[{"data":1,"prerenderedAt":2781},["ShallowReactive",2],{"docs:manual/forum-topics-and-group-session-keys":3,"content-manifest":272},{"id":4,"title":5,"body":6,"category":252,"date":253,"description":254,"extension":255,"meta":256,"navigation":257,"path":258,"seo":259,"source":260,"sourceName":261,"sourceType":262,"stem":263,"tags":264,"updatedAt":270,"__hash__":271},"docs/docs/manual/forum-topics-and-group-session-keys.md","Telegram forum topic、群 session 和 thread key 应该怎么一起看",{"type":7,"value":8,"toc":237},"minimark",[9,13,26,37,40,48,51,56,59,66,69,76,79,82,85,94,97,102,105,108,113,120,125,128,133,137,140,153,159,164,167,170,181,184,187,192,198,202,208,213,216],[10,11,5],"h1",{"id":12},"telegram-forum-topic群-session-和-thread-key-应该怎么一起看",[14,15,16,17,21,22,25],"p",{},"OpenClaw 最近的 ",[18,19,20],"code",{},"Groups"," 和 ",[18,23,24],{},"Channel Routing"," 文档里，有一个很容易被忽略但很值的细节：",[27,28,29],"ul",{},[30,31,32,33,36],"li",{},"Telegram forum topic 会把 ",[18,34,35],{},":topic:\u003CthreadId>"," 编进 group session key",[14,38,39],{},"这意味着在 OpenClaw 眼里：",[27,41,42,45],{},[30,43,44],{},"同一个 Telegram 群",[30,46,47],{},"不同 forum topic",[14,49,50],{},"已经不是同一条会话。",[52,53,55],"h2",{"id":54},"官方当前-key-形态是什么","官方当前 key 形态是什么",[14,57,58],{},"文档现在明确给出的形态是：",[27,60,61],{},[30,62,63],{},[18,64,65],{},"agent:\u003CagentId>:telegram:group:\u003CgroupId>:topic:\u003CthreadId>",[14,67,68],{},"这和普通群 key：",[27,70,71],{},[30,72,73],{},[18,74,75],{},"agent:\u003CagentId>:telegram:group:\u003CgroupId>",[14,77,78],{},"已经是两种不同 bucket。",[52,80,81],{"id":81},"这对实际使用意味着什么",[14,83,84],{},"最重要的结果有两个：",[86,87,88,91],"ol",{},[30,89,90],{},"一个 topic 里的命令和状态不会天然影响另一个 topic",[30,92,93],{},"群内多条讨论线可以各自保留上下文",[14,95,96],{},"这对支持群、项目群、社区群都很值，因为 forum topic 天然就在扮演：",[27,98,99],{},[30,100,101],{},"子线程",[52,103,104],{"id":104},"为什么这不只是显示层区别",[14,106,107],{},"很多人第一次看到 forum topic，会以为只是：",[27,109,110],{},[30,111,112],{},"UI 上多了个 thread",[14,114,115,116,119],{},"但 OpenClaw 这里已经把它放进 session key 了。",[117,118],"br",{},"\n这说明官方当前理解的是：",[27,121,122],{},[30,123,124],{},"topic 本身就是上下文隔离边界",[14,126,127],{},"而不是：",[27,129,130],{},[30,131,132],{},"同一群里的视觉分组",[52,134,136],{"id":135},"mention-和-activation-还怎么生效","mention 和 activation 还怎么生效",[14,138,139],{},"即便进了 topic 维度，前面的群规则仍然成立：",[27,141,142,147,150],{},[30,143,144],{},[18,145,146],{},"groupPolicy",[30,148,149],{},"group allowlist",[30,151,152],{},"mention gating",[14,154,155,156,158],{},"也就是说，topic 不会绕过群入口治理。",[117,157],{},"\n它改变的是：",[27,160,161],{},[30,162,163],{},"一旦触发后，上下文落在哪个 session key",[52,165,166],{"id":166},"什么情况下最值得利用这条边界",[14,168,169],{},"下面这些场景尤其适合把 topic 当正式会话边界来看：",[27,171,172,175,178],{},[30,173,174],{},"一个大群里并行多个项目",[30,176,177],{},"同一个群里分 FAQ / support / bug / release topic",[30,179,180],{},"社区里需要让机器人在多个话题保持各自上下文",[14,182,183],{},"这时候 topic 化会比“一个群一个总会话”稳很多。",[52,185,186],{"id":186},"常见误会",[188,189,191],"h3",{"id":190},"_1-以为同群-topic-一定会共享全部上下文","1. 以为同群 topic 一定会共享全部上下文",[14,193,194,195,197],{},"不会。",[117,196],{},"\ntopic key 已经把它们拆开了。",[188,199,201],{"id":200},"_2-以为-topic-能替代-allowlist-或-mention-规则","2. 以为 topic 能替代 allowlist 或 mention 规则",[14,203,204,205,207],{},"也不会。",[117,206],{},"\ntopic 只是在通过前序群规则后，决定：",[27,209,210],{},[30,211,212],{},"会话到底落到哪个桶里",[52,214,215],{"id":215},"推荐延伸阅读",[27,217,218,225,231],{},[30,219,220],{},[221,222,224],"a",{"href":223},"/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",[30,226,227],{},[221,228,230],{"href":229},"/docs/reference/group-policy-and-mention-gating-order","groupPolicy、allowlist 和 mention gating 的顺序应该怎么理解",[30,232,233],{},[221,234,236],{"href":235},"/best-practices/shared-group-entry-rollout","共享群入口更稳的放开顺序：allowlist、mention、activation 和 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WhatsApp。","/docs/getting-started/when-to-use-dashboard-webchat-or-channels",[346,416,289,396,369],"webchat",{"title":418,"description":419,"path":420,"category":282,"updatedAt":401,"sourceType":284,"tags":421},"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",[369,396,378,422,423],"paths","topics",{"title":425,"description":426,"path":427,"category":383,"updatedAt":342,"sourceType":262,"tags":428},"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",[429,299,430,386],"users","scenarios",{"title":432,"description":433,"path":434,"category":435,"updatedAt":342,"sourceType":436,"tags":437},"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",[438,439,291,302],"workspace","soul",{"title":441,"description":442,"path":443,"category":444,"updatedAt":342,"sourceType":262,"tags":445},"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",[287,446,300,447],"nodes","control-plane",{"title":449,"description":450,"path":451,"category":435,"updatedAt":452,"sourceType":262,"tags":453},"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",[454,268,455,289,301],"bindings","agents",{"title":457,"description":458,"path":459,"category":435,"updatedAt":401,"sourceType":262,"tags":460},"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",[289,461,462,463,464],"bluebubbles","imessage","macos","webhook",{"title":466,"description":467,"path":468,"category":435,"updatedAt":469,"sourceType":262,"tags":470},"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",[471,268,472,455,473],"broadcast","groups","session",{"title":475,"description":476,"path":477,"category":252,"updatedAt":270,"sourceType":262,"tags":478},"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 路由”到底该落在哪层。","/docs/manual/broadcast-vs-binding-precedence",[471,454,268,472,479,269],"precedence",{"title":481,"description":482,"path":483,"category":435,"updatedAt":342,"sourceType":262,"tags":484},"Camera Capture 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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",[287,1200,729,835,447],"rpc",{"title":1202,"description":1203,"path":1204,"category":1066,"updatedAt":452,"sourceType":262,"tags":1205},"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",[596,597,287,446,1072],{"title":1207,"description":1208,"path":1209,"category":1066,"updatedAt":827,"sourceType":262,"tags":1210},"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",[473,287,416,346,1072],{"title":1212,"description":1213,"path":1214,"category":1066,"updatedAt":270,"sourceType":262,"tags":1215},"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",[287,835,1216,1217,1072],"protocol","scopes",{"title":230,"description":1219,"path":229,"category":1066,"updatedAt":469,"sourceType":262,"tags":1220},"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。",[472,1221,268,682,615],"mention",{"title":1223,"description":1224,"path":1225,"category":1066,"updatedAt":270,"sourceType":262,"tags":1226},"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",[882,1227,1228,1229,1072],"visibility","activeHours","alerts",{"title":1231,"description":1232,"path":1233,"category":1066,"updatedAt":469,"sourceType":262,"tags":1234},"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",[829,835,1235,287,1072],"sdk",{"title":1237,"description":1238,"path":1239,"category":1066,"updatedAt":469,"sourceType":262,"tags":1240},"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",[301,1241,859,1242,1072],"include","arrays",{"title":1244,"description":1245,"path":1246,"category":1066,"updatedAt":452,"sourceType":262,"tags":1247},"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",[702,1248,576,336,1072],"invoke",{"title":1250,"description":1251,"path":1252,"category":1066,"updatedAt":270,"sourceType":262,"tags":1253},"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",[291,1254,1255,1256,1257,1072],"hybrid-search","ranking","mmr","retrieval",{"title":1259,"description":1260,"path":1261,"category":1066,"updatedAt":401,"sourceType":262,"tags":1262},"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",[409,1263,550,561,1072],"probe",{"title":1265,"description":1266,"path":1267,"category":1066,"updatedAt":765,"sourceType":262,"tags":1268},"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",[596,597,1102,1269,889],"credentials",{"title":1271,"description":1272,"path":1273,"category":1066,"updatedAt":401,"sourceType":262,"tags":1274},"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",[393,504,1275,1276,986,1072],"npm","pin",{"title":1278,"description":1279,"path":1280,"category":1157,"updatedAt":358,"sourceType":262,"tags":1281},"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",[1159,1282,665,561,628],"raw-stream",{"title":1284,"description":1285,"path":1286,"category":1066,"updatedAt":270,"sourceType":262,"tags":1287},"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",[360,1288,550,287,1072],"tlsFingerprint",{"title":224,"description":1290,"path":223,"category":1066,"updatedAt":270,"sourceType":262,"tags":1291},"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。",[472,1292,1293,1294,1072],"mentions","pending-history","reply",{"title":1296,"description":1297,"path":1298,"category":1066,"updatedAt":452,"sourceType":262,"tags":1299},"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",[1300,1301,1302,561,1072],"secrets","secretrefs","runtime",{"title":1304,"description":1305,"path":1306,"category":1066,"updatedAt":469,"sourceType":262,"tags":1307},"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",[473,310,1174,596,682],{"title":1309,"description":1310,"path":1311,"category":1066,"updatedAt":1312,"sourceType":262,"tags":1313},"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",[473,1314,1315,784,1072],"transcript","jsonl",{"title":1317,"description":1318,"path":1319,"category":1066,"updatedAt":1312,"sourceType":262,"tags":1320},"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",[267,729,1321,1010,309],"store",{"title":1323,"description":1324,"path":1325,"category":1066,"updatedAt":270,"sourceType":262,"tags":1326},"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",[310,1025,1010,1327,1072],"ingress",{"title":1329,"description":1330,"path":1331,"category":1066,"updatedAt":358,"sourceType":262,"tags":1332},"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",[729,917,1333,665,1334],"health","troubleshooting",{"title":1336,"description":1337,"path":1338,"category":1066,"updatedAt":1312,"sourceType":262,"tags":1339},"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",[1314,1340,561,1341,1072],"hygiene","tool-calls",{"title":1343,"description":1344,"path":1345,"category":1157,"updatedAt":342,"sourceType":262,"tags":1346},"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",[1334,908,917,665],{"title":1348,"description":1349,"path":1350,"category":1066,"updatedAt":452,"sourceType":262,"tags":1351},"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",[416,1352,1353,1314,1072],"history","inject",{"title":1355,"description":1356,"path":1357,"category":1358,"updatedAt":401,"sourceType":262,"tags":1359},"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",[1360,1361,1362,1363,936,937],"china","cloud","deployment","feishu",{"title":1365,"description":1366,"path":1367,"category":1358,"updatedAt":342,"sourceType":262,"tags":1368},"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",[1362,361,1369,1361,1370],"docker","wsl2",{"title":1372,"description":1373,"path":1374,"category":1358,"updatedAt":775,"sourceType":262,"tags":1375},"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",[344,1275,1376,1370],"install-script",{"title":1378,"description":1379,"path":1380,"category":1358,"updatedAt":358,"sourceType":262,"tags":1381},"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",[344,1382,1376,1383,987],"updater","git",{"title":1385,"description":1386,"path":1387,"category":1358,"updatedAt":316,"sourceType":262,"tags":1388},"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",[344,1382,1389,908,987],"uninstall",{"title":1391,"description":1392,"path":1393,"category":1358,"updatedAt":316,"sourceType":262,"tags":1394},"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",[1395,344,353,1396],"linux","server",{"title":1398,"description":1399,"path":1400,"category":1358,"updatedAt":316,"sourceType":262,"tags":1401},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[463,344,353,1402],"apple",{"title":1404,"description":1405,"path":1406,"category":1407,"updatedAt":342,"sourceType":262,"tags":1408},"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",[1409,1410,984,1411],"migration","upgrade","checklist",{"title":1413,"description":1414,"path":1415,"category":1358,"updatedAt":316,"sourceType":262,"tags":1416},"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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状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[908,909,767,987,1078],{"title":1748,"description":1749,"path":1750,"category":1751,"date":283,"updatedAt":283,"sourceType":521,"source":1752,"tags":1753},"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",[1754,1755,1756,1757],"education","adoption","ai-tutor","higher-education",{"title":1759,"description":1760,"path":1761,"category":1751,"date":283,"updatedAt":283,"sourceType":521,"source":1762,"tags":1763},"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",[308,1362,336,1360],{"title":1765,"description":1766,"path":1767,"category":1425,"date":358,"updatedAt":358,"sourceType":262,"source":1768,"tags":1769},"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",[302,504,393,395,523],{"title":1771,"description":1772,"path":1773,"category":1633,"date":469,"updatedAt":469,"sourceType":262,"source":1774,"tags":1775},"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",[287,596,1776,551,446],"pending",{"title":1778,"description":1779,"path":1780,"category":1633,"date":827,"updatedAt":827,"sourceType":262,"source":1781,"tags":1782},"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",[287,473,416,346,1783],"state",{"title":1785,"description":1786,"path":1787,"category":1633,"date":469,"updatedAt":469,"sourceType":262,"source":260,"tags":1788},"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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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",[301,1241,859,1242,309],{"title":1802,"description":1803,"path":1804,"category":1425,"date":358,"updatedAt":358,"sourceType":262,"source":1805,"tags":1806},"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",[1807,1362,1808,1809,1810],"showcase","home-assistant","nix","infrastructure",{"title":1812,"description":1813,"path":1814,"category":1633,"date":452,"updatedAt":452,"sourceType":262,"source":1815,"tags":1816},"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",[267,291,784,1704,708],{"title":1818,"description":1819,"path":1820,"category":1633,"date":452,"updatedAt":452,"sourceType":262,"source":1821,"tags":1822},"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",[987,874,267,875,309],{"title":1824,"description":1825,"path":1826,"category":1452,"date":1426,"updatedAt":342,"sourceType":1124,"source":1454,"tags":1827},"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",[984,1057,985,302,310],{"title":1829,"description":1830,"path":1831,"category":1633,"date":401,"updatedAt":401,"sourceType":262,"source":1832,"tags":1833},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 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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",[1807,291,559,1844,1845],"vector-search","knowledge",{"title":1847,"description":1848,"path":1849,"category":1633,"date":469,"updatedAt":469,"sourceType":262,"source":1850,"tags":1851},"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",[1221,472,265,498,567],{"title":1853,"description":1854,"path":1855,"category":1633,"date":452,"updatedAt":452,"sourceType":262,"source":1856,"tags":1857},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 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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",[561,409,446,550,708],{"title":1917,"description":1918,"path":1919,"category":1633,"date":270,"updatedAt":270,"sourceType":262,"source":1920,"tags":1921},"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",[561,1071,409,287,309],{"title":1923,"description":1924,"path":1925,"category":1425,"date":358,"updatedAt":358,"sourceType":262,"source":1627,"tags":1926},"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",[984,985,987,986],{"title":1928,"description":1929,"path":1930,"category":1633,"date":452,"updatedAt":452,"sourceType":262,"source":1647,"tags":1931},"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",[346,596,446,360,889],{"title":1933,"description":1934,"path":1935,"category":1633,"date":469,"updatedAt":469,"sourceType":262,"source":1936,"tags":1937},"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",[268,454,1938,289,455],"threads",{"title":1940,"description":1941,"path":1942,"category":1633,"date":469,"updatedAt":469,"sourceType":262,"source":1943,"tags":1944},"OpenClaw Secret 观察：active snapshot 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