[{"data":1,"prerenderedAt":2834},["ShallowReactive",2],{"best-practices:broadcast-group-governance":3,"content-manifest":326},{"id":4,"title":5,"body":6,"category":305,"date":306,"description":307,"difficulty":308,"extension":309,"meta":310,"navigation":311,"path":312,"seo":313,"source":314,"sourceName":315,"sourceType":316,"stem":317,"tags":318,"updatedAt":324,"__hash__":325},"bestPractices/best-practices/broadcast-group-governance.md","Broadcast Groups 上线前，先把多代理协作边界定清楚",{"type":7,"value":8,"toc":290},"minimark",[9,13,17,30,33,38,41,55,58,62,65,70,73,84,87,91,94,99,102,113,116,120,123,126,131,134,147,150,162,165,169,172,177,180,188,191,195,198,203,206,211,214,219,222,226,229,240,243,246,266,269],[10,11,5],"h1",{"id":12},"broadcast-groups-上线前先把多代理协作边界定清楚",[14,15,16],"p",{},"Broadcast Groups 很容易让人第一眼觉得“终于能让几个 agent 一起上了”，但这类能力一旦直接放进生产群，也很容易迅速变成：",[18,19,20,24,27],"ul",{},[21,22,23],"li",{},"响应很多",[21,25,26],{},"噪声很高",[21,28,29],{},"责任不清",[14,31,32],{},"更稳的做法不是先追求“更多 agent”，而是先把多代理协作边界定清楚。",[34,35,37],"h2",{"id":36},"_1-先确认这个群真的需要多-agent","1. 先确认这个群真的需要多 agent",[14,39,40],{},"更适合上 Broadcast Groups 的通常是：",[18,42,43,46,49,52],{},[21,44,45],{},"审阅型群聊",[21,47,48],{},"多语种支持群",[21,50,51],{},"质检和主回答分开的入口",[21,53,54],{},"需要记录型 agent 并行补充的场景",[14,56,57],{},"如果只是“想让某个群固定由一个 agent 负责”，更适合继续用普通 bindings。",[34,59,61],{"id":60},"_2-每个-agent-只保留一个清晰职责","2. 每个 agent 只保留一个清晰职责",[14,63,64],{},"官方建议也很明确：",[18,66,67],{},[21,68,69],{},"让 agent 保持 atomic、focused",[14,71,72],{},"更稳的组合通常像这样：",[18,74,75,78,81],{},[21,76,77],{},"主答复 agent",[21,79,80],{},"审核或风险提示 agent",[21,82,83],{},"文档整理或记录 agent",[14,85,86],{},"不建议一上来就堆多个功能高度重叠的通用 agent。",[34,88,90],{"id":89},"_3-把工具权限做成明显分层","3. 把工具权限做成明显分层",[14,92,93],{},"多 agent 同群时，最忌讳的是：",[18,95,96],{},[21,97,98],{},"每个 agent 都拿到同样的高权限",[14,100,101],{},"更稳的做法通常是：",[18,103,104,107,110],{},[21,105,106],{},"审阅 agent 只读",[21,108,109],{},"修复 agent 才给写权限",[21,111,112],{},"记录 agent 只保留必要外发或同步能力",[14,114,115],{},"这样即使多个 agent 同时触发，风险面也不会一起放大。",[34,117,119],{"id":118},"_4-先定义群里什么时候允许触发","4. 先定义群里什么时候允许触发",[14,121,122],{},"Broadcast Groups 不会绕过 group allowlist 和 mention 激活规则。",[14,124,125],{},"所以上线前要先定清楚：",[18,127,128],{},[21,129,130],{},"这个群必须被 @ 才响应，还是允许更主动的触发",[14,132,133],{},"如果连基础激活条件都没定清楚，多 agent 只会把噪声倍增。",[34,135,137,138,142,143,146],{"id":136},"_5-parallel-和-sequential-要按群目标来选","5. ",[139,140,141],"code",{},"parallel"," 和 ",[139,144,145],{},"sequential"," 要按群目标来选",[14,148,149],{},"更适合这样判断：",[18,151,152,157],{},[21,153,154,155],{},"想快速得到多个独立视角：",[139,156,141],{},[21,158,159,160],{},"想按固定顺序产出：",[139,161,145],{},[14,163,164],{},"不要把 sequential 理解成“自动协同”，因为各 agent 仍是各自独立会话。",[34,166,168],{"id":167},"_6-控制单群-agent-数量","6. 控制单群 agent 数量",[14,170,171],{},"官方文档已经提醒：",[18,173,174],{},[21,175,176],{},"agent 太多会带来性能和顺序问题",[14,178,179],{},"更现实的上线策略通常是：",[18,181,182,185],{},[21,183,184],{},"先从 2 到 3 个角色清晰的 agent 开始",[21,186,187],{},"稳定后再决定要不要扩",[14,189,190],{},"这比一开始就把 6 到 8 个 agent 一次性塞进群里更稳。",[34,192,194],{"id":193},"_7-先接受多视角不要幻想共享脑子","7. 先接受“多视角”，不要幻想“共享脑子”",[14,196,197],{},"Broadcast Groups 当前成立的前提是：",[18,199,200],{},[21,201,202],{},"每个 agent 都有独立 session、历史、workspace、工具和 memory",[14,204,205],{},"所以它更适合：",[18,207,208],{},[21,209,210],{},"同群多视角回答",[14,212,213],{},"而不是：",[18,215,216],{},[21,217,218],{},"几个 agent 自动拼接成一个共享大脑",[14,220,221],{},"如果你的预期是后者，当前这个能力很可能不是最合适的实现方式。",[34,223,225],{"id":224},"_8-上线前至少做三组验证","8. 上线前至少做三组验证",[14,227,228],{},"建议先跑这三组：",[18,230,231,234,237],{},[21,232,233],{},"mention 触发和普通闲聊是否按预期分开",[21,235,236],{},"两个 agent 是否确实各走各的工具和历史",[21,238,239],{},"群里高峰时是否会出现明显乱序或过度刷屏",[34,241,242],{"id":242},"一条更稳的落地顺序",[14,244,245],{},"建议按这个顺序走：",[247,248,249,252,255,258],"ol",{},[21,250,251],{},"先确定群触发规则",[21,253,254],{},"再拆 2 到 3 个职责明确的 agent",[21,256,257],{},"再按职责分权限",[21,259,260,261,263,264],{},"最后决定 ",[139,262,141],{}," 还是 ",[139,265,145],{},[34,267,268],{"id":268},"下一步推荐",[18,270,271,278,284],{},[21,272,273],{},[274,275,277],"a",{"href":276},"/docs/manual/broadcast-groups-and-routing-boundaries","Broadcast Groups 和普通 routing 的边界怎么区分",[21,279,280],{},[274,281,283],{"href":282},"/docs/manual/bindings-precedence-and-agent-selection","bindings 的优先级怎么影响 agent 选择",[21,285,286],{},[274,287,289],{"href":288},"/docs/operations/team-channel-session-strategy","团队频道里的 Session 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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",[1211,1212,1213,962,720],"debugging","debug","runtime-overrides",{"title":1215,"description":1216,"path":1217,"category":1118,"updatedAt":504,"sourceType":316,"tags":1218},"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",[1130,1219,1220,1212,1124],"logging","flags",{"title":1222,"description":1223,"path":1224,"category":1118,"updatedAt":504,"sourceType":316,"tags":1225},"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",[519,1226,1227,323,1124],"dmScope","identityLinks",{"title":1229,"description":1230,"path":1231,"category":1118,"updatedAt":504,"sourceType":316,"tags":1232},"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",[962,963,1130,1233,1124],"migrations",{"title":1235,"description":1236,"path":1237,"category":1118,"updatedAt":504,"sourceType":316,"tags":1238},"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",[824,355,527,1239,1124],"shell",{"title":1241,"description":1242,"path":1243,"category":1118,"updatedAt":455,"sourceType":338,"tags":1244},"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",[1245,1038,571,1246,1040],"sources","trust",{"title":1248,"description":1249,"path":1250,"category":1118,"updatedAt":412,"sourceType":316,"tags":1251},"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",[341,1252,783,889,501],"rpc",{"title":1254,"description":1255,"path":1256,"category":1118,"updatedAt":504,"sourceType":316,"tags":1257},"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",[651,652,341,500,1124],{"title":1259,"description":1260,"path":1261,"category":1118,"updatedAt":881,"sourceType":316,"tags":1262},"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",[519,341,470,400,1124],{"title":1264,"description":1265,"path":1266,"category":1118,"updatedAt":525,"sourceType":316,"tags":1267},"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",[341,889,1268,1269,1124],"protocol","scopes",{"title":1271,"description":1272,"path":1273,"category":1118,"updatedAt":324,"sourceType":316,"tags":1274},"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",[320,1275,323,737,670],"mention",{"title":1277,"description":1278,"path":1279,"category":1118,"updatedAt":525,"sourceType":316,"tags":1280},"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",[936,1281,1282,1283,1124],"visibility","activeHours","alerts",{"title":1285,"description":1286,"path":1287,"category":1118,"updatedAt":324,"sourceType":316,"tags":1288},"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",[883,889,1289,341,1124],"sdk",{"title":1291,"description":1292,"path":1293,"category":1118,"updatedAt":324,"sourceType":316,"tags":1294},"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",[355,1295,913,1296,1124],"include","arrays",{"title":1298,"description":1299,"path":1300,"category":1118,"updatedAt":504,"sourceType":316,"tags":1301},"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",[757,1302,626,390,1124],"invoke",{"title":1304,"description":1305,"path":1306,"category":1118,"updatedAt":525,"sourceType":316,"tags":1307},"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",[345,1308,1309,1310,1311,1124],"hybrid-search","ranking","mmr","retrieval",{"title":1313,"description":1314,"path":1315,"category":1118,"updatedAt":455,"sourceType":316,"tags":1316},"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",[463,1317,600,611,1124],"probe",{"title":1319,"description":1320,"path":1321,"category":1118,"updatedAt":819,"sourceType":316,"tags":1322},"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",[651,652,1154,1323,943],"credentials",{"title":1325,"description":1326,"path":1327,"category":1118,"updatedAt":455,"sourceType":316,"tags":1328},"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",[447,554,1329,1330,1040,1124],"npm","pin",{"title":1332,"description":1333,"path":1334,"category":1209,"updatedAt":412,"sourceType":316,"tags":1335},"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",[1211,1336,720,611,683],"raw-stream",{"title":1338,"description":1339,"path":1340,"category":1118,"updatedAt":525,"sourceType":316,"tags":1341},"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",[414,1342,600,341,1124],"tlsFingerprint",{"title":1344,"description":1345,"path":1346,"category":1118,"updatedAt":525,"sourceType":316,"tags":1347},"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",[320,1348,1349,1350,1124],"mentions","pending-history","reply",{"title":1352,"description":1353,"path":1354,"category":1118,"updatedAt":504,"sourceType":316,"tags":1355},"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",[1356,1357,1358,611,1124],"secrets","secretrefs","runtime",{"title":1360,"description":1361,"path":1362,"category":1118,"updatedAt":324,"sourceType":316,"tags":1363},"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",[519,364,1226,651,737],{"title":1365,"description":1366,"path":1367,"category":1118,"updatedAt":1368,"sourceType":316,"tags":1369},"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",[519,1370,1371,838,1124],"transcript","jsonl",{"title":1373,"description":1374,"path":1375,"category":1118,"updatedAt":1368,"sourceType":316,"tags":1376},"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",[639,783,1377,1064,363],"store",{"title":1379,"description":1380,"path":1381,"category":1118,"updatedAt":525,"sourceType":316,"tags":1382},"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",[364,1079,1064,1383,1124],"ingress",{"title":1385,"description":1386,"path":1387,"category":1118,"updatedAt":412,"sourceType":316,"tags":1388},"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",[783,971,1389,720,1390],"health","troubleshooting",{"title":1392,"description":1393,"path":1394,"category":1118,"updatedAt":1368,"sourceType":316,"tags":1395},"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",[1370,1396,611,1397,1124],"hygiene","tool-calls",{"title":1399,"description":1400,"path":1401,"category":1209,"updatedAt":396,"sourceType":316,"tags":1402},"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",[1390,962,971,720],{"title":1404,"description":1405,"path":1406,"category":1118,"updatedAt":504,"sourceType":316,"tags":1407},"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",[470,1408,1409,1370,1124],"history","inject",{"title":1411,"description":1412,"path":1413,"category":1414,"updatedAt":455,"sourceType":316,"tags":1415},"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",[1416,1417,1418,1419,990,991],"china","cloud","deployment","feishu",{"title":1421,"description":1422,"path":1423,"category":1414,"updatedAt":396,"sourceType":316,"tags":1424},"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",[1418,415,1425,1417,1426],"docker","wsl2",{"title":1428,"description":1429,"path":1430,"category":1414,"updatedAt":829,"sourceType":316,"tags":1431},"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",[398,1329,1432,1426],"install-script",{"title":1434,"description":1435,"path":1436,"category":1414,"updatedAt":412,"sourceType":316,"tags":1437},"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",[398,1438,1432,1439,1041],"updater","git",{"title":1441,"description":1442,"path":1443,"category":1414,"updatedAt":370,"sourceType":316,"tags":1444},"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",[398,1438,1445,962,1041],"uninstall",{"title":1447,"description":1448,"path":1449,"category":1414,"updatedAt":370,"sourceType":316,"tags":1450},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 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回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[400,470,601,1203,323,1777],"web",{"title":1779,"description":1780,"path":1781,"category":1481,"date":337,"updatedAt":337,"sourceType":571,"source":1782,"tags":1783},"OpenClaw 开发者生态扩张观察：中文技能与本地工作流成为新增长点","基于 2026 年 3 月 16 日临时素材，整理 OpenClaw 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",[352,356,572,1416],{"title":1785,"description":1786,"path":1787,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":1788,"tags":1789},"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",[652,651,601,956,1790],"rotate",{"title":1792,"description":1793,"path":1794,"category":1689,"date":504,"updatedAt":504,"sourceType":316,"source":1795,"tags":1796},"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",[962,1130,963,1211,363],{"title":1798,"description":1799,"path":1800,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":1795,"tags":1801},"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",[962,963,821,1041,1130],{"title":1803,"description":1804,"path":1805,"category":1806,"date":337,"updatedAt":337,"sourceType":571,"source":1807,"tags":1808},"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",[1809,1810,1811,1812],"education","adoption","ai-tutor","higher-education",{"title":1814,"description":1815,"path":1816,"category":1806,"date":337,"updatedAt":337,"sourceType":571,"source":1817,"tags":1818},"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",[362,1418,390,1416],{"title":1820,"description":1821,"path":1822,"category":1481,"date":412,"updatedAt":412,"sourceType":316,"source":1823,"tags":1824},"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",[356,554,447,449,573],{"title":1826,"description":1827,"path":1828,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":1829,"tags":1830},"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",[341,651,1831,601,500],"pending",{"title":1833,"description":1834,"path":1835,"category":1689,"date":881,"updatedAt":881,"sourceType":316,"source":1836,"tags":1837},"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",[341,519,470,400,1838],"state",{"title":1840,"description":1841,"path":1842,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":1843,"tags":1844},"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",[320,1275,737,670,323],{"title":1846,"description":1847,"path":1848,"category":1689,"date":525,"updatedAt":525,"sourceType":316,"source":1843,"tags":1849},"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",[320,1348,1850,319,322],"activation",{"title":1852,"description":1853,"path":1854,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":1855,"tags":1856},"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",[355,1295,913,1296,363],{"title":1858,"description":1859,"path":1860,"category":1481,"date":412,"updatedAt":412,"sourceType":316,"source":1861,"tags":1862},"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",[1863,1418,1864,1865,1866],"showcase","home-assistant","nix","infrastructure",{"title":1868,"description":1869,"path":1870,"category":1689,"date":504,"updatedAt":504,"sourceType":316,"source":1871,"tags":1872},"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",[639,345,838,1759,322],{"title":1874,"description":1875,"path":1876,"category":1689,"date":504,"updatedAt":504,"sourceType":316,"source":1877,"tags":1878},"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",[1041,928,639,929,363],{"title":1880,"description":1881,"path":1882,"category":1508,"date":1482,"updatedAt":396,"sourceType":1176,"source":1510,"tags":1883},"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",[1038,1109,1039,356,364],{"title":1885,"description":1886,"path":1887,"category":1689,"date":455,"updatedAt":455,"sourceType":316,"source":1888,"tags":1889},"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",[1863,345,609,1900,1901],"vector-search","knowledge",{"title":1903,"description":1904,"path":1905,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":1906,"tags":1907},"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",[1275,320,546,548,617],{"title":1909,"description":1910,"path":1911,"category":1689,"date":504,"updatedAt":504,"sourceType":316,"source":1912,"tags":1913},"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",[670,470,323,674,343],{"title":1915,"description":1916,"path":1917,"category":1689,"date":455,"updatedAt":455,"sourceType":316,"source":1745,"tags":1918},"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",[463,1317,611,600,1000],{"title":1920,"description":1921,"path":1922,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":1923,"tags":1924},"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",[500,650,341,651,652],{"title":1926,"description":1927,"path":1928,"category":1481,"date":412,"updatedAt":412,"sourceType":316,"source":1929,"tags":1930},"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",[399,1465,1931,1466,1041],"install",{"title":1933,"description":1934,"path":1935,"category":1689,"date":881,"updatedAt":881,"sourceType":316,"source":1764,"tags":1936},"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",[1053,602,580,651,414],{"title":1938,"description":1939,"path":1940,"category":1689,"date":525,"updatedAt":525,"sourceType":316,"source":1941,"tags":1942},"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",[400,470,889,1053,501],{"title":1944,"description":1945,"path":1946,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":1788,"tags":1947},"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",[651,1154,343,1155,363],{"title":1949,"description":1950,"path":1951,"category":1481,"date":412,"updatedAt":412,"sourceType":316,"source":1952,"tags":1953},"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",[447,572,449,571,573],{"title":1955,"description":1956,"path":1957,"category":1689,"date":455,"updatedAt":455,"sourceType":316,"source":1958,"tags":1959},"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",[447,554,1329,1330,1040],{"title":1961,"description":1962,"path":1963,"category":1689,"date":455,"updatedAt":455,"sourceType":316,"source":1964,"tags":1965},"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",[756,757,390,626,448],{"title":1967,"description":1968,"path":1969,"category":1689,"date":525,"updatedAt":525,"sourceType":316,"source":1970,"tags":1971},"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",[611,463,500,600,322],{"title":1973,"description":1974,"path":1975,"category":1689,"date":525,"updatedAt":525,"sourceType":316,"source":1976,"tags":1977},"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",[611,1123,463,341,363],{"title":1979,"description":1980,"path":1981,"category":1481,"date":412,"updatedAt":412,"sourceType":316,"source":1683,"tags":1982},"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",[1038,1039,1041,1040],{"title":1984,"description":1985,"path":1986,"category":1689,"date":504,"updatedAt":504,"sourceType":316,"source":1703,"tags":1987},"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",[400,651,500,414,943],{"title":1989,"description":1990,"path":1991,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":1992,"tags":1993},"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",[323,506,1994,343,321],"threads",{"title":1996,"description":1997,"path":1998,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":1999,"tags":2000},"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",[1357,2001,2002,1356,363],"snapshot","rotation",{"title":2004,"description":2005,"path":2006,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":1871,"tags":2007},"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",[519,364,1226,651,1079],{"title":2009,"description":2010,"path":2011,"category":1689,"date":455,"updatedAt":455,"sourceType":316,"source":2012,"tags":2013},"OpenClaw 安全观察：security audit 已经从提醒工具继续长成加固入口","基于 2026 年 3 月 24 日可见的官方安全文档，最近最值得关注的信号是 openclaw security audit 不再只是列问题，而是在形成 audit、deep、fix 三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[364,1064,1066,1065,363],{"title":2015,"description":2016,"path":2017,"category":2018,"date":337,"updatedAt":337,"sourceType":571,"source":2019,"tags":2020},"OpenClaw 安全与合规话题升温：中文团队更在意可审计与本地数据边界","基于 2026 年 3 月 16 日安全方向临时稿，整理 OpenClaw 在中文环境下最受关注的安全议题，包括本地运行、合规要求、可审计性与金融等高敏行业采用。","/news/openclaw-security-compliance-watch-2026-03-16","安全观察","content/tmp/2026-03-16/openclaw-security-audit-milestone.md",[364,2021,683,362],"compliance",{"title":2023,"description":2024,"path":2025,"category":1689,"date":504,"updatedAt":504,"sourceType":316,"source":1999,"tags":2026},"OpenClaw 的安全运维边界继续细化","官方最近围绕 Secrets、approvals forwarding、trusted proxy 和 Control UI 降级开关的文档，正在把安全问题从抽象原则推向更可执行的运维边界。","/news/openclaw-security-ops-watch-2026-03-22",[364,1356,626,2027,363],"proxy",{"title":2029,"description":2030,"path":2031,"category":1689,"date":1368,"updatedAt":1368,"sourceType":316,"source":2032,"tags":2033},"OpenClaw 正在把 session transcript 从 JSONL 文件写成结构化会话事实层","官方最近新增的 Session Management Deep Dive 文档，把 session header、message tree、compaction entry 和 branch summary 这几层边界写得更清楚了。","/news/openclaw-session-jsonl-deep-dive-watch-2026-04-01","https://docs.openclaw.ai/reference/session-management-compaction",[519,1371,838,1370,341],{"title":2035,"description":2036,"path":2037,"category":1689,"date":1368,"updatedAt":1368,"sourceType":316,"source":2038,"tags":2039},"OpenClaw 的 sessions CLI 正在从会话列表命令长成 store 巡检入口","官方最近把 sessions CLI 的 scope、all-agents、active 和显式 store 路径写得更完整了，也让它更适合作为长期运维里的 session store 巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[639,783,1377,1064,363],{"title":2041,"description":2042,"path":2043,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":2044,"tags":2045},"OpenClaw 正在把 shared inbox 明确限定为协作硬化，而不是多租户承诺","官方最新 security audit 文档正在更明确地区分协作型 shared inbox 与互不信任多租户环境，并把 secure DM、sandbox 和 workspace-scoped access 组合成更完整的加固建议。","/news/openclaw-shared-inbox-trust-model-watch-2026-03-25","https://docs.openclaw.ai/cli/security",[364,1079,1080,2046,341],"sandbox",{"title":2048,"description":2049,"path":2050,"category":1481,"date":412,"updatedAt":412,"sourceType":316,"source":1861,"tags":2051},"OpenClaw 官方 Showcase 更新：Telegram PR 反馈、酒窖 Skill 与 Tesco 自动购物成为新样板","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的三个社区案例，观察 OpenClaw 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",[1863,571,546,356,391],{"title":2053,"description":2054,"path":2055,"category":1689,"date":525,"updatedAt":525,"sourceType":316,"source":2044,"tags":2056},"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",[1079,1227,319,323,364],{"title":2058,"description":2059,"path":2060,"category":1689,"date":1368,"updatedAt":1368,"sourceType":316,"source":2061,"tags":2062},"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",[1370,611,1396,1397,2063],"compatibility",{"title":2065,"description":2066,"path":2067,"category":1689,"date":455,"updatedAt":455,"sourceType":316,"source":1721,"tags":2068},"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",[1097,364,414,341,600],{"title":2070,"description":2071,"path":2072,"category":1689,"date":881,"updatedAt":881,"sourceType":316,"source":1836,"tags":2073},"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",[341,470,883,1211,519],{"title":2075,"description":2076,"path":2077,"category":1689,"date":455,"updatedAt":455,"sourceType":316,"source":2078,"tags":2079},"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",[1445,1041,1142,341,1838],{"title":2081,"description":2082,"path":2083,"category":1689,"date":455,"updatedAt":455,"sourceType":316,"source":2084,"tags":2085},"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 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1109,1110,1111,1112,1113],{"title":2087,"description":2088,"path":2089,"category":1481,"date":412,"updatedAt":412,"sourceType":316,"source":1861,"tags":2090},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[1863,594,2091,2092,609],"phone","tts",{"title":2094,"description":2095,"path":2096,"category":1689,"date":324,"updatedAt":324,"sourceType":316,"source":2097,"tags":2098},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 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",[594,869,870,500,652],{"title":2100,"description":2101,"path":2102,"category":1481,"date":412,"updatedAt":412,"sourceType":316,"source":1703,"tags":2103},"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",[400,470,889,580,1777],{"title":2105,"description":2106,"path":2107,"category":1689,"date":881,"updatedAt":881,"sourceType":316,"source":2108,"tags":2109},"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 更像结构化集成面，入口分工正在变得更稳定。","/news/openclaw-webchat-control-surface-watch-2026-03-26","https://docs.openclaw.ai/web/webchat",[470,400,883,341,632],{"title":2111,"description":2112,"path":2113,"category":1689,"date":504,"updatedAt":504,"sourceType":316,"source":1964,"tags":2114},"OpenClaw 工作流治理能力继续成型","官方最近的 ClawHub、Lobster、OpenProse 与 Exec approvals 文档，正在把技能发现、确定性执行和审批恢复串成更完整的一条线。","/news/openclaw-workflow-governance-watch-2026-03-22",[390,757,554,626,322],{"title":2116,"description":2117,"path":2118,"category":2119,"date":2120,"updatedAt":2120,"sourceType":338,"source":2121,"tags":2122},"OpenClaw 中文站本周更新：扩展能力地图、案例展示重构与周更内容节奏启动","本周中文站完成扩展目录重排、案例展示页重构，并开始按“教程 + 更新 + 案例”三类节奏持续发布内容。","/news/openclawcn-weekly-update-2026-03-15","站点更新","2026-03-15","openclawcn.xyz",[2123,2124,344,1863,2125],"site-update","content","weekly",{"title":2127,"description":2128,"path":2129,"category":2130,"date":1482,"updatedAt":396,"sourceType":316,"source":1483,"tags":2131},"OpenClaw 隐私优先：数据保留在本地设备","OpenClaw 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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",[364,683,362,354],{"title":2153,"description":2154,"path":2155,"category":2156,"date":396,"updatedAt":396,"sourceType":571,"source":2157,"tags":2158},"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",[364,683,1023,457],{"title":2160,"description":2161,"path":2162,"category":1562,"date":1482,"updatedAt":396,"sourceType":316,"source":1483,"tags":2163},"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",[807,683,1564,373],{"title":2165,"description":2166,"path":2167,"category":1541,"date":1509,"updatedAt":370,"sourceType":1176,"source":1510,"tags":2168},"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 个，覆盖更多应用场景。","/news/skills-marketplace-400",[356,1604,571,2169],"marketplace",{"title":2171,"description":2172,"path":2173,"category":1562,"date":1482,"updatedAt":396,"sourceType":316,"source":1483,"tags":2174},"OpenClaw Slack 工作区集成","了解如何将 OpenClaw 集成到 Slack 工作区，实现团队协作。","/news/slack-workspace",[617,492,1564,373],{"title":2176,"description":2177,"path":2178,"category":1501,"date":1482,"updatedAt":396,"sourceType":316,"source":1483,"tags":2179},"OpenClaw Tailscale 远程访问完全指南","了解如何使用 Tailscale 安全远程访问 OpenClaw，包括 Serve、Funnel 和身份认证。","/news/tailscale-integration",[921,414,2180,364],"vpn",{"title":2182,"description":2183,"path":2184,"category":1562,"date":1482,"updatedAt":396,"sourceType":316,"source":1483,"tags":2185},"OpenClaw Telegram Bot 配置指南","了解如何创建和配置 Telegram Bot 连接到 OpenClaw。","/news/telegram-bot",[546,845,1564,373],{"title":2187,"description":2188,"path":2189,"category":2190,"date":1482,"updatedAt":396,"sourceType":316,"source":1483,"tags":2191},"OpenClaw 与 VirusTotal 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