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命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[592,1274,1316,1317],"commands","terminal",{"title":1319,"description":1320,"path":1321,"category":1268,"updatedAt":635,"sourceType":391,"tags":1322},"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",[1323,1324,602,600,1274],"cloudflare-ai-gateway","headers",{"title":1326,"description":1327,"path":1328,"category":1329,"updatedAt":398,"sourceType":680,"tags":1330},"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",[680,1331,1332,1333],"github","issues","feedback",{"title":1335,"description":1336,"path":1337,"category":1268,"updatedAt":730,"sourceType":391,"tags":1338},"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",[429,1274,1339,1340],"settings","options",{"title":1342,"description":1343,"path":1344,"category":1268,"updatedAt":484,"sourceType":391,"tags":1345},"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",[689,768,769,710,1102],{"title":1347,"description":1348,"path":1349,"category":1268,"updatedAt":635,"sourceType":391,"tags":1350},"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",[590,848,1351,933,1274],"scheduler",{"title":1353,"description":1354,"path":1355,"category":1268,"updatedAt":1042,"sourceType":391,"tags":1356},"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",[471,709,1357,1358,602],"secretref","sessionStorage",{"title":1360,"description":1361,"path":1362,"category":1363,"updatedAt":730,"sourceType":391,"tags":1364},"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",[1365,1366,1367,1121,837],"debugging","debug","runtime-overrides",{"title":1369,"description":1370,"path":1371,"category":1268,"updatedAt":607,"sourceType":391,"tags":1372},"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",[1280,1373,1374,1366,1274],"logging","flags",{"title":1376,"description":1377,"path":1378,"category":1268,"updatedAt":607,"sourceType":391,"tags":1379},"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",[629,1380,1381,610,1274],"dmScope","identityLinks",{"title":1383,"description":1384,"path":1385,"category":1268,"updatedAt":607,"sourceType":391,"tags":1386},"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",[1121,1122,1280,1387,1274],"migrations",{"title":1389,"description":1390,"path":1391,"category":1268,"updatedAt":607,"sourceType":391,"tags":1392},"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",[976,429,637,1393,1274],"shell",{"title":1395,"description":1396,"path":1397,"category":1268,"updatedAt":398,"sourceType":412,"tags":1398},"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",[1399,1196,680,1400,1198],"sources","trust",{"title":1402,"description":1403,"path":1404,"category":1268,"updatedAt":484,"sourceType":391,"tags":1405},"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",[415,1406,592,1050,582],"rpc",{"title":1408,"description":1409,"path":1410,"category":1268,"updatedAt":607,"sourceType":391,"tags":1411},"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",[768,769,415,581,1274],{"title":1413,"description":1414,"path":1415,"category":1268,"updatedAt":1042,"sourceType":391,"tags":1416},"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",[629,415,541,471,1274],{"title":1418,"description":1419,"path":1420,"category":1268,"updatedAt":635,"sourceType":391,"tags":1421},"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",[415,1050,1422,1423,1274],"protocol","scopes",{"title":1425,"description":1426,"path":1427,"category":1268,"updatedAt":625,"sourceType":391,"tags":1428},"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",[628,1429,610,126,787],"mention",{"title":1431,"description":1432,"path":1433,"category":1268,"updatedAt":635,"sourceType":391,"tags":1434},"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",[1095,1435,1436,1437,1274],"visibility","activeHours","alerts",{"title":1439,"description":1440,"path":1441,"category":1268,"updatedAt":625,"sourceType":391,"tags":1442},"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",[1044,1050,1443,415,1274],"sdk",{"title":1445,"description":1446,"path":1447,"category":1268,"updatedAt":625,"sourceType":391,"tags":1448},"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",[429,1449,1073,1450,1274],"include","arrays",{"title":1452,"description":1453,"path":1454,"category":1268,"updatedAt":607,"sourceType":391,"tags":1455},"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",[882,1456,734,462,1274],"invoke",{"title":1458,"description":1459,"path":1460,"category":1268,"updatedAt":635,"sourceType":391,"tags":1461},"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",[419,1462,1463,1464,1465,1274],"hybrid-search","ranking","mmr","retrieval",{"title":1467,"description":1468,"path":1469,"category":1268,"updatedAt":398,"sourceType":391,"tags":1470},"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",[534,1471,602,600,1274],"probe",{"title":1473,"description":1474,"path":1475,"category":1268,"updatedAt":971,"sourceType":391,"tags":1476},"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",[768,769,1309,1477,1102],"credentials",{"title":1479,"description":1480,"path":1481,"category":1268,"updatedAt":398,"sourceType":391,"tags":1482},"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",[519,663,1483,1484,1198,1274],"npm","pin",{"title":1486,"description":1487,"path":1488,"category":1363,"updatedAt":484,"sourceType":391,"tags":1489},"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",[1365,1490,837,600,800],"raw-stream",{"title":1492,"description":1493,"path":1494,"category":1268,"updatedAt":635,"sourceType":391,"tags":1495},"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",[486,1496,602,415,1274],"tlsFingerprint",{"title":1498,"description":1499,"path":1500,"category":1268,"updatedAt":635,"sourceType":391,"tags":1501},"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",[629,394,1380,768,126],{"title":1518,"description":1519,"path":1520,"category":1268,"updatedAt":1521,"sourceType":391,"tags":1522},"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",[629,1523,1524,999,1274],"transcript","jsonl",{"title":1526,"description":1527,"path":1528,"category":1268,"updatedAt":1521,"sourceType":391,"tags":1529},"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",[566,592,1530,53,397],"store",{"title":1532,"description":1533,"path":1534,"category":1268,"updatedAt":635,"sourceType":391,"tags":1535},"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",[394,1229,53,1536,1274],"ingress",{"title":1538,"description":1539,"path":1540,"category":1268,"updatedAt":484,"sourceType":391,"tags":1541},"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",[592,1130,1542,837,1543],"health","troubleshooting",{"title":1545,"description":1546,"path":1547,"category":1268,"updatedAt":1521,"sourceType":391,"tags":1548},"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 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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",[471,1247,768,486,394],{"title":1886,"description":1887,"path":1888,"category":1838,"date":398,"updatedAt":398,"sourceType":391,"source":1846,"tags":1889},"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",[655,657,734,417,1211],{"title":1891,"description":1892,"path":1893,"category":1689,"date":411,"updatedAt":411,"sourceType":680,"source":1894,"tags":1895},"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",[1569,681,1692,1645],{"title":1897,"description":1898,"path":1899,"category":1838,"date":398,"updatedAt":398,"sourceType":391,"source":1900,"tags":1901},"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",[663,430,672,673,1902,664],"telemetry",{"title":1904,"description":1905,"path":1906,"category":1631,"date":484,"updatedAt":484,"sourceType":391,"source":1907,"tags":1908},"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",[592,415,1406,582,397],{"title":1910,"description":1911,"path":1912,"category":1838,"date":607,"updatedAt":607,"sourceType":391,"source":1913,"tags":1914},"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",[429,976,609,1915,397],"overrides",{"title":1917,"description":1918,"path":1919,"category":1631,"date":484,"updatedAt":484,"sourceType":391,"source":1826,"tags":1920},"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",[998,999,566,419,1921],"continuity",{"title":1923,"description":1924,"path":1925,"category":1631,"date":484,"updatedAt":484,"sourceType":391,"source":1926,"tags":1927},"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",[689,471,1081,768,486],{"title":1929,"description":1930,"path":1931,"category":1838,"date":1042,"updatedAt":1042,"sourceType":391,"source":1852,"tags":1932},"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 环境里的引导行为，也让它更像正式控制面入口。","/news/openclaw-dashboard-bootstrap-watch-2026-03-26",[471,565,1357,602,689],{"title":1934,"description":1935,"path":1936,"category":1838,"date":398,"updatedAt":398,"sourceType":391,"source":1852,"tags":1937},"OpenClaw Web 控制面观察：Dashboard 与 WebChat 的认证引导和回流边界正在变清楚","基于 2026 年 3 月 24 日可见的官方 dashboard CLI、Web Dashboard 与 WebChat 文档，最近 Web 控制面最值得关注的变化是认证引导、SecretRef token 处理和 WebChat 回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[471,541,709,1357,610,1938],"web",{"title":1940,"description":1941,"path":1942,"category":1631,"date":411,"updatedAt":411,"sourceType":680,"source":1943,"tags":1944},"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",[426,430,681,1569],{"title":1946,"description":1947,"path":1948,"category":1838,"date":625,"updatedAt":625,"sourceType":391,"source":1949,"tags":1950},"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",[769,768,709,1115,1951],"rotate",{"title":1953,"description":1954,"path":1955,"category":1838,"date":607,"updatedAt":607,"sourceType":391,"source":1956,"tags":1957},"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",[1121,1280,1122,1365,397],{"title":1959,"description":1960,"path":1961,"category":1838,"date":625,"updatedAt":625,"sourceType":391,"source":1956,"tags":1962},"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",[1121,1122,973,1199,1280],{"title":1964,"description":1965,"path":1966,"category":1967,"date":411,"updatedAt":411,"sourceType":680,"source":1968,"tags":1969},"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",[1970,1971,1972,1973],"education","adoption","ai-tutor","higher-education",{"title":1975,"description":1976,"path":1977,"category":1967,"date":411,"updatedAt":411,"sourceType":680,"source":1978,"tags":1979},"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",[436,1571,462,1569],{"title":1981,"description":1982,"path":1983,"category":1631,"date":484,"updatedAt":484,"sourceType":391,"source":1984,"tags":1985},"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",[430,663,519,521,682],{"title":1987,"description":1988,"path":1989,"category":1838,"date":587,"updatedAt":587,"sourceType":391,"source":1990,"tags":1991},"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",[746,747,748,749,417,750],{"title":1993,"description":1994,"path":1995,"category":1838,"date":625,"updatedAt":625,"sourceType":391,"source":1996,"tags":1997},"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",[415,768,1998,709,581],"pending",{"title":2000,"description":2001,"path":2002,"category":1838,"date":1042,"updatedAt":1042,"sourceType":391,"source":2003,"tags":2004},"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",[415,629,541,471,2005],"state",{"title":2007,"description":2008,"path":2009,"category":1838,"date":625,"updatedAt":625,"sourceType":391,"source":2010,"tags":2011},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 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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",[600,534,581,602,900],{"title":2139,"description":2140,"path":2141,"category":1838,"date":635,"updatedAt":635,"sourceType":391,"source":2142,"tags":2143},"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",[600,1273,534,415,397],{"title":2145,"description":2146,"path":2147,"category":1631,"date":484,"updatedAt":484,"sourceType":391,"source":1826,"tags":2148},"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 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provider，搜索层开始更适合自托管","官方近期上线的 SearXNG Search 文档，说明 OpenClaw 的 web_search 已经不只适合外部 API，也开始正式支持自托管聚合搜索。","/news/openclaw-searxng-search-watch-2026-04-30","https://docs.openclaw.ai/tools/searxng-search",[941,829,942,512,418],{"title":2168,"description":2169,"path":2170,"category":1838,"date":625,"updatedAt":625,"sourceType":391,"source":2171,"tags":2172},"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",[1511,2173,2174,1510,397],"snapshot","rotation",{"title":2176,"description":2177,"path":2178,"category":1838,"date":625,"updatedAt":625,"sourceType":391,"source":2038,"tags":2179},"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 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在评审、个人数据库和购物自动化上的真实落地方式。","/news/openclaw-showcase-watch-2026-03-21",[2030,680,655,430,463],{"title":2224,"description":2225,"path":2226,"category":1838,"date":635,"updatedAt":635,"sourceType":391,"source":2215,"tags":2227},"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",[1229,1381,627,610,394],{"title":2229,"description":2230,"path":2231,"category":1838,"date":1521,"updatedAt":1521,"sourceType":391,"source":2232,"tags":2233},"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",[1523,600,1549,1550,2234],"compatibility",{"title":2236,"description":2237,"path":2238,"category":1838,"date":398,"updatedAt":398,"sourceType":391,"source":1883,"tags":2239},"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",[1247,394,486,415,602],{"title":2241,"description":2242,"path":2243,"category":1838,"date":1042,"updatedAt":1042,"sourceType":391,"source":2003,"tags":2244},"OpenClaw 的 UI 和 API 排障正在越来越像按层定位，而不是猜谁错了","官方最新 Session、WebChat 和 API 文档共同强化了一条思路：状态冲突时先回到 Gateway 事实层，再区分 UI 投影视图和 API 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逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1259,1260,1261,1262,1263],{"title":2258,"description":2259,"path":2260,"category":1631,"date":484,"updatedAt":484,"sourceType":391,"source":2028,"tags":2261},"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",[2030,703,2262,2263,717],"phone","tts",{"title":2265,"description":2266,"path":2267,"category":1838,"date":625,"updatedAt":625,"sourceType":391,"source":2268,"tags":2269},"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 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