,"category":1135,"updatedAt":542,"sourceType":337,"tags":1380},"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",[546,384,1243,673,755],{"title":1382,"description":1383,"path":1384,"category":1135,"updatedAt":1385,"sourceType":337,"tags":1386},"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",[546,1387,1388,855,1141],"transcript","jsonl",{"title":1390,"description":1391,"path":1392,"category":1135,"updatedAt":1385,"sourceType":337,"tags":1393},"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",[661,800,1394,1079,383],"store",{"title":1396,"description":1397,"path":1398,"category":1135,"updatedAt":552,"sourceType":337,"tags":1399},"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",[384,1094,1079,1400,1141],"ingress",{"title":1402,"description":1403,"path":1404,"category":1135,"updatedAt":344,"sourceType":337,"tags":1405},"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",[800,986,1406,738,1407],"health","troubleshooting",{"title":1409,"description":1410,"path":1411,"category":1135,"updatedAt":1385,"sourceType":337,"tags":1412},"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",[1387,1413,633,1414,1141],"hygiene","tool-calls",{"title":1416,"description":1417,"path":1418,"category":1226,"updatedAt":416,"sourceType":337,"tags":1419},"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",[1407,977,986,738],{"title":1421,"description":1422,"path":1423,"category":1135,"updatedAt":524,"sourceType":337,"tags":1424},"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",[489,1425,1426,1387,1141],"history","inject",{"title":1428,"description":1429,"path":1430,"category":1431,"updatedAt":474,"sourceType":337,"tags":1432},"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",[1433,1434,1435,1436,1005,1006],"china","cloud","deployment","feishu",{"title":1438,"description":1439,"path":1440,"category":1431,"updatedAt":416,"sourceType":337,"tags":1441},"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",[1435,434,1442,1434,1443],"docker","wsl2",{"title":1445,"description":1446,"path":1447,"category":1431,"updatedAt":846,"sourceType":337,"tags":1448},"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",[418,1346,1449,1443],"install-script",{"title":1451,"description":1452,"path":1453,"category":1431,"updatedAt":344,"sourceType":337,"tags":1454},"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",[418,1455,1449,1456,1056],"updater","git",{"title":1458,"description":1459,"path":1460,"category":1431,"updatedAt":390,"sourceType":337,"tags":1461},"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",[418,1455,1462,977,1056],"uninstall",{"title":1464,"description":1465,"path":1466,"category":1431,"updatedAt":390,"sourceType":337,"tags":1467},"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",[1468,418,427,1469],"linux","server",{"title":1471,"description":1472,"path":1473,"category":1431,"updatedAt":390,"sourceType":337,"tags":1474},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[536,418,427,1475],"apple",{"title":1477,"description":1478,"path":1479,"category":1480,"updatedAt":416,"sourceType":337,"tags":1481},"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",[1482,1483,1053,1484],"migration","upgrade","checklist",{"title":1486,"description":1487,"path":1488,"category":1431,"updatedAt":390,"sourceType":337,"tags":1489},"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",[674,673,623,971,1808],"rotate",{"title":1810,"description":1811,"path":1812,"category":1706,"date":524,"updatedAt":524,"sourceType":337,"source":1813,"tags":1814},"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",[977,1147,978,1228,383],{"title":1816,"description":1817,"path":1818,"category":1706,"date":542,"updatedAt":542,"sourceType":337,"source":1813,"tags":1819},"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",[977,978,838,1056,1147],{"title":1821,"description":1822,"path":1823,"category":1824,"date":357,"updatedAt":357,"sourceType":594,"source":1825,"tags":1826},"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",[1827,1828,1829,1830],"education","adoption","ai-tutor","higher-education",{"title":1832,"description":1833,"path":1834,"category":1824,"date":357,"updatedAt":357,"sourceType":594,"source":1835,"tags":1836},"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",[382,1435,410,1433],{"title":1838,"description":1839,"path":1840,"category":1498,"date":344,"updatedAt":344,"sourceType":337,"source":1841,"tags":1842},"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",[376,577,466,468,596],{"title":1844,"description":1845,"path":1846,"category":1706,"date":542,"updatedAt":542,"sourceType":337,"source":1847,"tags":1848},"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",[361,673,1849,623,341],"pending",{"title":1851,"description":1852,"path":1853,"category":1706,"date":896,"updatedAt":896,"sourceType":337,"source":1854,"tags":1855},"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",[361,546,489,420,1856],"state",{"title":1858,"description":1859,"path":1860,"category":1706,"date":542,"updatedAt":542,"sourceType":337,"source":1861,"tags":1862},"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",[545,1292,755,692,527],{"title":1864,"description":1865,"path":1866,"category":1706,"date":552,"updatedAt":552,"sourceType":337,"source":1861,"tags":1867},"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",[545,1365,1868,544,779],"activation",{"title":1870,"description":1871,"path":1872,"category":1706,"date":542,"updatedAt":542,"sourceType":337,"source":1873,"tags":1874},"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",[375,1312,928,1313,383],{"title":1876,"description":1877,"path":1878,"category":1498,"date":344,"updatedAt":344,"sourceType":337,"source":1879,"tags":1880},"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",[1881,1435,1882,1883,1884],"showcase","home-assistant","nix","infrastructure",{"title":1886,"description":1887,"path":1888,"category":1706,"date":524,"updatedAt":524,"sourceType":337,"source":1889,"tags":1890},"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 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[661,365,855,1777,779],{"title":1892,"description":1893,"path":1894,"category":1706,"date":524,"updatedAt":524,"sourceType":337,"source":1895,"tags":1896},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1056,943,661,944,383],{"title":1898,"description":1899,"path":1900,"category":1525,"date":1499,"updatedAt":416,"sourceType":1193,"source":1527,"tags":1901},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[1053,1126,1054,376,384],{"title":1903,"description":1904,"path":1905,"category":1706,"date":474,"updatedAt":474,"sourceType":337,"source":1906,"tags":1907},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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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",[1881,365,631,1918,1919],"vector-search","knowledge",{"title":1921,"description":1922,"path":1923,"category":1706,"date":542,"updatedAt":542,"sourceType":337,"source":1924,"tags":1925},"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",[1292,545,569,571,639],{"title":1927,"description":1928,"path":1929,"category":1706,"date":524,"updatedAt":524,"sourceType":337,"source":1930,"tags":1931},"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",[692,489,527,696,363],{"title":1933,"description":1934,"path":1935,"category":1706,"date":474,"updatedAt":474,"sourceType":337,"source":1763,"tags":1936},"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",[482,1334,633,622,1015],{"title":1938,"description":1939,"path":1940,"category":1706,"date":542,"updatedAt":542,"sourceType":337,"source":335,"tags":1941},"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",[341,672,361,673,674],{"title":1943,"description":1944,"path":1945,"category":1498,"date":344,"updatedAt":344,"sourceType":337,"source":1946,"tags":1947},"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",[419,1482,1948,1483,1056],"install",{"title":1950,"description":1951,"path":1952,"category":1706,"date":896,"updatedAt":896,"sourceType":337,"source":1782,"tags":1953},"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",[1068,624,603,673,433],{"title":1955,"description":1956,"path":1957,"category":1706,"date":552,"updatedAt":552,"sourceType":337,"source":1958,"tags":1959},"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",[420,489,904,1068,519],{"title":1961,"description":1962,"path":1963,"category":1706,"date":542,"updatedAt":542,"sourceType":337,"source":1806,"tags":1964},"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",[673,1171,363,1172,383],{"title":1966,"description":1967,"path":1968,"category":1498,"date":344,"updatedAt":344,"sourceType":337,"source":1969,"tags":1970},"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",[466,595,468,594,596],{"title":1972,"description":1973,"path":1974,"category":1706,"date":474,"updatedAt":474,"sourceType":337,"source":1975,"tags":1976},"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",[466,577,1346,1347,1055],{"title":1978,"description":1979,"path":1980,"category":1706,"date":474,"updatedAt":474,"sourceType":337,"source":1981,"tags":1982},"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",[772,773,410,648,467],{"title":1984,"description":1985,"path":1986,"category":1706,"date":552,"updatedAt":552,"sourceType":337,"source":1987,"tags":1988},"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",[633,482,341,622,779],{"title":1990,"description":1991,"path":1992,"category":1706,"date":552,"updatedAt":552,"sourceType":337,"source":1993,"tags":1994},"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",[633,1140,482,361,383],{"title":1996,"description":1997,"path":1998,"category":1498,"date":344,"updatedAt":344,"sourceType":337,"source":1700,"tags":1999},"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",[1053,1054,1056,1055],{"title":2001,"description":2002,"path":2003,"category":1706,"date":524,"updatedAt":524,"sourceType":337,"source":1720,"tags":2004},"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",[420,673,341,433,958],{"title":2006,"description":2007,"path":2008,"category":1706,"date":542,"updatedAt":542,"sourceType":337,"source":2009,"tags":2010},"OpenClaw 的 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入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[546,384,1243,673,1094],{"title":2026,"description":2027,"path":2028,"category":1706,"date":474,"updatedAt":474,"sourceType":337,"source":2029,"tags":2030},"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",[384,1079,1081,1080,383],{"title":2032,"description":2033,"path":2034,"category":2035,"date":357,"updatedAt":357,"sourceType":594,"source":2036,"tags":2037},"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",[384,2038,705,382],"compliance",{"title":2040,"description":2041,"path":2042,"category":1706,"date":524,"updatedAt":524,"sourceType":337,"source":2016,"tags":2043},"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",[384,1373,648,2044,383],"proxy",{"title":2046,"description":2047,"path":2048,"category":1706,"date":1385,"updatedAt":1385,"sourceType":337,"source":2049,"tags":2050},"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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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",[342,884,885,341,674],{"title":2117,"description":2118,"path":2119,"category":1498,"date":344,"updatedAt":344,"sourceType":337,"source":1720,"tags":2120},"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",[420,489,904,603,1795],{"title":2122,"description":2123,"path":2124,"category":1706,"date":896,"updatedAt":896,"sourceType":337,"source":2125,"tags":2126},"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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