[{"data":1,"prerenderedAt":3273},["ShallowReactive",2],{"docs:operations/cron-vs-heartbeat":3,"content-manifest":629},{"id":4,"title":5,"body":6,"category":611,"date":612,"description":613,"extension":119,"meta":614,"navigation":137,"path":615,"seo":616,"source":617,"sourceName":618,"sourceType":619,"stem":620,"tags":621,"updatedAt":627,"__hash__":628},"docs/docs/operations/cron-vs-heartbeat.md","定时任务与心跳怎么选",{"type":7,"value":8,"toc":596},"minimark",[9,12,16,29,32,40,44,55,58,79,83,90,93,107,114,174,177,181,184,187,204,207,215,226,229,236,239,250,253,325,331,333,347,349,429,433,436,439,453,456,467,471,474,488,491,494,497,530,533,536,551,554,565,568,589,592],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"OpenClaw 现在的自动化不再只有“定时跑任务”一种做法。官方已经把自动化拆成三种不同思路：",[17,18,19,23,26],"ul",{},[20,21,22],"li",{},"Heartbeat：让主会话定期检查环境与待办",[20,24,25],{},"Cron main：把事件塞回主会话，由下一次心跳承接",[20,27,28],{},"Cron isolated：在独立会话里精确执行一条计划任务",[13,30,31],{},"如果这三者不分清，很容易出现两种问题：",[17,33,34,37],{},[20,35,36],{},"需要精确时间的任务被放进心跳，结果执行时间漂移",[20,38,39],{},"只需要低频巡检的任务被拆成一堆独立 cron，成本和噪音都变高",[41,42,43],"h2",{"id":43},"先用一句话记住差别",[17,45,46,49,52],{},[20,47,48],{},"需要“固定时间点”时，优先选 Cron",[20,50,51],{},"需要“持续感知上下文”时，优先选 Heartbeat",[20,53,54],{},"需要“精确 + 隔离”时，选 Cron isolated",[13,56,57],{},"官方文档给出的决策表非常实用：",[17,59,60,63,66,69,72],{},[20,61,62],{},"每 30 分钟检查邮箱：Heartbeat",[20,64,65],{},"每天 9 点准时发日报：Cron isolated",[20,67,68],{},"检查日历未来 2 小时事件：Heartbeat",[20,70,71],{},"每周深度分析一次项目：Cron isolated",[20,73,74,75],{},"20 分钟后提醒我：Cron main 或 ",[76,77,78],"code",{},"--at",[41,80,82],{"id":81},"heartbeat-更适合什么","Heartbeat 更适合什么",[13,84,85,86,89],{},"Heartbeat 运行在主会话里，默认周期是 ",[76,87,88],{},"30m","。它最适合“周期性感知”而不是“精确触发”。",[13,91,92],{},"官方强调它的优势主要有四个：",[17,94,95,98,101,104],{},[20,96,97],{},"能把多个检查项批处理，例如邮箱、日历、通知、后台任务一起看",[20,99,100],{},"继承主会话上下文，知道你最近在做什么",[20,102,103],{},"如果没有值得提醒的内容，可以直接静默返回",[20,105,106],{},"通常比拆成很多独立 cron 更省 token",[13,108,109,110,113],{},"一个典型的 ",[76,111,112],{},"HEARTBEAT.md"," 可能只需要写：",[115,116,121],"pre",{"className":117,"code":118,"language":119,"meta":120,"style":120},"language-md shiki shiki-themes github-light github-dark","# Heartbeat checklist\n\n- Check email for urgent messages\n- Review calendar for events in next 2 hours\n- If a background task finished, summarize results\n- If idle for 8+ hours, send a brief check-in\n","md","",[76,122,123,132,139,150,158,166],{"__ignoreMap":120},[124,125,128],"span",{"class":126,"line":127},"line",1,[124,129,131],{"class":130},"sq-ep","# Heartbeat checklist\n",[124,133,135],{"class":126,"line":134},2,[124,136,138],{"emptyLinePlaceholder":137},true,"\n",[124,140,142,146],{"class":126,"line":141},3,[124,143,145],{"class":144},"s4XuR","-",[124,147,149],{"class":148},"sVt8B"," Check email for urgent messages\n",[124,151,153,155],{"class":126,"line":152},4,[124,154,145],{"class":144},[124,156,157],{"class":148}," Review calendar for events in next 2 hours\n",[124,159,161,163],{"class":126,"line":160},5,[124,162,145],{"class":144},[124,164,165],{"class":148}," If a background task finished, summarize results\n",[124,167,169,171],{"class":126,"line":168},6,[124,170,145],{"class":144},[124,172,173],{"class":148}," If idle for 8+ hours, send a brief check-in\n",[13,175,176],{},"这种写法适合“持续值守型自动化”，不适合“必须 9:00 整准点发”这种任务。",[41,178,180],{"id":179},"cron-更适合什么","Cron 更适合什么",[13,182,183],{},"Cron 是 Gateway 内建调度器，强调的是精确时机和任务隔离。",[13,185,186],{},"官方文档里，Cron 更适合这些情况：",[17,188,189,192,195,198,201],{},[20,190,191],{},"必须在固定时刻执行",[20,193,194],{},"任务不需要主会话上下文",[20,196,197],{},"想用不同模型或不同 thinking 配置",[20,199,200],{},"想把历史和噪音隔离出主会话",[20,202,203],{},"想做一次性提醒",[13,205,206],{},"最新文档还补充了两个很值得注意的细节：",[17,208,209,212],{},[20,210,211],{},"现在支持更明确的 stagger / exact 控制，避免整点任务全部撞在一起",[20,213,214],{},"isolated job 可以直接投递结果，同时把摘要回写到主会话",[41,216,218,221,222,225],{"id":217},"main-和-isolated-的差别",[76,219,220],{},"main"," 和 ",[76,223,224],{},"isolated"," 的差别",[13,227,228],{},"很多人会把“用 cron”理解成一件事，但官方现在区分得很清楚。",[230,231,233],"h3",{"id":232},"session-main",[76,234,235],{},"--session main",[13,237,238],{},"适合：",[17,240,241,244,247],{},[20,242,243],{},"想把提醒作为系统事件放回主会话",[20,245,246],{},"希望下一次 heartbeat 用完整上下文接手",[20,248,249],{},"不想额外开出一段独立历史",[13,251,252],{},"示例：",[115,254,258],{"className":255,"code":256,"language":257,"meta":120,"style":120},"language-bash shiki shiki-themes github-light github-dark","openclaw cron add \\\n  --name \"Check project\" \\\n  --every \"4h\" \\\n  --session main \\\n  --system-event \"Time for a project health check\" \\\n  --wake now\n","bash",[76,259,260,277,287,297,307,317],{"__ignoreMap":120},[124,261,262,266,270,273],{"class":126,"line":127},[124,263,265],{"class":264},"sScJk","openclaw",[124,267,269],{"class":268},"sZZnC"," cron",[124,271,272],{"class":268}," add",[124,274,276],{"class":275},"sj4cs"," \\\n",[124,278,279,282,285],{"class":126,"line":134},[124,280,281],{"class":275},"  --name",[124,283,284],{"class":268}," \"Check project\"",[124,286,276],{"class":275},[124,288,289,292,295],{"class":126,"line":141},[124,290,291],{"class":275},"  --every",[124,293,294],{"class":268}," \"4h\"",[124,296,276],{"class":275},[124,298,299,302,305],{"class":126,"line":152},[124,300,301],{"class":275},"  --session",[124,303,304],{"class":268}," main",[124,306,276],{"class":275},[124,308,309,312,315],{"class":126,"line":160},[124,310,311],{"class":275},"  --system-event",[124,313,314],{"class":268}," \"Time for a project health check\"",[124,316,276],{"class":275},[124,318,319,322],{"class":126,"line":168},[124,320,321],{"class":275},"  --wake",[124,323,324],{"class":268}," now\n",[230,326,328],{"id":327},"session-isolated",[76,329,330],{},"--session isolated",[13,332,238],{},[17,334,335,338,341,344],{},[20,336,337],{},"想完全隔离上下文",[20,339,340],{},"想切换到更强或更便宜的模型",[20,342,343],{},"想减少主会话被计划任务刷屏",[20,345,346],{},"想把重分析任务当成独立作业运行",[13,348,252],{},[115,350,352],{"className":255,"code":351,"language":257,"meta":120,"style":120},"openclaw cron add \\\n  --name \"Deep analysis\" \\\n  --cron \"0 6 * * 0\" \\\n  --session isolated \\\n  --message \"Weekly codebase analysis...\" \\\n  --model opus \\\n  --thinking high \\\n  --announce\n",[76,353,354,364,373,383,392,402,412,423],{"__ignoreMap":120},[124,355,356,358,360,362],{"class":126,"line":127},[124,357,265],{"class":264},[124,359,269],{"class":268},[124,361,272],{"class":268},[124,363,276],{"class":275},[124,365,366,368,371],{"class":126,"line":134},[124,367,281],{"class":275},[124,369,370],{"class":268}," \"Deep analysis\"",[124,372,276],{"class":275},[124,374,375,378,381],{"class":126,"line":141},[124,376,377],{"class":275},"  --cron",[124,379,380],{"class":268}," \"0 6 * * 0\"",[124,382,276],{"class":275},[124,384,385,387,390],{"class":126,"line":152},[124,386,301],{"class":275},[124,388,389],{"class":268}," isolated",[124,391,276],{"class":275},[124,393,394,397,400],{"class":126,"line":160},[124,395,396],{"class":275},"  --message",[124,398,399],{"class":268}," \"Weekly codebase analysis...\"",[124,401,276],{"class":275},[124,403,404,407,410],{"class":126,"line":168},[124,405,406],{"class":275},"  --model",[124,408,409],{"class":268}," opus",[124,411,276],{"class":275},[124,413,415,418,421],{"class":126,"line":414},7,[124,416,417],{"class":275},"  --thinking",[124,419,420],{"class":268}," high",[124,422,276],{"class":275},[124,424,426],{"class":126,"line":425},8,[124,427,428],{"class":275},"  --announce\n",[41,430,432],{"id":431},"什么时候不要上来就写-cron","什么时候不要上来就写 cron",[13,434,435],{},"如果你的任务本质上是“周期巡检 + 上下文判断”，Heartbeat 往往更好。",[13,437,438],{},"例如：",[17,440,441,444,447,450],{},[20,442,443],{},"检查是否有重要邮件",[20,445,446],{},"看未来两小时有没有会议",[20,448,449],{},"轻量健康检查",[20,451,452],{},"根据最近对话决定要不要提醒",[13,454,455],{},"这些任务如果全部拆成独立 cron，问题通常不是“不能跑”，而是：",[17,457,458,461,464],{},[20,459,460],{},"任务太碎",[20,462,463],{},"成本更高",[20,465,466],{},"主线对话被计划任务噪音打断",[41,468,470],{"id":469},"什么时候不要强行塞进-heartbeat","什么时候不要强行塞进 Heartbeat",[13,472,473],{},"如果你要求的是下面这些条件，就不该只靠 Heartbeat：",[17,475,476,479,482,485],{},[20,477,478],{},"必须固定在某个时点执行",[20,480,481],{},"想用和主会话不同的模型",[20,483,484],{},"想隔离运行日志和上下文",[20,486,487],{},"想给特定渠道直接投递输出",[13,489,490],{},"Heartbeat 的优势是“有上下文”，它的代价就是不适合承担所有精确调度。",[41,492,493],{"id":493},"配置上最容易忽略的几个点",[13,495,496],{},"根据最新官方文档，自动化配置里有几个现在特别值得注意：",[17,498,499,509,515,518,523],{},[20,500,501,502,505,506],{},"Heartbeat 默认并不是一定会发消息，",[76,503,504],{},"target"," 的默认值可能是 ",[76,507,508],{},"none",[20,510,511,512],{},"Heartbeat 可以限制在 ",[76,513,514],{},"activeHours",[20,516,517],{},"Cron 需要明确 session 模式，否则团队成员会误解它是“主会话任务”还是“独立作业”",[20,519,520,521],{},"One-shot 提醒推荐直接用 ",[76,522,78],{},[20,524,525,526,529],{},"频繁整点任务现在要注意是否需要 ",[76,527,528],{},"--exact"," 或显式 stagger",[41,531,532],{"id":532},"中文站建议的实操判断法",[13,534,535],{},"你可以直接用下面这套判断顺序：",[537,538,539,542,545,548],"ol",{},[20,540,541],{},"任务是否要求准点执行",[20,543,544],{},"任务是否需要主会话上下文",[20,546,547],{},"任务是否会高频打扰主会话",[20,549,550],{},"是否需要单独模型和思考强度",[13,552,553],{},"如果回答大致是：",[17,555,556,559,562],{},[20,557,558],{},"“不要求准点，但要结合上下文判断” → Heartbeat",[20,560,561],{},"“要求准点，但仍想回到主会话处理” → Cron main",[20,563,564],{},"“要求准点，还要独立运行和单独投递” → Cron isolated",[41,566,567],{"id":567},"下一步推荐",[17,569,570,577,583],{},[20,571,572],{},[573,574,576],"a",{"href":575},"/docs/reference/troubleshooting","自动化故障排查",[20,578,579],{},[573,580,582],{"href":581},"/docs/manual/hooks-overview","Hooks 概览",[20,584,585],{},[573,586,588],{"href":587},"/best-practices/automation-workflows","自动化工作流设计",[13,590,591],{},"把这些页面连起来看，会更容易把“什么时候该调度，什么时候该感知”真正区分开。",[593,594,595],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sq-ep, html code.shiki .sq-ep{--shiki-default:#005CC5;--shiki-default-font-weight:bold;--shiki-dark:#79B8FF;--shiki-dark-font-weight:bold}html pre.shiki code .s4XuR, html code.shiki .s4XuR{--shiki-default:#E36209;--shiki-dark:#FFAB70}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}",{"title":120,"searchDepth":134,"depth":134,"links":597},[598,599,600,601,606,607,608,609,610],{"id":43,"depth":134,"text":43},{"id":81,"depth":134,"text":82},{"id":179,"depth":134,"text":180},{"id":217,"depth":134,"text":602,"children":603},"main 和 isolated 的差别",[604,605],{"id":232,"depth":141,"text":235},{"id":327,"depth":141,"text":330},{"id":431,"depth":134,"text":432},{"id":469,"depth":134,"text":470},{"id":493,"depth":134,"text":493},{"id":532,"depth":134,"text":532},{"id":567,"depth":134,"text":567},"运维",null,"根据最新官方自动化文档，解释 Heartbeat、Cron main、Cron isolated 三种机制分别适合什么场景，以及它们在精度、上下文和成本上的差异。",{},"/docs/operations/cron-vs-heartbeat",{"title":5,"description":613},"https://docs.openclaw.ai/automation/cron-vs-heartbeat","OpenClaw Docs","official","docs/operations/cron-vs-heartbeat",[622,623,624,625,626],"automation","cron","heartbeat","scheduling","operations","2026-03-21","IH_ZU5s00FYSYT-HqY2Cz-J9ttP4gOx-ogahOFwoQS0",{"generatedAt":630,"collections":631,"totals":3271},"2026-10-19T07:16:28.294Z",{"docs":632,"news":1855,"bestPractices":2614},{"count":633,"items":634},171,[635,649,660,668,677,682,687,693,701,709,717,724,733,742,751,758,765,771,778,785,796,804,812,821,831,840,849,858,866,873,878,886,895,903,912,920,925,932,939,947,954,963,969,979,985,990,998,1005,1009,1019,1028,1036,1044,1051,1059,1065,1070,1076,1085,1090,1095,1104,1111,1123,1129,1137,1144,1149,1156,1164,1171,1176,1182,1189,1195,1205,1211,1220,1229,1235,1240,1245,1253,1260,1266,1273,1281,1288,1294,1303,1311,1318,1320,1326,1333,1339,1348,1354,1361,1366,1375,1382,1390,1399,1406,1413,1423,1429,1435,1440,1448,1455,1462,1469,1475,1482,1487,1497,1508,1514,1520,1525,1531,1537,1544,1551,1558,1567,1574,1579,1585,1592,1601,1608,1615,1621,1627,1634,1640,1645,1650,1657,1663,1670,1676,1683,1689,1698,1704,1710,1717,1723,1729,1737,1744,1749,1757,1763,1769,1776,1783,1787,1794,1803,1810,1816,1823,1829,1835,1841,1850],{"title":636,"description":637,"path":638,"category":639,"updatedAt":640,"sourceType":641,"tags":642},"OpenClaw 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为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[624,1668,514,1669,1507],"visibility","alerts",{"title":1671,"description":1672,"path":1673,"category":1501,"updatedAt":853,"sourceType":619,"tags":1674},"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",[1272,1278,1675,644,1507],"sdk",{"title":1677,"description":1678,"path":1679,"category":1501,"updatedAt":853,"sourceType":619,"tags":1680},"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",[658,1681,1301,1682,1507],"include","arrays",{"title":1684,"description":1685,"path":1686,"category":1501,"updatedAt":835,"sourceType":619,"tags":1687},"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",[1110,1688,962,692,1507],"invoke",{"title":1690,"description":1691,"path":1692,"category":1501,"updatedAt":863,"sourceType":619,"tags":1693},"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",[648,1694,1695,1696,1697,1507],"hybrid-search","ranking","mmr","retrieval",{"title":1699,"description":1700,"path":1701,"category":1501,"updatedAt":755,"sourceType":619,"tags":1702},"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",[763,1703,830,828,1507],"probe",{"title":1705,"description":1706,"path":1707,"category":1501,"updatedAt":1199,"sourceType":619,"tags":1708},"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",[996,997,1542,1709,1325],"credentials",{"title":1711,"description":1712,"path":1713,"category":1501,"updatedAt":755,"sourceType":619,"tags":1714},"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",[747,891,1715,1716,1421,1507],"npm","pin",{"title":1718,"description":1719,"path":1720,"category":1596,"updatedAt":627,"sourceType":619,"tags":1721},"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",[1598,1722,1064,828,1027],"raw-stream",{"title":1724,"description":1725,"path":1726,"category":1501,"updatedAt":863,"sourceType":619,"tags":1727},"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",[714,1728,830,644,1507],"tlsFingerprint",{"title":1730,"description":1731,"path":1732,"category":1501,"updatedAt":863,"sourceType":619,"tags":1733},"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",[856,1734,1735,1736,1507],"mentions","pending-history","reply",{"title":1738,"description":1739,"path":1740,"category":1501,"updatedAt":835,"sourceType":619,"tags":1741},"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",[857,1755,1756,1227,1507],"transcript","jsonl",{"title":1758,"description":1759,"path":1760,"category":1501,"updatedAt":1753,"sourceType":619,"tags":1761},"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",[795,820,1762,1445,626],"store",{"title":1764,"description":1765,"path":1766,"category":1501,"updatedAt":863,"sourceType":619,"tags":1767},"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",[666,1460,1445,1768,1507],"ingress",{"title":1770,"description":1771,"path":1772,"category":1501,"updatedAt":627,"sourceType":619,"tags":1773},"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",[820,1353,1774,1064,1775],"health","troubleshooting",{"title":1777,"description":1778,"path":1779,"category":1501,"updatedAt":1753,"sourceType":619,"tags":1780},"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 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1755,1781,828,1782,1507],"hygiene","tool-calls",{"title":1784,"description":1785,"path":575,"category":1596,"updatedAt":705,"sourceType":619,"tags":1786},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。",[1775,1344,1353,1064],{"title":1788,"description":1789,"path":1790,"category":1501,"updatedAt":835,"sourceType":619,"tags":1791},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[770,1792,1793,1755,1507],"history","inject",{"title":1795,"description":1796,"path":1797,"category":1798,"updatedAt":755,"sourceType":619,"tags":1799},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[1800,1801,1802,974,1372,1373],"china","cloud","deployment",{"title":1804,"description":1805,"path":1806,"category":1798,"updatedAt":705,"sourceType":619,"tags":1807},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[1802,715,1808,1801,1809],"docker","wsl2",{"title":1811,"description":1812,"path":1813,"category":1798,"updatedAt":1209,"sourceType":619,"tags":1814},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 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开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[655,659,909,1800],{"title":2176,"description":2177,"path":2178,"category":2068,"date":853,"updatedAt":853,"sourceType":619,"source":2179,"tags":2180},"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",[997,996,937,1338,2181],"rotate",{"title":2183,"description":2184,"path":2185,"category":2068,"date":835,"updatedAt":835,"sourceType":619,"source":2186,"tags":2187},"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 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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",[2200,2201,2202,2203],"education","adoption","ai-tutor","higher-education",{"title":2205,"description":2206,"path":2207,"category":2197,"date":640,"updatedAt":640,"sourceType":908,"source":2208,"tags":2209},"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",[665,1802,692,1800],{"title":2211,"description":2212,"path":2213,"category":1862,"date":627,"updatedAt":627,"sourceType":619,"source":2214,"tags":2215},"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",[659,891,747,749,910],{"title":2217,"description":2218,"path":2219,"category":2068,"date":816,"updatedAt":816,"sourceType":619,"source":2220,"tags":2221},"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",[974,975,976,977,646,978],{"title":2223,"description":2224,"path":2225,"category":2068,"date":853,"updatedAt":853,"sourceType":619,"source":2226,"tags":2227},"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",[644,996,2228,937,810],"pending",{"title":2230,"description":2231,"path":2232,"category":2068,"date":1270,"updatedAt":1270,"sourceType":619,"source":2233,"tags":2234},"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",[644,857,770,700,2235],"state",{"title":2237,"description":2238,"path":2239,"category":2068,"date":853,"updatedAt":853,"sourceType":619,"source":2240,"tags":2241},"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",[856,1662,1081,1014,838],{"title":2243,"description":2244,"path":2245,"category":2068,"date":863,"updatedAt":863,"sourceType":619,"source":2240,"tags":2246},"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",[856,1734,2247,855,1128],"activation",{"title":2249,"description":2250,"path":2251,"category":2068,"date":853,"updatedAt":853,"sourceType":619,"source":2252,"tags":2253},"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",[658,1681,1301,1682,626],{"title":2255,"description":2256,"path":2257,"category":1862,"date":627,"updatedAt":627,"sourceType":619,"source":2258,"tags":2259},"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",[2260,1802,2261,2262,2263],"showcase","home-assistant","nix","infrastructure",{"title":2265,"description":2266,"path":2267,"category":2068,"date":835,"updatedAt":835,"sourceType":619,"source":2268,"tags":2269},"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",[795,648,1227,2151,1128],{"title":2271,"description":2272,"path":2273,"category":2068,"date":835,"updatedAt":835,"sourceType":619,"source":2274,"tags":2275},"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",[1422,623,795,1316,626],{"title":2277,"description":2278,"path":2279,"category":1888,"date":1863,"updatedAt":705,"sourceType":1564,"source":1890,"tags":2280},"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",[1419,1492,1420,659,666],{"title":2282,"description":2283,"path":2284,"category":2068,"date":755,"updatedAt":755,"sourceType":619,"source":2285,"tags":2286},"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",[648,747,1049,1041,1056],{"title":2288,"description":2289,"path":2290,"category":2068,"date":863,"updatedAt":863,"sourceType":619,"source":2285,"tags":2291},"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",[648,1697,1694,1057,1181],{"title":2293,"description":2294,"path":2295,"category":1862,"date":627,"updatedAt":627,"sourceType":619,"source":2258,"tags":2296},"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",[2260,648,945,2297,2298],"vector-search","knowledge",{"title":2300,"description":2301,"path":2302,"category":2068,"date":853,"updatedAt":853,"sourceType":619,"source":2303,"tags":2304},"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",[1662,856,883,885,952],{"title":2306,"description":2307,"path":2308,"category":2068,"date":835,"updatedAt":835,"sourceType":619,"source":2309,"tags":2310},"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",[1014,770,838,1018,646],{"title":2312,"description":2313,"path":2314,"category":2068,"date":755,"updatedAt":755,"sourceType":619,"source":2137,"tags":2315},"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",[763,1703,828,830,1381],{"title":2317,"description":2318,"path":2319,"category":2068,"date":853,"updatedAt":853,"sourceType":619,"source":2320,"tags":2321},"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 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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",[1434,938,917,996,714],{"title":2334,"description":2335,"path":2336,"category":2068,"date":863,"updatedAt":863,"sourceType":619,"source":2337,"tags":2338},"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",[700,770,1278,1434,811],{"title":2340,"description":2341,"path":2342,"category":2068,"date":853,"updatedAt":853,"sourceType":619,"source":2179,"tags":2343},"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",[996,1542,646,1543,626],{"title":2345,"description":2346,"path":2347,"category":1862,"date":627,"updatedAt":627,"sourceType":619,"source":2348,"tags":2349},"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",[747,909,749,908,910],{"title":2351,"description":2352,"path":2353,"category":2068,"date":755,"updatedAt":755,"sourceType":619,"source":2354,"tags":2355},"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",[747,891,1715,1716,1421],{"title":2357,"description":2358,"path":2359,"category":2068,"date":755,"updatedAt":755,"sourceType":619,"source":2360,"tags":2361},"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",[1109,1110,692,962,748],{"title":2363,"description":2364,"path":2365,"category":2068,"date":863,"updatedAt":863,"sourceType":619,"source":2366,"tags":2367},"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",[828,763,810,830,1128],{"title":2369,"description":2370,"path":2371,"category":2068,"date":863,"updatedAt":863,"sourceType":619,"source":2372,"tags":2373},"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",[828,1506,763,644,626],{"title":2375,"description":2376,"path":2377,"category":1862,"date":627,"updatedAt":627,"sourceType":619,"source":2056,"tags":2378},"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",[1419,1420,1422,1421],{"title":2380,"description":2381,"path":2382,"category":2068,"date":835,"updatedAt":835,"sourceType":619,"source":2082,"tags":2383},"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",[700,996,810,714,1325],{"title":2385,"description":2386,"path":2387,"category":2068,"date":853,"updatedAt":853,"sourceType":619,"source":2388,"tags":2389},"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",[838,837,2390,646,839],"threads",{"title":2392,"description":2393,"path":2394,"category":2068,"date":816,"updatedAt":816,"sourceType":619,"source":2395,"tags":2396},"OpenClaw 把 SearXNG 推进 bundled web_search 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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",[666,2423,1027,665],"compliance",{"title":2425,"description":2426,"path":2427,"category":2068,"date":835,"updatedAt":835,"sourceType":619,"source":2401,"tags":2428},"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",[666,1742,962,2429,626],"proxy",{"title":2431,"description":2432,"path":2433,"category":2068,"date":1753,"updatedAt":1753,"sourceType":619,"source":2434,"tags":2435},"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 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