[{"data":1,"prerenderedAt":2999},["ShallowReactive",2],{"best-practices:heartbeat-cron-composition":3,"content-manifest":489},{"id":4,"title":5,"body":6,"category":470,"date":471,"description":472,"difficulty":473,"extension":133,"meta":474,"navigation":151,"path":475,"seo":476,"source":477,"sourceName":478,"sourceType":479,"stem":480,"tags":481,"updatedAt":487,"__hash__":488},"bestPractices/best-practices/heartbeat-cron-composition.md","用 Heartbeat 和 Cron 做低噪音自动化",{"type":7,"value":8,"toc":448},"minimark",[9,13,17,20,23,36,40,43,48,51,65,68,79,83,86,100,102,113,117,120,128,188,191,205,209,212,215,235,238,241,245,259,263,277,281,284,298,301,304,308,311,322,325,329,332,343,354,357,368,371,374,388,391,394,397,411,414,417,441,444],[10,11,5],"h1",{"id":12},"用-heartbeat-和-cron-做低噪音自动化",[14,15,16],"p",{},"很多 OpenClaw 自动化做着做着会出现一个问题：功能看起来都能跑，但主会话越来越吵，真正重要的提醒反而被淹掉。",[14,18,19],{},"最近的官方自动化文档其实已经给出了一个更成熟的做法：不要让一种机制承担所有任务，而是把“持续感知”和“精确调度”拆开。",[14,21,22],{},"更稳的组合通常是：",[24,25,26,30,33],"ul",{},[27,28,29],"li",{},"用 Heartbeat 做周期性感知",[27,31,32],{},"用 Cron 做精确时间点任务",[27,34,35],{},"用 Cron isolated 承担重任务和独立分析",[37,38,39],"h2",{"id":39},"先把目标拆成两类",[14,41,42],{},"如果你把自动化目标分错，后面就很容易越做越乱。",[44,45,47],"h3",{"id":46},"第一类持续感知","第一类：持续感知",[14,49,50],{},"适合交给 Heartbeat：",[24,52,53,56,59,62],{},[27,54,55],{},"看邮箱有没有紧急内容",[27,57,58],{},"看日历未来两小时有没有会议",[27,60,61],{},"看后台任务有没有跑完",[27,63,64],{},"在白天适当做轻量 check-in",[14,66,67],{},"这类任务共同特点是：",[24,69,70,73,76],{},[27,71,72],{},"不要求秒级或分钟级精确时机",[27,74,75],{},"需要结合上下文判断是否值得提醒",[27,77,78],{},"很适合批处理",[44,80,82],{"id":81},"第二类准点执行","第二类：准点执行",[14,84,85],{},"适合交给 Cron：",[24,87,88,91,94,97],{},[27,89,90],{},"每天 9 点发日报",[27,92,93],{},"每周一固定做一次总结",[27,95,96],{},"20 分钟后提醒回电",[27,98,99],{},"凌晨跑一次独立分析或巡检",[14,101,67],{},[24,103,104,107,110],{},[27,105,106],{},"时间点本身就是要求的一部分",[27,108,109],{},"可以不依赖主会话上下文",[27,111,112],{},"更适合做隔离执行和单独投递",[37,114,116],{"id":115},"heartbeat-最适合扮演什么角色","Heartbeat 最适合扮演什么角色",[14,118,119],{},"Heartbeat 不应该被当成“另一个 cron”，它更像“带上下文的定期巡检”。",[14,121,122,123,127],{},"官方推荐的做法是把多个轻量检查项集中放进 ",[124,125,126],"code",{},"HEARTBEAT.md","，例如：",[129,130,135],"pre",{"className":131,"code":132,"language":133,"meta":134,"style":134},"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- Review any pending tasks\n- Light check-in if quiet for 8+ hours\n","md","",[124,136,137,146,153,164,172,180],{"__ignoreMap":134},[138,139,142],"span",{"class":140,"line":141},"line",1,[138,143,145],{"class":144},"sq-ep","# Heartbeat checklist\n",[138,147,149],{"class":140,"line":148},2,[138,150,152],{"emptyLinePlaceholder":151},true,"\n",[138,154,156,160],{"class":140,"line":155},3,[138,157,159],{"class":158},"s4XuR","-",[138,161,163],{"class":162},"sVt8B"," Check email for urgent messages\n",[138,165,167,169],{"class":140,"line":166},4,[138,168,159],{"class":158},[138,170,171],{"class":162}," Review calendar for events in next 2 hours\n",[138,173,175,177],{"class":140,"line":174},5,[138,176,159],{"class":158},[138,178,179],{"class":162}," Review any pending tasks\n",[138,181,183,185],{"class":140,"line":182},6,[138,184,159],{"class":158},[138,186,187],{"class":162}," Light check-in if quiet for 8+ hours\n",[14,189,190],{},"这样做的好处很明显：",[24,192,193,196,199,202],{},[27,194,195],{},"一个 turn 处理多个检查项",[27,197,198],{},"主会话知道你最近在做什么",[27,200,201],{},"没有需要提醒的内容时可以静默",[27,203,204],{},"比多个独立轮询任务便宜",[37,206,208],{"id":207},"cron-应该承担什么","Cron 应该承担什么",[14,210,211],{},"Cron 更适合你“明确知道什么时候要发生什么”的任务。",[14,213,214],{},"常见的正确用法包括：",[24,216,217,223,229],{},[27,218,219,222],{},[124,220,221],{},"--at"," 做一次性提醒",[27,224,225,228],{},[124,226,227],{},"--session main"," 把事件注入主会话",[27,230,231,234],{},[124,232,233],{},"--session isolated"," 做深度分析、独立周报、批处理任务",[14,236,237],{},"如果任务本身会产生较长输出、需要高 thinking 或要直接投递到渠道，isolated 通常会比 main 更稳。",[37,239,240],{"id":240},"一个很实用的组合模板",[44,242,244],{"id":243},"_1-heartbeat-负责值守","1. Heartbeat 负责值守",[24,246,247,250,253,256],{},[27,248,249],{},"邮箱",[27,251,252],{},"日历",[27,254,255],{},"通知",[27,257,258],{},"轻量健康检查",[44,260,262],{"id":261},"_2-cron-负责准点事项","2. Cron 负责准点事项",[24,264,265,268,271,274],{},[27,266,267],{},"早报、周报、月报",[27,269,270],{},"到点提醒",[27,272,273],{},"例行巡检",[27,275,276],{},"周期性批处理",[44,278,280],{"id":279},"_3-重任务单独隔离","3. 重任务单独隔离",[14,282,283],{},"例如：",[24,285,286,289,292,295],{},[27,287,288],{},"周报分析",[27,290,291],{},"大量日志整理",[27,293,294],{},"版本回归检查",[27,296,297],{},"成本分析",[14,299,300],{},"这些任务如果塞进主会话，不仅会打断对话节奏，也会让历史越来越脏。",[37,302,303],{"id":303},"最容易犯的三个错误",[44,305,307],{"id":306},"错误一把所有周期任务都拆成-cron","错误一：把所有周期任务都拆成 cron",[14,309,310],{},"结果通常是：",[24,312,313,316,319],{},[27,314,315],{},"任务数量膨胀",[27,317,318],{},"成本上升",[27,320,321],{},"主会话被大量系统消息占满",[14,323,324],{},"如果这些任务其实都只是“定期看一下再判断”，Heartbeat 更合适。",[44,326,328],{"id":327},"错误二把准点任务塞进-heartbeat","错误二：把准点任务塞进 Heartbeat",[14,330,331],{},"这样会导致：",[24,333,334,337,340],{},[27,335,336],{},"执行时间不够准",[27,338,339],{},"忙的时候被推迟",[27,341,342],{},"结果和你预期的“9 点整”不一致",[44,344,346,347,350,351],{"id":345},"错误三不区分-main-和-isolated","错误三：不区分 ",[124,348,349],{},"main"," 和 ",[124,352,353],{},"isolated",[14,355,356],{},"如果你不先决定一个任务是否应该污染主会话，后面就会出现：",[24,358,359,362,365],{},[27,360,361],{},"任务历史难看",[27,363,364],{},"提醒和正常对话混在一起",[27,366,367],{},"很难判断哪些信息是长期上下文，哪些只是计划任务产物",[37,369,370],{"id":370},"推荐的低噪音配置思路",[14,372,373],{},"一个更稳的默认策略通常是：",[24,375,376,379,382,385],{},[27,377,378],{},"Heartbeat 用较小的 checklist，控制频率和 active hours",[27,380,381],{},"Main session cron 只放少量需要上下文承接的提醒",[27,383,384],{},"Isolated cron 放重分析和精确报表",[27,386,387],{},"让真正需要外发的任务才投递到渠道",[14,389,390],{},"如果能做到这几点，自动化会明显更像“辅助系统”，而不是“不断打断你的机器人”。",[37,392,393],{"id":393},"什么情况下应该重构现有自动化",[14,395,396],{},"如果你已经出现下面这些症状，说明该重构了：",[24,398,399,402,405,408],{},[27,400,401],{},"主会话里充满大量例行任务输出",[27,403,404],{},"同一类巡检被拆成很多 cron",[27,406,407],{},"你说不清哪个任务为什么是 main，哪个是 isolated",[27,409,410],{},"同样的提醒会在不同地方重复出现",[14,412,413],{},"这时候不要继续堆新任务，先把 Heartbeat 和 Cron 的职责重新划分。",[37,415,416],{"id":416},"建议的下一步",[24,418,419,427,434],{},[27,420,421,422],{},"先看 ",[423,424,426],"a",{"href":425},"/docs/operations/cron-vs-heartbeat","定时任务与心跳怎么选",[27,428,429,430],{},"再看 ",[423,431,433],{"href":432},"/docs/reference/troubleshooting","自动化故障排查",[27,435,436,437],{},"如果已经有很多任务，回头审一遍 ",[423,438,440],{"href":439},"/best-practices/automation-workflows","自动化工作流设计",[14,442,443],{},"把“感知”和“调度”分开以后，OpenClaw 的自动化通常会安静很多，也更容易长期维护。",[445,446,447],"style",{},"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}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: 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核心概念","用一页建立 OpenClaw 的核心心智图，分清 Gateway、Agent、Channels、Tools、Skills、Memory 和 Control UI 各自负责什么。","/docs/getting-started/core-concepts","入门","2026-03-16","internal",[503,504,505,506,507,508],"concepts","gateway","agent","channels","tools","memory",{"title":510,"description":511,"path":512,"category":499,"updatedAt":513,"sourceType":501,"tags":514},"如果你是开发团队，应该先走哪条入口","面向开发团队和独立开发者，帮助判断应该先理解架构、配置、渠道还是扩展能力，避免刚跑通就把 OpenClaw 做成一团难维护的实验场。","/docs/getting-started/developer-team-entry","2026-03-23",[515,516,517,518,519],"developers","teams","architecture","configuration","skills",{"title":521,"description":522,"path":523,"category":499,"updatedAt":513,"sourceType":501,"tags":524},"如果你是企业运维，应该先走哪条入口","面向企业运维和长期维护者，帮助判断应该先看 Gateway、远程访问、安全还是升级治理，避免把 OpenClaw 当成一次性安装项目。","/docs/getting-started/enterprise-ops-entry",[525,486,504,526,527],"enterprise","security","upgrades",{"title":529,"description":530,"path":531,"category":499,"updatedAt":532,"sourceType":479,"tags":533},"创建第一个 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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1264,1091,1265,769,504,526],{"title":1272,"description":1273,"path":1274,"category":1073,"updatedAt":615,"sourceType":479,"tags":1275},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 顺序。","/docs/operations/update-channels-and-safe-rollout",[1276,506,1277,1278,1279,1280],"update","stable","beta","dev","rollout",{"title":1282,"description":1283,"path":1284,"category":1285,"updatedAt":694,"sourceType":479,"tags":1286},"Anthropic context1m 的 429 和 fallback 应该怎么处理","基于最新官方 Gateway Troubleshooting 与 Model Failover 文档，解释 Anthropic 长上下文 429 为什么常只在长 session 里出现、什么时候该关掉 context1m，以及怎样用 fallback 把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1287,1288,1289,1290,1291],"anthropic","429","context1m","failover","reference",{"title":1293,"description":1294,"path":1295,"category":1285,"updatedAt":557,"sourceType":479,"tags":1296},"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",[1291,953,991,1297],"diagnostics",{"title":1299,"description":1300,"path":1301,"category":1285,"updatedAt":615,"sourceType":479,"tags":1302},"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",[795,906,793,504,1303,1291],"node",{"title":1305,"description":1306,"path":1307,"category":1285,"updatedAt":694,"sourceType":479,"tags":1308},"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",[769,1309,1290,808,1291],"profiles",{"title":1311,"description":1312,"path":1313,"category":1285,"updatedAt":694,"sourceType":479,"tags":1314},"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",[820,1315,715,821,1291],"bootstrapToken",{"title":1317,"description":1318,"path":1319,"category":1285,"updatedAt":684,"sourceType":479,"tags":1320},"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",[820,1321,506,1322,1108],"allowFrom","account",{"title":1324,"description":1325,"path":1326,"category":1285,"updatedAt":532,"sourceType":479,"tags":1327},"CLI 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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",[518,1291,1351,1352],"settings","options",{"title":1354,"description":1355,"path":1356,"category":1285,"updatedAt":487,"sourceType":479,"tags":1357},"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",[749,820,821,771,1108],{"title":1359,"description":1360,"path":1361,"category":1285,"updatedAt":694,"sourceType":479,"tags":1362},"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",[484,900,1363,1364,1291],"scheduler","queue",{"title":1366,"description":1367,"path":1368,"category":1285,"updatedAt":1051,"sourceType":479,"tags":1369},"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",[561,770,1370,1371,769],"secretref","sessionStorage",{"title":1373,"description":1374,"path":1375,"category":1376,"updatedAt":532,"sourceType":479,"tags":1377},"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",[1378,1379,1380,1127,889],"debugging","debug","runtime-overrides",{"title":1382,"description":1383,"path":1384,"category":1285,"updatedAt":666,"sourceType":479,"tags":1385},"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",[1297,1386,1387,1379,1291],"logging","flags",{"title":1389,"description":1390,"path":1391,"category":1285,"updatedAt":666,"sourceType":479,"tags":1392},"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",[688,1393,1394,669,1291],"dmScope","identityLinks",{"title":1396,"description":1397,"path":1398,"category":1285,"updatedAt":666,"sourceType":479,"tags":1399},"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",[1127,1128,1297,1400,1291],"migrations",{"title":1402,"description":1403,"path":1404,"category":1285,"updatedAt":666,"sourceType":479,"tags":1405},"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",[994,518,696,1406,1291],"shell",{"title":1408,"description":1409,"path":1410,"category":1285,"updatedAt":615,"sourceType":501,"tags":1411},"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",[1412,1203,740,1413,1205],"sources","trust",{"title":1415,"description":1416,"path":1417,"category":1285,"updatedAt":487,"sourceType":479,"tags":1418},"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",[504,1419,953,1059,661],"rpc",{"title":1421,"description":1422,"path":1423,"category":1285,"updatedAt":666,"sourceType":479,"tags":1424},"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",[820,821,504,660,1291],{"title":1426,"description":1427,"path":1428,"category":1285,"updatedAt":1051,"sourceType":479,"tags":1429},"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",[688,504,630,561,1291],{"title":1431,"description":1432,"path":1433,"category":1285,"updatedAt":694,"sourceType":479,"tags":1434},"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",[504,1059,1435,1436,1291],"protocol","scopes",{"title":1438,"description":1439,"path":1440,"category":1285,"updatedAt":684,"sourceType":479,"tags":1441},"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",[687,1442,669,906,839],"mention",{"title":1444,"description":1445,"path":1446,"category":1285,"updatedAt":694,"sourceType":479,"tags":1447},"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",[483,1448,1449,1450,1291],"visibility","activeHours","alerts",{"title":1452,"description":1453,"path":1454,"category":1285,"updatedAt":684,"sourceType":479,"tags":1455},"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",[1053,1059,1456,504,1291],"sdk",{"title":1458,"description":1459,"path":1460,"category":1285,"updatedAt":684,"sourceType":479,"tags":1461},"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",[518,1462,1083,1463,1291],"include","arrays",{"title":1465,"description":1466,"path":1467,"category":1285,"updatedAt":666,"sourceType":479,"tags":1468},"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",[926,1469,795,552,1291],"invoke",{"title":1471,"description":1472,"path":1473,"category":1285,"updatedAt":694,"sourceType":479,"tags":1474},"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",[508,1475,1476,1477,1478,1291],"hybrid-search","ranking","mmr","retrieval",{"title":1480,"description":1481,"path":1482,"category":1285,"updatedAt":615,"sourceType":479,"tags":1483},"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",[623,1484,769,780,1291],"probe",{"title":1486,"description":1487,"path":1488,"category":1285,"updatedAt":989,"sourceType":479,"tags":1489},"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",[820,821,1321,1490,1108],"credentials",{"title":1492,"description":1493,"path":1494,"category":1285,"updatedAt":615,"sourceType":479,"tags":1495},"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",[607,723,1496,1497,1205,1291],"npm","pin",{"title":1499,"description":1500,"path":1501,"category":1376,"updatedAt":487,"sourceType":479,"tags":1502},"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",[1378,1503,889,780,852],"raw-stream",{"title":1505,"description":1506,"path":1507,"category":1285,"updatedAt":694,"sourceType":479,"tags":1508},"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",[574,1509,769,504,1291],"tlsFingerprint",{"title":1511,"description":1512,"path":1513,"category":1285,"updatedAt":694,"sourceType":479,"tags":1514},"回复机器人消息也算 mention 吗，pending history 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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",[561,769,1871,900,1115],"drift",{"title":1873,"description":1874,"path":1875,"category":1855,"date":694,"updatedAt":694,"sourceType":479,"source":1876,"tags":1877},"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",[482,483,484,1557,486],{"title":1879,"description":1880,"path":1881,"category":1855,"date":684,"updatedAt":684,"sourceType":479,"source":1882,"tags":1883},"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",[686,670,687,669,716],{"title":1885,"description":1886,"path":1887,"category":1855,"date":694,"updatedAt":694,"sourceType":479,"source":1888,"tags":1889},"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",[561,1264,820,574,526],{"title":1891,"description":1892,"path":1893,"category":1855,"date":615,"updatedAt":615,"sourceType":479,"source":1863,"tags":1894},"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",[715,717,795,506,1218],{"title":1896,"description":1897,"path":1898,"category":1707,"date":500,"updatedAt":500,"sourceType":740,"source":1899,"tags":1900},"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",[1582,741,1710,1662],{"title":1902,"description":1903,"path":1904,"category":1855,"date":615,"updatedAt":615,"sourceType":479,"source":1905,"tags":1906},"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",[723,519,732,733,1907,724],"telemetry",{"title":1909,"description":1910,"path":1911,"category":1647,"date":487,"updatedAt":487,"sourceType":479,"source":1912,"tags":1913},"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",[953,504,1419,661,486],{"title":1915,"description":1916,"path":1917,"category":1855,"date":666,"updatedAt":666,"sourceType":479,"source":1918,"tags":1919},"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",[518,994,668,1920,486],"overrides",{"title":1922,"description":1923,"path":1924,"category":1647,"date":487,"updatedAt":487,"sourceType":479,"source":1849,"tags":1925},"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",[1007,1008,808,508,1926],"continuity",{"title":1928,"description":1929,"path":1930,"category":1647,"date":487,"updatedAt":487,"sourceType":479,"source":1931,"tags":1932},"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",[749,561,1091,820,574],{"title":1934,"description":1935,"path":1936,"category":1855,"date":1051,"updatedAt":1051,"sourceType":479,"source":1869,"tags":1937},"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",[561,1938,1370,769,749],"bootstrap",{"title":1940,"description":1941,"path":1942,"category":1855,"date":615,"updatedAt":615,"sourceType":479,"source":1869,"tags":1943},"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",[561,630,770,1370,669,1944],"web",{"title":1946,"description":1947,"path":1948,"category":1647,"date":500,"updatedAt":500,"sourceType":740,"source":1949,"tags":1950},"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",[515,519,741,1582],{"title":1952,"description":1953,"path":1954,"category":1855,"date":684,"updatedAt":684,"sourceType":479,"source":1955,"tags":1956},"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",[821,820,770,1121,1957],"rotate",{"title":1959,"description":1960,"path":1961,"category":1855,"date":666,"updatedAt":666,"sourceType":479,"source":1962,"tags":1963},"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",[1127,1297,1128,1378,486],{"title":1965,"description":1966,"path":1967,"category":1855,"date":684,"updatedAt":684,"sourceType":479,"source":1962,"tags":1968},"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",[1127,1128,991,1206,1297],{"title":1970,"description":1971,"path":1972,"category":1973,"date":500,"updatedAt":500,"sourceType":740,"source":1974,"tags":1975},"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",[1976,1977,1978,1979],"education","adoption","ai-tutor","higher-education",{"title":1981,"description":1982,"path":1983,"category":1973,"date":500,"updatedAt":500,"sourceType":740,"source":1984,"tags":1985},"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",[525,1584,552,1582],{"title":1987,"description":1988,"path":1989,"category":1647,"date":487,"updatedAt":487,"sourceType":479,"source":1990,"tags":1991},"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",[519,723,607,609,742],{"title":1993,"description":1994,"path":1995,"category":1855,"date":684,"updatedAt":684,"sourceType":479,"source":1996,"tags":1997},"OpenClaw 正在把 gateway-owned pairing 的过期与轮换边界说清楚","官方最新 Gateway-owned pairing 文档把 pending request 的 5 分钟过期、fresh token 生成和 UI 只是审批前端这几层边界写得更清楚了。","/news/openclaw-gateway-pairing-expiry-watch-2026-03-25","https://docs.openclaw.ai/gateway/pairing",[504,820,1998,770,660],"pending",{"title":2000,"description":2001,"path":2002,"category":1855,"date":1051,"updatedAt":1051,"sourceType":479,"source":2003,"tags":2004},"OpenClaw 正在把 Gateway 的 session source-of-truth 地位写得更明确","官方最新 Session 文档更明确地说明 session store、JSONL transcript 和 token 计数都应围绕 Gateway 理解，这会直接影响 WebChat、Dashboard 和远程 operator 的排障方式。","/news/openclaw-gateway-source-of-truth-watch-2026-03-26","https://docs.openclaw.ai/session",[504,688,630,561,2005],"state",{"title":2007,"description":2008,"path":2009,"category":1855,"date":684,"updatedAt":684,"sourceType":479,"source":2010,"tags":2011},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 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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",[518,1462,1083,1463,486],{"title":2025,"description":2026,"path":2027,"category":1647,"date":487,"updatedAt":487,"sourceType":479,"source":2028,"tags":2029},"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",[2030,1584,2031,2032,2033],"showcase","home-assistant","nix","infrastructure",{"title":2035,"description":2036,"path":2037,"category":1855,"date":666,"updatedAt":666,"sourceType":479,"source":2038,"tags":2039},"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",[2030,508,778,2067,2068],"vector-search","knowledge",{"title":2070,"description":2071,"path":2072,"category":1855,"date":684,"updatedAt":684,"sourceType":479,"source":2073,"tags":2074},"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",[1442,687,715,717,786],{"title":2076,"description":2077,"path":2078,"category":1855,"date":666,"updatedAt":666,"sourceType":479,"source":2079,"tags":2080},"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",[839,630,669,843,506],{"title":2082,"description":2083,"path":2084,"category":1855,"date":615,"updatedAt":615,"sourceType":479,"source":1912,"tags":2085},"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",[623,1484,780,769,1165],{"title":2087,"description":2088,"path":2089,"category":1855,"date":684,"updatedAt":684,"sourceType":479,"source":2090,"tags":2091},"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",[660,819,504,820,821],{"title":2093,"description":2094,"path":2095,"category":1647,"date":487,"updatedAt":487,"sourceType":479,"source":2096,"tags":2097},"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",[560,1631,2098,1632,1206],"install",{"title":2100,"description":2101,"path":2102,"category":1855,"date":1051,"updatedAt":1051,"sourceType":479,"source":1931,"tags":2103},"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",[1218,771,749,820,574],{"title":2105,"description":2106,"path":2107,"category":1855,"date":694,"updatedAt":694,"sourceType":479,"source":2108,"tags":2109},"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",[561,630,1059,1218,661],{"title":2111,"description":2112,"path":2113,"category":1855,"date":684,"updatedAt":684,"sourceType":479,"source":1955,"tags":2114},"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",[820,1321,506,1322,486],{"title":2116,"description":2117,"path":2118,"category":1647,"date":487,"updatedAt":487,"sourceType":479,"source":2119,"tags":2120},"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",[607,741,609,740,742],{"title":2122,"description":2123,"path":2124,"category":1855,"date":615,"updatedAt":615,"sourceType":479,"source":2125,"tags":2126},"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",[607,723,1496,1497,1205],{"title":2128,"description":2129,"path":2130,"category":1855,"date":615,"updatedAt":615,"sourceType":479,"source":2131,"tags":2132},"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",[925,926,552,795,608],{"title":2134,"description":2135,"path":2136,"category":1855,"date":694,"updatedAt":694,"sourceType":479,"source":2137,"tags":2138},"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",[780,623,660,769,932],{"title":2140,"description":2141,"path":2142,"category":1855,"date":694,"updatedAt":694,"sourceType":479,"source":2143,"tags":2144},"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",[780,1290,623,504,486],{"title":2146,"description":2147,"path":2148,"category":1647,"date":487,"updatedAt":487,"sourceType":479,"source":1849,"tags":2149},"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",[1203,1204,1206,1205],{"title":2151,"description":2152,"path":2153,"category":1855,"date":666,"updatedAt":666,"sourceType":479,"source":1869,"tags":2154},"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",[561,820,660,574,1108],{"title":2156,"description":2157,"path":2158,"category":1855,"date":684,"updatedAt":684,"sourceType":479,"source":2159,"tags":2160},"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",[669,668,2161,506,670],"threads",{"title":2163,"description":2164,"path":2165,"category":1855,"date":684,"updatedAt":684,"sourceType":479,"source":2166,"tags":2167},"OpenClaw Secret 观察：active snapshot 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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",[526,1523,795,2194,486],"proxy",{"title":2196,"description":2197,"path":2198,"category":1855,"date":1535,"updatedAt":1535,"sourceType":479,"source":2199,"tags":2200},"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",[688,1538,1008,1537,504],{"title":2202,"description":2203,"path":2204,"category":1855,"date":1535,"updatedAt":1535,"sourceType":479,"source":2205,"tags":2206},"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",[808,953,1544,1229,486],{"title":2208,"description":2209,"path":2210,"category":1855,"date":684,"updatedAt":684,"sourceType":479,"source":2211,"tags":2212},"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",[526,1244,1245,2213,504],"sandbox",{"title":2215,"description":2216,"path":2217,"category":1647,"date":487,"updatedAt":487,"sourceType":479,"source":2028,"tags":2218},"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",[2030,740,715,519,482],{"title":2220,"description":2221,"path":2222,"category":1855,"date":694,"updatedAt":694,"sourceType":479,"source":2211,"tags":2223},"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",[1244,1394,686,669,526],{"title":2225,"description":2226,"path":2227,"category":1855,"date":1535,"updatedAt":1535,"sourceType":479,"source":2228,"tags":2229},"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",[1537,780,1563,1564,2230],"compatibility",{"title":2232,"description":2233,"path":2234,"category":1855,"date":615,"updatedAt":615,"sourceType":479,"source":1888,"tags":2235},"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",[1264,526,574,504,769],{"title":2237,"description":2238,"path":2239,"category":1855,"date":1051,"updatedAt":1051,"sourceType":479,"source":2003,"tags":2240},"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",[504,630,1053,1378,688],{"title":2242,"description":2243,"path":2244,"category":1855,"date":615,"updatedAt":615,"sourceType":479,"source":2245,"tags":2246},"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",[1611,1206,1309,504,2005],{"title":2248,"description":2249,"path":2250,"category":1855,"date":615,"updatedAt":615,"sourceType":479,"source":2251,"tags":2252},"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 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