[{"data":1,"prerenderedAt":2972},["ShallowReactive",2],{"docs:reference/cron-run-queue-and-retry-backoff":3,"content-manifest":464},{"id":4,"title":5,"body":6,"category":444,"date":445,"description":446,"extension":447,"meta":448,"navigation":449,"path":450,"seo":451,"source":452,"sourceName":453,"sourceType":454,"stem":455,"tags":456,"updatedAt":462,"__hash__":463},"docs/docs/reference/cron-run-queue-and-retry-backoff.md","cron run 入队语义和 retry backoff 应该怎么理解",{"type":7,"value":8,"toc":424},"minimark",[9,13,22,35,38,46,49,62,65,70,73,78,81,87,90,109,112,119,129,178,181,200,206,209,216,219,235,238,242,245,260,263,267,270,274,277,291,294,297,299,310,313,321,324,335,338,352,355,358,361,390,396,399,420],[10,11,5],"h1",{"id":12},"cron-run-入队语义和-retry-backoff-应该怎么理解",[14,15,16,17,21],"p",{},"官方最近把 ",[18,19,20],"code",{},"openclaw cron"," 这组命令补得更接近真正的作业控制面后，有两个细节特别值得单独拎出来：",[23,24,25,32],"ul",{},[26,27,28,31],"li",{},[18,29,30],{},"openclaw cron run"," 现在先返回“已入队”",[26,33,34],{},"recurring job 连续失败时会走明确的 retry backoff",[14,36,37],{},"如果这两条没看清，长期运行里的排障会很容易误判。",[39,40,42,45],"h2",{"id":41},"cron-run-现在不是同步跑完再回",[18,43,44],{},"cron run"," 现在不是“同步跑完再回”",[14,47,48],{},"官方 CLI 文档当前写得很明确：",[23,50,51,56],{},[26,52,53,55],{},[18,54,30],{}," 会在 manual run 被排进执行队列后就返回",[26,57,58,59],{},"成功响应会包含 ",[18,60,61],{},"{ ok: true, enqueued: true, runId }",[14,63,64],{},"这意味着它更像：",[23,66,67],{},[26,68,69],{},"提交一个执行请求",[14,71,72],{},"而不是：",[23,74,75],{},[26,76,77],{},"在你眼前把整个 job 跑完",[39,79,80],{"id":80},"为什么这条变化很重要",[14,82,83,84,86],{},"很多人以前习惯把 ",[18,85,44],{}," 当成“手工立即执行并拿最终结果”的命令。",[14,88,89],{},"但现在更准确的理解是：",[91,92,93,96,102],"ol",{},[26,94,95],{},"你先把 run 请求发给调度器",[26,97,98,99],{},"调度器给你一个 ",[18,100,101],{},"runId",[26,103,104,105,108],{},"真正结果要去 ",[18,106,107],{},"openclaw cron runs --id \u003CjobId>"," 跟",[14,110,111],{},"这会让 cron 更像一个正式作业系统，而不是命令行里的同步 helper。",[39,113,115,116],{"id":114},"什么时候该去看-runs","什么时候该去看 ",[18,117,118],{},"runs",[14,120,121,122,125,126,128],{},"如果你已经拿到了 ",[18,123,124],{},"enqueued: true","，接下来最值钱的不是重复敲 ",[18,127,44],{},"，而是去看：",[130,131,136],"pre",{"className":132,"code":133,"language":134,"meta":135,"style":135},"language-bash shiki shiki-themes github-light github-dark","openclaw cron runs --id \u003Cjob-id> --limit 20\n","bash","",[18,137,138],{"__ignoreMap":135},[139,140,143,147,151,154,158,162,165,169,172,175],"span",{"class":141,"line":142},"line",1,[139,144,146],{"class":145},"sScJk","openclaw",[139,148,150],{"class":149},"sZZnC"," cron",[139,152,153],{"class":149}," runs",[139,155,157],{"class":156},"sj4cs"," --id",[139,159,161],{"class":160},"szBVR"," \u003C",[139,163,164],{"class":149},"job-i",[139,166,168],{"class":167},"sVt8B","d",[139,170,171],{"class":160},">",[139,173,174],{"class":156}," --limit",[139,176,177],{"class":156}," 20\n",[14,179,180],{},"官方自动化排障页也是把它当成主入口，因为这里才能看到：",[23,182,183,186,192,197],{},[26,184,185],{},"最终 run status",[26,187,188,191],{},[18,189,190],{},"ok"," 还是 skip",[26,193,194],{},[18,195,196],{},"not-due",[26,198,199],{},"delivery 有没有真的发生",[39,201,203,205],{"id":202},"not-due-为什么也常见",[18,204,196],{}," 为什么也常见",[14,207,208],{},"官方排障页明确提到一种很常见的签名：",[23,210,211],{},[26,212,213],{},[18,214,215],{},"reason: not-due",[14,217,218],{},"这通常表示：",[23,220,221,226,232],{},[26,222,223,224],{},"你手动跑了 ",[18,225,44],{},[26,227,228,229],{},"但没有 ",[18,230,231],{},"--force",[26,233,234],{},"而当前这个 job 还没到应跑时间",[14,236,237],{},"这类情况不是 scheduler 坏了，而是你对手工 run 的期待和当前调度条件不一致。",[39,239,241],{"id":240},"recurring-job-的-retry-backoff-现在是固定梯子","recurring job 的 retry backoff 现在是固定梯子",[14,243,244],{},"CLI 文档和 Cron Jobs 文档都把这条写清楚了：",[23,246,247,250,257],{},[26,248,249],{},"recurring jobs 连续失败后",[26,251,252,253,256],{},"会按 ",[18,254,255],{},"30s → 1m → 5m → 15m → 60m"," 退避",[26,258,259],{},"下次成功后再回到正常 schedule",[14,261,262],{},"这意味着“为什么这个 job 没按原时间点继续跑”不一定是配置错了，也可能只是已经进入 retry lane。",[39,264,266],{"id":265},"哪类失败会进入-retry哪类不会","哪类失败会进入 retry，哪类不会",[14,268,269],{},"官方 Cron Jobs 文档当前把错误分成两类：",[271,272,273],"h3",{"id":273},"transient",[14,275,276],{},"例如：",[23,278,279,282,285,288],{},[26,280,281],{},"429",[26,283,284],{},"timeout",[26,286,287],{},"network error",[26,289,290],{},"5xx",[14,292,293],{},"这类会被视为可重试。",[271,295,296],{"id":296},"permanent",[14,298,276],{},[23,300,301,304,307],{},[26,302,303],{},"unauthorized",[26,305,306],{},"invalid API key",[26,308,309],{},"配置校验错误",[14,311,312],{},"这类更像硬错误，不该靠无限重试掩盖。",[39,314,316,317,320],{"id":315},"one-shot-at-还有两个很容易漏的点","one-shot ",[18,318,319],{},"--at"," 还有两个很容易漏的点",[14,322,323],{},"官方 CLI 文档还补了两条很实用的规则：",[23,325,326,329],{},[26,327,328],{},"one-shot job 成功后默认会删掉",[26,330,331,332],{},"想保留它，要用 ",[18,333,334],{},"--keep-after-run",[14,336,337],{},"以及：",[23,339,340,346],{},[26,341,342,343,345],{},"offset-less 的 ",[18,344,319],{}," 时间默认按 UTC 解释",[26,347,348,349],{},"如果你想按某个本地时区墙钟时间解释，得配 ",[18,350,351],{},"--tz \u003Ciana>",[14,353,354],{},"这两条都很容易在“临时提醒为什么消失了”“为什么跑偏几个小时”这种问题里出现。",[39,356,357],{"id":357},"更稳的排障顺序",[14,359,360],{},"如果 cron 看起来不对，建议按这个顺序：",[91,362,363,368,374,379,384],{},[26,364,365],{},[18,366,367],{},"openclaw cron status",[26,369,370,371],{},"看有没有 future ",[18,372,373],{},"nextWakeAtMs",[26,375,376],{},[18,377,378],{},"openclaw cron list",[26,380,381],{},[18,382,383],{},"openclaw cron runs --id \u003CjobId> --limit 20",[26,385,386,387],{},"再配合 ",[18,388,389],{},"openclaw logs --follow",[14,391,392,393,395],{},"这个顺序会比只盯着 ",[18,394,44],{}," 的返回值更接近真实运行状态。",[39,397,398],{"id":398},"下一步推荐",[23,400,401,408,414],{},[26,402,403],{},[404,405,407],"a",{"href":406},"/docs/operations/cron-retention-and-run-log-pruning","Cron 的 retention 和 run log pruning 怎么工作",[26,409,410],{},[404,411,413],{"href":412},"/docs/reference/troubleshooting","自动化故障排查",[26,415,416],{},[404,417,419],{"href":418},"/best-practices/heartbeat-cron-composition","用 Heartbeat 和 Cron 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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",[726,797,798,748,1086],{"title":5,"description":446,"path":450,"category":444,"updatedAt":462,"sourceType":454,"tags":1333},[457,458,459,460,461],{"title":1335,"description":1336,"path":1337,"category":444,"updatedAt":1027,"sourceType":454,"tags":1338},"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",[538,747,1339,1340,746],"secretref","sessionStorage",{"title":1342,"description":1343,"path":1344,"category":1345,"updatedAt":508,"sourceType":454,"tags":1346},"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",[1347,1348,1349,1104,866],"debugging","debug","runtime-overrides",{"title":1351,"description":1352,"path":1353,"category":444,"updatedAt":644,"sourceType":454,"tags":1354},"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",[1271,1355,1356,1348,461],"logging","flags",{"title":1358,"description":1359,"path":1360,"category":444,"updatedAt":644,"sourceType":454,"tags":1361},"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",[666,1362,1363,647,461],"dmScope","identityLinks",{"title":1365,"description":1366,"path":1367,"category":444,"updatedAt":644,"sourceType":454,"tags":1368},"doctor 的 repair、force 和 non-interactive 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为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[1079,1417,1418,1419,461],"visibility","activeHours","alerts",{"title":1421,"description":1422,"path":1423,"category":444,"updatedAt":662,"sourceType":454,"tags":1424},"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",[1029,1035,1425,479,461],"sdk",{"title":1427,"description":1428,"path":1429,"category":444,"updatedAt":662,"sourceType":454,"tags":1430},"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",[493,1431,1059,1432,461],"include","arrays",{"title":1434,"description":1435,"path":1436,"category":444,"updatedAt":644,"sourceType":454,"tags":1437},"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",[902,1438,772,528,461],"invoke",{"title":1440,"description":1441,"path":1442,"category":444,"updatedAt":462,"sourceType":454,"tags":1443},"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",[483,1444,1445,1446,1447,461],"hybrid-search","ranking","mmr","retrieval",{"title":1449,"description":1450,"path":1451,"category":444,"updatedAt":593,"sourceType":454,"tags":1452},"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",[601,1453,746,757,461],"probe",{"title":1455,"description":1456,"path":1457,"category":444,"updatedAt":965,"sourceType":454,"tags":1458},"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",[797,798,1295,1459,1086],"credentials",{"title":1461,"description":1462,"path":1463,"category":444,"updatedAt":593,"sourceType":454,"tags":1464},"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",[585,700,1465,1466,1182,461],"npm","pin",{"title":1468,"description":1469,"path":1470,"category":1345,"updatedAt":550,"sourceType":454,"tags":1471},"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 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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",[726,538,1067,797,552],{"title":1902,"description":1903,"path":1904,"category":1823,"date":1027,"updatedAt":1027,"sourceType":454,"source":1837,"tags":1905},"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",[538,1906,1339,746,726],"bootstrap",{"title":1908,"description":1909,"path":1910,"category":1823,"date":593,"updatedAt":593,"sourceType":454,"source":1837,"tags":1911},"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",[538,608,747,1339,647,1912],"web",{"title":1914,"description":1915,"path":1916,"category":1616,"date":475,"updatedAt":475,"sourceType":717,"source":1917,"tags":1918},"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",[490,494,718,1551],{"title":1920,"description":1921,"path":1922,"category":1823,"date":662,"updatedAt":662,"sourceType":454,"source":1923,"tags":1924},"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",[798,797,747,1098,1925],"rotate",{"title":1927,"description":1928,"path":1929,"category":1823,"date":644,"updatedAt":644,"sourceType":454,"source":1930,"tags":1931},"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",[1104,1271,1105,1347,501],{"title":1933,"description":1934,"path":1935,"category":1823,"date":662,"updatedAt":662,"sourceType":454,"source":1930,"tags":1936},"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",[1104,1105,967,1183,1271],{"title":1938,"description":1939,"path":1940,"category":1941,"date":475,"updatedAt":475,"sourceType":717,"source":1942,"tags":1943},"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",[1944,1945,1946,1947],"education","adoption","ai-tutor","higher-education",{"title":1949,"description":1950,"path":1951,"category":1941,"date":475,"updatedAt":475,"sourceType":717,"source":1952,"tags":1953},"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",[500,1553,528,1551],{"title":1955,"description":1956,"path":1957,"category":1616,"date":550,"updatedAt":550,"sourceType":454,"source":1958,"tags":1959},"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",[494,700,585,587,719],{"title":1961,"description":1962,"path":1963,"category":1823,"date":662,"updatedAt":662,"sourceType":454,"source":1964,"tags":1965},"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",[479,797,1966,747,638],"pending",{"title":1968,"description":1969,"path":1970,"category":1823,"date":1027,"updatedAt":1027,"sourceType":454,"source":1971,"tags":1972},"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",[479,666,608,538,1973],"state",{"title":1975,"description":1976,"path":1977,"category":1823,"date":662,"updatedAt":662,"sourceType":454,"source":1978,"tags":1979},"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",[665,1411,882,816,647],{"title":1981,"description":1982,"path":1983,"category":1823,"date":462,"updatedAt":462,"sourceType":454,"source":1978,"tags":1984},"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",[665,1484,1985,664,908],"activation",{"title":1987,"description":1988,"path":1989,"category":1823,"date":662,"updatedAt":662,"sourceType":454,"source":1990,"tags":1991},"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",[493,1431,1059,1432,501],{"title":1993,"description":1994,"path":1995,"category":1616,"date":550,"updatedAt":550,"sourceType":454,"source":1996,"tags":1997},"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",[1998,1553,1999,2000,2001],"showcase","home-assistant","nix","infrastructure",{"title":2003,"description":2004,"path":2005,"category":1823,"date":644,"updatedAt":644,"sourceType":454,"source":2006,"tags":2007},"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",[785,483,984,1894,908],{"title":2009,"description":2010,"path":2011,"category":1823,"date":644,"updatedAt":644,"sourceType":454,"source":2012,"tags":2013},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1183,457,785,1072,501],{"title":2015,"description":2016,"path":2017,"category":1643,"date":1617,"updatedAt":534,"sourceType":1317,"source":1645,"tags":2018},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[1180,1253,1181,494,502],{"title":2020,"description":2021,"path":2022,"category":1823,"date":593,"updatedAt":593,"sourceType":454,"source":2023,"tags":2024},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[483,585,851,843,858],{"title":2026,"description":2027,"path":2028,"category":1823,"date":462,"updatedAt":462,"sourceType":454,"source":2023,"tags":2029},"OpenClaw 正在把记忆检索从“向量搜索”写成一条完整流水线","官方最近围绕 Memory 和 memory CLI 的文档更新，正在把 hybrid search、重排、temporal decay、session indexing 和 embedding cache 逐步写成一条更完整的检索链。","/news/openclaw-memory-retrieval-pipeline-watch-2026-03-29",[483,1447,1444,859,947],{"title":2031,"description":2032,"path":2033,"category":1616,"date":550,"updatedAt":550,"sourceType":454,"source":1996,"tags":2034},"OpenClaw 官方 Showcase 记忆观察：WhatsApp Memory Vault、Karakeep 与中文学习 Skill 正在把语音和知识流转成长期资产","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记忆与知识类案例，观察 OpenClaw 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",[1998,483,755,2035,2036],"vector-search","knowledge",{"title":2038,"description":2039,"path":2040,"category":1823,"date":662,"updatedAt":662,"sourceType":454,"source":2041,"tags":2042},"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",[1411,665,692,694,763],{"title":2044,"description":2045,"path":2046,"category":1823,"date":644,"updatedAt":644,"sourceType":454,"source":2047,"tags":2048},"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",[816,608,647,820,481],{"title":2050,"description":2051,"path":2052,"category":1823,"date":593,"updatedAt":593,"sourceType":454,"source":1880,"tags":2053},"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",[601,1453,757,746,1142],{"title":2055,"description":2056,"path":2057,"category":1823,"date":662,"updatedAt":662,"sourceType":454,"source":2058,"tags":2059},"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",[638,796,479,797,798],{"title":2061,"description":2062,"path":2063,"category":1616,"date":550,"updatedAt":550,"sourceType":454,"source":2064,"tags":2065},"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",[537,1600,2066,1601,1183],"install",{"title":2068,"description":2069,"path":2070,"category":1823,"date":1027,"updatedAt":1027,"sourceType":454,"source":1899,"tags":2071},"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",[1195,748,726,797,552],{"title":2073,"description":2074,"path":2075,"category":1823,"date":462,"updatedAt":462,"sourceType":454,"source":2076,"tags":2077},"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",[538,608,1035,1195,639],{"title":2079,"description":2080,"path":2081,"category":1823,"date":662,"updatedAt":662,"sourceType":454,"source":1923,"tags":2082},"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",[797,1295,481,1296,501],{"title":2084,"description":2085,"path":2086,"category":1616,"date":550,"updatedAt":550,"sourceType":454,"source":2087,"tags":2088},"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",[585,718,587,717,719],{"title":2090,"description":2091,"path":2092,"category":1823,"date":593,"updatedAt":593,"sourceType":454,"source":2093,"tags":2094},"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",[585,700,1465,1466,1182],{"title":2096,"description":2097,"path":2098,"category":1823,"date":593,"updatedAt":593,"sourceType":454,"source":2099,"tags":2100},"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",[901,902,528,772,586],{"title":2102,"description":2103,"path":2104,"category":1823,"date":462,"updatedAt":462,"sourceType":454,"source":2105,"tags":2106},"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",[757,601,638,746,908],{"title":2108,"description":2109,"path":2110,"category":1823,"date":462,"updatedAt":462,"sourceType":454,"source":2111,"tags":2112},"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",[757,1265,601,479,501],{"title":2114,"description":2115,"path":2116,"category":1616,"date":550,"updatedAt":550,"sourceType":454,"source":1817,"tags":2117},"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",[1180,1181,1183,1182],{"title":2119,"description":2120,"path":2121,"category":1823,"date":644,"updatedAt":644,"sourceType":454,"source":1837,"tags":2122},"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",[538,797,638,552,1086],{"title":2124,"description":2125,"path":2126,"category":1823,"date":662,"updatedAt":662,"sourceType":454,"source":2127,"tags":2128},"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",[647,646,2129,481,648],"threads",{"title":2131,"description":2132,"path":2133,"category":1823,"date":662,"updatedAt":662,"sourceType":454,"source":2134,"tags":2135},"OpenClaw Secret 观察：active snapshot 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三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[502,1206,1208,1207,501],{"title":2150,"description":2151,"path":2152,"category":2153,"date":475,"updatedAt":475,"sourceType":717,"source":2154,"tags":2155},"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",[502,2156,829,500],"compliance",{"title":2158,"description":2159,"path":2160,"category":1823,"date":644,"updatedAt":644,"sourceType":454,"source":2134,"tags":2161},"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",[502,1492,772,2162,501],"proxy",{"title":2164,"description":2165,"path":2166,"category":1823,"date":1504,"updatedAt":1504,"sourceType":454,"source":2167,"tags":2168},"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",[666,1507,984,1506,479],{"title":2170,"description":2171,"path":2172,"category":1823,"date":1504,"updatedAt":1504,"sourceType":454,"source":2173,"tags":2174},"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",[785,929,1513,1206,501],{"title":2176,"description":2177,"path":2178,"category":1823,"date":662,"updatedAt":662,"sourceType":454,"source":2179,"tags":2180},"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",[502,1221,1222,2181,479],"sandbox",{"title":2183,"description":2184,"path":2185,"category":1616,"date":550,"updatedAt":550,"sourceType":454,"source":1996,"tags":2186},"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",[1998,717,692,494,529],{"title":2188,"description":2189,"path":2190,"category":1823,"date":462,"updatedAt":462,"sourceType":454,"source":2179,"tags":2191},"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",[1221,1363,664,647,502],{"title":2193,"description":2194,"path":2195,"category":1823,"date":1504,"updatedAt":1504,"sourceType":454,"source":2196,"tags":2197},"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",[1506,757,1532,1533,2198],"compatibility",{"title":2200,"description":2201,"path":2202,"category":1823,"date":593,"updatedAt":593,"sourceType":454,"source":1856,"tags":2203},"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",[1241,502,552,479,746],{"title":2205,"description":2206,"path":2207,"category":1823,"date":1027,"updatedAt":1027,"sourceType":454,"source":1971,"tags":2208},"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",[479,608,1029,1347,666],{"title":2210,"description":2211,"path":2212,"category":1823,"date":593,"updatedAt":593,"sourceType":454,"source":2213,"tags":2214},"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",[1580,1183,1283,479,1973],{"title":2216,"description":2217,"path":2218,"category":1823,"date":593,"updatedAt":593,"sourceType":454,"source":2219,"tags":2220},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1253,1254,1255,1256,1257],{"title":2222,"description":2223,"path":2224,"category":1616,"date":550,"updatedAt":550,"sourceType":454,"source":1996,"tags":2225},"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",[1998,740,2226,2227,755],"phone","tts",{"title":2229,"description":2230,"path":2231,"category":1823,"date":662,"updatedAt":662,"sourceType":454,"source":2232,"tags":2233},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[740,1015,1016,638,798],{"title":2235,"description":2236,"path":2237,"category":1616,"date":550,"updatedAt":550,"sourceType":454,"source":1837,"tags":2238},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[538,608,1035,726,1912],{"title":2240,"description":2241,"path":2242,"category":1823,"date":1027,"updatedAt":1027,"sourceType":454,"source":2243,"tags":2244},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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的安全设计理念、数据保护机制和企业级安全特性。","/news/security-architecture",[502,829,500,492],{"title":2288,"description":2289,"path":2290,"category":2291,"date":534,"updatedAt":534,"sourceType":717,"source":2292,"tags":2293},"OpenClaw 安全最佳实践：保护你的 AI 助手免受风险","随着 OpenClaw 的普及，安全问题日益受到关注。本文整理了保护本地 AI 助手的关键安全措施和最佳实践。","/news/security-best-practices","安全公告","安全社区",[502,829,1165,595],{"title":2295,"description":2296,"path":2297,"category":1697,"date":1617,"updatedAt":534,"sourceType":454,"source":1618,"tags":2298},"OpenClaw Signal 隐私通讯集成","了解如何将 OpenClaw 连接到 Signal，实现隐私通讯。","/news/signal-privacy",[953,829,1699,511],{"title":2300,"description":2301,"path":2302,"category":1676,"date":1644,"updatedAt":508,"sourceType":1317,"source":1645,"tags":2303},"OpenClaw 技能市场突破 400 个技能","OpenClaw 技能市场迎来重要里程碑，社区贡献的技能数量突破 400 个，覆盖更多应用场景。","/news/skills-marketplace-400",[494,1739,717,2304],"marketplace",{"title":2306,"description":2307,"path":2308,"category":1697,"date":1617,"updatedAt":534,"sourceType":454,"source":1618,"tags":2309},"OpenClaw Slack 工作区集成","了解如何将 OpenClaw 集成到 Slack 工作区，实现团队协作。","/news/slack-workspace",[763,630,1699,511],{"title":2311,"description":2312,"path":2313,"category":1636,"date":1617,"updatedAt":534,"sourceType":454,"source":1618,"tags":2314},"OpenClaw Tailscale 远程访问完全指南","了解如何使用 Tailscale 安全远程访问 OpenClaw，包括 Serve、Funnel 和身份认证。","/news/tailscale-integration",[1067,552,2315,502],"vpn",{"title":2317,"description":2318,"path":2319,"category":1697,"date":1617,"updatedAt":534,"sourceType":454,"source":1618,"tags":2320},"OpenClaw Telegram Bot 配置指南","了解如何创建和配置 Telegram Bot 连接到 OpenClaw。","/news/telegram-bot",[692,991,1699,511],{"title":2322,"description":2323,"path":2324,"category":2325,"date":1617,"updatedAt":534,"sourceType":454,"source":1618,"tags":2326},"OpenClaw 与 VirusTotal 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