[{"data":1,"prerenderedAt":2836},["ShallowReactive",2],{"best-practices:shared-group-entry-rollout":3,"content-manifest":330},{"id":4,"title":5,"body":6,"category":308,"date":309,"description":310,"difficulty":311,"extension":312,"meta":313,"navigation":314,"path":315,"seo":316,"source":317,"sourceName":318,"sourceType":319,"stem":320,"tags":321,"updatedAt":328,"__hash__":329},"bestPractices/best-practices/shared-group-entry-rollout.md","共享群入口更稳的放开顺序：allowlist、mention、activation 和 broadcast",{"type":7,"value":8,"toc":294},"minimark",[9,13,17,24,40,45,48,58,61,66,69,74,77,84,91,102,105,110,114,121,129,135,140,143,147,150,158,164,169,176,189,201,204,209,213,219,230,233,242,245,248,270,273],[10,11,5],"h1",{"id":12},"共享群入口更稳的放开顺序allowlistmentionactivation-和-broadcast",[14,15,16],"p",{},"团队把 OpenClaw 放进群里时，最容易犯的错不是配不上，而是：",[18,19,20],"ul",{},[21,22,23],"li",{},"一开始就放太开",[14,25,26,27,31,32,35,36,39],{},"最新官方 ",[28,29,30],"code",{},"Groups","、",[28,33,34],{},"Group Messages"," 和 ",[28,37,38],{},"Broadcast Groups"," 文档一起看，已经很适合整理成一条更稳的上线顺序。",[41,42,44],"h2",{"id":43},"第一步先只放-allowlist-群","第一步：先只放 allowlist 群",[14,46,47],{},"更稳的起点通常是：",[18,49,50,55],{},[21,51,52],{},[28,53,54],{},"groupPolicy: \"allowlist\"",[21,56,57],{},"只加少数明确需要的群",[14,59,60],{},"这样做的意义不是保守，而是先把：",[18,62,63],{},[21,64,65],{},"哪些群值得接入",[14,67,68],{},"和",[18,70,71],{},[21,72,73],{},"哪些群只是“技术上能接”",[14,75,76],{},"分开。",[41,78,80,81],{"id":79},"第二步默认保留-requiremention","第二步：默认保留 ",[28,82,83],{},"requireMention",[14,85,86,87,90],{},"哪怕群已经 allowlist 了，也别太快切掉 mention gating。",[88,89],"br",{},"\n因为在大多数群场景里，真正高成本的不是接入本身，而是：",[18,92,93,96,99],{},[21,94,95],{},"噪音触发",[21,97,98],{},"无意义回复",[21,100,101],{},"成本和上下文污染",[14,103,104],{},"所以更稳的默认面通常还是：",[18,106,107],{},[21,108,109],{},"allowlist + requireMention",[41,111,113],{"id":112},"第三步再评估-reply-to-是否足够自然","第三步：再评估 reply-to 是否足够自然",[14,115,116,117,120],{},"很多团队会急着改 ",[28,118,119],{},"/activation always","，只是因为觉得：",[18,122,123],{},[21,124,125,126],{},"用户懒得 ",[28,127,128],{},"@",[14,130,131,132,134],{},"但在支持 reply metadata 的渠道里，回复机器人上一条消息本身就可能算隐式 mention。",[88,133],{},"\n所以更值的一步往往是先确认：",[18,136,137],{},[21,138,139],{},"reply-to 体验够不够顺",[14,141,142],{},"而不是直接全开 always。",[41,144,146],{"id":145},"第四步topic-thread-多时先做结构化再做放宽","第四步：topic / thread 多时，先做结构化再做放宽",[14,148,149],{},"如果是 Telegram forum 或其他多线程群面，更推荐先把：",[18,151,152,155],{},[21,153,154],{},"topic / thread 边界",[21,156,157],{},"session key",[14,159,160,161,163],{},"利用起来，再考虑更宽的 activation。",[88,162],{},"\n因为结构化程度越高，越容易知道：",[18,165,166],{},[21,167,168],{},"哪个讨论线值得被更主动地响应",[41,170,172,173,175],{"id":171},"第五步activation-always-应该是特例不是默认","第五步：",[28,174,119],{}," 应该是特例，不是默认",[14,177,178,179,35,182,185,186,188],{},"官方文档现在已经把 ",[28,180,181],{},"mention",[28,183,184],{},"always"," 的边界说得够清楚了。",[88,187],{},"\n长期更稳的做法通常是：",[18,190,191,196],{},[21,192,193,194],{},"绝大多数群保留 ",[28,195,181],{},[21,197,198,199],{},"只有极少数高信任、高价值群放到 ",[28,200,184],{},[14,202,203],{},"这样能把“共享群入口”继续维持在：",[18,205,206],{},[21,207,208],{},"低噪音协作层",[41,210,212],{"id":211},"第六步broadcast-放在最后","第六步：broadcast 放在最后",[14,214,215,216,218],{},"如果你还没先把单 agent 群入口跑稳，就不急着上 broadcast。",[88,217],{},"\n因为 broadcast 会进一步扩大：",[18,220,221,224,227],{},[21,222,223],{},"触发后的运行面",[21,225,226],{},"回复数量",[21,228,229],{},"副作用复杂度",[14,231,232],{},"所以更稳的顺序通常是：",[234,235,236,239],"ol",{},[21,237,238],{},"先稳定单 agent 群入口",[21,240,241],{},"再决定哪些群值得多 agent 协作",[41,243,244],{"id":244},"一个更稳的上线梯子",[14,246,247],{},"可以直接按这条顺序推进：",[234,249,250,253,256,259,262,267],{},[21,251,252],{},"allowlist 少量群",[21,254,255],{},"保留 requireMention",[21,257,258],{},"验证 reply-to 作为隐式 mention 的体验",[21,260,261],{},"利用 topic / thread 做结构化会话",[21,263,264,265],{},"只给少数群开 ",[28,266,119],{},[21,268,269],{},"最后才评估 broadcast",[41,271,272],{"id":272},"推荐延伸阅读",[18,274,275,282,288],{},[21,276,277],{},[278,279,281],"a",{"href":280},"/docs/reference/reply-mention-and-pending-history","回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文",[21,283,284],{},[278,285,287],{"href":286},"/docs/manual/forum-topics-and-group-session-keys","Telegram forum topic、群 session 和 thread key 应该怎么一起看",[21,289,290],{},[278,291,293],{"href":292},"/docs/manual/broadcast-vs-binding-precedence","Broadcast 和普通 bindings 谁先生效，什么时候该用哪一个",{"title":295,"searchDepth":296,"depth":296,"links":297},"",2,[298,299,301,302,303,305,306,307],{"id":43,"depth":296,"text":44},{"id":79,"depth":296,"text":300},"第二步：默认保留 requireMention",{"id":112,"depth":296,"text":113},{"id":145,"depth":296,"text":146},{"id":171,"depth":296,"text":304},"第五步：/activation always 应该是特例，不是默认",{"id":211,"depth":296,"text":212},{"id":244,"depth":296,"text":244},{"id":272,"depth":296,"text":272},"群入口治理",null,"结合最新官方 Groups、Group Messages 和 Broadcast Groups 文档，总结团队在群聊里怎样从最窄入口逐步放开到 topic、多 agent 和 always 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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",[360,451,452,453,454],"plugins","multi-agent","hooks","decision",{"title":456,"description":457,"path":458,"category":340,"updatedAt":459,"sourceType":342,"tags":460},"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",[347,403,454,345,461],"safety",{"title":463,"description":464,"path":465,"category":340,"updatedAt":459,"sourceType":342,"tags":466},"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",[467,468,368,454,427],"models","configurations",{"title":470,"description":471,"path":472,"category":340,"updatedAt":459,"sourceType":342,"tags":473},"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",[404,474,347,454,427],"webchat",{"title":476,"description":477,"path":478,"category":340,"updatedAt":459,"sourceType":342,"tags":479},"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",[427,454,436,480,481],"paths","topics",{"title":483,"description":484,"path":485,"category":441,"updatedAt":400,"sourceType":319,"tags":486},"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",[487,357,488,444],"users","scenarios",{"title":490,"description":491,"path":492,"category":493,"updatedAt":400,"sourceType":494,"tags":495},"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",[496,497,349,360],"workspace","soul",{"title":499,"description":500,"path":501,"category":502,"updatedAt":400,"sourceType":319,"tags":503},"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",[345,504,358,505],"nodes","control-plane",{"title":507,"description":508,"path":509,"category":493,"updatedAt":510,"sourceType":319,"tags":511},"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",[512,513,514,347,359],"bindings","routing","agents",{"title":516,"description":517,"path":518,"category":493,"updatedAt":459,"sourceType":319,"tags":519},"BlueBubbles 与 iMessage 接入","为什么官方更推荐 BlueBubbles，而不是 legacy imsg，以及远程 Mac 和 webhook 模式下该注意什么。","/docs/manual/bluebubbles-imessage",[347,520,521,522,523],"bluebubbles","imessage","macos","webhook",{"title":525,"description":526,"path":527,"category":493,"updatedAt":528,"sourceType":319,"tags":529},"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",[325,513,322,514,530],"session",{"title":293,"description":532,"path":292,"category":533,"updatedAt":328,"sourceType":319,"tags":534},"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 路由”到底该落在哪层。","使用说明",[325,512,513,322,535,536],"precedence","manual",{"title":538,"description":539,"path":540,"category":493,"updatedAt":400,"sourceType":319,"tags":541},"Camera Capture 与拍照/短视频能力","理解 OpenClaw 的 camera capture 如何通过 nodes 暴露给 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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",[968,969,1137,1240,1131],"migrations",{"title":1242,"description":1243,"path":1244,"category":1125,"updatedAt":510,"sourceType":319,"tags":1245},"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",[830,359,535,1246,1131],"shell",{"title":1248,"description":1249,"path":1250,"category":1125,"updatedAt":459,"sourceType":342,"tags":1251},"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",[1252,1043,579,1253,1045],"sources","trust",{"title":1255,"description":1256,"path":1257,"category":1125,"updatedAt":416,"sourceType":319,"tags":1258},"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",[345,1259,789,895,505],"rpc",{"title":1261,"description":1262,"path":1263,"category":1125,"updatedAt":510,"sourceType":319,"tags":1264},"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",[657,658,345,504,1131],{"title":1266,"description":1267,"path":1268,"category":1125,"updatedAt":887,"sourceType":319,"tags":1269},"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",[530,345,474,404,1131],{"title":1271,"description":1272,"path":1273,"category":1125,"updatedAt":328,"sourceType":319,"tags":1274},"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",[345,895,1275,1276,1131],"protocol","scopes",{"title":1278,"description":1279,"path":1280,"category":1125,"updatedAt":528,"sourceType":319,"tags":1281},"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",[322,181,513,743,676],{"title":1283,"description":1284,"path":1285,"category":1125,"updatedAt":328,"sourceType":319,"tags":1286},"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",[942,1287,1288,1289,1131],"visibility","activeHours","alerts",{"title":1291,"description":1292,"path":1293,"category":1125,"updatedAt":528,"sourceType":319,"tags":1294},"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",[889,895,1295,345,1131],"sdk",{"title":1297,"description":1298,"path":1299,"category":1125,"updatedAt":528,"sourceType":319,"tags":1300},"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",[359,1301,919,1302,1131],"include","arrays",{"title":1304,"description":1305,"path":1306,"category":1125,"updatedAt":510,"sourceType":319,"tags":1307},"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",[763,1308,634,394,1131],"invoke",{"title":1310,"description":1311,"path":1312,"category":1125,"updatedAt":328,"sourceType":319,"tags":1313},"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",[349,1314,1315,1316,1317,1131],"hybrid-search","ranking","mmr","retrieval",{"title":1319,"description":1320,"path":1321,"category":1125,"updatedAt":459,"sourceType":319,"tags":1322},"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",[467,1323,608,619,1131],"probe",{"title":1325,"description":1326,"path":1327,"category":1125,"updatedAt":825,"sourceType":319,"tags":1328},"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",[657,658,1161,1329,949],"credentials",{"title":1331,"description":1332,"path":1333,"category":1125,"updatedAt":459,"sourceType":319,"tags":1334},"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",[451,562,1335,1336,1045,1131],"npm","pin",{"title":1338,"description":1339,"path":1340,"category":1216,"updatedAt":416,"sourceType":319,"tags":1341},"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",[1218,1342,726,619,689],"raw-stream",{"title":1344,"description":1345,"path":1346,"category":1125,"updatedAt":328,"sourceType":319,"tags":1347},"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",[418,1348,608,345,1131],"tlsFingerprint",{"title":281,"description":1350,"path":280,"category":1125,"updatedAt":328,"sourceType":319,"tags":1351},"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。",[322,323,1352,1353,1131],"pending-history","reply",{"title":1355,"description":1356,"path":1357,"category":1125,"updatedAt":510,"sourceType":319,"tags":1358},"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",[1359,1360,1361,619,1131],"secrets","secretrefs","runtime",{"title":1363,"description":1364,"path":1365,"category":1125,"updatedAt":528,"sourceType":319,"tags":1366},"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",[530,368,1233,657,743],{"title":1368,"description":1369,"path":1370,"category":1125,"updatedAt":1371,"sourceType":319,"tags":1372},"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",[530,1373,1374,844,1131],"transcript","jsonl",{"title":1376,"description":1377,"path":1378,"category":1125,"updatedAt":1371,"sourceType":319,"tags":1379},"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",[645,789,1380,1069,367],"store",{"title":1382,"description":1383,"path":1384,"category":1125,"updatedAt":328,"sourceType":319,"tags":1385},"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",[368,1084,1069,1386,1131],"ingress",{"title":1388,"description":1389,"path":1390,"category":1125,"updatedAt":416,"sourceType":319,"tags":1391},"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",[789,977,1392,726,1393],"health","troubleshooting",{"title":1395,"description":1396,"path":1397,"category":1125,"updatedAt":1371,"sourceType":319,"tags":1398},"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",[1373,1399,619,1400,1131],"hygiene","tool-calls",{"title":1402,"description":1403,"path":1404,"category":1216,"updatedAt":400,"sourceType":319,"tags":1405},"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",[1393,968,977,726],{"title":1407,"description":1408,"path":1409,"category":1125,"updatedAt":510,"sourceType":319,"tags":1410},"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",[474,1411,1412,1373,1131],"history","inject",{"title":1414,"description":1415,"path":1416,"category":1417,"updatedAt":459,"sourceType":319,"tags":1418},"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",[1419,1420,1421,1422,996,997],"china","cloud","deployment","feishu",{"title":1424,"description":1425,"path":1426,"category":1417,"updatedAt":400,"sourceType":319,"tags":1427},"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",[1421,419,1428,1420,1429],"docker","wsl2",{"title":1431,"description":1432,"path":1433,"category":1417,"updatedAt":835,"sourceType":319,"tags":1434},"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",[402,1335,1435,1429],"install-script",{"title":1437,"description":1438,"path":1439,"category":1417,"updatedAt":416,"sourceType":319,"tags":1440},"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",[402,1441,1435,1442,1046],"updater","git",{"title":1444,"description":1445,"path":1446,"category":1417,"updatedAt":374,"sourceType":319,"tags":1447},"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",[402,1441,1448,968,1046],"uninstall",{"title":1450,"description":1451,"path":1452,"category":1417,"updatedAt":374,"sourceType":319,"tags":1453},"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",[1454,402,411,1455],"linux","server",{"title":1457,"description":1458,"path":1459,"category":1417,"updatedAt":374,"sourceType":319,"tags":1460},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[522,402,411,1461],"apple",{"title":1463,"description":1464,"path":1465,"category":1466,"updatedAt":400,"sourceType":319,"tags":1467},"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",[1468,1469,1043,1470],"migration","upgrade","checklist",{"title":1472,"description":1473,"path":1474,"category":1417,"updatedAt":374,"sourceType":319,"tags":1475},"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",[658,657,609,962,1794],"rotate",{"title":1796,"description":1797,"path":1798,"category":1692,"date":510,"updatedAt":510,"sourceType":319,"source":1799,"tags":1800},"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",[968,1137,969,1218,367],{"title":1802,"description":1803,"path":1804,"category":1692,"date":528,"updatedAt":528,"sourceType":319,"source":1799,"tags":1805},"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",[968,969,827,1046,1137],{"title":1807,"description":1808,"path":1809,"category":1810,"date":341,"updatedAt":341,"sourceType":579,"source":1811,"tags":1812},"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",[1813,1814,1815,1816],"education","adoption","ai-tutor","higher-education",{"title":1818,"description":1819,"path":1820,"category":1810,"date":341,"updatedAt":341,"sourceType":579,"source":1821,"tags":1822},"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",[366,1421,394,1419],{"title":1824,"description":1825,"path":1826,"category":1484,"date":416,"updatedAt":416,"sourceType":319,"source":1827,"tags":1828},"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",[360,562,451,453,581],{"title":1830,"description":1831,"path":1832,"category":1692,"date":528,"updatedAt":528,"sourceType":319,"source":1833,"tags":1834},"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",[345,657,1835,609,504],"pending",{"title":1837,"description":1838,"path":1839,"category":1692,"date":887,"updatedAt":887,"sourceType":319,"source":1840,"tags":1841},"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",[345,530,474,404,1842],"state",{"title":1844,"description":1845,"path":1846,"category":1692,"date":528,"updatedAt":528,"sourceType":319,"source":317,"tags":1847},"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",[322,181,743,676,513],{"title":1849,"description":1850,"path":1851,"category":1692,"date":328,"updatedAt":328,"sourceType":319,"source":317,"tags":1852},"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",[322,323,324,325,326],{"title":1854,"description":1855,"path":1856,"category":1692,"date":528,"updatedAt":528,"sourceType":319,"source":1857,"tags":1858},"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",[359,1301,919,1302,367],{"title":1860,"description":1861,"path":1862,"category":1484,"date":416,"updatedAt":416,"sourceType":319,"source":1863,"tags":1864},"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",[1865,1421,1866,1867,1868],"showcase","home-assistant","nix","infrastructure",{"title":1870,"description":1871,"path":1872,"category":1692,"date":510,"updatedAt":510,"sourceType":319,"source":1873,"tags":1874},"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",[645,349,844,1763,326],{"title":1876,"description":1877,"path":1878,"category":1692,"date":510,"updatedAt":510,"sourceType":319,"source":1879,"tags":1880},"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",[1046,934,645,935,367],{"title":1882,"description":1883,"path":1884,"category":1511,"date":1485,"updatedAt":400,"sourceType":1183,"source":1513,"tags":1885},"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",[1043,1116,1044,360,368],{"title":1887,"description":1888,"path":1889,"category":1692,"date":459,"updatedAt":459,"sourceType":319,"source":1890,"tags":1891},"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",[1865,349,617,1902,1903],"vector-search","knowledge",{"title":1905,"description":1906,"path":1907,"category":1692,"date":528,"updatedAt":528,"sourceType":319,"source":1908,"tags":1909},"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",[181,322,554,556,625],{"title":1911,"description":1912,"path":1913,"category":1692,"date":510,"updatedAt":510,"sourceType":319,"source":1914,"tags":1915},"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",[676,474,513,680,347],{"title":1917,"description":1918,"path":1919,"category":1692,"date":459,"updatedAt":459,"sourceType":319,"source":1749,"tags":1920},"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",[467,1323,619,608,1006],{"title":1922,"description":1923,"path":1924,"category":1692,"date":528,"updatedAt":528,"sourceType":319,"source":1925,"tags":1926},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 文档，最近节点层最值得关注的变化之一是能力宿主边界正在被主动拆清。","/news/openclaw-node-host-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes",[504,656,345,657,658],{"title":1928,"description":1929,"path":1930,"category":1484,"date":416,"updatedAt":416,"sourceType":319,"source":1931,"tags":1932},"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",[403,1468,1933,1469,1046],"install",{"title":1935,"description":1936,"path":1937,"category":1692,"date":887,"updatedAt":887,"sourceType":319,"source":1768,"tags":1938},"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",[1058,610,588,657,418],{"title":1940,"description":1941,"path":1942,"category":1692,"date":328,"updatedAt":328,"sourceType":319,"source":1943,"tags":1944},"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",[404,474,895,1058,505],{"title":1946,"description":1947,"path":1948,"category":1692,"date":528,"updatedAt":528,"sourceType":319,"source":1792,"tags":1949},"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",[657,1161,347,1162,367],{"title":1951,"description":1952,"path":1953,"category":1484,"date":416,"updatedAt":416,"sourceType":319,"source":1954,"tags":1955},"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",[451,580,453,579,581],{"title":1957,"description":1958,"path":1959,"category":1692,"date":459,"updatedAt":459,"sourceType":319,"source":1960,"tags":1961},"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 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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",[619,467,504,608,326],{"title":1975,"description":1976,"path":1977,"category":1692,"date":328,"updatedAt":328,"sourceType":319,"source":1978,"tags":1979},"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",[619,1130,467,345,367],{"title":1981,"description":1982,"path":1983,"category":1484,"date":416,"updatedAt":416,"sourceType":319,"source":1686,"tags":1984},"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",[1043,1044,1046,1045],{"title":1986,"description":1987,"path":1988,"category":1692,"date":510,"updatedAt":510,"sourceType":319,"source":1706,"tags":1989},"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",[404,657,504,418,949],{"title":1991,"description":1992,"path":1993,"category":1692,"date":528,"updatedAt":528,"sourceType":319,"source":1994,"tags":1995},"OpenClaw 的 routing precedence 正在成为更明确的排障坐标系","官方最近围绕 Channel Routing 的写法，正在把 peer、thread inheritance、guild、team、account 和 channel 等命中层级固定下来，让路由排障越来越像查规则，而不是猜模型。","/news/openclaw-routing-precedence-watch-2026-03-25","https://docs.openclaw.ai/channels/channel-routing",[513,512,1996,347,514],"threads",{"title":1998,"description":1999,"path":2000,"category":1692,"date":528,"updatedAt":528,"sourceType":319,"source":2001,"tags":2002},"OpenClaw Secret 观察：active snapshot 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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",[1865,579,554,360,395],{"title":2055,"description":2056,"path":2057,"category":1692,"date":328,"updatedAt":328,"sourceType":319,"source":2046,"tags":2058},"OpenClaw 正在把团队入口治理拆成更细的几层","官方最近围绕 security audit、session、broadcast groups 和 channel routing 的文档更新，正在把 shared-user ingress、identityLinks、broadcast precedence 和 shared inbox 硬化拆成更清楚的治理面。","/news/openclaw-team-ingress-governance-watch-2026-03-29",[1084,1234,325,513,368],{"title":2060,"description":2061,"path":2062,"category":1692,"date":1371,"updatedAt":1371,"sourceType":319,"source":2063,"tags":2064},"OpenClaw 正在把 transcript hygiene 从隐藏兼容层写成正式参考边界","官方最近单独写出 Transcript Hygiene 文档后，tool call 修补、图片清理和 provider fixups 不再只是内部细节，而成了更清楚的运行前兼容层。","/news/openclaw-transcript-hygiene-watch-2026-04-01","https://docs.openclaw.ai/zh-CN/reference/transcript-hygiene",[1373,619,1399,1400,2065],"compatibility",{"title":2067,"description":2068,"path":2069,"category":1692,"date":459,"updatedAt":459,"sourceType":319,"source":1725,"tags":2070},"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",[1104,368,418,345,608],{"title":2072,"description":2073,"path":2074,"category":1692,"date":887,"updatedAt":887,"sourceType":319,"source":1840,"tags":2075},"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 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