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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",[1017,823,1287,1288,1215],"scheduler","queue",{"title":1290,"description":1291,"path":1292,"category":1209,"updatedAt":970,"sourceType":463,"tags":1293},"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",[492,695,1294,1295,694],"secretref","sessionStorage",{"title":1297,"description":1298,"path":1299,"category":1300,"updatedAt":462,"sourceType":463,"tags":1301},"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",[1302,1303,1304,1051,812],"debugging","debug","runtime-overrides",{"title":1306,"description":1307,"path":1308,"category":1209,"updatedAt":591,"sourceType":463,"tags":1309},"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",[1221,1310,1311,1303,1215],"logging","flags",{"title":1313,"description":1314,"path":1315,"category":1209,"updatedAt":591,"sourceType":463,"tags":1316},"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",[613,1317,1318,594,1215],"dmScope","identityLinks",{"title":1320,"description":1321,"path":1322,"category":1209,"updatedAt":591,"sourceType":463,"tags":1323},"doctor 的 repair、force 和 non-interactive 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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",[435,1343,876,978,586],"rpc",{"title":1345,"description":1346,"path":1347,"category":1209,"updatedAt":591,"sourceType":463,"tags":1348},"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",[745,746,435,585,1215],{"title":1350,"description":1351,"path":1352,"category":1209,"updatedAt":970,"sourceType":463,"tags":1353},"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",[613,435,562,492,1215],{"title":1355,"description":1356,"path":1357,"category":1209,"updatedAt":619,"sourceType":463,"tags":1358},"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",[435,978,1359,1360,1215],"protocol","scopes",{"title":1362,"description":1363,"path":1364,"category":1209,"updatedAt":609,"sourceType":463,"tags":1365},"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",[612,1366,594,829,764],"mention",{"title":1368,"description":1369,"path":1370,"category":1209,"updatedAt":619,"sourceType":463,"tags":1371},"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",[1025,1372,1373,1374,1215],"visibility","activeHours","alerts",{"title":1376,"description":1377,"path":1378,"category":1209,"updatedAt":609,"sourceType":463,"tags":1379},"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",[972,978,1380,435,1215],"sdk",{"title":1382,"description":1383,"path":1384,"category":1209,"updatedAt":609,"sourceType":463,"tags":1385},"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",[448,1386,1002,1387,1215],"include","arrays",{"title":1389,"description":1390,"path":1391,"category":1209,"updatedAt":591,"sourceType":463,"tags":1392},"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",[849,1393,720,483,1215],"invoke",{"title":1395,"description":1396,"path":1397,"category":1209,"updatedAt":619,"sourceType":463,"tags":1398},"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",[417,1399,1400,1401,1402,1215],"hybrid-search","ranking","mmr","retrieval",{"title":1404,"description":1405,"path":1406,"category":1209,"updatedAt":547,"sourceType":463,"tags":1407},"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",[555,1408,694,705,1215],"probe",{"title":1410,"description":1411,"path":1412,"category":1209,"updatedAt":910,"sourceType":463,"tags":1413},"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",[745,746,1245,1414,1032],"credentials",{"title":1416,"description":1417,"path":1418,"category":1209,"updatedAt":547,"sourceType":463,"tags":1419},"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",[539,648,1420,1421,1129,1215],"npm","pin",{"title":1423,"description":1424,"path":1425,"category":1300,"updatedAt":504,"sourceType":463,"tags":1426},"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",[1302,1427,812,705,777],"raw-stream",{"title":1429,"description":1430,"path":1431,"category":1209,"updatedAt":619,"sourceType":463,"tags":1432},"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",[506,1433,694,435,1215],"tlsFingerprint",{"title":1435,"description":1436,"path":1437,"category":1209,"updatedAt":619,"sourceType":463,"tags":1438},"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",[612,1439,1440,1441,1215],"mentions","pending-history","reply",{"title":1443,"description":1444,"path":1445,"category":1209,"updatedAt":591,"sourceType":463,"tags":1446},"SecretRefs 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文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[613,1461,1462,927,1215],"transcript","jsonl",{"title":1464,"description":1465,"path":1466,"category":1209,"updatedAt":1459,"sourceType":463,"tags":1467},"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",[733,876,1468,1153,455],"store",{"title":1470,"description":1471,"path":1472,"category":1209,"updatedAt":619,"sourceType":463,"tags":1473},"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",[456,1168,1153,1474,1215],"ingress",{"title":1476,"description":1477,"path":1478,"category":1209,"updatedAt":504,"sourceType":463,"tags":1479},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 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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",[674,492,1010,745,506],{"title":1857,"description":1858,"path":1859,"category":1778,"date":970,"updatedAt":970,"sourceType":463,"source":1792,"tags":1860},"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",[492,1861,1294,694,674],"bootstrap",{"title":1863,"description":1864,"path":1865,"category":1778,"date":547,"updatedAt":547,"sourceType":463,"source":1792,"tags":1866},"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",[492,562,695,1294,594,1867],"web",{"title":1869,"description":1870,"path":1871,"category":1570,"date":431,"updatedAt":431,"sourceType":665,"source":1872,"tags":1873},"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",[445,176,666,1507],{"title":1875,"description":1876,"path":1877,"category":1778,"date":609,"updatedAt":609,"sourceType":463,"source":1878,"tags":1879},"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",[746,745,695,1045,1880],"rotate",{"title":1882,"description":1883,"path":1884,"category":1778,"date":591,"updatedAt":591,"sourceType":463,"source":1885,"tags":1886},"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",[1051,1221,1052,1302,455],{"title":1888,"description":1889,"path":1890,"category":1778,"date":609,"updatedAt":609,"sourceType":463,"source":1885,"tags":1891},"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 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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",[454,1509,483,1507],{"title":1910,"description":1911,"path":1912,"category":1570,"date":504,"updatedAt":504,"sourceType":463,"source":1913,"tags":1914},"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",[176,648,539,541,667],{"title":1916,"description":1917,"path":1918,"category":1778,"date":609,"updatedAt":609,"sourceType":463,"source":1919,"tags":1920},"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",[435,745,1921,695,585],"pending",{"title":1923,"description":1924,"path":1925,"category":1778,"date":970,"updatedAt":970,"sourceType":463,"source":1926,"tags":1927},"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",[435,613,562,492,1928],"state",{"title":1930,"description":1931,"path":1932,"category":1778,"date":609,"updatedAt":609,"sourceType":463,"source":1933,"tags":1934},"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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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",[448,1386,1002,1387,455],{"title":1948,"description":1949,"path":1950,"category":1570,"date":504,"updatedAt":504,"sourceType":463,"source":1951,"tags":1952},"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",[1953,1509,1954,1955,1956],"showcase","home-assistant","nix","infrastructure",{"title":1958,"description":1959,"path":1960,"category":1778,"date":591,"updatedAt":591,"sourceType":463,"source":1961,"tags":1962},"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",[1953,417,703,1990,1991],"vector-search","knowledge",{"title":1993,"description":1994,"path":1995,"category":1778,"date":609,"updatedAt":609,"sourceType":463,"source":1996,"tags":1997},"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",[1366,612,640,642,711],{"title":1999,"description":2000,"path":2001,"category":1778,"date":591,"updatedAt":591,"sourceType":463,"source":2002,"tags":2003},"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",[764,562,594,768,437],{"title":2005,"description":2006,"path":2007,"category":1778,"date":547,"updatedAt":547,"sourceType":463,"source":1835,"tags":2008},"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",[555,1408,705,694,1089],{"title":2010,"description":2011,"path":2012,"category":1778,"date":609,"updatedAt":609,"sourceType":463,"source":2013,"tags":2014},"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",[585,744,435,745,746],{"title":2016,"description":2017,"path":2018,"category":1570,"date":504,"updatedAt":504,"sourceType":463,"source":2019,"tags":2020},"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",[491,1554,2021,1555,1130],"install",{"title":2023,"description":2024,"path":2025,"category":1778,"date":970,"updatedAt":970,"sourceType":463,"source":1854,"tags":2026},"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 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