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--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",[1028,1029,1198,1298,1192],"migrations",{"title":1300,"description":1301,"path":1302,"category":1186,"updatedAt":390,"sourceType":382,"tags":1303},"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",[893,420,597,1304,1192],"shell",{"title":1306,"description":1307,"path":1308,"category":1186,"updatedAt":519,"sourceType":404,"tags":1309},"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",[1310,1104,639,1311,1106],"sources","trust",{"title":1313,"description":1314,"path":1315,"category":1186,"updatedAt":476,"sourceType":382,"tags":1316},"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 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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",[825,1367,694,454,1192],"invoke",{"title":1369,"description":1370,"path":1371,"category":1186,"updatedAt":595,"sourceType":382,"tags":1372},"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",[410,1373,1374,1375,1376,1192],"hybrid-search","ranking","mmr","retrieval",{"title":1378,"description":1379,"path":1380,"category":1186,"updatedAt":519,"sourceType":382,"tags":1381},"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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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",[648,464,987,719,478],{"title":1833,"description":1834,"path":1835,"category":1754,"date":947,"updatedAt":947,"sourceType":382,"source":1768,"tags":1836},"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",[464,1837,1271,668,648],"bootstrap",{"title":1839,"description":1840,"path":1841,"category":1754,"date":519,"updatedAt":519,"sourceType":382,"source":1768,"tags":1842},"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",[464,534,669,1271,386,1843],"web",{"title":1845,"description":1846,"path":1847,"category":1546,"date":403,"updatedAt":403,"sourceType":639,"source":1848,"tags":1849},"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",[417,421,640,1481],{"title":1851,"description":1852,"path":1853,"category":1754,"date":586,"updatedAt":586,"sourceType":382,"source":1854,"tags":1855},"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",[720,719,669,1022,1856],"rotate",{"title":1858,"description":1859,"path":1860,"category":1754,"date":390,"updatedAt":390,"sourceType":382,"source":1861,"tags":1862},"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",[1028,1198,1029,1279,389],{"title":1864,"description":1865,"path":1866,"category":1754,"date":586,"updatedAt":586,"sourceType":382,"source":1861,"tags":1867},"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 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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",[427,1483,454,1481],{"title":1886,"description":1887,"path":1888,"category":1546,"date":476,"updatedAt":476,"sourceType":382,"source":1889,"tags":1890},"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",[421,622,511,513,641],{"title":1892,"description":1893,"path":1894,"category":1754,"date":586,"updatedAt":586,"sourceType":382,"source":1895,"tags":1896},"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",[407,719,1897,669,564],"pending",{"title":1899,"description":1900,"path":1901,"category":1754,"date":947,"updatedAt":947,"sourceType":382,"source":1902,"tags":1903},"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",[407,388,534,464,1904],"state",{"title":1906,"description":1907,"path":1908,"category":1754,"date":586,"updatedAt":586,"sourceType":382,"source":1909,"tags":1910},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 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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",[1929,410,677,1966,1967],"vector-search","knowledge",{"title":1969,"description":1970,"path":1971,"category":1754,"date":586,"updatedAt":586,"sourceType":382,"source":1972,"tags":1973},"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",[1340,589,614,616,685],{"title":1975,"description":1976,"path":1977,"category":1754,"date":390,"updatedAt":390,"sourceType":382,"source":380,"tags":1978},"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",[738,534,386,742,385],{"title":1980,"description":1981,"path":1982,"category":1754,"date":519,"updatedAt":519,"sourceType":382,"source":1811,"tags":1983},"OpenClaw 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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",[463,1530,1996,1531,1107],"install",{"title":1998,"description":1999,"path":2000,"category":1754,"date":947,"updatedAt":947,"sourceType":382,"source":1830,"tags":2001},"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",[1119,670,648,719,478],{"title":2003,"description":2004,"path":2005,"category":1754,"date":595,"updatedAt":595,"sourceType":382,"source":2006,"tags":2007},"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",[464,534,955,1119,565],{"title":2009,"description":2010,"path":2011,"category":1754,"date":586,"updatedAt":586,"sourceType":382,"source":1854,"tags":2012},"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",[719,1222,385,1223,389],{"title":2014,"description":2015,"path":2016,"category":1546,"date":476,"updatedAt":476,"sourceType":382,"source":2017,"tags":2018},"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 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fallback。","/news/openclaw-provider-recovery-ladder-watch-2026-03-29","https://docs.openclaw.ai/concepts/model-failover",[679,1191,527,407,389],{"title":2044,"description":2045,"path":2046,"category":1546,"date":476,"updatedAt":476,"sourceType":382,"source":1748,"tags":2047},"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",[1104,1105,1107,1106],{"title":2049,"description":2050,"path":2051,"category":1754,"date":390,"updatedAt":390,"sourceType":382,"source":1768,"tags":2052},"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",[464,719,564,478,1009],{"title":2054,"description":2055,"path":2056,"category":1754,"date":586,"updatedAt":586,"sourceType":382,"source":2057,"tags":2058},"OpenClaw 的 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入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[388,428,1292,719,1145],{"title":2074,"description":2075,"path":2076,"category":1754,"date":519,"updatedAt":519,"sourceType":382,"source":2077,"tags":2078},"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",[428,1130,1132,1131,389],{"title":2080,"description":2081,"path":2082,"category":2083,"date":403,"updatedAt":403,"sourceType":639,"source":2084,"tags":2085},"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",[428,2086,751,427],"compliance",{"title":2088,"description":2089,"path":2090,"category":1754,"date":390,"updatedAt":390,"sourceType":382,"source":2064,"tags":2091},"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",[428,1421,694,2092,389],"proxy",{"title":2094,"description":2095,"path":2096,"category":1754,"date":1433,"updatedAt":1433,"sourceType":382,"source":2097,"tags":2098},"OpenClaw 正在把 session transcript 从 JSONL 文件写成结构化会话事实层","官方最近新增的 Session Management Deep Dive 文档，把 session header、message tree、compaction entry 和 branch summary 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的安全责任转移。","/news/openclaw-trusted-proxy-risk-watch-2026-03-24",[1165,428,478,407,668],{"title":2135,"description":2136,"path":2137,"category":1754,"date":947,"updatedAt":947,"sourceType":382,"source":1902,"tags":2138},"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",[407,534,949,1279,388],{"title":2140,"description":2141,"path":2142,"category":1754,"date":519,"updatedAt":519,"sourceType":382,"source":2143,"tags":2144},"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",[1510,1107,1210,407,1904],{"title":2146,"description":2147,"path":2148,"category":1754,"date":519,"updatedAt":519,"sourceType":382,"source":2149,"tags":2150},"OpenClaw 更新观察：stable、beta、dev 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