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cooldown，以及为什么同一个 session 往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[595,864,1270,559,1271],{"title":1290,"description":1291,"path":1292,"category":1265,"updatedAt":625,"sourceType":382,"tags":1293},"setup code、bootstrapToken 和 /pair pending 应该怎么一起看","基于最新官方 Pairing 文档，解释 Telegram 首次设备接入时 setup code 里到底装了什么、bootstrapToken 只负责哪一步，以及为什么最后仍然要回到 /pair pending 做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[756,1294,643,757,1271],"bootstrapToken",{"title":1296,"description":1297,"path":1298,"category":1271,"updatedAt":554,"sourceType":382,"tags":1299},"引导文件模板系统","AGENTS.md、SOUL.md、BOOTSTRAP.md 等引导文件的用途、写法和最佳实践。","/docs/reference/bootstrap-templates",[1300,558,602,567,1160,557],"templates",{"title":1302,"description":1303,"path":1304,"category":1265,"updatedAt":616,"sourceType":382,"tags":1305},"频道 pairing CLI 和 account scope 应该怎么一起看","基于最新官方 Pairing 文档，解释 openclaw pairing 的 list、approve、clear、--account 与 --notify 分别影响什么，以及多账号渠道下为什么不能只看一个默认 allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[756,1306,385,1307,1089],"allowFrom","account",{"title":1309,"description":1310,"path":1311,"category":1265,"updatedAt":718,"sourceType":382,"tags":1312},"CLI 命令参考","OpenClaw 命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[585,1271,1313,1314],"commands","terminal",{"title":1316,"description":1317,"path":1318,"category":1265,"updatedAt":625,"sourceType":382,"tags":1319},"Cloudflare AI Gateway 的双层鉴权头应该怎么配","基于最新官方 Cloudflare AI Gateway 文档，解释 provider API key 和 cf-aig-authorization 为什么是两层不同凭据，以及 daemon 场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[1320,1321,595,593,1271],"cloudflare-ai-gateway","headers",{"title":1323,"description":1324,"path":1325,"category":1326,"updatedAt":519,"sourceType":668,"tags":1327},"社区支持","汇总 OpenClaw 的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[668,1328,1329,1330],"github","issues","feedback",{"title":1332,"description":1333,"path":1334,"category":1265,"updatedAt":718,"sourceType":382,"tags":1335},"配置参考","OpenClaw 完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[420,1271,1336,1337],"settings","options",{"title":1339,"description":1340,"path":1341,"category":1265,"updatedAt":476,"sourceType":382,"tags":1342},"Control UI 设备配对与浏览器授权","基于最新官方 Control UI 与 Pairing 文档，解释为什么远程浏览器首次连接需要设备配对、设备身份如何记住，以及什么时候需要重新批准。","/docs/reference/control-ui-device-pairing",[677,756,757,698,1089],{"title":1344,"description":1345,"path":1346,"category":1265,"updatedAt":625,"sourceType":382,"tags":1347},"cron run 入队语义和 retry backoff 应该怎么理解","基于最新官方 cron CLI 与 Cron Jobs 文档，解释 openclaw cron run 为什么先返回 enqueued、何时该去看 runs，以及 recurring job 连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[583,836,1348,922,1271],"scheduler",{"title":1350,"description":1351,"path":1352,"category":1265,"updatedAt":1028,"sourceType":382,"tags":1353},"Dashboard 的 SecretRef token、sessionStorage 和非 token 化 URL 应该怎么理解","基于最新官方 Dashboard 文档，解释 openclaw dashboard 在普通 token、SecretRef token 和远程入口下分别如何引导认证，以及为什么当前浏览器标签页的 sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[463,697,1354,1355,595],"secretref","sessionStorage",{"title":1357,"description":1358,"path":1359,"category":1360,"updatedAt":718,"sourceType":382,"tags":1361},"调试、运行时覆盖与开发排障","基于官方 debugging 和 FAQ 文档，整理 `/debug`、watch 模式、dev profile 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",[1362,1363,1364,1108,825],"debugging","debug","runtime-overrides",{"title":1366,"description":1367,"path":1368,"category":1265,"updatedAt":390,"sourceType":382,"tags":1369},"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",[1277,1370,1371,1363,1271],"logging","flags",{"title":344,"description":1373,"path":343,"category":1265,"updatedAt":390,"sourceType":382,"tags":1374},"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。",[388,1375,162,386,1271],"dmScope",{"title":1377,"description":1378,"path":1379,"category":1265,"updatedAt":390,"sourceType":382,"tags":1380},"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",[1108,1109,1277,1381,1271],"migrations",{"title":1383,"description":1384,"path":1385,"category":1265,"updatedAt":390,"sourceType":382,"tags":1386},"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",[965,420,627,1387,1271],"shell",{"title":1389,"description":1390,"path":1391,"category":1265,"updatedAt":519,"sourceType":404,"tags":1392},"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",[1393,1183,668,1394,1185],"sources","trust",{"title":1396,"description":1397,"path":1398,"category":1265,"updatedAt":476,"sourceType":382,"tags":1399},"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",[407,1400,585,1036,575],"rpc",{"title":1402,"description":1403,"path":1404,"category":1265,"updatedAt":390,"sourceType":382,"tags":1405},"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",[756,757,407,574,1271],{"title":1407,"description":1408,"path":1409,"category":1265,"updatedAt":1028,"sourceType":382,"tags":1410},"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",[388,407,534,463,1271],{"title":1412,"description":1413,"path":1414,"category":1265,"updatedAt":625,"sourceType":382,"tags":1415},"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",[407,1036,1416,1417,1271],"protocol","scopes",{"title":1419,"description":1420,"path":1421,"category":1265,"updatedAt":616,"sourceType":382,"tags":1422},"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",[619,1423,386,842,775],"mention",{"title":1425,"description":1426,"path":1427,"category":1265,"updatedAt":625,"sourceType":382,"tags":1428},"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",[1082,1429,1430,1431,1271],"visibility","activeHours","alerts",{"title":1433,"description":1434,"path":1435,"category":1265,"updatedAt":616,"sourceType":382,"tags":1436},"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",[1030,1036,1437,407,1271],"sdk",{"title":1439,"description":1440,"path":1441,"category":1265,"updatedAt":616,"sourceType":382,"tags":1442},"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",[420,1443,1060,1444,1271],"include","arrays",{"title":1446,"description":1447,"path":1448,"category":1265,"updatedAt":390,"sourceType":382,"tags":1449},"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",[871,1450,722,454,1271],"invoke",{"title":1452,"description":1453,"path":1454,"category":1265,"updatedAt":625,"sourceType":382,"tags":1455},"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",[410,1456,1457,1458,1459,1271],"hybrid-search","ranking","mmr","retrieval",{"title":1461,"description":1462,"path":1463,"category":1265,"updatedAt":519,"sourceType":382,"tags":1464},"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",[527,1465,595,593,1271],"probe",{"title":1467,"description":1468,"path":1469,"category":1265,"updatedAt":960,"sourceType":382,"tags":1470},"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",[756,757,1306,1471,1089],"credentials",{"title":1473,"description":1474,"path":1475,"category":1265,"updatedAt":519,"sourceType":382,"tags":1476},"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",[511,651,1477,1478,1185,1271],"npm","pin",{"title":1480,"description":1481,"path":1482,"category":1360,"updatedAt":476,"sourceType":382,"tags":1483},"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",[1362,1484,825,593,788],"raw-stream",{"title":1486,"description":1487,"path":1488,"category":1265,"updatedAt":625,"sourceType":382,"tags":1489},"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",[478,1490,595,407,1271],"tlsFingerprint",{"title":1492,"description":1493,"path":1494,"category":1265,"updatedAt":625,"sourceType":382,"tags":1495},"回复机器人消息也算 mention 吗，pending history 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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",[388,428,1375,756,842],{"title":1512,"description":1513,"path":1514,"category":1265,"updatedAt":1515,"sourceType":382,"tags":1516},"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",[388,1517,1518,988,1271],"transcript","jsonl",{"title":1520,"description":1521,"path":1522,"category":1265,"updatedAt":1515,"sourceType":382,"tags":1523},"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 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权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[463,1244,756,478,428],{"title":1880,"description":1881,"path":1882,"category":1832,"date":519,"updatedAt":519,"sourceType":382,"source":1840,"tags":1883},"OpenClaw 渠道观察：Telegram 和 Discord 正在从聊天入口扩展成正式审批面","基于 2026 年 3 月 24 日可见的官方 Exec Approvals 文档，Telegram 与 Discord 最近最值得关注的变化不是又多了一个命令，而是它们已经开始承担受控审批入口。","/news/openclaw-channel-approval-clients-watch-2026-03-24",[643,645,722,385,1198],{"title":1885,"description":1886,"path":1887,"category":1683,"date":403,"updatedAt":403,"sourceType":668,"source":1888,"tags":1889},"OpenClaw 在中国 AI 生态中的位置：从中文教程热到本地化能力竞赛","基于 2026 年 3 月 16 日整理素材，梳理 OpenClaw 在中国 AI 生态里的关注点：本地部署、中文模型接入、数据安全与本土服务集成。","/news/openclaw-china-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-china-ai-ecosystem-analysis.md",[1563,669,1686,1639],{"title":1891,"description":1892,"path":1893,"category":1832,"date":519,"updatedAt":519,"sourceType":382,"source":1894,"tags":1895},"OpenClaw ClawHub 观察：sync、lockfile 与最小 telemetry 让技能注册表更像正式分发生态","基于 2026 年 3 月 24 日可见的官方 ClawHub 文档，最近最值得关注的变化不是“技能数量”，而是技能分发、版本记录和同步行为正在更像一套正式 registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[651,421,660,661,1896,652],"telemetry",{"title":1898,"description":1899,"path":1900,"category":1625,"date":476,"updatedAt":476,"sourceType":382,"source":1901,"tags":1902},"OpenClaw CLI 观察：命令行已经不只是辅助工具，而是在慢慢收敛成正式控制面","基于 2026 年 3 月 21 日可见的官方 CLI Reference、Gateway protocol 与 Dashboard 文档，整理最近最值得中文站关注的 CLI 变化：status/health/logs 分层、gateway RPC 边界，以及 Dashboard 和 CLI 之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[585,407,1400,575,389],{"title":1904,"description":1905,"path":1906,"category":1832,"date":390,"updatedAt":390,"sourceType":382,"source":1907,"tags":1908},"OpenClaw 的配置分层边界越来越清楚","官方最近围绕 Environment Variables、Configuration、Logging 和 Debugging 的文档更新，正在把正式配置、env 注入和一次性 override 拆成更清楚的层。","/news/openclaw-configuration-layering-watch-2026-03-22","https://docs.openclaw.ai/help/environment",[420,965,601,1909,389],"overrides",{"title":1911,"description":1912,"path":1913,"category":1625,"date":476,"updatedAt":476,"sourceType":382,"source":1820,"tags":1914},"OpenClaw 上下文观察：Compaction、Session 连续性与 persona 保真正在成为官方显式关注点","基于 2026 年 3 月 21 日可见的官方 Context 文档与 GitHub Releases 页面，整理最近最值得中文站关注的上下文变化：compaction 后 token 检查、session continuity、persona/language 保真，以及它们对长期使用的意义。","/news/openclaw-context-compaction-watch-2026-03-21",[987,988,559,410,1915],"continuity",{"title":1917,"description":1918,"path":1919,"category":1625,"date":476,"updatedAt":476,"sourceType":382,"source":1920,"tags":1921},"OpenClaw 控制面观察：Control UI、设备配对与 Tailscale Serve 正在把浏览器管理做成正式能力","基于 2026 年 3 月 21 日可见的官方 Control UI、Dashboard、Pairing 与 Tailscale 文档，整理最近最值得关注的控制面变化：浏览器设备配对、语言支持、远程 Serve 与更明确的管理面边界。","/news/openclaw-control-surface-watch-2026-03-21","https://docs.openclaw.ai/web/control-ui",[677,463,1068,756,478],{"title":1923,"description":1924,"path":1925,"category":1832,"date":1028,"updatedAt":1028,"sourceType":382,"source":1846,"tags":1926},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 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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",[417,421,669,1563],{"title":1940,"description":1941,"path":1942,"category":1832,"date":616,"updatedAt":616,"sourceType":382,"source":1943,"tags":1944},"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",[757,756,697,1102,1945],"rotate",{"title":1947,"description":1948,"path":1949,"category":1832,"date":390,"updatedAt":390,"sourceType":382,"source":1950,"tags":1951},"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",[1108,1277,1109,1362,389],{"title":1953,"description":1954,"path":1955,"category":1832,"date":616,"updatedAt":616,"sourceType":382,"source":1950,"tags":1956},"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",[1108,1109,962,1186,1277],{"title":1958,"description":1959,"path":1960,"category":1961,"date":403,"updatedAt":403,"sourceType":668,"source":1962,"tags":1963},"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",[1964,1965,1966,1967],"education","adoption","ai-tutor","higher-education",{"title":1969,"description":1970,"path":1971,"category":1961,"date":403,"updatedAt":403,"sourceType":668,"source":1972,"tags":1973},"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",[427,1565,454,1563],{"title":1975,"description":1976,"path":1977,"category":1625,"date":476,"updatedAt":476,"sourceType":382,"source":1978,"tags":1979},"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",[421,651,511,513,670],{"title":1981,"description":1982,"path":1983,"category":1832,"date":580,"updatedAt":580,"sourceType":382,"source":1984,"tags":1985},"OpenClaw 的 Feishu 入口正在从聊天机器人走向文档协作流","官方近期更新的 Feishu 文档，把扫码接入、群控边界和 Drive 评论线程动作都写进了主线，说明 Feishu 已经不只是简单聊天入口。","/news/openclaw-feishu-drive-comments-watch-2026-04-30","https://docs.openclaw.ai/channels/feishu",[734,735,736,737,385,738],{"title":1987,"description":1988,"path":1989,"category":1832,"date":616,"updatedAt":616,"sourceType":382,"source":1990,"tags":1991},"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",[407,756,1992,697,574],"pending",{"title":1994,"description":1995,"path":1996,"category":1832,"date":1028,"updatedAt":1028,"sourceType":382,"source":1997,"tags":1998},"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",[407,388,534,463,1999],"state",{"title":2001,"description":2002,"path":2003,"category":1832,"date":616,"updatedAt":616,"sourceType":382,"source":2004,"tags":2005},"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",[619,1423,842,775,386],{"title":2007,"description":2008,"path":2009,"category":1832,"date":625,"updatedAt":625,"sourceType":382,"source":2004,"tags":2010},"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",[619,1496,2011,618,889],"activation",{"title":2013,"description":2014,"path":2015,"category":1832,"date":616,"updatedAt":616,"sourceType":382,"source":2016,"tags":2017},"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",[420,1443,1060,1444,389],{"title":2019,"description":2020,"path":2021,"category":1625,"date":476,"updatedAt":476,"sourceType":382,"source":2022,"tags":2023},"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",[2024,1565,2025,2026,2027],"showcase","home-assistant","nix","infrastructure",{"title":2029,"description":2030,"path":2031,"category":1832,"date":390,"updatedAt":390,"sourceType":382,"source":2032,"tags":2033},"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 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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",[2024,410,705,2061,2062],"vector-search","knowledge",{"title":2064,"description":2065,"path":2066,"category":1832,"date":616,"updatedAt":616,"sourceType":382,"source":2067,"tags":2068},"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",[1423,619,643,645,712],{"title":2070,"description":2071,"path":2072,"category":1832,"date":390,"updatedAt":390,"sourceType":382,"source":380,"tags":2073},"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",[775,534,386,779,385],{"title":2075,"description":2076,"path":2077,"category":1832,"date":519,"updatedAt":519,"sourceType":382,"source":1901,"tags":2078},"OpenClaw 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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",[462,1610,883,1611,1186],{"title":2092,"description":2093,"path":2094,"category":1832,"date":1028,"updatedAt":1028,"sourceType":382,"source":1920,"tags":2095},"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",[1198,698,677,756,478],{"title":2097,"description":2098,"path":2099,"category":1832,"date":625,"updatedAt":625,"sourceType":382,"source":2100,"tags":2101},"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",[463,534,1036,1198,575],{"title":2103,"description":2104,"path":2105,"category":1832,"date":616,"updatedAt":616,"sourceType":382,"source":1943,"tags":2106},"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",[756,1306,385,1307,389],{"title":2108,"description":2109,"path":2110,"category":1625,"date":476,"updatedAt":476,"sourceType":382,"source":2111,"tags":2112},"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",[511,669,513,668,670],{"title":2114,"description":2115,"path":2116,"category":1832,"date":519,"updatedAt":519,"sourceType":382,"source":2117,"tags":2118},"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",[511,651,1477,1478,1185],{"title":2120,"description":2121,"path":2122,"category":1832,"date":519,"updatedAt":519,"sourceType":382,"source":2123,"tags":2124},"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",[870,871,454,722,512],{"title":2126,"description":2127,"path":2128,"category":1832,"date":625,"updatedAt":625,"sourceType":382,"source":2129,"tags":2130},"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",[593,527,574,595,889],{"title":2132,"description":2133,"path":2134,"category":1832,"date":625,"updatedAt":625,"sourceType":382,"source":2135,"tags":2136},"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",[593,1270,527,407,389],{"title":2138,"description":2139,"path":2140,"category":1625,"date":476,"updatedAt":476,"sourceType":382,"source":1820,"tags":2141},"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",[1183,1184,1186,1185],{"title":2143,"description":2144,"path":2145,"category":1832,"date":390,"updatedAt":390,"sourceType":382,"source":1846,"tags":2146},"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",[463,756,574,478,1089],{"title":2148,"description":2149,"path":2150,"category":1832,"date":616,"updatedAt":616,"sourceType":382,"source":2151,"tags":2152},"OpenClaw 的 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的边界越来越清楚。","/news/openclaw-secret-snapshot-watch-2026-03-25","https://docs.openclaw.ai/gateway/secrets",[1505,2166,2167,1504,389],"snapshot","rotation",{"title":2169,"description":2170,"path":2171,"category":1832,"date":616,"updatedAt":616,"sourceType":382,"source":2032,"tags":2172},"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",[388,428,1375,756,1224],{"title":2174,"description":2175,"path":2176,"category":1832,"date":519,"updatedAt":519,"sourceType":382,"source":2177,"tags":2178},"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",[428,1209,1211,1210,389],{"title":2180,"description":2181,"path":2182,"category":2183,"date":403,"updatedAt":403,"sourceType":668,"source":2184,"tags":2185},"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",[428,2186,788,427],"compliance",{"title":2188,"description":2189,"path":2190,"category":1832,"date":390,"updatedAt":390,"sourceType":382,"source":2164,"tags":2191},"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",[428,1504,722,2192,389],"proxy",{"title":2194,"description":2195,"path":2196,"category":1832,"date":1515,"updatedAt":1515,"sourceType":382,"source":2197,"tags":2198},"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",[388,1518,988,1517,407],{"title":2200,"description":2201,"path":2202,"category":1832,"date":1515,"updatedAt":1515,"sourceType":382,"source":2203,"tags":2204},"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",[559,585,1524,1209,389],{"title":2206,"description":2207,"path":2208,"category":1832,"date":616,"updatedAt":616,"sourceType":382,"source":2209,"tags":2210},"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",[428,1224,1225,2211,407],"sandbox",{"title":2213,"description":2214,"path":2215,"category":1625,"date":476,"updatedAt":476,"sourceType":382,"source":2022,"tags":2216},"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",[2024,668,643,421,455],{"title":2218,"description":2219,"path":2220,"category":1832,"date":625,"updatedAt":625,"sourceType":382,"source":2209,"tags":2221},"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",[1224,162,618,386,428],{"title":2223,"description":2224,"path":2225,"category":1832,"date":1515,"updatedAt":1515,"sourceType":382,"source":2226,"tags":2227},"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",[1517,593,1543,1544,2228],"compatibility",{"title":2230,"description":2231,"path":2232,"category":1832,"date":519,"updatedAt":519,"sourceType":382,"source":1877,"tags":2233},"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",[1244,428,478,407,595],{"title":2235,"description":2236,"path":2237,"category":1832,"date":1028,"updatedAt":1028,"sourceType":382,"source":1997,"tags":2238},"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",[407,534,1030,1362,388],{"title":2240,"description":2241,"path":2242,"category":1832,"date":519,"updatedAt":519,"sourceType":382,"source":2243,"tags":2244},"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",[1591,1186,864,407,1999],{"title":2246,"description":2247,"path":2248,"category":1832,"date":519,"updatedAt":519,"sourceType":382,"source":2249,"tags":2250},"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 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