[{"data":1,"prerenderedAt":3054},["ShallowReactive",2],{"best-practices:plugin-lifecycle-governance":3,"content-manifest":414},{"id":4,"title":5,"body":6,"category":393,"date":394,"description":395,"difficulty":396,"extension":397,"meta":398,"navigation":399,"path":400,"seo":401,"source":402,"sourceName":403,"sourceType":404,"stem":405,"tags":406,"updatedAt":412,"__hash__":413},"bestPractices/best-practices/plugin-lifecycle-governance.md","插件更新轨道和卸载回收应该怎么安排",{"type":7,"value":8,"toc":369},"minimark",[9,12,16,29,32,37,40,59,62,66,69,80,83,91,98,105,112,115,132,136,143,163,169,176,179,183,186,197,200,204,207,250,253,256,260,271,274,282,285,293,296,300,303,310,313,317,320,323,341,344,365],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"很多团队现在已经不只是“装不装插件”，而是开始碰到更实际的问题：",[17,18,19,23,26],"ul",{},[20,21,22],"li",{},"这个插件以后跟哪条版本轨道",[20,24,25],{},"卸载时会清掉什么",[20,27,28],{},"回滚后还有哪些残留",[13,30,31],{},"官方最近的 plugins CLI 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的卸载要单独看",[13,184,185],{},"这是最近文档里特别值的一条边界：",[17,187,188,191],{},[20,189,190],{},"如果卸载的是 active memory plugin",[20,192,193,194],{},"memory slot 会回退到 ",[49,195,196],{},"memory-core",[13,198,199],{},"这说明某些插件卸载不是“单纯少一个扩展”，而会牵动核心槽位回退行为。",[33,201,203],{"id":202},"第六原则dry-run-应该成为正式卸载习惯","第六原则：dry-run 应该成为正式卸载习惯",[13,205,206],{},"对于长期环境，更稳的顺序通常是：",[208,209,214],"pre",{"className":210,"code":211,"language":212,"meta":213,"style":213},"language-bash shiki shiki-themes github-light github-dark","openclaw plugins uninstall \u003Cid> --dry-run\n","bash","",[49,215,216],{"__ignoreMap":213},[217,218,221,225,229,232,236,239,243,246],"span",{"class":219,"line":220},"line",1,[217,222,224],{"class":223},"sScJk","openclaw",[217,226,228],{"class":227},"sZZnC"," plugins",[217,230,231],{"class":227}," uninstall",[217,233,235],{"class":234},"szBVR"," \u003C",[217,237,238],{"class":227},"i",[217,240,242],{"class":241},"sVt8B","d",[217,244,245],{"class":234},">",[217,247,249],{"class":248},"sj4cs"," 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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1266,1091,1267,617,429,452],{"title":1274,"description":1275,"path":1276,"category":1073,"updatedAt":412,"sourceType":404,"tags":1277},"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",[1278,431,1279,1280,1281,1282],"update","stable","beta","dev","rollout",{"title":1284,"description":1285,"path":1286,"category":1287,"updatedAt":650,"sourceType":404,"tags":1288},"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 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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",[617,887,1292,581,1293],{"title":1312,"description":1313,"path":1314,"category":1287,"updatedAt":650,"sourceType":404,"tags":1315},"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",[781,1316,670,782,1293],"bootstrapToken",{"title":1318,"description":1319,"path":1320,"category":1293,"updatedAt":576,"sourceType":404,"tags":1321},"引导文件模板系统","AGENTS.md、SOUL.md、BOOTSTRAP.md 等引导文件的用途、写法和最佳实践。","/docs/reference/bootstrap-templates",[1322,580,626,589,1183,579],"templates",{"title":1324,"description":1325,"path":1326,"category":1287,"updatedAt":640,"sourceType":404,"tags":1327},"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",[781,1328,431,1329,1112],"allowFrom","account",{"title":1331,"description":1332,"path":1333,"category":1287,"updatedAt":743,"sourceType":404,"tags":1334},"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",[607,1293,1335,1336],"commands","terminal",{"title":1338,"description":1339,"path":1340,"category":1287,"updatedAt":650,"sourceType":404,"tags":1341},"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",[1342,1343,617,615,1293],"cloudflare-ai-gateway","headers",{"title":1345,"description":1346,"path":1347,"category":1348,"updatedAt":412,"sourceType":693,"tags":1349},"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",[693,1350,1351,1352],"github","issues","feedback",{"title":1354,"description":1355,"path":1356,"category":1287,"updatedAt":743,"sourceType":404,"tags":1357},"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",[443,1293,1358,1359],"settings","options",{"title":1361,"description":1362,"path":1363,"category":1287,"updatedAt":500,"sourceType":404,"tags":1364},"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",[702,781,782,723,1112],{"title":1366,"description":1367,"path":1368,"category":1287,"updatedAt":650,"sourceType":404,"tags":1369},"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",[605,859,1370,942,1293],"scheduler",{"title":1372,"description":1373,"path":1374,"category":1287,"updatedAt":1051,"sourceType":404,"tags":1375},"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",[487,722,1376,1377,617],"secretref","sessionStorage",{"title":1379,"description":1380,"path":1381,"category":1382,"updatedAt":743,"sourceType":404,"tags":1383},"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",[1384,1385,1386,1131,848],"debugging","debug","runtime-overrides",{"title":1388,"description":1389,"path":1390,"category":1287,"updatedAt":622,"sourceType":404,"tags":1391},"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",[1299,1392,1393,1385,1293],"logging","flags",{"title":1395,"description":1396,"path":1397,"category":1287,"updatedAt":622,"sourceType":404,"tags":1398},"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",[644,1399,1400,625,1293],"dmScope","identityLinks",{"title":1402,"description":1403,"path":1404,"category":1287,"updatedAt":622,"sourceType":404,"tags":1405},"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 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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",[894,1475,747,478,1293],"invoke",{"title":1477,"description":1478,"path":1479,"category":1287,"updatedAt":650,"sourceType":404,"tags":1480},"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",[433,1481,1482,1483,1484,1293],"hybrid-search","ranking","mmr","retrieval",{"title":1486,"description":1487,"path":1488,"category":1287,"updatedAt":412,"sourceType":404,"tags":1489},"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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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",[479,1105,605,1560,451],{"title":1877,"description":1878,"path":1879,"category":1853,"date":602,"updatedAt":602,"sourceType":404,"source":1880,"tags":1881},"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",[604,479,605,606,1231,451],{"title":1883,"description":1884,"path":1885,"category":1853,"date":602,"updatedAt":602,"sourceType":404,"source":1886,"tags":1887},"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",[613,614,616,615,411],{"title":1889,"description":1890,"path":1891,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":1892,"tags":1893},"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",[642,626,643,625,671],{"title":1895,"description":1896,"path":1897,"category":1853,"date":650,"updatedAt":650,"sourceType":404,"source":1898,"tags":1899},"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",[487,1266,781,502,452],{"title":1901,"description":1902,"path":1903,"category":1853,"date":412,"updatedAt":412,"sourceType":404,"source":1861,"tags":1904},"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",[670,672,747,431,1220],{"title":1906,"description":1907,"path":1908,"category":1705,"date":425,"updatedAt":425,"sourceType":693,"source":1909,"tags":1910},"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",[1586,694,1708,1661],{"title":1912,"description":1913,"path":1914,"category":1853,"date":412,"updatedAt":412,"sourceType":404,"source":1915,"tags":1916},"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",[678,444,687,688,1917,679],"telemetry",{"title":1919,"description":1920,"path":1921,"category":1647,"date":500,"updatedAt":500,"sourceType":404,"source":1922,"tags":1923},"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",[607,429,1425,597,451],{"title":1925,"description":1926,"path":1927,"category":1853,"date":622,"updatedAt":622,"sourceType":404,"source":1928,"tags":1929},"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",[443,985,624,1930,451],"overrides",{"title":1932,"description":1933,"path":1934,"category":1647,"date":500,"updatedAt":500,"sourceType":404,"source":1841,"tags":1935},"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",[1007,1008,581,433,1936],"continuity",{"title":1938,"description":1939,"path":1940,"category":1647,"date":500,"updatedAt":500,"sourceType":404,"source":1941,"tags":1942},"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",[702,487,1091,781,502],{"title":1944,"description":1945,"path":1946,"category":1853,"date":1051,"updatedAt":1051,"sourceType":404,"source":1867,"tags":1947},"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",[487,580,1376,617,702],{"title":1949,"description":1950,"path":1951,"category":1853,"date":412,"updatedAt":412,"sourceType":404,"source":1867,"tags":1952},"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",[487,556,722,1376,625,1953],"web",{"title":1955,"description":1956,"path":1957,"category":1647,"date":425,"updatedAt":425,"sourceType":693,"source":1958,"tags":1959},"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",[440,444,694,1586],{"title":1961,"description":1962,"path":1963,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":1964,"tags":1965},"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",[782,781,722,1125,1966],"rotate",{"title":1968,"description":1969,"path":1970,"category":1853,"date":622,"updatedAt":622,"sourceType":404,"source":1971,"tags":1972},"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",[1131,1299,1132,1384,451],{"title":1974,"description":1975,"path":1976,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":1971,"tags":1977},"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",[1131,1132,982,1208,1299],{"title":1979,"description":1980,"path":1981,"category":1982,"date":425,"updatedAt":425,"sourceType":693,"source":1983,"tags":1984},"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",[1985,1986,1987,1988],"education","adoption","ai-tutor","higher-education",{"title":1990,"description":1991,"path":1992,"category":1982,"date":425,"updatedAt":425,"sourceType":693,"source":1993,"tags":1994},"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",[450,1588,478,1586],{"title":1996,"description":1997,"path":1998,"category":1647,"date":500,"updatedAt":500,"sourceType":404,"source":1999,"tags":2000},"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",[444,678,407,536,695],{"title":2002,"description":2003,"path":2004,"category":1853,"date":602,"updatedAt":602,"sourceType":404,"source":2005,"tags":2006},"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",[759,760,761,762,431,763],{"title":2008,"description":2009,"path":2010,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":2011,"tags":2012},"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",[429,781,2013,722,596],"pending",{"title":2015,"description":2016,"path":2017,"category":1853,"date":1051,"updatedAt":1051,"sourceType":404,"source":2018,"tags":2019},"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",[429,644,556,487,2020],"state",{"title":2022,"description":2023,"path":2024,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":2025,"tags":2026},"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",[643,1448,865,799,625],{"title":2028,"description":2029,"path":2030,"category":1853,"date":650,"updatedAt":650,"sourceType":404,"source":2025,"tags":2031},"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",[643,1519,2032,642,411],"activation",{"title":2034,"description":2035,"path":2036,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":2037,"tags":2038},"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 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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",[2045,433,730,2082,2083],"vector-search","knowledge",{"title":2085,"description":2086,"path":2087,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":2088,"tags":2089},"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",[1448,643,670,672,737],{"title":2091,"description":2092,"path":2093,"category":1853,"date":622,"updatedAt":622,"sourceType":404,"source":2094,"tags":2095},"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",[799,556,625,803,431],{"title":2097,"description":2098,"path":2099,"category":1853,"date":412,"updatedAt":412,"sourceType":404,"source":1922,"tags":2100},"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",[549,1490,615,617,1168],{"title":2102,"description":2103,"path":2104,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":2105,"tags":2106},"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",[596,780,429,781,782],{"title":2108,"description":2109,"path":2110,"category":1647,"date":500,"updatedAt":500,"sourceType":404,"source":2111,"tags":2112},"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",[486,1632,906,1633,1208],{"title":2114,"description":2115,"path":2116,"category":1853,"date":1051,"updatedAt":1051,"sourceType":404,"source":1941,"tags":2117},"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",[1220,723,702,781,502],{"title":2119,"description":2120,"path":2121,"category":1853,"date":650,"updatedAt":650,"sourceType":404,"source":2122,"tags":2123},"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",[487,556,1059,1220,597],{"title":2125,"description":2126,"path":2127,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":1964,"tags":2128},"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",[781,1328,431,1329,451],{"title":2130,"description":2131,"path":2132,"category":1647,"date":500,"updatedAt":500,"sourceType":404,"source":2133,"tags":2134},"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",[407,694,536,693,695],{"title":2136,"description":2137,"path":2138,"category":1853,"date":412,"updatedAt":412,"sourceType":404,"source":402,"tags":2139},"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 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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",[615,549,596,617,411],{"title":2153,"description":2154,"path":2155,"category":1853,"date":650,"updatedAt":650,"sourceType":404,"source":2156,"tags":2157},"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",[615,1292,549,429,451],{"title":2159,"description":2160,"path":2161,"category":1647,"date":500,"updatedAt":500,"sourceType":404,"source":1841,"tags":2162},"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",[1206,1207,1208,409],{"title":2164,"description":2165,"path":2166,"category":1853,"date":622,"updatedAt":622,"sourceType":404,"source":1867,"tags":2167},"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",[487,781,596,502,1112],{"title":2169,"description":2170,"path":2171,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":2172,"tags":2173},"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",[625,624,2174,431,626],"threads",{"title":2176,"description":2177,"path":2178,"category":1853,"date":602,"updatedAt":602,"sourceType":404,"source":2179,"tags":2180},"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",[950,840,951,528,432],{"title":2182,"description":2183,"path":2184,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":2185,"tags":2186},"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",[1528,2187,2188,1527,451],"snapshot","rotation",{"title":2190,"description":2191,"path":2192,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":2053,"tags":2193},"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",[644,452,1399,781,1246],{"title":2195,"description":2196,"path":2197,"category":1853,"date":412,"updatedAt":412,"sourceType":404,"source":2198,"tags":2199},"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",[452,1231,1233,1232,451],{"title":2201,"description":2202,"path":2203,"category":2204,"date":425,"updatedAt":425,"sourceType":693,"source":2205,"tags":2206},"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",[452,2207,812,450],"compliance",{"title":2209,"description":2210,"path":2211,"category":1853,"date":622,"updatedAt":622,"sourceType":404,"source":2185,"tags":2212},"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",[452,1527,747,2213,451],"proxy",{"title":2215,"description":2216,"path":2217,"category":1853,"date":1538,"updatedAt":1538,"sourceType":404,"source":2218,"tags":2219},"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",[644,1541,1008,1540,429],{"title":2221,"description":2222,"path":2223,"category":1853,"date":1538,"updatedAt":1538,"sourceType":404,"source":2224,"tags":2225},"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",[581,607,1547,1231,451],{"title":2227,"description":2228,"path":2229,"category":1853,"date":640,"updatedAt":640,"sourceType":404,"source":2230,"tags":2231},"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",[452,1246,1247,2232,429],"sandbox",{"title":2234,"description":2235,"path":2236,"category":1647,"date":500,"updatedAt":500,"sourceType":404,"source":2043,"tags":2237},"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",[2045,693,670,444,479],{"title":2239,"description":2240,"path":2241,"category":1853,"date":650,"updatedAt":650,"sourceType":404,"source":2230,"tags":2242},"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",[1246,1400,642,625,452],{"title":2244,"description":2245,"path":2246,"category":1853,"date":1538,"updatedAt":1538,"sourceType":404,"source":2247,"tags":2248},"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",[1540,615,1566,1567,2249],"compatibility",{"title":2251,"description":2252,"path":2253,"category":1853,"date":412,"updatedAt":412,"sourceType":404,"source":1898,"tags":2254},"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",[1266,452,502,429,617],{"title":2256,"description":2257,"path":2258,"category":1853,"date":1051,"updatedAt":1051,"sourceType":404,"source":2018,"tags":2259},"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",[429,556,1053,1384,644],{"title":2261,"description":2262,"path":2263,"category":1853,"date":412,"updatedAt":412,"sourceType":404,"source":2264,"tags":2265},"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",[410,1208,887,429,2020],{"title":2267,"description":2268,"path":2269,"category":1853,"date":412,"updatedAt":412,"sourceType":404,"source":2270,"tags":2271},"OpenClaw 更新观察：stable、beta、dev 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