[{"data":1,"prerenderedAt":3026},["ShallowReactive",2],{"docs:reference/anthropic-context1m-429-and-fallback":3,"content-manifest":383},{"id":4,"title":5,"body":6,"category":364,"date":365,"description":366,"extension":367,"meta":368,"navigation":369,"path":370,"seo":371,"source":372,"sourceName":373,"sourceType":374,"stem":375,"tags":376,"updatedAt":381,"__hash__":382},"docs/docs/reference/anthropic-context1m-429-and-fallback.md","Anthropic context1m 的 429 和 fallback 应该怎么处理",{"type":7,"value":8,"toc":343},"minimark",[9,13,17,27,30,35,38,52,55,63,67,70,73,88,91,95,98,149,152,163,169,172,183,186,193,196,203,206,217,220,232,235,239,242,247,250,254,261,264,267,271,274,280,283,287,290,293,296,315,318,339],[10,11,5],"h1",{"id":12},"anthropic-context1m-的-429-和-fallback-应该怎么处理",[14,15,16],"p",{},"官方 Gateway Troubleshooting 页最近把一个很具体的问题单独拎了出来：",[18,19,20],"ul",{},[21,22,23],"li",{},[24,25,26],"code",{},"HTTP 429: rate_limit_error: Extra usage is required for long context requests",[14,28,29],{},"这说明它已经不是零散边缘问题，而是 Anthropic 长上下文运行时值得正式处理的一类故障。",[31,32,34],"h2",{"id":33},"这类-429-为什么经常显得很随机","这类 429 为什么经常显得“很随机”",[14,36,37],{},"官方排障页给出的判断很明确，这类报错通常同时满足三件事：",[18,39,40,46,49],{},[21,41,42,43],{},"当前选中的 Anthropic Opus / Sonnet 模型启用了 ",[24,44,45],{},"params.context1m: true",[21,47,48],{},"当前凭据没有 long-context 使用资格",[21,50,51],{},"失败主要出现在长 session 或需要 1M beta 路径的 run",[14,53,54],{},"所以它看起来像“有时好有时坏”，其实常常不是整体 provider 坏了，而是：",[18,56,57,60],{},[21,58,59],{},"普通上下文可用",[21,61,62],{},"长上下文那条能力线被拒绝",[31,64,66],{"id":65},"为什么不要把它直接当成普通速率限制","为什么不要把它直接当成“普通速率限制”",[14,68,69],{},"这类 429 和“瞬时打满速率上限”并不完全一样。",[14,71,72],{},"官方给的修复建议很直接：",[74,75,76,82,85],"ol",{},[21,77,78,79],{},"关掉 ",[24,80,81],{},"context1m",[21,83,84],{},"换成有 billing / extra usage 资格的 Anthropic 凭据",[21,86,87],{},"配好 fallback，让长上下文请求被拒时还能继续跑",[14,89,90],{},"这说明它更像“能力资格不满足”，而不只是暂时拥堵。",[31,92,94],{"id":93},"最应该先看的不是日志量而是模型配置","最应该先看的不是日志量，而是模型配置",[14,96,97],{},"碰到这类 429 时，更适合先看：",[99,100,105],"pre",{"className":101,"code":102,"language":103,"meta":104,"style":104},"language-bash shiki shiki-themes github-light github-dark","openclaw logs --follow\nopenclaw models status\nopenclaw config get agents.defaults.models\n","bash","",[24,106,107,124,135],{"__ignoreMap":104},[108,109,112,116,120],"span",{"class":110,"line":111},"line",1,[108,113,115],{"class":114},"sScJk","openclaw",[108,117,119],{"class":118},"sZZnC"," logs",[108,121,123],{"class":122},"sj4cs"," --follow\n",[108,125,127,129,132],{"class":110,"line":126},2,[108,128,115],{"class":114},[108,130,131],{"class":118}," models",[108,133,134],{"class":118}," status\n",[108,136,138,140,143,146],{"class":110,"line":137},3,[108,139,115],{"class":114},[108,141,142],{"class":118}," config",[108,144,145],{"class":118}," get",[108,147,148],{"class":118}," agents.defaults.models\n",[14,150,151],{},"因为真正关键的是：",[18,153,154,160],{},[21,155,156,157,159],{},"你当前是不是在走带 ",[24,158,81],{}," 的 Anthropic 模型",[21,161,162],{},"fallback 有没有准备",[31,164,166,167],{"id":165},"什么时候更适合直接关掉-context1m","什么时候更适合直接关掉 ",[24,168,81],{},[14,170,171],{},"如果你的场景是：",[18,173,174,177,180],{},[21,175,176],{},"大多数任务并不真的需要 1M 长上下文",[21,178,179],{},"当前账号又没有稳定 long-context 资格",[21,181,182],{},"你更在意整体稳定，而不是极限上下文窗口",[14,184,185],{},"那官方建议里第一条其实就很实用：",[18,187,188],{},[21,189,190,191],{},"直接禁用 ",[24,192,81],{},[14,194,195],{},"让请求回到普通上下文窗口，往往比长期让主路径踩这类 429 更稳。",[31,197,199,200,202],{"id":198},"什么时候更适合保留-context1m但给出-fallback","什么时候更适合保留 ",[24,201,81],{},"，但给出 fallback",[14,204,205],{},"如果你确实需要长上下文能力，例如：",[18,207,208,211,214],{},[21,209,210],{},"长会话归纳",[21,212,213],{},"大文档推理",[21,215,216],{},"超长项目历史分析",[14,218,219],{},"那更稳的做法通常不是完全放弃它，而是：",[18,221,222,225],{},[21,223,224],{},"让 Anthropic 长上下文继续当主力",[21,226,227,228,231],{},"但在 ",[24,229,230],{},"agents.defaults.model.fallbacks"," 里准备后备模型",[14,233,234],{},"这样当长上下文资格没满足时，run 还能继续而不是整条链路直接失败。",[31,236,238],{"id":237},"这类-429-在-failover-里属于哪一层","这类 429 在 failover 里属于哪一层",[14,240,241],{},"结合官方 Model Failover 文档，更适合把它看成两层判断：",[243,244,246],"h3",{"id":245},"第一层同-provider-内-authprofile-轮转","第一层：同 provider 内 auth/profile 轮转",[14,248,249],{},"如果你同一个 Anthropic provider 下有多套可用 profile，系统会先尝试 profile 轮转。",[243,251,253],{"id":252},"第二层跨模型-fallback","第二层：跨模型 fallback",[14,255,256,257,260],{},"如果当前 provider 的 profile 都不行，才会进入 ",[24,258,259],{},"fallbacks","。",[14,262,263],{},"也就是说，它不是一碰到 429 就必然立刻跨模型，而是先走 provider 内的恢复路径。",[31,265,266],{"id":266},"哪些误判最常见",[243,268,270],{"id":269},"_1-以为-anthropic-整体不可用","1. 以为 Anthropic 整体不可用",[14,272,273],{},"很多时候只是 1M 长上下文资格不满足，普通上下文并不一定坏。",[243,275,277,278],{"id":276},"_2-只盯着-429不看-context1m","2. 只盯着 429，不看 ",[24,279,81],{},[14,281,282],{},"如果你不先确认模型参数，很容易把问题错判成通用限流。",[243,284,286],{"id":285},"_3-以为-fallback-已配就一定会接住","3. 以为 fallback 已配就一定会接住",[14,288,289],{},"如果 provider 内 profile 轮转、allowlist 或 fallback 本身没配完整，仍然可能断在中间。",[31,291,292],{"id":292},"更稳的恢复顺序",[14,294,295],{},"建议按下面顺序处理：",[74,297,298,303,306,309],{},[21,299,300,301],{},"先确认当前模型是否启用了 ",[24,302,45],{},[21,304,305],{},"看当前 Anthropic credential 是否具备相应资格",[21,307,308],{},"确认 provider 内 profile 轮转是否可用",[21,310,311,312,314],{},"再确认 ",[24,313,259],{}," 是否真的存在且允许被选中",[31,316,317],{"id":317},"下一步推荐",[18,319,320,327,333],{},[21,321,322],{},[323,324,326],"a",{"href":325},"/docs/reference/models-status-probe-and-auth-profiles","models status --probe 和 auth profiles 应该怎么看",[21,328,329],{},[323,330,332],{"href":331},"/docs/reference/auth-profile-rotation-and-session-pinning","认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据",[21,334,335],{},[323,336,338],{"href":337},"/docs/manual/providers-and-fallback","模型提供商与故障转移",[340,341,342],"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 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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1242,1066,1243,588,398,421],{"title":1250,"description":1251,"path":1252,"category":1048,"updatedAt":512,"sourceType":374,"tags":1253},"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",[1254,400,1255,1256,1257,1258],"update","stable","beta","dev","rollout",{"title":5,"description":366,"path":370,"category":364,"updatedAt":381,"sourceType":374,"tags":1260},[377,378,81,379,380],{"title":1262,"description":1263,"path":1264,"category":364,"updatedAt":461,"sourceType":374,"tags":1265},"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",[380,578,957,1266],"diagnostics",{"title":1268,"description":1269,"path":1270,"category":364,"updatedAt":512,"sourceType":374,"tags":1271},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 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场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[1307,1308,588,586,380],"cloudflare-ai-gateway","headers",{"title":1310,"description":1311,"path":1312,"category":1313,"updatedAt":512,"sourceType":665,"tags":1314},"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",[665,1315,1316,1317],"github","issues","feedback",{"title":1319,"description":1320,"path":1321,"category":364,"updatedAt":715,"sourceType":374,"tags":1322},"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",[412,380,1323,1324],"settings","options",{"title":1326,"description":1327,"path":1328,"category":364,"updatedAt":469,"sourceType":374,"tags":1329},"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",[674,753,754,695,1087],{"title":1331,"description":1332,"path":1333,"category":364,"updatedAt":381,"sourceType":374,"tags":1334},"cron run 入队语义和 retry 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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",[868,1440,719,447,380],"invoke",{"title":1442,"description":1443,"path":1444,"category":364,"updatedAt":381,"sourceType":374,"tags":1445},"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",[402,1446,1447,1448,1449,380],"hybrid-search","ranking","mmr","retrieval",{"title":326,"description":1451,"path":325,"category":364,"updatedAt":512,"sourceType":374,"tags":1452},"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”。",[520,1453,588,586,380],"probe",{"title":1455,"description":1456,"path":1457,"category":364,"updatedAt":955,"sourceType":374,"tags":1458},"配对审批与设备授权管理","从管理员视角理解 OpenClaw 的 DM pairing、设备 pairing、allowFrom 文件和审批命令，避免把授权边界搞乱。","/docs/reference/pairing-admin",[753,754,1293,1459,1087],"credentials",{"title":1461,"description":1462,"path":1463,"category":364,"updatedAt":512,"sourceType":374,"tags":1464},"插件安装 spec、--pin 和 update tracking 应该怎么理解","基于最新官方 plugins CLI 文档，解释 ClawHub first、npm-safe spec、--pin、prerelease opt-in 和 plugins.installs 的跟踪逻辑，帮助团队判断插件后续会按什么规则更新。","/docs/reference/plugins-install-specs-and-update-tracking",[504,648,1465,1466,1183,380],"npm","pin",{"title":1468,"description":1469,"path":1470,"category":1347,"updatedAt":469,"sourceType":374,"tags":1471},"原始流日志怎么抓","基于最新官方 Debugging 文档，整理 OpenClaw 的 raw stream、pi-mono raw chunk 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",[1349,1472,822,586,785],"raw-stream",{"title":1474,"description":1475,"path":1476,"category":364,"updatedAt":381,"sourceType":374,"tags":1477},"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 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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",[448,1080,576,1525,420],{"title":1843,"description":1844,"path":1845,"category":1819,"date":573,"updatedAt":573,"sourceType":374,"source":1846,"tags":1847},"OpenClaw 正在把 /tasks 做成后台工作总账本，而不是聊天里的附属提示","官方近期补全的 Background Tasks 与 tasks CLI 文档，说明 OpenClaw 的后台任务体系已经从隐式执行，转向更正式的 ledger、审计和清理模型。","/news/openclaw-background-tasks-watch-2026-04-30","https://docs.openclaw.ai/automation/tasks",[575,448,576,577,1207,420],{"title":1849,"description":1850,"path":1851,"category":1819,"date":573,"updatedAt":573,"sourceType":374,"source":1852,"tags":1853},"OpenClaw 的 Amazon Bedrock 接入开始把 Guardrails 正式推到 provider 层","官方近期完善的 Amazon Bedrock 文档，把 AWS credential chain、自动发现和 Guardrails 全部写到了同一页里，说明 Bedrock 正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[584,585,587,586,886],{"title":1855,"description":1856,"path":1857,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":1858,"tags":1859},"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",[613,597,614,596,641],{"title":1861,"description":1862,"path":1863,"category":1819,"date":381,"updatedAt":381,"sourceType":374,"source":1864,"tags":1865},"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",[456,1242,753,471,421],{"title":1867,"description":1868,"path":1869,"category":1819,"date":512,"updatedAt":512,"sourceType":374,"source":1827,"tags":1870},"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",[640,642,719,400,1196],{"title":1872,"description":1873,"path":1874,"category":1671,"date":394,"updatedAt":394,"sourceType":665,"source":1875,"tags":1876},"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",[1551,666,1674,1627],{"title":1878,"description":1879,"path":1880,"category":1819,"date":512,"updatedAt":512,"sourceType":374,"source":1881,"tags":1882},"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",[648,413,657,658,1883,649],"telemetry",{"title":1885,"description":1886,"path":1887,"category":1613,"date":469,"updatedAt":469,"sourceType":374,"source":1888,"tags":1889},"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",[578,398,1390,568,420],{"title":1891,"description":1892,"path":1893,"category":1819,"date":593,"updatedAt":593,"sourceType":374,"source":1894,"tags":1895},"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",[412,960,595,1896,420],"overrides",{"title":1898,"description":1899,"path":1900,"category":1613,"date":469,"updatedAt":469,"sourceType":374,"source":1807,"tags":1901},"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",[982,983,552,402,1902],"continuity",{"title":1904,"description":1905,"path":1906,"category":1613,"date":469,"updatedAt":469,"sourceType":374,"source":1907,"tags":1908},"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",[674,456,1066,753,471],{"title":1910,"description":1911,"path":1912,"category":1819,"date":1026,"updatedAt":1026,"sourceType":374,"source":1833,"tags":1913},"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",[456,551,1341,588,674],{"title":1915,"description":1916,"path":1917,"category":1819,"date":512,"updatedAt":512,"sourceType":374,"source":1833,"tags":1918},"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",[456,527,694,1341,596,1919],"web",{"title":1921,"description":1922,"path":1923,"category":1613,"date":394,"updatedAt":394,"sourceType":665,"source":1924,"tags":1925},"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",[409,413,666,1551],{"title":1927,"description":1928,"path":1929,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":1930,"tags":1931},"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",[754,753,694,1100,1932],"rotate",{"title":1934,"description":1935,"path":1936,"category":1819,"date":593,"updatedAt":593,"sourceType":374,"source":1937,"tags":1938},"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",[1106,1266,1107,1349,420],{"title":1940,"description":1941,"path":1942,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":1937,"tags":1943},"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",[1106,1107,957,1184,1266],{"title":1945,"description":1946,"path":1947,"category":1948,"date":394,"updatedAt":394,"sourceType":665,"source":1949,"tags":1950},"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",[1951,1952,1953,1954],"education","adoption","ai-tutor","higher-education",{"title":1956,"description":1957,"path":1958,"category":1948,"date":394,"updatedAt":394,"sourceType":665,"source":1959,"tags":1960},"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",[419,1553,447,1551],{"title":1962,"description":1963,"path":1964,"category":1613,"date":469,"updatedAt":469,"sourceType":374,"source":1965,"tags":1966},"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",[413,648,504,506,667],{"title":1968,"description":1969,"path":1970,"category":1819,"date":573,"updatedAt":573,"sourceType":374,"source":1971,"tags":1972},"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",[731,732,733,734,400,735],{"title":1974,"description":1975,"path":1976,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":1977,"tags":1978},"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",[398,753,1979,694,567],"pending",{"title":1981,"description":1982,"path":1983,"category":1819,"date":1026,"updatedAt":1026,"sourceType":374,"source":1984,"tags":1985},"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",[398,615,527,456,1986],"state",{"title":1988,"description":1989,"path":1990,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":1991,"tags":1992},"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",[614,1413,839,772,596],{"title":1994,"description":1995,"path":1996,"category":1819,"date":381,"updatedAt":381,"sourceType":374,"source":1991,"tags":1997},"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",[614,1484,1998,613,886],"activation",{"title":2000,"description":2001,"path":2002,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":2003,"tags":2004},"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",[412,1433,1058,1434,420],{"title":2006,"description":2007,"path":2008,"category":1613,"date":469,"updatedAt":469,"sourceType":374,"source":2009,"tags":2010},"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",[2011,1553,2012,2013,2014],"showcase","home-assistant","nix","infrastructure",{"title":2016,"description":2017,"path":2018,"category":1819,"date":593,"updatedAt":593,"sourceType":374,"source":2019,"tags":2020},"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",[552,402,983,1902,886],{"title":2022,"description":2023,"path":2024,"category":1819,"date":593,"updatedAt":593,"sourceType":374,"source":2025,"tags":2026},"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",[1184,576,552,1073,420],{"title":2028,"description":2029,"path":2030,"category":1639,"date":1614,"updatedAt":461,"sourceType":1315,"source":1641,"tags":2031},"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",[1181,1254,1182,413,421],{"title":2033,"description":2034,"path":2035,"category":1819,"date":512,"updatedAt":512,"sourceType":374,"source":2036,"tags":2037},"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",[2011,402,702,2048,2049],"vector-search","knowledge",{"title":2051,"description":2052,"path":2053,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":2054,"tags":2055},"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",[1413,614,640,642,709],{"title":2057,"description":2058,"path":2059,"category":1819,"date":593,"updatedAt":593,"sourceType":374,"source":2060,"tags":2061},"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",[772,527,596,776,400],{"title":2063,"description":2064,"path":2065,"category":1819,"date":512,"updatedAt":512,"sourceType":374,"source":1888,"tags":2066},"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",[520,1453,586,588,1143],{"title":2068,"description":2069,"path":2070,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":2071,"tags":2072},"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",[567,752,398,753,754],{"title":2074,"description":2075,"path":2076,"category":1613,"date":469,"updatedAt":469,"sourceType":374,"source":2077,"tags":2078},"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",[455,1598,880,1599,1184],{"title":2080,"description":2081,"path":2082,"category":1819,"date":1026,"updatedAt":1026,"sourceType":374,"source":1907,"tags":2083},"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",[1196,695,674,753,471],{"title":2085,"description":2086,"path":2087,"category":1819,"date":381,"updatedAt":381,"sourceType":374,"source":2088,"tags":2089},"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",[456,527,1034,1196,568],{"title":2091,"description":2092,"path":2093,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":1930,"tags":2094},"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",[753,1293,400,1294,420],{"title":2096,"description":2097,"path":2098,"category":1613,"date":469,"updatedAt":469,"sourceType":374,"source":2099,"tags":2100},"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",[504,666,506,665,667],{"title":2102,"description":2103,"path":2104,"category":1819,"date":512,"updatedAt":512,"sourceType":374,"source":2105,"tags":2106},"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",[504,648,1465,1466,1183],{"title":2108,"description":2109,"path":2110,"category":1819,"date":512,"updatedAt":512,"sourceType":374,"source":2111,"tags":2112},"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",[867,868,447,719,505],{"title":2114,"description":2115,"path":2116,"category":1819,"date":381,"updatedAt":381,"sourceType":374,"source":2117,"tags":2118},"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",[586,520,567,588,886],{"title":2120,"description":2121,"path":2122,"category":1819,"date":381,"updatedAt":381,"sourceType":374,"source":2123,"tags":2124},"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",[586,379,520,398,420],{"title":2126,"description":2127,"path":2128,"category":1613,"date":469,"updatedAt":469,"sourceType":374,"source":1807,"tags":2129},"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",[1181,1182,1184,1183],{"title":2131,"description":2132,"path":2133,"category":1819,"date":593,"updatedAt":593,"sourceType":374,"source":1833,"tags":2134},"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",[456,753,567,471,1087],{"title":2136,"description":2137,"path":2138,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":2139,"tags":2140},"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",[596,595,2141,400,597],"threads",{"title":2143,"description":2144,"path":2145,"category":1819,"date":573,"updatedAt":573,"sourceType":374,"source":2146,"tags":2147},"OpenClaw 把 SearXNG 推进 bundled web_search provider，搜索层开始更适合自托管","官方近期上线的 SearXNG Search 文档，说明 OpenClaw 的 web_search 已经不只适合外部 API，也开始正式支持自托管聚合搜索。","/news/openclaw-searxng-search-watch-2026-04-30","https://docs.openclaw.ai/tools/searxng-search",[925,814,926,497,401],{"title":2149,"description":2150,"path":2151,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":2152,"tags":2153},"OpenClaw Secret 观察：active snapshot 正在把密钥轮换从“即时取值”收成“原子切换”","基于 2026 年 3 月 25 日可见的官方 Secrets Management 文档，最近 secrets 层最值得关注的变化之一是 active snapshot 与 last-known-good 的边界越来越清楚。","/news/openclaw-secret-snapshot-watch-2026-03-25","https://docs.openclaw.ai/gateway/secrets",[1493,2154,2155,1492,420],"snapshot","rotation",{"title":2157,"description":2158,"path":2159,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":2019,"tags":2160},"OpenClaw 正在把 secure DM mode 写成共享入口的默认安全心智","官方最近围绕 Session、Security 和 CLI Security 的更新，正在把 secure DM mode 从一个可选技巧，推成多人 DM 入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[615,421,1364,753,1222],{"title":2162,"description":2163,"path":2164,"category":1819,"date":512,"updatedAt":512,"sourceType":374,"source":2165,"tags":2166},"OpenClaw 安全观察：security audit 已经从提醒工具继续长成加固入口","基于 2026 年 3 月 24 日可见的官方安全文档，最近最值得关注的信号是 openclaw security audit 不再只是列问题，而是在形成 audit、deep、fix 三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[421,1207,1209,1208,420],{"title":2168,"description":2169,"path":2170,"category":2171,"date":394,"updatedAt":394,"sourceType":665,"source":2172,"tags":2173},"OpenClaw 安全与合规话题升温：中文团队更在意可审计与本地数据边界","基于 2026 年 3 月 16 日安全方向临时稿，整理 OpenClaw 在中文环境下最受关注的安全议题，包括本地运行、合规要求、可审计性与金融等高敏行业采用。","/news/openclaw-security-compliance-watch-2026-03-16","安全观察","content/tmp/2026-03-16/openclaw-security-audit-milestone.md",[421,2174,785,419],"compliance",{"title":2176,"description":2177,"path":2178,"category":1819,"date":593,"updatedAt":593,"sourceType":374,"source":2152,"tags":2179},"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",[421,1492,719,2180,420],"proxy",{"title":2182,"description":2183,"path":2184,"category":1819,"date":1503,"updatedAt":1503,"sourceType":374,"source":2185,"tags":2186},"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",[615,1506,983,1505,398],{"title":2188,"description":2189,"path":2190,"category":1819,"date":1503,"updatedAt":1503,"sourceType":374,"source":2191,"tags":2192},"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",[552,578,1512,1207,420],{"title":2194,"description":2195,"path":2196,"category":1819,"date":611,"updatedAt":611,"sourceType":374,"source":2197,"tags":2198},"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",[421,1222,1223,2199,398],"sandbox",{"title":2201,"description":2202,"path":2203,"category":1613,"date":469,"updatedAt":469,"sourceType":374,"source":2009,"tags":2204},"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",[2011,665,640,413,448],{"title":2206,"description":2207,"path":2208,"category":1819,"date":381,"updatedAt":381,"sourceType":374,"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",[1222,1365,613,596,421],{"title":2211,"description":2212,"path":2213,"category":1819,"date":1503,"updatedAt":1503,"sourceType":374,"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",[1505,586,1531,1532,2216],"compatibility",{"title":2218,"description":2219,"path":2220,"category":1819,"date":512,"updatedAt":512,"sourceType":374,"source":1864,"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",[1242,421,471,398,588],{"title":2223,"description":2224,"path":2225,"category":1819,"date":1026,"updatedAt":1026,"sourceType":374,"source":1984,"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",[398,527,1028,1349,615],{"title":2228,"description":2229,"path":2230,"category":1819,"date":512,"updatedAt":512,"sourceType":374,"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",[1579,1184,861,398,1986],{"title":2234,"description":2235,"path":2236,"category":1819,"date":512,"updatedAt":512,"sourceType":374,"source":2237,"tags":2238},"OpenClaw 更新观察：stable、beta、dev 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