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把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1330,1331,1332,1333,1334],"anthropic","429","context1m","failover","reference",{"title":1336,"description":1337,"path":1338,"category":1328,"updatedAt":445,"sourceType":491,"tags":1339},"API 与参考资料阅读入口","说明 OpenClaw 的参考资料应如何阅读，以及中文用户在查 CLI、配置、诊断和模块说明时该怎么找信息。","/docs/reference/api-reference-overview",[1334,641,1022,1340],"diagnostics",{"title":1342,"description":1343,"path":1344,"category":1328,"updatedAt":575,"sourceType":491,"tags":1345},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec Approvals 文档，解释 openclaw approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[783,903,781,462,1346,1334],"node",{"title":1348,"description":1349,"path":1350,"category":1328,"updatedAt":684,"sourceType":491,"tags":1351},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 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",[651,925,1333,615,1334],{"title":1353,"description":1354,"path":1355,"category":1328,"updatedAt":684,"sourceType":491,"tags":1356},"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",[817,1357,704,818,1334],"bootstrapToken",{"title":1359,"description":1360,"path":1361,"category":1334,"updatedAt":610,"sourceType":491,"tags":1362},"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",[1363,614,660,623,1223,613],"templates",{"title":1365,"description":1366,"path":1367,"category":1328,"updatedAt":674,"sourceType":491,"tags":1368},"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",[817,1369,464,1370,1152],"allowFrom","account",{"title":1372,"description":1373,"path":1374,"category":1328,"updatedAt":779,"sourceType":491,"tags":1375},"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",[641,1334,1376,1377],"commands","terminal",{"title":1379,"description":1380,"path":1381,"category":1328,"updatedAt":684,"sourceType":491,"tags":1382},"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",[1383,1384,651,649,1334],"cloudflare-ai-gateway","headers",{"title":1386,"description":1387,"path":1388,"category":1389,"updatedAt":575,"sourceType":729,"tags":1390},"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",[729,438,1391,1392],"issues","feedback",{"title":1394,"description":1395,"path":1396,"category":1328,"updatedAt":779,"sourceType":491,"tags":1397},"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",[476,1334,1398,1399],"settings","options",{"title":1401,"description":1402,"path":1403,"category":1328,"updatedAt":532,"sourceType":491,"tags":1404},"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",[738,817,818,759,1152],{"title":1406,"description":1407,"path":1408,"category":1328,"updatedAt":684,"sourceType":491,"tags":1409},"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",[639,897,1410,982,1334],"scheduler",{"title":1412,"description":1413,"path":1414,"category":1328,"updatedAt":1091,"sourceType":491,"tags":1415},"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",[520,758,1416,1417,651],"secretref","sessionStorage",{"title":1419,"description":1420,"path":1421,"category":1422,"updatedAt":779,"sourceType":491,"tags":1423},"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",[1424,1425,1426,1171,886],"debugging","debug","runtime-overrides",{"title":1428,"description":1429,"path":1430,"category":1328,"updatedAt":656,"sourceType":491,"tags":1431},"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",[1340,1432,1433,1425,1334],"logging","flags",{"title":1435,"description":1436,"path":1437,"category":1328,"updatedAt":656,"sourceType":491,"tags":1438},"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",[678,1439,1440,659,1334],"dmScope","identityLinks",{"title":1442,"description":1443,"path":1444,"category":1328,"updatedAt":656,"sourceType":491,"tags":1445},"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",[1171,1172,1340,1446,1334],"migrations",{"title":1448,"description":1449,"path":1450,"category":1328,"updatedAt":656,"sourceType":491,"tags":1451},"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",[1025,476,686,1452,1334],"shell",{"title":1454,"description":1455,"path":1456,"category":1328,"updatedAt":575,"sourceType":459,"tags":1457},"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",[1458,1246,729,1459,1248],"sources","trust",{"title":1461,"description":1462,"path":1463,"category":1328,"updatedAt":532,"sourceType":491,"tags":1464},"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",[462,1465,641,1099,631],"rpc",{"title":1467,"description":1468,"path":1469,"category":1328,"updatedAt":656,"sourceType":491,"tags":1470},"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",[817,818,462,630,1334],{"title":1472,"description":1473,"path":1474,"category":1328,"updatedAt":1091,"sourceType":491,"tags":1475},"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",[678,462,590,520,1334],{"title":1477,"description":1478,"path":1479,"category":1328,"updatedAt":684,"sourceType":491,"tags":1480},"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",[462,1099,1481,1482,1334],"protocol","scopes",{"title":1484,"description":1485,"path":1486,"category":1328,"updatedAt":674,"sourceType":491,"tags":1487},"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",[677,1488,659,903,836],"mention",{"title":1490,"description":1491,"path":1492,"category":1328,"updatedAt":684,"sourceType":491,"tags":1493},"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",[1145,1494,1495,1496,1334],"visibility","activeHours","alerts",{"title":1498,"description":1499,"path":1500,"category":1328,"updatedAt":674,"sourceType":491,"tags":1501},"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",[1093,1099,1502,462,1334],"sdk",{"title":1504,"description":1505,"path":1506,"category":1328,"updatedAt":674,"sourceType":491,"tags":1507},"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",[476,1508,1123,1509,1334],"include","arrays",{"title":1511,"description":1512,"path":1513,"category":1328,"updatedAt":656,"sourceType":491,"tags":1514},"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",[932,1515,783,511,1334],"invoke",{"title":1517,"description":1518,"path":1519,"category":1328,"updatedAt":684,"sourceType":491,"tags":1520},"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",[466,1521,1522,1523,1524,1334],"hybrid-search","ranking","mmr","retrieval",{"title":1526,"description":1527,"path":1528,"category":1328,"updatedAt":575,"sourceType":491,"tags":1529},"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",[583,1530,651,649,1334],"probe",{"title":1532,"description":1533,"path":1534,"category":1328,"updatedAt":1020,"sourceType":491,"tags":1535},"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",[817,818,1369,1536,1152],"credentials",{"title":1538,"description":1539,"path":1540,"category":1328,"updatedAt":575,"sourceType":491,"tags":1541},"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",[567,712,1542,1543,1248,1334],"npm","pin",{"title":1545,"description":1546,"path":1547,"category":1422,"updatedAt":532,"sourceType":491,"tags":1548},"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",[1424,1549,886,649,849],"raw-stream",{"title":1551,"description":1552,"path":1553,"category":1328,"updatedAt":684,"sourceType":491,"tags":1554},"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",[534,1555,651,462,1334],"tlsFingerprint",{"title":1557,"description":1558,"path":1559,"category":1328,"updatedAt":684,"sourceType":491,"tags":1560},"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",[677,1561,1562,1563,1334],"mentions","pending-history","reply",{"title":1565,"description":1566,"path":1567,"category":1328,"updatedAt":656,"sourceType":491,"tags":1568},"SecretRefs 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串成了一条更完整的恢复路径，让认证失败不再只是黑箱报错。","/news/openclaw-auth-mismatch-retry-watch-2026-03-26","https://docs.openclaw.ai/web/dashboard",[520,651,1903,897,1159],"drift",{"title":1905,"description":1906,"path":1907,"category":1887,"date":684,"updatedAt":684,"sourceType":491,"source":1908,"tags":1909},"OpenClaw 的自动化运维面正在收成一条更清楚的排障梯子","官方最近围绕 Heartbeat、cron CLI 和 Automation Troubleshooting 的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[512,1145,639,1602,483],{"title":1911,"description":1912,"path":1913,"category":1887,"date":636,"updatedAt":636,"sourceType":491,"source":1914,"tags":1915},"OpenClaw 正在把 /tasks 做成后台工作总账本，而不是聊天里的附属提示","官方近期补全的 Background Tasks 与 tasks CLI 文档，说明 OpenClaw 的后台任务体系已经从隐式执行，转向更正式的 ledger、审计和清理模型。","/news/openclaw-background-tasks-watch-2026-04-30","https://docs.openclaw.ai/automation/tasks",[638,512,639,640,1272,483],{"title":1917,"description":1918,"path":1919,"category":1887,"date":636,"updatedAt":636,"sourceType":491,"source":1920,"tags":1921},"OpenClaw 的 Amazon Bedrock 接入开始把 Guardrails 正式推到 provider 层","官方近期完善的 Amazon Bedrock 文档，把 AWS credential chain、自动发现和 Guardrails 全部写到了同一页里，说明 Bedrock 正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[647,648,650,649,950],{"title":1923,"description":1924,"path":1925,"category":1887,"date":674,"updatedAt":674,"sourceType":491,"source":1926,"tags":1927},"OpenClaw 开始把 Broadcast Groups 从路由技巧推进成多代理协作入口","官方最新 Broadcast Groups 文档把多 agent 同群运行的触发条件、session 隔离和处理策略写得更完整了，也让它和普通 bindings 的分工更清楚。","/news/openclaw-broadcast-groups-watch-2026-03-25","https://docs.openclaw.ai/channels/broadcast-groups",[676,660,677,659,705],{"title":1929,"description":1930,"path":1931,"category":1887,"date":684,"updatedAt":684,"sourceType":491,"source":1932,"tags":1933},"OpenClaw 的浏览器管理员面正在收成一条完整信任链","官方最近围绕 Pairing、Remote Access、Trusted Proxy Auth 和 Dashboard 的文档更新，正在把浏览器入口从“页面能打开”收敛成“地址、认证、设备与 operator 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",[520,1307,817,534,484],{"title":1935,"description":1936,"path":1937,"category":1887,"date":575,"updatedAt":575,"sourceType":491,"source":1895,"tags":1938},"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",[704,706,783,464,1261],{"title":1940,"description":1941,"path":1942,"category":1744,"date":458,"updatedAt":458,"sourceType":729,"source":1943,"tags":1944},"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",[1628,730,1747,1701],{"title":1946,"description":1947,"path":1948,"category":1887,"date":575,"updatedAt":575,"sourceType":491,"source":1949,"tags":1950},"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",[712,477,721,722,1951,713],"telemetry",{"title":1953,"description":1954,"path":1955,"category":1688,"date":532,"updatedAt":532,"sourceType":491,"source":1956,"tags":1957},"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",[641,462,1465,631,483],{"title":1959,"description":1960,"path":1961,"category":1887,"date":656,"updatedAt":656,"sourceType":491,"source":1962,"tags":1963},"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",[476,1025,658,1964,483],"overrides",{"title":1966,"description":1967,"path":1968,"category":1688,"date":532,"updatedAt":532,"sourceType":491,"source":1875,"tags":1969},"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",[1047,1048,615,466,1970],"continuity",{"title":1972,"description":1973,"path":1974,"category":1688,"date":532,"updatedAt":532,"sourceType":491,"source":1975,"tags":1976},"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",[738,520,1131,817,534],{"title":1978,"description":1979,"path":1980,"category":1887,"date":1091,"updatedAt":1091,"sourceType":491,"source":1901,"tags":1981},"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",[520,614,1416,651,738],{"title":1983,"description":1984,"path":1985,"category":1887,"date":575,"updatedAt":575,"sourceType":491,"source":1901,"tags":1986},"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",[520,590,758,1416,659,1987],"web",{"title":1989,"description":1990,"path":1991,"category":1688,"date":458,"updatedAt":458,"sourceType":729,"source":1992,"tags":1993},"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",[473,477,730,1628],{"title":1995,"description":1996,"path":1997,"category":1887,"date":674,"updatedAt":674,"sourceType":491,"source":1998,"tags":1999},"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",[818,817,758,1165,2000],"rotate",{"title":2002,"description":2003,"path":2004,"category":1887,"date":656,"updatedAt":656,"sourceType":491,"source":2005,"tags":2006},"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",[1171,1340,1172,1424,483],{"title":2008,"description":2009,"path":2010,"category":1887,"date":674,"updatedAt":674,"sourceType":491,"source":2005,"tags":2011},"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",[1171,1172,1022,1249,1340],{"title":2013,"description":2014,"path":2015,"category":2016,"date":458,"updatedAt":458,"sourceType":729,"source":2017,"tags":2018},"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",[2019,2020,2021,2022],"education","adoption","ai-tutor","higher-education",{"title":2024,"description":2025,"path":2026,"category":2016,"date":458,"updatedAt":458,"sourceType":729,"source":2027,"tags":2028},"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",[441,442,511,1628],{"title":2030,"description":2031,"path":2032,"category":1688,"date":532,"updatedAt":532,"sourceType":491,"source":2033,"tags":2034},"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",[477,712,567,569,731],{"title":2036,"description":2037,"path":2038,"category":1887,"date":636,"updatedAt":636,"sourceType":491,"source":2039,"tags":2040},"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",[795,796,797,798,464,799],{"title":2042,"description":2043,"path":2044,"category":1887,"date":674,"updatedAt":674,"sourceType":491,"source":2045,"tags":2046},"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",[462,817,2047,758,630],"pending",{"title":2049,"description":2050,"path":2051,"category":1887,"date":1091,"updatedAt":1091,"sourceType":491,"source":2052,"tags":2053},"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",[462,678,590,520,2054],"state",{"title":2056,"description":2057,"path":2058,"category":1887,"date":674,"updatedAt":674,"sourceType":491,"source":2059,"tags":2060},"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",[677,1488,903,836,659],{"title":2062,"description":2063,"path":2064,"category":1887,"date":684,"updatedAt":684,"sourceType":491,"source":2059,"tags":2065},"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 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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",[2079,442,2080,2081,2082],"showcase","home-assistant","nix","infrastructure",{"title":2084,"description":2085,"path":2086,"category":1887,"date":656,"updatedAt":656,"sourceType":491,"source":2087,"tags":2088},"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",[615,466,1048,1970,950],{"title":2090,"description":2091,"path":2092,"category":1887,"date":656,"updatedAt":656,"sourceType":491,"source":2093,"tags":2094},"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 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1261,759,738,817,534],{"title":2153,"description":2154,"path":2155,"category":1887,"date":684,"updatedAt":684,"sourceType":491,"source":2156,"tags":2157},"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",[520,590,1099,1261,631],{"title":2159,"description":2160,"path":2161,"category":1887,"date":674,"updatedAt":674,"sourceType":491,"source":1998,"tags":2162},"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 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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",[649,583,630,651,950],{"title":2188,"description":2189,"path":2190,"category":1887,"date":684,"updatedAt":684,"sourceType":491,"source":2191,"tags":2192},"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",[649,1333,583,462,483],{"title":2194,"description":2195,"path":2196,"category":1688,"date":532,"updatedAt":532,"sourceType":491,"source":1875,"tags":2197},"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",[1246,1247,1249,1248],{"title":2199,"description":2200,"path":2201,"category":1887,"date":656,"updatedAt":656,"sourceType":491,"source":1901,"tags":2202},"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",[520,817,630,534,1152],{"title":2204,"description":2205,"path":2206,"category":1887,"date":674,"updatedAt":674,"sourceType":491,"source":2207,"tags":2208},"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",[659,658,2209,464,660],"threads",{"title":2211,"description":2212,"path":2213,"category":1887,"date":636,"updatedAt":636,"sourceType":491,"source":2214,"tags":2215},"OpenClaw 把 SearXNG 推进 bundled web_search 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",[990,878,991,560,465],{"title":2217,"description":2218,"path":2219,"category":1887,"date":674,"updatedAt":674,"sourceType":491,"source":2220,"tags":2221},"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",[1570,2222,2223,1569,483],"snapshot","rotation",{"title":2225,"description":2226,"path":2227,"category":1887,"date":674,"updatedAt":674,"sourceType":491,"source":2087,"tags":2228},"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",[678,484,1439,817,1287],{"title":2230,"description":2231,"path":2232,"category":1887,"date":575,"updatedAt":575,"sourceType":491,"source":2233,"tags":2234},"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",[484,1272,1274,1273,483],{"title":2236,"description":2237,"path":2238,"category":2239,"date":458,"updatedAt":458,"sourceType":729,"source":2240,"tags":2241},"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",[484,2242,849,441],"compliance",{"title":2244,"description":2245,"path":2246,"category":1887,"date":656,"updatedAt":656,"sourceType":491,"source":2220,"tags":2247},"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",[484,1569,783,2248,483],"proxy",{"title":2250,"description":2251,"path":2252,"category":1887,"date":1580,"updatedAt":1580,"sourceType":491,"source":2253,"tags":2254},"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",[678,1583,1048,1582,462],{"title":2256,"description":2257,"path":2258,"category":1887,"date":1580,"updatedAt":1580,"sourceType":491,"source":2259,"tags":2260},"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",[615,641,1589,1272,483],{"title":2262,"description":2263,"path":2264,"category":1887,"date":674,"updatedAt":674,"sourceType":491,"source":2265,"tags":2266},"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",[484,1287,1288,2267,462],"sandbox",{"title":2269,"description":2270,"path":2271,"category":1688,"date":532,"updatedAt":532,"sourceType":491,"source":2077,"tags":2272},"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",[2079,729,704,477,512],{"title":2274,"description":2275,"path":2276,"category":1887,"date":684,"updatedAt":684,"sourceType":491,"source":2265,"tags":2277},"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 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