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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",[220,773,1151,1152,1007],"protocol","scopes",{"title":1154,"description":1155,"path":1156,"category":1001,"updatedAt":401,"sourceType":196,"tags":1157},"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",[404,1158,386,621,554],"mention",{"title":1160,"description":1161,"path":1162,"category":1001,"updatedAt":411,"sourceType":196,"tags":1163},"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",[820,1164,1165,1166,1007],"visibility","activeHours","alerts",{"title":1168,"description":1169,"path":1170,"category":1001,"updatedAt":401,"sourceType":196,"tags":1171},"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",[767,773,1172,220,1007],"sdk",{"title":1174,"description":1175,"path":1176,"category":1001,"updatedAt":401,"sourceType":196,"tags":1177},"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",[234,1178,797,1179,1007],"include","arrays",{"title":1181,"description":1182,"path":1183,"category":1001,"updatedAt":383,"sourceType":196,"tags":1184},"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",[641,1185,510,269,1007],"invoke",{"title":1187,"description":1188,"path":1189,"category":1001,"updatedAt":411,"sourceType":196,"tags":1190},"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",[224,1191,1192,1193,1194,1007],"hybrid-search","ranking","mmr","retrieval",{"title":162,"description":1196,"path":161,"category":1001,"updatedAt":187,"sourceType":196,"tags":1197},"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”。",[199,200,202,201,1007],{"title":1199,"description":1200,"path":1201,"category":1001,"updatedAt":703,"sourceType":196,"tags":1202},"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",[535,536,1037,1203,827],"credentials",{"title":1205,"description":1206,"path":1207,"category":1001,"updatedAt":187,"sourceType":196,"tags":1208},"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",[326,440,1209,1210,921,1007],"npm","pin",{"title":1212,"description":1213,"path":1214,"category":1092,"updatedAt":291,"sourceType":196,"tags":1215},"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",[1094,1216,604,201,567],"raw-stream",{"title":1218,"description":1219,"path":1220,"category":1001,"updatedAt":411,"sourceType":196,"tags":1221},"remote auth fallback 和 tlsFingerprint 应该什么时候用","基于最新官方 Remote Access 文档，解释 gateway.remote 这套远程连接参数什么时候只是兜底、什么时候会 fail closed，以及 tlsFingerprint 在 wss 场景里真正保护什么。","/docs/reference/remote-auth-fallback-and-tls-fingerprint",[293,1222,202,220,1007],"tlsFingerprint",{"title":1224,"description":1225,"path":1226,"category":1001,"updatedAt":411,"sourceType":196,"tags":1227},"回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文","基于最新官方 Groups 与 Group Messages 文档，解释 OpenClaw 在群聊里怎样把 reply metadata 当成隐式 mention，以及未触发回复的群消息何时只进入 pending history、何时会被彻底丢弃。","/docs/reference/reply-mention-and-pending-history",[404,1228,1229,1230,1007],"mentions","pending-history","reply",{"title":1232,"description":1233,"path":1234,"category":1001,"updatedAt":383,"sourceType":196,"tags":1235},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[1236,1237,1238,201,1007],"secrets","secretrefs","runtime",{"title":1240,"description":1241,"path":1242,"category":1001,"updatedAt":401,"sourceType":196,"tags":1243},"secure DM mode 和 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巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[523,668,1257,945,242],"store",{"title":1259,"description":1260,"path":1261,"category":1001,"updatedAt":411,"sourceType":196,"tags":1262},"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",[243,960,945,1263,1007],"ingress",{"title":1265,"description":1266,"path":1267,"category":1001,"updatedAt":291,"sourceType":196,"tags":1268},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[668,855,1269,604,1270],"health","troubleshooting",{"title":1272,"description":1273,"path":1274,"category":1001,"updatedAt":1248,"sourceType":196,"tags":1275},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1250,1276,201,1277,1007],"hygiene","tool-calls",{"title":1279,"description":1280,"path":1281,"category":1092,"updatedAt":275,"sourceType":196,"tags":1282},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[1270,846,855,604],{"title":1284,"description":1285,"path":1286,"category":1001,"updatedAt":383,"sourceType":196,"tags":1287},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[347,1288,1289,1250,1007],"history","inject",{"title":1291,"description":1292,"path":1293,"category":1294,"updatedAt":187,"sourceType":196,"tags":1295},"国内云部署思路","面向中文团队整理 OpenClaw 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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",[1742,224,494,1779,1780],"vector-search","knowledge",{"title":1782,"description":1783,"path":1784,"category":186,"date":401,"updatedAt":401,"sourceType":196,"source":1785,"tags":1786},"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",[1158,404,432,434,501],{"title":1788,"description":1789,"path":1790,"category":186,"date":383,"updatedAt":383,"sourceType":196,"source":1791,"tags":1792},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 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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",[278,1345,1807,1346,922],"install",{"title":1809,"description":1810,"path":1811,"category":186,"date":765,"updatedAt":765,"sourceType":196,"source":1643,"tags":1812},"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",[934,487,466,535,293],{"title":1814,"description":1815,"path":1816,"category":186,"date":411,"updatedAt":411,"sourceType":196,"source":1817,"tags":1818},"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",[279,347,773,934,378],{"title":1820,"description":1821,"path":1822,"category":186,"date":401,"updatedAt":401,"sourceType":196,"source":1667,"tags":1823},"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",[535,1037,222,1038,242],{"title":1825,"description":1826,"path":1827,"category":1361,"date":291,"updatedAt":291,"sourceType":196,"source":1828,"tags":1829},"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",[326,458,328,457,459],{"title":1831,"description":1832,"path":1833,"category":186,"date":187,"updatedAt":187,"sourceType":196,"source":1834,"tags":1835},"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",[326,440,1209,1210,921],{"title":1837,"description":1838,"path":1839,"category":186,"date":187,"updatedAt":187,"sourceType":196,"source":1840,"tags":1841},"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",[640,641,269,510,327],{"title":1843,"description":1844,"path":1845,"category":186,"date":411,"updatedAt":411,"sourceType":196,"source":1846,"tags":1847},"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",[201,199,377,202,647],{"title":1849,"description":1850,"path":1851,"category":186,"date":411,"updatedAt":411,"sourceType":196,"source":1852,"tags":1853},"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",[201,1006,199,220,242],{"title":1855,"description":1856,"path":1857,"category":1361,"date":291,"updatedAt":291,"sourceType":196,"source":1563,"tags":1858},"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",[919,920,922,921],{"title":1860,"description":1861,"path":1862,"category":186,"date":383,"updatedAt":383,"sourceType":196,"source":1582,"tags":1863},"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",[279,535,377,293,827],{"title":1865,"description":1866,"path":1867,"category":186,"date":401,"updatedAt":401,"sourceType":196,"source":1868,"tags":1869},"OpenClaw 的 routing 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入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[405,243,1109,535,960],{"title":1885,"description":1886,"path":1887,"category":186,"date":187,"updatedAt":187,"sourceType":196,"source":1888,"tags":1889},"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",[243,945,947,946,242],{"title":1891,"description":1892,"path":1893,"category":1894,"date":216,"updatedAt":216,"sourceType":457,"source":1895,"tags":1896},"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 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