[{"data":1,"prerenderedAt":2842},["ShallowReactive",2],{"docs:manual/voice-wake-and-talk-mode":3,"content-manifest":333},{"id":4,"title":5,"body":6,"category":313,"date":314,"description":315,"extension":316,"meta":317,"navigation":318,"path":319,"seo":320,"source":321,"sourceName":322,"sourceType":323,"stem":324,"tags":325,"updatedAt":331,"__hash__":332},"docs/docs/manual/voice-wake-and-talk-mode.md","语音唤醒与 Talk Mode",{"type":7,"value":8,"toc":293},"minimark",[9,13,26,30,33,46,49,52,55,66,69,73,76,79,90,94,97,108,111,122,125,129,132,143,146,149,152,155,166,169,172,175,186,189,192,197,200,214,218,221,225,228,231,246,249,252,263,266,269],[10,11,5],"h1",{"id":12},"语音唤醒与-talk-mode",[14,15,16,17,21,22,25],"p",{},"现有文档已经补了 nodes 的整体概念，但如果只停在“节点可以接语音”，还是不够。OpenClaw 官方把 ",[18,19,20],"code",{},"voice wake"," 和 ",[18,23,24],{},"talk mode"," 单独拿出来写，说明它们不是附属特效，而是跨设备代理体验里的一个核心层。",[27,28,29],"h2",{"id":29},"语音唤醒不是单设备小功能",[14,31,32],{},"官方当前的设计强调：",[34,35,36,40,43],"ul",{},[37,38,39],"li",{},"唤醒词列表由 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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",[1214,1215,1216,967,731],"debugging","debug","runtime-overrides",{"title":1218,"description":1219,"path":1220,"category":1121,"updatedAt":510,"sourceType":323,"tags":1221},"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",[1133,1222,1223,1215,1127],"logging","flags",{"title":1225,"description":1226,"path":1227,"category":1121,"updatedAt":510,"sourceType":323,"tags":1228},"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",[532,1229,1230,513,1127],"dmScope","identityLinks",{"title":1232,"description":1233,"path":1234,"category":1121,"updatedAt":510,"sourceType":323,"tags":1235},"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",[967,968,1133,1236,1127],"migrations",{"title":1238,"description":1239,"path":1240,"category":1121,"updatedAt":510,"sourceType":323,"tags":1241},"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",[834,362,540,1242,1127],"shell",{"title":1244,"description":1245,"path":1246,"category":1121,"updatedAt":461,"sourceType":345,"tags":1247},"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",[1248,1043,583,1249,1045],"sources","trust",{"title":1251,"description":1252,"path":1253,"category":1121,"updatedAt":418,"sourceType":323,"tags":1254},"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",[348,1255,793,894,505],"rpc",{"title":1257,"description":1258,"path":1259,"category":1121,"updatedAt":510,"sourceType":323,"tags":1260},"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",[662,663,348,329,1127],{"title":1262,"description":1263,"path":1264,"category":1121,"updatedAt":886,"sourceType":323,"tags":1265},"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",[532,348,476,406,1127],{"title":1267,"description":1268,"path":1269,"category":1121,"updatedAt":538,"sourceType":323,"tags":1270},"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",[348,894,1271,1272,1127],"protocol","scopes",{"title":1274,"description":1275,"path":1276,"category":1121,"updatedAt":528,"sourceType":323,"tags":1277},"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",[531,1278,513,748,681],"mention",{"title":1280,"description":1281,"path":1282,"category":1121,"updatedAt":538,"sourceType":323,"tags":1283},"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",[941,1284,1285,1286,1127],"visibility","activeHours","alerts",{"title":1288,"description":1289,"path":1290,"category":1121,"updatedAt":528,"sourceType":323,"tags":1291},"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",[888,894,1292,348,1127],"sdk",{"title":1294,"description":1295,"path":1296,"category":1121,"updatedAt":528,"sourceType":323,"tags":1297},"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",[362,1298,918,1299,1127],"include","arrays",{"title":1301,"description":1302,"path":1303,"category":1121,"updatedAt":510,"sourceType":323,"tags":1304},"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",[766,1305,637,397,1127],"invoke",{"title":1307,"description":1308,"path":1309,"category":1121,"updatedAt":538,"sourceType":323,"tags":1310},"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",[352,1311,1312,1313,1314,1127],"hybrid-search","ranking","mmr","retrieval",{"title":1316,"description":1317,"path":1318,"category":1121,"updatedAt":461,"sourceType":323,"tags":1319},"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",[469,1320,611,622,1127],"probe",{"title":1322,"description":1323,"path":1324,"category":1121,"updatedAt":829,"sourceType":323,"tags":1325},"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",[662,663,1157,1326,948],"credentials",{"title":1328,"description":1329,"path":1330,"category":1121,"updatedAt":461,"sourceType":323,"tags":1331},"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",[453,566,1332,1333,1045,1127],"npm","pin",{"title":1335,"description":1336,"path":1337,"category":1212,"updatedAt":418,"sourceType":323,"tags":1338},"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",[1214,1339,731,622,694],"raw-stream",{"title":1341,"description":1342,"path":1343,"category":1121,"updatedAt":538,"sourceType":323,"tags":1344},"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",[420,1345,611,348,1127],"tlsFingerprint",{"title":1347,"description":1348,"path":1349,"category":1121,"updatedAt":538,"sourceType":323,"tags":1350},"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",[531,1351,1352,1353,1127],"mentions","pending-history","reply",{"title":1355,"description":1356,"path":1357,"category":1121,"updatedAt":510,"sourceType":323,"tags":1358},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[1359,1360,1361,622,1127],"secrets","secretrefs","runtime",{"title":1363,"description":1364,"path":1365,"category":1121,"updatedAt":528,"sourceType":323,"tags":1366},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[532,371,1229,662,748],{"title":1368,"description":1369,"path":1370,"category":1121,"updatedAt":1371,"sourceType":323,"tags":1372},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[532,1373,1374,848,1127],"transcript","jsonl",{"title":1376,"description":1377,"path":1378,"category":1121,"updatedAt":1371,"sourceType":323,"tags":1379},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[650,793,1380,1065,370],"store",{"title":1382,"description":1383,"path":1384,"category":1121,"updatedAt":538,"sourceType":323,"tags":1385},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[371,1080,1065,1386,1127],"ingress",{"title":1388,"description":1389,"path":1390,"category":1121,"updatedAt":418,"sourceType":323,"tags":1391},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[793,976,1392,731,1393],"health","troubleshooting",{"title":1395,"description":1396,"path":1397,"category":1121,"updatedAt":1371,"sourceType":323,"tags":1398},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1373,1399,622,1400,1127],"hygiene","tool-calls",{"title":1402,"description":1403,"path":1404,"category":1212,"updatedAt":331,"sourceType":323,"tags":1405},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[1393,967,976,731],{"title":1407,"description":1408,"path":1409,"category":1121,"updatedAt":510,"sourceType":323,"tags":1410},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[476,1411,1412,1373,1127],"history","inject",{"title":1414,"description":1415,"path":1416,"category":1417,"updatedAt":461,"sourceType":323,"tags":1418},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[1419,1420,1421,1422,995,996],"china","cloud","deployment","feishu",{"title":1424,"description":1425,"path":1426,"category":1417,"updatedAt":331,"sourceType":323,"tags":1427},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[1421,421,1428,1420,1429],"docker","wsl2",{"title":1431,"description":1432,"path":1433,"category":1417,"updatedAt":839,"sourceType":323,"tags":1434},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[404,1332,1435,1429],"install-script",{"title":1437,"description":1438,"path":1439,"category":1417,"updatedAt":418,"sourceType":323,"tags":1440},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[404,1441,1435,1442,1046],"updater","git",{"title":1444,"description":1445,"path":1446,"category":1417,"updatedAt":377,"sourceType":323,"tags":1447},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 从首次安装到原地升级、服务移除和彻底卸载的完整维护路径。","/docs/setup/installer-update-and-uninstall",[404,1441,1448,967,1046],"uninstall",{"title":1450,"description":1451,"path":1452,"category":1417,"updatedAt":377,"sourceType":323,"tags":1453},"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",[406,476,612,1206,513,1781],"web",{"title":1783,"description":1784,"path":1785,"category":1484,"date":344,"updatedAt":344,"sourceType":583,"source":1786,"tags":1787},"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",[359,363,584,1419],{"title":1789,"description":1790,"path":1791,"category":1692,"date":528,"updatedAt":528,"sourceType":323,"source":1792,"tags":1793},"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",[663,662,612,961,1794],"rotate",{"title":1796,"description":1797,"path":1798,"category":1692,"date":510,"updatedAt":510,"sourceType":323,"source":1799,"tags":1800},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[967,1133,968,1214,370],{"title":1802,"description":1803,"path":1804,"category":1692,"date":528,"updatedAt":528,"sourceType":323,"source":1799,"tags":1805},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[967,968,831,1046,1133],{"title":1807,"description":1808,"path":1809,"category":1810,"date":344,"updatedAt":344,"sourceType":583,"source":1811,"tags":1812},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[1813,1814,1815,1816],"education","adoption","ai-tutor","higher-education",{"title":1818,"description":1819,"path":1820,"category":1810,"date":344,"updatedAt":344,"sourceType":583,"source":1821,"tags":1822},"OpenClaw 企业应用热度上升：中文团队更关注私有化部署与流程接入","基于 2026 年 3 月 16 日企业方向临时稿，整理 OpenClaw 在中文企业场景中的关注重点，包括私有化部署、安全边界、行业接入与内部工作流自动化。","/news/openclaw-enterprise-adoption-watch-2026-03-16","content/tmp/2026-03-16/openclaw-enterprise-adoption-boom.md",[369,1421,397,1419],{"title":1824,"description":1825,"path":1826,"category":1484,"date":418,"updatedAt":418,"sourceType":323,"source":1827,"tags":1828},"OpenClaw 扩展层观察：ClawHub、插件托管 hooks 与 onboarding 勾选正在把扩展能力收拢成一条更完整链路","基于 2026 年 3 月 21 日可见的官方 Skills、ClawHub、Plugins 与 Hooks 文档，整理最近最值得中文站关注的扩展层变化：技能 registry、插件托管 hooks，以及 onboarding 阶段对推荐 hooks 的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[363,566,453,455,585],{"title":1830,"description":1831,"path":1832,"category":1692,"date":528,"updatedAt":528,"sourceType":323,"source":1833,"tags":1834},"OpenClaw 正在把 gateway-owned pairing 的过期与轮换边界说清楚","官方最新 Gateway-owned pairing 文档把 pending request 的 5 分钟过期、fresh token 生成和 UI 只是审批前端这几层边界写得更清楚了。","/news/openclaw-gateway-pairing-expiry-watch-2026-03-25","https://docs.openclaw.ai/gateway/pairing",[348,662,1835,612,329],"pending",{"title":1837,"description":1838,"path":1839,"category":1692,"date":886,"updatedAt":886,"sourceType":323,"source":1840,"tags":1841},"OpenClaw 正在把 Gateway 的 session source-of-truth 地位写得更明确","官方最新 Session 文档更明确地说明 session store、JSONL transcript 和 token 计数都应围绕 Gateway 理解，这会直接影响 WebChat、Dashboard 和远程 operator 的排障方式。","/news/openclaw-gateway-source-of-truth-watch-2026-03-26","https://docs.openclaw.ai/session",[348,532,476,406,1842],"state",{"title":1844,"description":1845,"path":1846,"category":1692,"date":528,"updatedAt":528,"sourceType":323,"source":1847,"tags":1848},"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",[531,1278,748,681,513],{"title":1850,"description":1851,"path":1852,"category":1692,"date":538,"updatedAt":538,"sourceType":323,"source":1847,"tags":1853},"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",[531,1351,1854,530,772],"activation",{"title":1856,"description":1857,"path":1858,"category":1692,"date":528,"updatedAt":528,"sourceType":323,"source":1859,"tags":1860},"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",[362,1298,918,1299,370],{"title":1862,"description":1863,"path":1864,"category":1484,"date":418,"updatedAt":418,"sourceType":323,"source":1865,"tags":1866},"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",[1867,1421,1868,1869,1870],"showcase","home-assistant","nix","infrastructure",{"title":1872,"description":1873,"path":1874,"category":1692,"date":510,"updatedAt":510,"sourceType":323,"source":1875,"tags":1876},"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",[650,352,848,1763,772],{"title":1878,"description":1879,"path":1880,"category":1692,"date":510,"updatedAt":510,"sourceType":323,"source":1881,"tags":1882},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1046,933,650,934,370],{"title":1884,"description":1885,"path":1886,"category":1511,"date":1485,"updatedAt":331,"sourceType":1179,"source":1513,"tags":1887},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[1043,1112,1044,363,371],{"title":1889,"description":1890,"path":1891,"category":1692,"date":461,"updatedAt":461,"sourceType":323,"source":1892,"tags":1893},"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",[1867,352,620,1904,1905],"vector-search","knowledge",{"title":1907,"description":1908,"path":1909,"category":1692,"date":528,"updatedAt":528,"sourceType":323,"source":1910,"tags":1911},"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",[1278,531,558,560,628],{"title":1913,"description":1914,"path":1915,"category":1692,"date":510,"updatedAt":510,"sourceType":323,"source":1916,"tags":1917},"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",[681,476,513,685,350],{"title":1919,"description":1920,"path":1921,"category":1692,"date":461,"updatedAt":461,"sourceType":323,"source":1749,"tags":1922},"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",[469,1320,622,611,1005],{"title":1924,"description":1925,"path":1926,"category":1692,"date":528,"updatedAt":528,"sourceType":323,"source":1927,"tags":1928},"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",[329,661,348,662,663],{"title":1930,"description":1931,"path":1932,"category":1484,"date":418,"updatedAt":418,"sourceType":323,"source":1933,"tags":1934},"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",[405,1468,1935,1469,1046],"install",{"title":1937,"description":1938,"path":1939,"category":1692,"date":886,"updatedAt":886,"sourceType":323,"source":1768,"tags":1940},"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",[1056,613,592,662,420],{"title":1942,"description":1943,"path":1944,"category":1692,"date":538,"updatedAt":538,"sourceType":323,"source":1945,"tags":1946},"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",[406,476,894,1056,505],{"title":1948,"description":1949,"path":1950,"category":1692,"date":528,"updatedAt":528,"sourceType":323,"source":1792,"tags":1951},"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",[662,1157,350,1158,370],{"title":1953,"description":1954,"path":1955,"category":1484,"date":418,"updatedAt":418,"sourceType":323,"source":1956,"tags":1957},"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",[453,584,455,583,585],{"title":1959,"description":1960,"path":1961,"category":1692,"date":461,"updatedAt":461,"sourceType":323,"source":1962,"tags":1963},"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",[453,566,1332,1333,1045],{"title":1965,"description":1966,"path":1967,"category":1692,"date":461,"updatedAt":461,"sourceType":323,"source":1968,"tags":1969},"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",[765,766,397,637,454],{"title":1971,"description":1972,"path":1973,"category":1692,"date":538,"updatedAt":538,"sourceType":323,"source":1974,"tags":1975},"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",[622,469,329,611,772],{"title":1977,"description":1978,"path":1979,"category":1692,"date":538,"updatedAt":538,"sourceType":323,"source":1980,"tags":1981},"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",[622,1126,469,348,370],{"title":1983,"description":1984,"path":1985,"category":1484,"date":418,"updatedAt":418,"sourceType":323,"source":1686,"tags":1986},"OpenClaw 发布观察：2026.3.13 恢复型 Release 暴露出版本跟踪里最容易忽略的三层差异","基于 2026 年 3 月 21 日可见的 GitHub Releases 页面，整理 OpenClaw 2026.3.13 恢复型 Release 的关键信号，以及中文站在跟踪版本时最该注意的 npm 版本、Git tag 和 GitHub Release 名称差异。","/news/openclaw-release-watch-2026-03-21",[1043,1044,1046,1045],{"title":1988,"description":1989,"path":1990,"category":1692,"date":510,"updatedAt":510,"sourceType":323,"source":1706,"tags":1991},"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",[406,662,329,420,948],{"title":1993,"description":1994,"path":1995,"category":1692,"date":528,"updatedAt":528,"sourceType":323,"source":1996,"tags":1997},"OpenClaw 的 routing precedence 正在成为更明确的排障坐标系","官方最近围绕 Channel Routing 的写法，正在把 peer、thread inheritance、guild、team、account 和 channel 等命中层级固定下来，让路由排障越来越像查规则，而不是猜模型。","/news/openclaw-routing-precedence-watch-2026-03-25","https://docs.openclaw.ai/channels/channel-routing",[513,512,1998,350,514],"threads",{"title":2000,"description":2001,"path":2002,"category":1692,"date":528,"updatedAt":528,"sourceType":323,"source":2003,"tags":2004},"OpenClaw Secret 观察：active snapshot 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三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[371,1065,1067,1066,370],{"title":2019,"description":2020,"path":2021,"category":2022,"date":344,"updatedAt":344,"sourceType":583,"source":2023,"tags":2024},"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",[371,2025,694,369],"compliance",{"title":2027,"description":2028,"path":2029,"category":1692,"date":510,"updatedAt":510,"sourceType":323,"source":2003,"tags":2030},"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",[371,1359,637,2031,370],"proxy",{"title":2033,"description":2034,"path":2035,"category":1692,"date":1371,"updatedAt":1371,"sourceType":323,"source":2036,"tags":2037},"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",[532,1374,848,1373,348],{"title":2039,"description":2040,"path":2041,"category":1692,"date":1371,"updatedAt":1371,"sourceType":323,"source":2042,"tags":2043},"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",[650,793,1380,1065,370],{"title":2045,"description":2046,"path":2047,"category":1692,"date":528,"updatedAt":528,"sourceType":323,"source":2048,"tags":2049},"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",[371,1080,1081,2050,348],"sandbox",{"title":2052,"description":2053,"path":2054,"category":1484,"date":418,"updatedAt":418,"sourceType":323,"source":1865,"tags":2055},"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",[1867,583,558,363,398],{"title":2057,"description":2058,"path":2059,"category":1692,"date":538,"updatedAt":538,"sourceType":323,"source":2048,"tags":2060},"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",[1080,1230,530,513,371],{"title":2062,"description":2063,"path":2064,"category":1692,"date":1371,"updatedAt":1371,"sourceType":323,"source":2065,"tags":2066},"OpenClaw 正在把 transcript hygiene 从隐藏兼容层写成正式参考边界","官方最近单独写出 Transcript Hygiene 文档后，tool call 修补、图片清理和 provider fixups 不再只是内部细节，而成了更清楚的运行前兼容层。","/news/openclaw-transcript-hygiene-watch-2026-04-01","https://docs.openclaw.ai/zh-CN/reference/transcript-hygiene",[1373,622,1399,1400,2067],"compatibility",{"title":2069,"description":2070,"path":2071,"category":1692,"date":461,"updatedAt":461,"sourceType":323,"source":1725,"tags":2072},"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",[1100,371,420,348,611],{"title":2074,"description":2075,"path":2076,"category":1692,"date":886,"updatedAt":886,"sourceType":323,"source":1840,"tags":2077},"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",[348,476,888,1214,532],{"title":2079,"description":2080,"path":2081,"category":1692,"date":461,"updatedAt":461,"sourceType":323,"source":2082,"tags":2083},"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",[1448,1046,1145,348,1842],{"title":2085,"description":2086,"path":2087,"category":1692,"date":461,"updatedAt":461,"sourceType":323,"source":2088,"tags":2089},"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",[1112,1113,1114,1115,1116],{"title":2091,"description":2092,"path":2093,"category":1484,"date":418,"updatedAt":418,"sourceType":323,"source":1865,"tags":2094},"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",[1867,326,2095,2096,620],"phone","tts",{"title":2098,"description":2099,"path":2100,"category":1692,"date":528,"updatedAt":528,"sourceType":323,"source":321,"tags":2101},"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",[326,327,328,329,663],{"title":2103,"description":2104,"path":2105,"category":1484,"date":418,"updatedAt":418,"sourceType":323,"source":1706,"tags":2106},"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",[406,476,894,592,1781],{"title":2108,"description":2109,"path":2110,"category":1692,"date":886,"updatedAt":886,"sourceType":323,"source":2111,"tags":2112},"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",[476,406,888,348,643],{"title":2114,"description":2115,"path":2116,"category":1692,"date":510,"updatedAt":510,"sourceType":323,"source":1968,"tags":2117},"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",[397,766,566,637,772],{"title":2119,"description":2120,"path":2121,"category":2122,"date":2123,"updatedAt":2123,"sourceType":345,"source":2124,"tags":2125},"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",[2126,2127,351,1867,2128],"site-update","content","weekly",{"title":2130,"description":2131,"path":2132,"category":2133,"date":1485,"updatedAt":331,"sourceType":323,"source":1486,"tags":2134},"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",[371,694,369,361],{"title":2156,"description":2157,"path":2158,"category":2159,"date":331,"updatedAt":331,"sourceType":583,"source":2160,"tags":2161},"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",[371,694,1028,463],{"title":2163,"description":2164,"path":2165,"category":1565,"date":1485,"updatedAt":331,"sourceType":323,"source":1486,"tags":2166},"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",[817,694,1567,380],{"title":2168,"description":2169,"path":2170,"category":1544,"date":1512,"updatedAt":377,"sourceType":1179,"source":1513,"tags":2171},"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",[363,1607,583,2172],"marketplace",{"title":2174,"description":2175,"path":2176,"category":1565,"date":1485,"updatedAt":331,"sourceType":323,"source":1486,"tags":2177},"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",[628,497,1567,380],{"title":2179,"description":2180,"path":2181,"category":1504,"date":1485,"updatedAt":331,"sourceType":323,"source":1486,"tags":2182},"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",[926,420,2183,371],"vpn",{"title":2185,"description":2186,"path":2187,"category":1565,"date":1485,"updatedAt":331,"sourceType":323,"source":1486,"tags":2188},"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",[558,855,1567,380],{"title":2190,"description":2191,"path":2192,"category":2193,"date":1485,"updatedAt":331,"sourceType":323,"source":1486,"tags":2194},"OpenClaw 与 VirusTotal 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