[{"data":1,"prerenderedAt":2985},["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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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",[360,361,362,363,364,365],"concepts","gateway","agent","channels","tools","memory",{"title":367,"description":368,"path":369,"category":356,"updatedAt":370,"sourceType":358,"tags":371},"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",[372,373,374,375,376],"developers","teams","architecture","configuration","skills",{"title":378,"description":379,"path":380,"category":356,"updatedAt":370,"sourceType":358,"tags":381},"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",[382,383,361,384,385],"enterprise","operations","security","upgrades",{"title":387,"description":388,"path":389,"category":356,"updatedAt":390,"sourceType":337,"tags":391},"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",[362,392,393,394],"quickstart","tutorial","basics",{"title":396,"description":397,"path":398,"category":356,"updatedAt":390,"sourceType":337,"tags":399},"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",[363,392,393,394],{"title":401,"description":402,"path":403,"category":356,"updatedAt":390,"sourceType":337,"tags":404},"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",[376,392,393,394],{"title":406,"description":407,"path":408,"category":356,"updatedAt":390,"sourceType":337,"tags":409},"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",[410,411,392,393],"workflow","automation",{"title":413,"description":414,"path":415,"category":356,"updatedAt":390,"sourceType":337,"tags":416},"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 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开始，而不是一上来就把整套能力全部接齐。","/docs/getting-started/personal-user-entry",[441,442,419,363,376],"personal","getting-started",{"title":444,"description":445,"path":446,"category":447,"updatedAt":424,"sourceType":337,"tags":448},"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",[449,450,451,418],"reading-path","overview","docs",{"title":453,"description":454,"path":455,"category":456,"updatedAt":457,"sourceType":337,"tags":458},"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",[450,459,363,460],"self-hosted","assistant",{"title":462,"description":463,"path":464,"category":356,"updatedAt":370,"sourceType":358,"tags":465},"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",[376,466,467,468,469],"plugins","multi-agent","hooks","decision",{"title":471,"description":472,"path":473,"category":356,"updatedAt":474,"sourceType":358,"tags":475},"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",[363,418,469,361,476],"safety",{"title":478,"description":479,"path":480,"category":356,"updatedAt":474,"sourceType":358,"tags":481},"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",[482,483,384,469,442],"models","configurations",{"title":485,"description":486,"path":487,"category":356,"updatedAt":474,"sourceType":358,"tags":488},"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",[419,489,363,469,442],"webchat",{"title":491,"description":492,"path":493,"category":356,"updatedAt":474,"sourceType":358,"tags":494},"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",[442,469,451,495,496],"paths","topics",{"title":498,"description":499,"path":500,"category":456,"updatedAt":424,"sourceType":337,"tags":501},"OpenClaw 适合哪些用户","判断你是否真的需要 OpenClaw，以及它更适合哪类中文用户和团队。","/docs/getting-started/who-is-openclaw-for",[502,373,503,459],"users","scenarios",{"title":505,"description":506,"path":507,"category":508,"updatedAt":509,"sourceType":337,"tags":510},"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",[511,512,513,514],"runtime","workspace","bootstrap","sessions",{"title":516,"description":517,"path":518,"category":519,"updatedAt":424,"sourceType":520,"tags":521},"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 AGENTS、SOUL、USER、MEMORY、日志、skills 和 sessions。","/docs/manual/agent-workspace","功能","third-party",[512,522,365,376],"soul",{"title":524,"description":525,"path":526,"category":527,"updatedAt":424,"sourceType":337,"tags":528},"Gateway 架构概览","理解 OpenClaw 的 Gateway、Control-plane 客户端和 Nodes 如何协作，以及为什么它是一个单一长连接网关系统。","/docs/manual/architecture","架构",[361,341,374,529],"control-plane",{"title":531,"description":532,"path":533,"category":519,"updatedAt":534,"sourceType":337,"tags":535},"Background Tasks、/tasks 与 task flow 应该怎么用","基于最新官方 Background Tasks 与 openclaw tasks 文档，整理 OpenClaw 的后台任务记录、/tasks 面板、通知策略和长期维护方式。","/docs/manual/background-tasks-and-task-board","2026-04-30",[536,411,537,538,539,383],"tasks","cron","subagent","cli",{"title":541,"description":542,"path":543,"category":519,"updatedAt":534,"sourceType":337,"tags":544},"Amazon Bedrock 的 AWS 凭据链与 Guardrails 应该怎么配","基于最新官方 Amazon Bedrock 文档，整理 OpenClaw 接入 Bedrock 时的凭据链、区域设置、自动发现和 Guardrails 配置重点。","/docs/manual/bedrock-guardrails-and-auth",[545,546,547,548,549,482],"bedrock","aws","providers","guardrails","auth",{"title":551,"description":552,"path":553,"category":519,"updatedAt":554,"sourceType":337,"tags":555},"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",[556,557,558,363,375],"bindings","routing","agents",{"title":560,"description":561,"path":562,"category":519,"updatedAt":474,"sourceType":337,"tags":563},"BlueBubbles 与 iMessage 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命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[539,1220,1262,1263],"commands","terminal",{"title":1265,"description":1266,"path":1267,"category":1214,"updatedAt":582,"sourceType":337,"tags":1268},"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",[1269,1270,549,547,1220],"cloudflare-ai-gateway","headers",{"title":1272,"description":1273,"path":1274,"category":1275,"updatedAt":474,"sourceType":623,"tags":1276},"社区支持","汇总 OpenClaw 的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[623,1277,1278,1279],"github","issues","feedback",{"title":1281,"description":1282,"path":1283,"category":1214,"updatedAt":672,"sourceType":337,"tags":1284},"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",[375,1220,1285,1286],"settings","options",{"title":1288,"description":1289,"path":1290,"category":1214,"updatedAt":344,"sourceType":337,"tags":1291},"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",[632,710,711,652,1038],{"title":1293,"description":1294,"path":1295,"category":1214,"updatedAt":582,"sourceType":337,"tags":1296},"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",[537,786,1297,870,1220],"scheduler",{"title":1299,"description":1300,"path":1301,"category":1214,"updatedAt":977,"sourceType":337,"tags":1302},"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",[419,651,1303,1304,549],"secretref","sessionStorage",{"title":1306,"description":1307,"path":1308,"category":1309,"updatedAt":672,"sourceType":337,"tags":1310},"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",[1311,1312,1313,1057,775],"debugging","debug","runtime-overrides",{"title":1315,"description":1316,"path":1317,"category":1214,"updatedAt":554,"sourceType":337,"tags":1318},"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",[1226,1319,1320,1312,1220],"logging","flags",{"title":1322,"description":1323,"path":1324,"category":1214,"updatedAt":554,"sourceType":337,"tags":1325},"dmScope 和 identityLinks 应该怎么一起用","基于最新官方会话管理文档，解释 OpenClaw 的 dmScope 四种模式、identityLinks 的真实作用，以及为什么多人 DM、跨渠道私聊和多账户环境不能只改一个开关。","/docs/reference/dm-scope-and-identity-links",[576,1326,1327,557,1220],"dmScope","identityLinks",{"title":1329,"description":1330,"path":1331,"category":1214,"updatedAt":554,"sourceType":337,"tags":1332},"doctor 的 repair、force 和 non-interactive 应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 之间各自会做什么，避免把修复模式混成“越猛越好”。","/docs/reference/doctor-repair-modes",[1057,1058,1226,1333,1220],"migrations",{"title":1335,"description":1336,"path":1337,"category":1214,"updatedAt":554,"sourceType":337,"tags":1338},"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",[913,375,584,1339,1220],"shell",{"title":1341,"description":1342,"path":1343,"category":1214,"updatedAt":474,"sourceType":358,"tags":1344},"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",[1345,1132,623,1346,1134],"sources","trust",{"title":1348,"description":1349,"path":1350,"category":1214,"updatedAt":344,"sourceType":337,"tags":1351},"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",[361,1352,539,985,529],"rpc",{"title":1354,"description":1355,"path":1356,"category":1214,"updatedAt":554,"sourceType":337,"tags":1357},"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",[710,711,361,341,1220],{"title":1359,"description":1360,"path":1361,"category":1214,"updatedAt":977,"sourceType":337,"tags":1362},"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",[576,361,489,419,1220],{"title":1364,"description":1365,"path":1366,"category":1214,"updatedAt":582,"sourceType":337,"tags":1367},"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",[361,985,1368,1369,1220],"protocol","scopes",{"title":1371,"description":1372,"path":1373,"category":1214,"updatedAt":572,"sourceType":337,"tags":1374},"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",[575,1375,557,792,729],"mention",{"title":1377,"description":1378,"path":1379,"category":1214,"updatedAt":582,"sourceType":337,"tags":1380},"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",[1031,1381,1382,1383,1220],"visibility","activeHours","alerts",{"title":1385,"description":1386,"path":1387,"category":1214,"updatedAt":572,"sourceType":337,"tags":1388},"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",[979,985,1389,361,1220],"sdk",{"title":1391,"description":1392,"path":1393,"category":1214,"updatedAt":572,"sourceType":337,"tags":1394},"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",[375,1395,1009,1396,1220],"include","arrays",{"title":1398,"description":1399,"path":1400,"category":1214,"updatedAt":554,"sourceType":337,"tags":1401},"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",[819,1402,676,410,1220],"invoke",{"title":1404,"description":1405,"path":1406,"category":1214,"updatedAt":582,"sourceType":337,"tags":1407},"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",[365,1408,1409,1410,1411,1220],"hybrid-search","ranking","mmr","retrieval",{"title":1413,"description":1414,"path":1415,"category":1214,"updatedAt":474,"sourceType":337,"tags":1416},"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",[482,1417,549,547,1220],"probe",{"title":1419,"description":1420,"path":1421,"category":1214,"updatedAt":908,"sourceType":337,"tags":1422},"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",[710,711,1255,1423,1038],"credentials",{"title":1425,"description":1426,"path":1427,"category":1214,"updatedAt":474,"sourceType":337,"tags":1428},"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",[466,606,1429,1430,1134,1220],"npm","pin",{"title":1432,"description":1433,"path":1434,"category":1309,"updatedAt":344,"sourceType":337,"tags":1435},"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",[1311,1436,775,547,742],"raw-stream",{"title":1438,"description":1439,"path":1440,"category":1214,"updatedAt":582,"sourceType":337,"tags":1441},"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",[433,1442,549,361,1220],"tlsFingerprint",{"title":1444,"description":1445,"path":1446,"category":1214,"updatedAt":582,"sourceType":337,"tags":1447},"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",[575,1448,1449,1450,1220],"mentions","pending-history","reply",{"title":1452,"description":1453,"path":1454,"category":1214,"updatedAt":554,"sourceType":337,"tags":1455},"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",[1456,1457,511,547,1220],"secrets","secretrefs",{"title":1459,"description":1460,"path":1461,"category":1214,"updatedAt":572,"sourceType":337,"tags":1462},"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",[576,384,1326,710,792],{"title":1464,"description":1465,"path":1466,"category":1214,"updatedAt":1467,"sourceType":337,"tags":1468},"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",[576,1469,1470,936,1220],"transcript","jsonl",{"title":1472,"description":1473,"path":1474,"category":1214,"updatedAt":1467,"sourceType":337,"tags":1475},"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",[514,539,1476,1158,383],"store",{"title":1478,"description":1479,"path":1480,"category":1214,"updatedAt":582,"sourceType":337,"tags":1481},"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",[384,1173,1158,1482,1220],"ingress",{"title":1484,"description":1485,"path":1486,"category":1214,"updatedAt":344,"sourceType":337,"tags":1487},"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",[539,1066,1488,775,1489],"health","troubleshooting",{"title":1491,"description":1492,"path":1493,"category":1214,"updatedAt":1467,"sourceType":337,"tags":1494},"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",[419,1193,710,433,384],{"title":1832,"description":1833,"path":1834,"category":1784,"date":474,"updatedAt":474,"sourceType":337,"source":1792,"tags":1835},"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",[598,600,676,363,1147],{"title":1837,"description":1838,"path":1839,"category":1635,"date":357,"updatedAt":357,"sourceType":623,"source":1840,"tags":1841},"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",[1515,624,1638,1591],{"title":1843,"description":1844,"path":1845,"category":1784,"date":474,"updatedAt":474,"sourceType":337,"source":1846,"tags":1847},"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",[606,376,615,616,1848,607],"telemetry",{"title":1850,"description":1851,"path":1852,"category":1577,"date":344,"updatedAt":344,"sourceType":337,"source":1853,"tags":1854},"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",[539,361,1352,529,383],{"title":1856,"description":1857,"path":1858,"category":1784,"date":554,"updatedAt":554,"sourceType":337,"source":1859,"tags":1860},"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",[375,913,556,1861,383],"overrides",{"title":1863,"description":1864,"path":1865,"category":1577,"date":344,"updatedAt":344,"sourceType":337,"source":1772,"tags":1866},"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",[935,936,514,365,1867],"continuity",{"title":1869,"description":1870,"path":1871,"category":1577,"date":344,"updatedAt":344,"sourceType":337,"source":1872,"tags":1873},"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",[632,419,1017,710,433],{"title":1875,"description":1876,"path":1877,"category":1784,"date":977,"updatedAt":977,"sourceType":337,"source":1798,"tags":1878},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 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开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[372,376,624,1515],{"title":1892,"description":1893,"path":1894,"category":1784,"date":572,"updatedAt":572,"sourceType":337,"source":1895,"tags":1896},"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",[711,710,651,1051,1897],"rotate",{"title":1899,"description":1900,"path":1901,"category":1784,"date":554,"updatedAt":554,"sourceType":337,"source":1902,"tags":1903},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair 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在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[1916,1917,1918,1919],"education","adoption","ai-tutor","higher-education",{"title":1921,"description":1922,"path":1923,"category":1913,"date":357,"updatedAt":357,"sourceType":623,"source":1924,"tags":1925},"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",[382,1517,410,1515],{"title":1927,"description":1928,"path":1929,"category":1577,"date":344,"updatedAt":344,"sourceType":337,"source":1930,"tags":1931},"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",[376,606,466,468,625],{"title":1933,"description":1934,"path":1935,"category":1784,"date":534,"updatedAt":534,"sourceType":337,"source":1936,"tags":1937},"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",[688,689,690,691,363,692],{"title":1939,"description":1940,"path":1941,"category":1784,"date":572,"updatedAt":572,"sourceType":337,"source":1942,"tags":1943},"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",[361,710,1944,651,341],"pending",{"title":1946,"description":1947,"path":1948,"category":1784,"date":977,"updatedAt":977,"sourceType":337,"source":1949,"tags":1950},"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",[361,576,489,419,1951],"state",{"title":1953,"description":1954,"path":1955,"category":1784,"date":572,"updatedAt":572,"sourceType":337,"source":1956,"tags":1957},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 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组织方式。","/news/openclaw-plugin-ecosystem-watch-2026-03-21","https://docs.openclaw.ai/plugins",[466,624,468,623,625],{"title":2066,"description":2067,"path":2068,"category":1784,"date":474,"updatedAt":474,"sourceType":337,"source":2069,"tags":2070},"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",[466,606,1429,1430,1134],{"title":2072,"description":2073,"path":2074,"category":1784,"date":474,"updatedAt":474,"sourceType":337,"source":2075,"tags":2076},"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 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fallback。","/news/openclaw-provider-recovery-ladder-watch-2026-03-29","https://docs.openclaw.ai/concepts/model-failover",[547,1219,482,361,383],{"title":2090,"description":2091,"path":2092,"category":1577,"date":344,"updatedAt":344,"sourceType":337,"source":1772,"tags":2093},"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",[1132,1133,1135,1134],{"title":2095,"description":2096,"path":2097,"category":1784,"date":554,"updatedAt":554,"sourceType":337,"source":1798,"tags":2098},"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",[419,710,341,433,1038],{"title":2100,"description":2101,"path":2102,"category":1784,"date":572,"updatedAt":572,"sourceType":337,"source":2103,"tags":2104},"OpenClaw 的 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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",[1469,547,1495,1496,2180],"compatibility",{"title":2182,"description":2183,"path":2184,"category":1784,"date":474,"updatedAt":474,"sourceType":337,"source":1829,"tags":2185},"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",[1193,384,433,361,549],{"title":2187,"description":2188,"path":2189,"category":1784,"date":977,"updatedAt":977,"sourceType":337,"source":1949,"tags":2190},"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",[361,489,979,1311,576],{"title":2192,"description":2193,"path":2194,"category":1784,"date":474,"updatedAt":474,"sourceType":337,"source":2195,"tags":2196},"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",[1543,1135,812,361,1951],{"title":2198,"description":2199,"path":2200,"category":1784,"date":474,"updatedAt":474,"sourceType":337,"source":2201,"tags":2202},"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 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