[{"data":1,"prerenderedAt":2868},["ShallowReactive",2],{"docs:manual/channel-routing-and-session-keys":3,"content-manifest":363},{"id":4,"title":5,"body":6,"category":343,"date":344,"description":345,"extension":346,"meta":347,"navigation":348,"path":349,"seo":350,"source":351,"sourceName":352,"sourceType":353,"stem":354,"tags":355,"updatedAt":361,"__hash__":362},"docs/docs/manual/channel-routing-and-session-keys.md","频道与 Session 路由怎么决定上下文边界",{"type":7,"value":8,"toc":325},"minimark",[9,13,17,27,30,35,38,41,49,52,56,59,62,67,70,75,79,82,87,90,101,105,108,114,118,121,127,131,134,140,143,147,150,158,161,165,168,173,176,184,187,206,209,217,221,224,251,254,258,261,269,272,277,280,284,287,295,298,301,322],[10,11,5],"h1",{"id":12},"频道与-session-路由怎么决定上下文边界",[14,15,16],"p",{},"站里已经有团队频道 session 隔离的说明，但官方最近的 Channel Routing 文档把更底层的机制讲得非常清楚了：",[18,19,20,24],"ul",{},[21,22,23],"li",{},"回复发回哪个渠道不是模型自己决定的",[21,25,26],{},"上下文落在哪个 session 里也是确定性的",[14,28,29],{},"这件事非常关键，因为它直接决定“为什么这条消息会共用上下文、另一条却不会”。",[31,32,34],"h2",{"id":33},"routing-到底是谁在决定","routing 到底是谁在决定",[14,36,37],{},"根据当前官方文档，reply routing 是 deterministic 的，由宿主配置控制。",[14,39,40],{},"也就是说：",[18,42,43,46],{},[21,44,45],{},"模型不会自己挑一个渠道回消息",[21,47,48],{},"渠道和 agent 的选择来自 host configuration",[14,50,51],{},"这点特别重要，因为它把 routing 从“模型行为”拉回到“系统配置”。",[31,53,55],{"id":54},"session-key-为什么是理解上下文边界的核心","session key 为什么是理解上下文边界的核心",[14,57,58],{},"官方文档现在把 session key 的形状写得很细，这非常值。",[14,60,61],{},"它本质上回答的是：",[18,63,64],{},[21,65,66],{},"这条消息到底会落进哪个上下文桶里",[14,68,69],{},"而不是：",[18,71,72],{},[21,73,74],{},"这条消息看起来来自哪个页面或哪个人",[31,76,78],{"id":77},"dm群组频道线程各自长什么样","DM、群组、频道、线程各自长什么样",[14,80,81],{},"根据最新官方文档，更值得记住的是这几种形状：",[83,84,86],"h3",{"id":85},"direct-message","Direct message",[14,88,89],{},"默认会折叠到 agent 主会话：",[91,92,98],"pre",{"className":93,"code":95,"language":96,"meta":97},[94],"language-text","agent:\u003CagentId>:\u003CmainKey>\n","text","",[99,100,95],"code",{"__ignoreMap":97},[83,102,104],{"id":103},"group","Group",[14,106,107],{},"群组会独立：",[91,109,112],{"className":110,"code":111,"language":96,"meta":97},[94],"agent:\u003CagentId>:\u003Cchannel>:group:\u003Cid>\n",[99,113,111],{"__ignoreMap":97},[83,115,117],{"id":116},"channel-room","Channel / room",[14,119,120],{},"频道或房间会独立：",[91,122,125],{"className":123,"code":124,"language":96,"meta":97},[94],"agent:\u003CagentId>:\u003Cchannel>:channel:\u003Cid>\n",[99,126,124],{"__ignoreMap":97},[83,128,130],{"id":129},"thread","Thread",[14,132,133],{},"Slack / Discord 线程会在基础 key 后再追加：",[91,135,138],{"className":136,"code":137,"language":96,"meta":97},[94],":thread:\u003CthreadId>\n",[99,139,137],{"__ignoreMap":97},[14,141,142],{},"Telegram forum topic 也会把 topic 编进 key。",[31,144,146],{"id":145},"为什么这套-key-设计很重要","为什么这套 key 设计很重要",[14,148,149],{},"因为它意味着：",[18,151,152,155],{},[21,153,154],{},"group 不会天然混进 DM 主会话",[21,156,157],{},"thread 也不会天然污染整个频道",[14,159,160],{},"换句话说，很多“上下文隔离”不是靠额外约定，而是默认就被 session key 结构编码好了。",[31,162,164],{"id":163},"dm-合并到-main-session-有什么好处和风险","DM 合并到 main session 有什么好处和风险",[14,166,167],{},"官方文档当前说明：",[18,169,170],{},[21,171,172],{},"direct messages 默认可以折叠进 agent 主会话",[14,174,175],{},"好处是：",[18,177,178,181],{},[21,179,180],{},"私聊连续性更强",[21,182,183],{},"个人使用体验更自然",[14,185,186],{},"但官方也补了一条很关键的保护：",[18,188,189,200],{},[21,190,191,192,195,196,199],{},"当 ",[99,193,194],{},"session.dmScope = \"main\""," 时，会尝试通过 ",[99,197,198],{},"allowFrom"," 推断 pinned owner",[21,201,202,203],{},"如果非 owner DM 进来，不会随便改 main session 的 ",[99,204,205],{},"lastRoute",[14,207,208],{},"这说明官方已经意识到：",[18,210,211,214],{},[21,212,213],{},"“共享 main session” 很方便",[21,215,216],{},"但也很容易被别的私聊来源污染",[31,218,220],{"id":219},"binding-的优先级为什么值得记住","binding 的优先级为什么值得记住",[14,222,223],{},"官方当前给的 routing 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决定上下文桶",[14,296,297],{},"只要先把这两层分开，很多“为什么它记得这个、不记得那个”的问题都会变得更好解释。",[31,299,300],{"id":300},"下一步推荐",[18,302,303,310,316],{},[21,304,305],{},[306,307,309],"a",{"href":308},"/docs/operations/team-channel-session-strategy","团队频道里的 Session 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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",[357,1256,1257,356,1156],"dmScope","identityLinks",{"title":1259,"description":1260,"path":1261,"category":1150,"updatedAt":540,"sourceType":353,"tags":1262},"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",[994,995,1162,1263,1156],"migrations",{"title":1265,"description":1266,"path":1267,"category":1150,"updatedAt":540,"sourceType":353,"tags":1268},"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",[858,391,566,1269,1156],"shell",{"title":1271,"description":1272,"path":1273,"category":1150,"updatedAt":490,"sourceType":375,"tags":1274},"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",[1275,1070,607,1276,1072],"sources","trust",{"title":1278,"description":1279,"path":1280,"category":1150,"updatedAt":361,"sourceType":353,"tags":1281},"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",[378,1282,817,921,535],"rpc",{"title":1284,"description":1285,"path":1286,"category":1150,"updatedAt":540,"sourceType":353,"tags":1287},"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",[686,687,378,534,1156],{"title":1289,"description":1290,"path":1291,"category":1150,"updatedAt":913,"sourceType":353,"tags":1292},"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",[357,378,505,436,1156],{"title":1294,"description":1295,"path":1296,"category":1150,"updatedAt":564,"sourceType":353,"tags":1297},"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",[378,921,1298,1299,1156],"protocol","scopes",{"title":1301,"description":1302,"path":1303,"category":1150,"updatedAt":556,"sourceType":353,"tags":1304},"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",[360,1305,356,770,705],"mention",{"title":1307,"description":1308,"path":1309,"category":1150,"updatedAt":564,"sourceType":353,"tags":1310},"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",[968,1311,1312,1313,1156],"visibility","activeHours","alerts",{"title":1315,"description":1316,"path":1317,"category":1150,"updatedAt":556,"sourceType":353,"tags":1318},"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",[915,921,1319,378,1156],"sdk",{"title":1321,"description":1322,"path":1323,"category":1150,"updatedAt":556,"sourceType":353,"tags":1324},"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",[391,1325,945,1326,1156],"include","arrays",{"title":1328,"description":1329,"path":1330,"category":1150,"updatedAt":540,"sourceType":353,"tags":1331},"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",[790,1332,661,426,1156],"invoke",{"title":1334,"description":1335,"path":1336,"category":1150,"updatedAt":564,"sourceType":353,"tags":1337},"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",[381,1338,1339,1340,1341,1156],"hybrid-search","ranking","mmr","retrieval",{"title":1343,"description":1344,"path":1345,"category":1150,"updatedAt":490,"sourceType":353,"tags":1346},"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",[498,1347,636,647,1156],"probe",{"title":1349,"description":1350,"path":1351,"category":1150,"updatedAt":853,"sourceType":353,"tags":1352},"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",[686,687,198,1353,975],"credentials",{"title":1355,"description":1356,"path":1357,"category":1150,"updatedAt":490,"sourceType":353,"tags":1358},"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",[482,590,1359,1360,1072,1156],"npm","pin",{"title":1362,"description":1363,"path":1364,"category":1239,"updatedAt":361,"sourceType":353,"tags":1365},"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",[1241,1366,753,647,718],"raw-stream",{"title":1368,"description":1369,"path":1370,"category":1150,"updatedAt":564,"sourceType":353,"tags":1371},"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",[449,1372,636,378,1156],"tlsFingerprint",{"title":1374,"description":1375,"path":1376,"category":1150,"updatedAt":564,"sourceType":353,"tags":1377},"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",[360,1378,1379,1380,1156],"mentions","pending-history","reply",{"title":1382,"description":1383,"path":1384,"category":1150,"updatedAt":540,"sourceType":353,"tags":1385},"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",[1386,1387,1388,647,1156],"secrets","secretrefs","runtime",{"title":1390,"description":1391,"path":1392,"category":1150,"updatedAt":556,"sourceType":353,"tags":1393},"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",[357,400,1256,686,770],{"title":1395,"description":1396,"path":1397,"category":1150,"updatedAt":1398,"sourceType":353,"tags":1399},"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",[357,1400,1401,870,1156],"transcript","jsonl",{"title":1403,"description":1404,"path":1405,"category":1150,"updatedAt":1398,"sourceType":353,"tags":1406},"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",[674,817,1407,1096,399],"store",{"title":1409,"description":1410,"path":1411,"category":1150,"updatedAt":564,"sourceType":353,"tags":1412},"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",[400,1111,1096,1413,1156],"ingress",{"title":1415,"description":1416,"path":1417,"category":1150,"updatedAt":361,"sourceType":353,"tags":1418},"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",[817,1003,1419,753,1420],"health","troubleshooting",{"title":1422,"description":1423,"path":1424,"category":1150,"updatedAt":1398,"sourceType":353,"tags":1425},"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",[1400,1426,647,1427,1156],"hygiene","tool-calls",{"title":1429,"description":1430,"path":1431,"category":1239,"updatedAt":432,"sourceType":353,"tags":1432},"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",[1420,994,1003,753],{"title":1434,"description":1435,"path":1436,"category":1150,"updatedAt":540,"sourceType":353,"tags":1437},"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",[505,1438,1439,1400,1156],"history","inject",{"title":1441,"description":1442,"path":1443,"category":1444,"updatedAt":490,"sourceType":353,"tags":1445},"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",[1446,1447,1448,1449,1022,1023],"china","cloud","deployment","feishu",{"title":1451,"description":1452,"path":1453,"category":1444,"updatedAt":432,"sourceType":353,"tags":1454},"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",[1448,450,1455,1447,1456],"docker","wsl2",{"title":1458,"description":1459,"path":1460,"category":1444,"updatedAt":863,"sourceType":353,"tags":1461},"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",[434,1359,1462,1456],"install-script",{"title":1464,"description":1465,"path":1466,"category":1444,"updatedAt":361,"sourceType":353,"tags":1467},"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",[434,1468,1462,1469,1073],"updater","git",{"title":1471,"description":1472,"path":1473,"category":1444,"updatedAt":406,"sourceType":353,"tags":1474},"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",[434,1468,1475,994,1073],"uninstall",{"title":1477,"description":1478,"path":1479,"category":1444,"updatedAt":406,"sourceType":353,"tags":1480},"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",[1481,434,443,1482],"linux","server",{"title":1484,"description":1485,"path":1486,"category":1444,"updatedAt":406,"sourceType":353,"tags":1487},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[550,434,443,1488],"apple",{"title":1490,"description":1491,"path":1492,"category":1493,"updatedAt":432,"sourceType":353,"tags":1494},"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",[1495,1496,1070,1497],"migration","upgrade","checklist",{"title":1499,"description":1500,"path":1501,"category":1444,"updatedAt":406,"sourceType":353,"tags":1502},"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",[687,686,637,988,1820],"rotate",{"title":1822,"description":1823,"path":1824,"category":1718,"date":540,"updatedAt":540,"sourceType":353,"source":1825,"tags":1826},"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",[994,1162,995,1241,399],{"title":1828,"description":1829,"path":1830,"category":1718,"date":556,"updatedAt":556,"sourceType":353,"source":1825,"tags":1831},"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",[994,995,855,1073,1162],{"title":1833,"description":1834,"path":1835,"category":1836,"date":374,"updatedAt":374,"sourceType":607,"source":1837,"tags":1838},"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",[1839,1840,1841,1842],"education","adoption","ai-tutor","higher-education",{"title":1844,"description":1845,"path":1846,"category":1836,"date":374,"updatedAt":374,"sourceType":607,"source":1847,"tags":1848},"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",[398,1448,426,1446],{"title":1850,"description":1851,"path":1852,"category":1511,"date":361,"updatedAt":361,"sourceType":353,"source":1853,"tags":1854},"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",[392,590,482,484,609],{"title":1856,"description":1857,"path":1858,"category":1718,"date":556,"updatedAt":556,"sourceType":353,"source":1859,"tags":1860},"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",[378,686,1861,637,534],"pending",{"title":1863,"description":1864,"path":1865,"category":1718,"date":913,"updatedAt":913,"sourceType":353,"source":1866,"tags":1867},"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",[378,357,505,436,1868],"state",{"title":1870,"description":1871,"path":1872,"category":1718,"date":556,"updatedAt":556,"sourceType":353,"source":1873,"tags":1874},"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",[360,1305,770,705,356],{"title":1876,"description":1877,"path":1878,"category":1718,"date":564,"updatedAt":564,"sourceType":353,"source":1873,"tags":1879},"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",[360,1378,1880,558,796],"activation",{"title":1882,"description":1883,"path":1884,"category":1718,"date":556,"updatedAt":556,"sourceType":353,"source":1885,"tags":1886},"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",[391,1325,945,1326,399],{"title":1888,"description":1889,"path":1890,"category":1511,"date":361,"updatedAt":361,"sourceType":353,"source":1891,"tags":1892},"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",[1893,1448,1894,1895,1896],"showcase","home-assistant","nix","infrastructure",{"title":1898,"description":1899,"path":1900,"category":1718,"date":540,"updatedAt":540,"sourceType":353,"source":1901,"tags":1902},"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",[674,381,870,1789,796],{"title":1904,"description":1905,"path":1906,"category":1718,"date":540,"updatedAt":540,"sourceType":353,"source":1907,"tags":1908},"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",[1073,960,674,961,399],{"title":1910,"description":1911,"path":1912,"category":1538,"date":1512,"updatedAt":432,"sourceType":1206,"source":1540,"tags":1913},"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",[1070,1141,1071,392,400],{"title":1915,"description":1916,"path":1917,"category":1718,"date":490,"updatedAt":490,"sourceType":353,"source":1918,"tags":1919},"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",[1893,381,645,1930,1931],"vector-search","knowledge",{"title":1933,"description":1934,"path":1935,"category":1718,"date":556,"updatedAt":556,"sourceType":353,"source":1936,"tags":1937},"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",[1305,360,582,584,653],{"title":1939,"description":1940,"path":1941,"category":1718,"date":540,"updatedAt":540,"sourceType":353,"source":1942,"tags":1943},"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",[705,505,356,709,358],{"title":1945,"description":1946,"path":1947,"category":1718,"date":490,"updatedAt":490,"sourceType":353,"source":1775,"tags":1948},"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",[498,1347,647,636,1032],{"title":1950,"description":1951,"path":1952,"category":1718,"date":556,"updatedAt":556,"sourceType":353,"source":1953,"tags":1954},"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",[534,685,378,686,687],{"title":1956,"description":1957,"path":1958,"category":1511,"date":361,"updatedAt":361,"sourceType":353,"source":1959,"tags":1960},"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",[435,1495,1961,1496,1073],"install",{"title":1963,"description":1964,"path":1965,"category":1718,"date":913,"updatedAt":913,"sourceType":353,"source":1794,"tags":1966},"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",[1085,638,616,686,449],{"title":1968,"description":1969,"path":1970,"category":1718,"date":564,"updatedAt":564,"sourceType":353,"source":1971,"tags":1972},"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",[436,505,921,1085,535],{"title":1974,"description":1975,"path":1976,"category":1718,"date":556,"updatedAt":556,"sourceType":353,"source":1818,"tags":1977},"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",[686,198,358,244,399],{"title":1979,"description":1980,"path":1981,"category":1511,"date":361,"updatedAt":361,"sourceType":353,"source":1982,"tags":1983},"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",[482,608,484,607,609],{"title":1985,"description":1986,"path":1987,"category":1718,"date":490,"updatedAt":490,"sourceType":353,"source":1988,"tags":1989},"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",[482,590,1359,1360,1072],{"title":1991,"description":1992,"path":1993,"category":1718,"date":490,"updatedAt":490,"sourceType":353,"source":1994,"tags":1995},"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",[789,790,426,661,483],{"title":1997,"description":1998,"path":1999,"category":1718,"date":564,"updatedAt":564,"sourceType":353,"source":2000,"tags":2001},"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",[647,498,534,636,796],{"title":2003,"description":2004,"path":2005,"category":1718,"date":564,"updatedAt":564,"sourceType":353,"source":2006,"tags":2007},"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",[647,1155,498,378,399],{"title":2009,"description":2010,"path":2011,"category":1511,"date":361,"updatedAt":361,"sourceType":353,"source":1712,"tags":2012},"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",[1070,1071,1073,1072],{"title":2014,"description":2015,"path":2016,"category":1718,"date":540,"updatedAt":540,"sourceType":353,"source":1732,"tags":2017},"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",[436,686,534,449,975],{"title":2019,"description":2020,"path":2021,"category":1718,"date":556,"updatedAt":556,"sourceType":353,"source":351,"tags":2022},"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",[356,359,2023,358,542],"threads",{"title":2025,"description":2026,"path":2027,"category":1718,"date":556,"updatedAt":556,"sourceType":353,"source":2028,"tags":2029},"OpenClaw Secret 观察：active snapshot 正在把密钥轮换从“即时取值”收成“原子切换”","基于 2026 年 3 月 25 日可见的官方 Secrets Management 文档，最近 secrets 层最值得关注的变化之一是 active snapshot 与 last-known-good 的边界越来越清楚。","/news/openclaw-secret-snapshot-watch-2026-03-25","https://docs.openclaw.ai/gateway/secrets",[1387,2030,2031,1386,399],"snapshot","rotation",{"title":2033,"description":2034,"path":2035,"category":1718,"date":556,"updatedAt":556,"sourceType":353,"source":1901,"tags":2036},"OpenClaw 正在把 secure DM mode 写成共享入口的默认安全心智","官方最近围绕 Session、Security 和 CLI Security 的更新，正在把 secure DM mode 从一个可选技巧，推成多人 DM 入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[357,400,1256,686,1111],{"title":2038,"description":2039,"path":2040,"category":1718,"date":490,"updatedAt":490,"sourceType":353,"source":2041,"tags":2042},"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 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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",[1893,607,582,392,427],{"title":2082,"description":2083,"path":2084,"category":1718,"date":564,"updatedAt":564,"sourceType":353,"source":2073,"tags":2085},"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",[1111,1257,558,356,400],{"title":2087,"description":2088,"path":2089,"category":1718,"date":1398,"updatedAt":1398,"sourceType":353,"source":2090,"tags":2091},"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",[1400,647,1426,1427,2092],"compatibility",{"title":2094,"description":2095,"path":2096,"category":1718,"date":490,"updatedAt":490,"sourceType":353,"source":1751,"tags":2097},"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",[1129,400,449,378,636],{"title":2099,"description":2100,"path":2101,"category":1718,"date":913,"updatedAt":913,"sourceType":353,"source":1866,"tags":2102},"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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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",[630,901,902,534,687],{"title":2129,"description":2130,"path":2131,"category":1511,"date":361,"updatedAt":361,"sourceType":353,"source":1732,"tags":2132},"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",[436,505,921,616,1807],{"title":2134,"description":2135,"path":2136,"category":1718,"date":913,"updatedAt":913,"sourceType":353,"source":2137,"tags":2138},"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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的安全设计理念、数据保护机制和企业级安全特性。","/news/security-architecture",[400,718,398,390],{"title":2182,"description":2183,"path":2184,"category":2185,"date":432,"updatedAt":432,"sourceType":607,"source":2186,"tags":2187},"OpenClaw 安全最佳实践：保护你的 AI 助手免受风险","随着 OpenClaw 的普及，安全问题日益受到关注。本文整理了保护本地 AI 助手的关键安全措施和最佳实践。","/news/security-best-practices","安全公告","安全社区",[400,718,1055,492],{"title":2189,"description":2190,"path":2191,"category":1592,"date":1512,"updatedAt":432,"sourceType":353,"source":1513,"tags":2192},"OpenClaw Signal 隐私通讯集成","了解如何将 OpenClaw 连接到 Signal，实现隐私通讯。","/news/signal-privacy",[841,718,247,409],{"title":2194,"description":2195,"path":2196,"category":1571,"date":1539,"updatedAt":406,"sourceType":1206,"source":1540,"tags":2197},"OpenClaw 技能市场突破 400 个技能","OpenClaw 技能市场迎来重要里程碑，社区贡献的技能数量突破 400 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