[{"data":1,"prerenderedAt":2991},["ShallowReactive",2],{"docs:operations/models-status-and-health-checks":3,"content-manifest":483},{"id":4,"title":5,"body":6,"category":463,"date":464,"description":465,"extension":466,"meta":467,"navigation":468,"path":469,"seo":470,"source":471,"sourceName":472,"sourceType":473,"stem":474,"tags":475,"updatedAt":481,"__hash__":482},"docs/docs/operations/models-status-and-health-checks.md","用 models status 做模型健康检查",{"type":7,"value":8,"toc":444},"minimark",[9,13,22,25,41,45,51,68,71,74,77,91,96,103,106,135,138,152,155,158,166,186,189,192,197,200,216,219,223,226,239,242,256,260,263,277,280,284,290,293,304,307,310,313,332,335,339,346,349,360,367,370,373,387,390,396,410,413,416,437,440],[10,11,5],"h1",{"id":12},"用-models-status-做模型健康检查",[14,15,16,17,21],"p",{},"官方最近把 ",[18,19,20],"code",{},"openclaw models status"," 的定位讲得比以前清楚很多了。它已经不只是“看一下当前模型是谁”，而是正式承担模型和认证层的健康检查入口。",[14,23,24],{},"如果你只记一件事，建议记这个：",[26,27,28,35],"ul",{},[29,30,31,32],"li",{},"想看当前主模型和 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shiki-themes github-light github-dark","openclaw models status --check\n","bash","",[18,114,115],{"__ignoreMap":112},[116,117,120,124,128,131],"span",{"class":118,"line":119},"line",1,[116,121,123],{"class":122},"sScJk","openclaw",[116,125,127],{"class":126},"sZZnC"," models",[116,129,130],{"class":126}," status",[116,132,134],{"class":133},"sj4cs"," --check\n",[14,136,137],{},"它最适合接到：",[26,139,140,143,146,149],{},[29,141,142],{},"cron",[29,144,145],{},"systemd timer",[29,147,148],{},"轻量告警脚本",[29,150,151],{},"远程巡检",[14,153,154],{},"因为这条命令本身就会用退出码表达状态，不需要你自己再去解析一大堆文本。",[42,156,157],{"id":157},"退出码应该怎么理解",[14,159,160,161,165],{},"根据官方 Auth Monitoring 文档，截至 ",[162,163,164],"strong",{},"2026 年 3 月 21 日","，这条命令的退出码含义是：",[26,167,168,174,180],{},[29,169,170,173],{},[18,171,172],{},"0","：正常",[29,175,176,179],{},[18,177,178],{},"1","：凭据缺失或已过期",[29,181,182,185],{},[18,183,184],{},"2","：即将过期",[14,187,188],{},"这点很重要，因为它意味着你完全可以把它当成一条标准健康检查命令，而不是只给人手动看。",[42,190,191],{"id":191},"日常运维里最实用的三种看法",[193,194,196],"h3",{"id":195},"第一种只看当前主模型","第一种：只看当前主模型",[14,198,199],{},"如果你只想快速确认“现在到底跑的是谁”，可以用：",[107,201,203],{"className":109,"code":202,"language":111,"meta":112,"style":112},"openclaw models status --plain\n",[18,204,205],{"__ignoreMap":112},[116,206,207,209,211,213],{"class":118,"line":119},[116,208,123],{"class":122},[116,210,127],{"class":126},[116,212,130],{"class":126},[116,214,215],{"class":133}," --plain\n",[14,217,218],{},"它适合临时排查或把结果喂给别的脚本。",[193,220,222],{"id":221},"第二种看完整状态","第二种：看完整状态",[14,224,225],{},"如果你要查：",[26,227,228,231,234,236],{},[29,229,230],{},"主模型",[29,232,233],{},"fallback",[29,235,61],{},[29,237,238],{},"auth 概况",[14,240,241],{},"那就直接跑：",[107,243,245],{"className":109,"code":244,"language":111,"meta":112,"style":112},"openclaw models status\n",[18,246,247],{"__ignoreMap":112},[116,248,249,251,253],{"class":118,"line":119},[116,250,123],{"class":122},[116,252,127],{"class":126},[116,254,255],{"class":126}," status\n",[193,257,259],{"id":258},"第三种给监控系统用","第三种：给监控系统用",[14,261,262],{},"如果你要让系统判断“现在需不需要报警”，更适合：",[107,264,265],{"className":109,"code":110,"language":111,"meta":112,"style":112},[18,266,267],{"__ignoreMap":112},[116,268,269,271,273,275],{"class":118,"line":119},[116,270,123],{"class":122},[116,272,127],{"class":126},[116,274,130],{"class":126},[116,276,134],{"class":133},[14,278,279],{},"这是官方当前最推荐的自动化入口。",[42,281,283],{"id":282},"为什么-oauth-过期检查特别值得用它","为什么 OAuth 过期检查特别值得用它",[14,285,286,287,289],{},"官方文档现在明确提到，",[18,288,34],{}," 会显示 auth store 里 profile 的 OAuth 过期状态，并在默认 24 小时窗口里提前告警。",[14,291,292],{},"这对长期运行很关键，因为很多“怎么忽然不能用了”的问题，本质上都不是模型崩了，而是：",[26,294,295,298,301],{},[29,296,297],{},"OAuth 过期了",[29,299,300],{},"profile 丢了",[29,302,303],{},"某个 provider 缺凭据",[14,305,306],{},"如果你不提前看这层，问题常常会在真正要用的时候才爆出来。",[42,308,309],{"id":309},"一个更稳的巡检顺序",[14,311,312],{},"如果你要给 Gateway 做最小日常巡检，更适合按这个顺序：",[314,315,316,321,326],"ol",{},[29,317,318],{},[18,319,320],{},"openclaw models status --check",[29,322,323,324],{},"如果异常，再看 ",[18,325,20],{},[29,327,328,329],{},"需要更细时，再看 ",[18,330,331],{},"--json",[14,333,334],{},"这样不会一开始就陷进大量细节里。",[42,336,338],{"id":337},"什么时候还要结合-models-list-一起看","什么时候还要结合 models list 一起看",[14,340,341,342,345],{},"如果你怀疑的问题不是“凭据坏了”，而是“允许使用的模型集合不对”，那就要把 ",[18,343,344],{},"models list"," 一起看。",[14,347,348],{},"例如：",[26,350,351,354,357],{},[29,352,353],{},"模型没出现在 allowlist",[29,355,356],{},"当前 provider 没暴露你以为有的模型",[29,358,359],{},"本地 provider 没被正确发现",[14,361,362,363,366],{},"这类问题只看 ",[18,364,365],{},"status"," 不一定够。",[42,368,369],{"id":369},"中文站建议怎么用这条命令",[14,371,372],{},"如果你现在是个人或小团队环境，最实用的用法通常就是：",[107,374,375],{"className":109,"code":110,"language":111,"meta":112,"style":112},[18,376,377],{"__ignoreMap":112},[116,378,379,381,383,385],{"class":118,"line":119},[116,380,123],{"class":122},[116,382,127],{"class":126},[116,384,130],{"class":126},[116,386,134],{"class":133},[14,388,389],{},"每天或每小时跑一次。",[14,391,392,393,395],{},"如果返回非 ",[18,394,172],{},"，再决定是：",[26,397,398,401,404,407],{},[29,399,400],{},"补 API key",[29,402,403],{},"重新 OAuth",[29,405,406],{},"调整 fallback",[29,408,409],{},"检查 provider 网络",[14,411,412],{},"这会比等到聊天或自动化任务真的失败后再排查，轻松很多。",[42,414,415],{"id":415},"下一步推荐",[26,417,418,425,431],{},[29,419,420],{},[421,422,424],"a",{"href":423},"/docs/manual/providers-and-fallback","模型提供商与故障转移",[29,426,427],{},[421,428,430],{"href":429},"/best-practices/model-auth-monitoring","Model Health 与 Auth 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做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[814,1301,710,815,1277],"bootstrapToken",{"title":1303,"description":1304,"path":1305,"category":1271,"updatedAt":679,"sourceType":473,"tags":1306},"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",[814,1307,500,1308,1101],"allowFrom","account",{"title":1310,"description":1311,"path":1312,"category":1271,"updatedAt":527,"sourceType":473,"tags":1313},"CLI 命令参考","OpenClaw 命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[946,1277,1314,1315],"commands","terminal",{"title":1317,"description":1318,"path":1319,"category":1271,"updatedAt":689,"sourceType":473,"tags":1320},"Cloudflare AI Gateway 的双层鉴权头应该怎么配","基于最新官方 Cloudflare AI Gateway 文档，解释 provider API key 和 cf-aig-authorization 为什么是两层不同凭据，以及 daemon 场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[1321,1322,478,774,1277],"cloudflare-ai-gateway","headers",{"title":1324,"description":1325,"path":1326,"category":1327,"updatedAt":611,"sourceType":735,"tags":1328},"社区支持","汇总 OpenClaw 的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[735,1329,1330,1331],"github","issues","feedback",{"title":1333,"description":1334,"path":1335,"category":1271,"updatedAt":527,"sourceType":473,"tags":1336},"配置参考","OpenClaw 完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[512,1277,1337,1338],"settings","options",{"title":1340,"description":1341,"path":1342,"category":1271,"updatedAt":481,"sourceType":473,"tags":1343},"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",[744,814,815,765,1101],{"title":1345,"description":1346,"path":1347,"category":1271,"updatedAt":689,"sourceType":473,"tags":1348},"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",[142,893,1349,1350,1277],"scheduler","queue",{"title":1352,"description":1353,"path":1354,"category":1271,"updatedAt":1041,"sourceType":473,"tags":1355},"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",[557,764,1356,1357,478],"secretref","sessionStorage",{"title":1359,"description":1360,"path":1361,"category":1362,"updatedAt":527,"sourceType":473,"tags":1363},"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",[1364,1365,1366,1120,882],"debugging","debug","runtime-overrides",{"title":1368,"description":1369,"path":1370,"category":1271,"updatedAt":661,"sourceType":473,"tags":1371},"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",[1283,1372,1373,1365,1277],"logging","flags",{"title":1375,"description":1376,"path":1377,"category":1271,"updatedAt":661,"sourceType":473,"tags":1378},"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",[683,1379,1380,664,1277],"dmScope","identityLinks",{"title":1382,"description":1383,"path":1384,"category":1271,"updatedAt":661,"sourceType":473,"tags":1385},"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",[1120,1121,1283,1386,1277],"migrations",{"title":1388,"description":1389,"path":1390,"category":1271,"updatedAt":661,"sourceType":473,"tags":1391},"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",[984,512,691,1392,1277],"shell",{"title":1394,"description":1395,"path":1396,"category":1271,"updatedAt":611,"sourceType":495,"tags":1397},"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",[1398,1189,735,1399,1191],"sources","trust",{"title":1401,"description":1402,"path":1403,"category":1271,"updatedAt":481,"sourceType":473,"tags":1404},"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",[498,1405,946,1049,656],"rpc",{"title":1407,"description":1408,"path":1409,"category":1271,"updatedAt":661,"sourceType":473,"tags":1410},"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",[814,815,498,655,1277],{"title":1412,"description":1413,"path":1414,"category":1271,"updatedAt":1041,"sourceType":473,"tags":1415},"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",[683,498,625,557,1277],{"title":1417,"description":1418,"path":1419,"category":1271,"updatedAt":689,"sourceType":473,"tags":1420},"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",[498,1049,1421,1422,1277],"protocol","scopes",{"title":1424,"description":1425,"path":1426,"category":1271,"updatedAt":679,"sourceType":473,"tags":1427},"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",[682,1428,664,899,833],"mention",{"title":1430,"description":1431,"path":1432,"category":1271,"updatedAt":689,"sourceType":473,"tags":1433},"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",[1094,1434,1435,1436,1277],"visibility","activeHours","alerts",{"title":1438,"description":1439,"path":1440,"category":1271,"updatedAt":679,"sourceType":473,"tags":1441},"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",[1043,1049,1442,498,1277],"sdk",{"title":1444,"description":1445,"path":1446,"category":1271,"updatedAt":679,"sourceType":473,"tags":1447},"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",[512,1448,1072,1449,1277],"include","arrays",{"title":1451,"description":1452,"path":1453,"category":1271,"updatedAt":661,"sourceType":473,"tags":1454},"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",[919,1455,789,547,1277],"invoke",{"title":1457,"description":1458,"path":1459,"category":1271,"updatedAt":689,"sourceType":473,"tags":1460},"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",[502,1461,1462,1463,1464,1277],"hybrid-search","ranking","mmr","retrieval",{"title":1466,"description":1467,"path":1468,"category":1271,"updatedAt":611,"sourceType":473,"tags":1469},"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 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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",[683,1523,1524,998,1277],"transcript","jsonl",{"title":1526,"description":1527,"path":1528,"category":1271,"updatedAt":1521,"sourceType":473,"tags":1529},"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",[802,946,1530,1215,520],"store",{"title":1532,"description":1533,"path":1534,"category":1271,"updatedAt":689,"sourceType":473,"tags":1535},"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",[521,1230,1215,1536,1277],"ingress",{"title":1538,"description":1539,"path":1540,"category":1271,"updatedAt":481,"sourceType":473,"tags":1541},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 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registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[718,513,727,728,1893,719],"telemetry",{"title":1895,"description":1896,"path":1897,"category":1634,"date":481,"updatedAt":481,"sourceType":473,"source":1898,"tags":1899},"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",[946,498,1405,656,520],{"title":1901,"description":1902,"path":1903,"category":1841,"date":661,"updatedAt":661,"sourceType":473,"source":1904,"tags":1905},"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",[512,984,663,1906,520],"overrides",{"title":1908,"description":1909,"path":1910,"category":1634,"date":481,"updatedAt":481,"sourceType":473,"source":1835,"tags":1911},"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",[997,998,802,502,1912],"continuity",{"title":1914,"description":1915,"path":1916,"category":1634,"date":481,"updatedAt":481,"sourceType":473,"source":1917,"tags":1918},"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",[744,557,1080,814,570],{"title":1920,"description":1921,"path":1922,"category":1841,"date":1041,"updatedAt":1041,"sourceType":473,"source":1855,"tags":1923},"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",[557,1924,1356,478,744],"bootstrap",{"title":1926,"description":1927,"path":1928,"category":1841,"date":611,"updatedAt":611,"sourceType":473,"source":1855,"tags":1929},"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",[557,625,764,1356,664,1930],"web",{"title":1932,"description":1933,"path":1934,"category":1634,"date":494,"updatedAt":494,"sourceType":735,"source":1935,"tags":1936},"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",[509,513,736,1569],{"title":1938,"description":1939,"path":1940,"category":1841,"date":679,"updatedAt":679,"sourceType":473,"source":1941,"tags":1942},"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",[815,814,764,1114,1943],"rotate",{"title":1945,"description":1946,"path":1947,"category":1841,"date":661,"updatedAt":661,"sourceType":473,"source":1948,"tags":1949},"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",[1120,1283,1121,1364,520],{"title":1951,"description":1952,"path":1953,"category":1841,"date":679,"updatedAt":679,"sourceType":473,"source":1948,"tags":1954},"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",[1120,1121,981,1192,1283],{"title":1956,"description":1957,"path":1958,"category":1959,"date":494,"updatedAt":494,"sourceType":735,"source":1960,"tags":1961},"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",[1962,1963,1964,1965],"education","adoption","ai-tutor","higher-education",{"title":1967,"description":1968,"path":1969,"category":1959,"date":494,"updatedAt":494,"sourceType":735,"source":1970,"tags":1971},"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",[519,1571,547,1569],{"title":1973,"description":1974,"path":1975,"category":1634,"date":481,"updatedAt":481,"sourceType":473,"source":1976,"tags":1977},"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",[513,718,603,605,737],{"title":1979,"description":1980,"path":1981,"category":1841,"date":679,"updatedAt":679,"sourceType":473,"source":1982,"tags":1983},"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",[498,814,1984,764,655],"pending",{"title":1986,"description":1987,"path":1988,"category":1841,"date":1041,"updatedAt":1041,"sourceType":473,"source":1989,"tags":1990},"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",[498,683,625,557,1991],"state",{"title":1993,"description":1994,"path":1995,"category":1841,"date":679,"updatedAt":679,"sourceType":473,"source":1996,"tags":1997},"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",[682,1428,899,833,664],{"title":1999,"description":2000,"path":2001,"category":1841,"date":689,"updatedAt":689,"sourceType":473,"source":1996,"tags":2002},"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",[682,1501,2003,681,925],"activation",{"title":2005,"description":2006,"path":2007,"category":1841,"date":679,"updatedAt":679,"sourceType":473,"source":2008,"tags":2009},"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",[512,1448,1072,1449,520],{"title":2011,"description":2012,"path":2013,"category":1634,"date":481,"updatedAt":481,"sourceType":473,"source":2014,"tags":2015},"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",[2016,1571,2017,2018,2019],"showcase","home-assistant","nix","infrastructure",{"title":2021,"description":2022,"path":2023,"category":1841,"date":661,"updatedAt":661,"sourceType":473,"source":2024,"tags":2025},"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",[802,502,998,1912,925],{"title":2027,"description":2028,"path":2029,"category":1841,"date":661,"updatedAt":661,"sourceType":473,"source":2030,"tags":2031},"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",[1192,142,802,1087,520],{"title":2033,"description":2034,"path":2035,"category":1661,"date":1635,"updatedAt":553,"sourceType":1329,"source":1663,"tags":2036},"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",[1189,1262,1190,513,521],{"title":2038,"description":2039,"path":2040,"category":1841,"date":611,"updatedAt":611,"sourceType":473,"source":2041,"tags":2042},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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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",[2016,502,772,2053,2054],"vector-search","knowledge",{"title":2056,"description":2057,"path":2058,"category":1841,"date":679,"updatedAt":679,"sourceType":473,"source":2059,"tags":2060},"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",[1428,682,710,712,780],{"title":2062,"description":2063,"path":2064,"category":1841,"date":661,"updatedAt":661,"sourceType":473,"source":2065,"tags":2066},"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",[833,625,664,837,500],{"title":2068,"description":2069,"path":2070,"category":1841,"date":611,"updatedAt":611,"sourceType":473,"source":1898,"tags":2071},"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",[476,1470,774,478,480],{"title":2073,"description":2074,"path":2075,"category":1841,"date":679,"updatedAt":679,"sourceType":473,"source":2076,"tags":2077},"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",[1204,765,744,814,570],{"title":2091,"description":2092,"path":2093,"category":1841,"date":689,"updatedAt":689,"sourceType":473,"source":2094,"tags":2095},"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",[557,625,1049,1204,656],{"title":2097,"description":2098,"path":2099,"category":1841,"date":679,"updatedAt":679,"sourceType":473,"source":1941,"tags":2100},"OpenClaw 的 pairing CLI 正在从单条 approve 命令长成正式入口治理面","官方最近把 pairing CLI 的 list、clear、--account 和 --notify 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执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[774,476,655,478,925],{"title":2126,"description":2127,"path":2128,"category":1841,"date":689,"updatedAt":689,"sourceType":473,"source":2129,"tags":2130},"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",[774,1276,476,498,520],{"title":2132,"description":2133,"path":2134,"category":1634,"date":481,"updatedAt":481,"sourceType":473,"source":1835,"tags":2135},"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",[1189,1190,1192,1191],{"title":2137,"description":2138,"path":2139,"category":1841,"date":661,"updatedAt":661,"sourceType":473,"source":1855,"tags":2140},"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",[557,814,655,570,1101],{"title":2142,"description":2143,"path":2144,"category":1841,"date":679,"updatedAt":679,"sourceType":473,"source":2145,"tags":2146},"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",[664,663,2147,500,665],"threads",{"title":2149,"description":2150,"path":2151,"category":1841,"date":679,"updatedAt":679,"sourceType":473,"source":2152,"tags":2153},"OpenClaw Secret 观察：active snapshot 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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",[2016,735,710,513,548],{"title":2206,"description":2207,"path":2208,"category":1841,"date":689,"updatedAt":689,"sourceType":473,"source":2197,"tags":2209},"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",[1230,1380,681,664,521],{"title":2211,"description":2212,"path":2213,"category":1841,"date":1521,"updatedAt":1521,"sourceType":473,"source":2214,"tags":2215},"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",[1523,774,1549,1550,2216],"compatibility",{"title":2218,"description":2219,"path":2220,"category":1841,"date":611,"updatedAt":611,"sourceType":473,"source":1874,"tags":2221},"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",[1250,521,570,498,478],{"title":2223,"description":2224,"path":2225,"category":1841,"date":1041,"updatedAt":1041,"sourceType":473,"source":1989,"tags":2226},"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",[498,625,1043,1364,683],{"title":2228,"description":2229,"path":2230,"category":1841,"date":611,"updatedAt":611,"sourceType":473,"source":2231,"tags":2232},"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",[1598,1192,1295,498,1991],{"title":2234,"description":2235,"path":2236,"category":1841,"date":611,"updatedAt":611,"sourceType":473,"source":2237,"tags":2238},"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",[1262,1263,1264,1265,1266],{"title":2240,"description":2241,"path":2242,"category":1634,"date":481,"updatedAt":481,"sourceType":473,"source":2014,"tags":2243},"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",[2016,758,2244,2245,772],"phone","tts",{"title":2247,"description":2248,"path":2249,"category":1841,"date":679,"updatedAt":679,"sourceType":473,"source":2250,"tags":2251},"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 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