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为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[721,1068,1069,1070,911],"visibility","activeHours","alerts",{"title":1072,"description":1073,"path":1074,"category":905,"updatedAt":299,"sourceType":95,"tags":1075},"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",[668,674,1076,119,911],"sdk",{"title":1078,"description":1079,"path":1080,"category":905,"updatedAt":299,"sourceType":95,"tags":1081},"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",[133,1082,698,1083,911],"include","arrays",{"title":1085,"description":1086,"path":1087,"category":905,"updatedAt":281,"sourceType":95,"tags":1088},"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",[541,1089,410,166,911],"invoke",{"title":1091,"description":1092,"path":1093,"category":905,"updatedAt":309,"sourceType":95,"tags":1094},"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",[123,1095,1096,1097,1098,911],"hybrid-search","ranking","mmr","retrieval",{"title":1100,"description":1101,"path":1102,"category":905,"updatedAt":230,"sourceType":95,"tags":1103},"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 的关系，帮助团队区分“配置看起来对”和“当前真的能连通”。","/docs/reference/models-status-probe-and-auth-profiles",[238,1104,384,395,911],"probe",{"title":1106,"description":1107,"path":1108,"category":905,"updatedAt":604,"sourceType":95,"tags":1109},"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",[435,436,941,1110,728],"credentials",{"title":1112,"description":1113,"path":1114,"category":905,"updatedAt":230,"sourceType":95,"tags":1115},"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",[222,338,1116,1117,825,911],"npm","pin",{"title":1119,"description":1120,"path":1121,"category":996,"updatedAt":187,"sourceType":95,"tags":1122},"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 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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",[303,1157,1158,623,911],"transcript","jsonl",{"title":1160,"description":1161,"path":1162,"category":905,"updatedAt":1155,"sourceType":95,"tags":1163},"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",[423,568,1164,849,140],"store",{"title":1166,"description":1167,"path":1168,"category":905,"updatedAt":309,"sourceType":95,"tags":1169},"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",[98,864,849,1170,911],"ingress",{"title":1172,"description":1173,"path":1174,"category":905,"updatedAt":187,"sourceType":95,"tags":1175},"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",[568,756,1176,504,1177],"health","troubleshooting",{"title":1179,"description":1180,"path":1181,"category":905,"updatedAt":1155,"sourceType":95,"tags":1182},"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",[1157,1183,395,1184,911],"hygiene","tool-calls",{"title":1186,"description":1187,"path":1188,"category":996,"updatedAt":102,"sourceType":95,"tags":1189},"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",[1177,747,756,504],{"title":1191,"description":1192,"path":1193,"category":905,"updatedAt":281,"sourceType":95,"tags":1194},"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",[245,1195,1196,1157,911],"history","inject",{"title":1198,"description":1199,"path":1200,"category":1201,"updatedAt":230,"sourceType":95,"tags":1202},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[1203,1204,1205,1206,775,776],"china","cloud","deployment","feishu",{"title":1208,"description":1209,"path":1210,"category":1201,"updatedAt":102,"sourceType":95,"tags":1211},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[1205,190,1212,1204,1213],"docker","wsl2",{"title":1215,"description":1216,"path":1217,"category":1201,"updatedAt":614,"sourceType":95,"tags":1218},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 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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",[133,1082,698,1083,140],{"title":1644,"description":1645,"path":1646,"category":1268,"date":187,"updatedAt":187,"sourceType":95,"source":1647,"tags":1648},"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",[1649,1205,1650,1651,1652],"showcase","home-assistant","nix","infrastructure",{"title":1654,"description":1655,"path":1656,"category":1474,"date":281,"updatedAt":281,"sourceType":95,"source":1657,"tags":1658},"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 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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",[1649,123,393,1686,1687],"vector-search","knowledge",{"title":1689,"description":1690,"path":1691,"category":1474,"date":299,"updatedAt":299,"sourceType":95,"source":1692,"tags":1693},"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",[1062,302,330,332,401],{"title":1695,"description":1696,"path":1697,"category":1474,"date":281,"updatedAt":281,"sourceType":95,"source":1698,"tags":1699},"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",[454,245,284,458,121],{"title":1701,"description":1702,"path":1703,"category":1474,"date":230,"updatedAt":230,"sourceType":95,"source":1531,"tags":1704},"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",[238,1104,395,384,785],{"title":1706,"description":1707,"path":1708,"category":1474,"date":299,"updatedAt":299,"sourceType":95,"source":1709,"tags":1710},"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",[275,434,119,435,436],{"title":1712,"description":1713,"path":1714,"category":1268,"date":187,"updatedAt":187,"sourceType":95,"source":1715,"tags":1716},"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",[174,1252,1717,1253,826],"install",{"title":1719,"description":1720,"path":1721,"category":1474,"date":666,"updatedAt":666,"sourceType":95,"source":1550,"tags":1722},"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",[838,386,364,435,189],{"title":1724,"description":1725,"path":1726,"category":1474,"date":309,"updatedAt":309,"sourceType":95,"source":1727,"tags":1728},"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",[175,245,674,838,276],{"title":1730,"description":1731,"path":1732,"category":1474,"date":299,"updatedAt":299,"sourceType":95,"source":1574,"tags":1733},"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",[435,941,121,942,140],{"title":1735,"description":1736,"path":1737,"category":1268,"date":187,"updatedAt":187,"sourceType":95,"source":1738,"tags":1739},"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",[222,356,224,355,357],{"title":1741,"description":1742,"path":1743,"category":1474,"date":230,"updatedAt":230,"sourceType":95,"source":1744,"tags":1745},"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",[395,238,275,384,547],{"title":1759,"description":1760,"path":1761,"category":1474,"date":309,"updatedAt":309,"sourceType":95,"source":1762,"tags":1763},"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",[395,910,238,119,140],{"title":1765,"description":1766,"path":1767,"category":1268,"date":187,"updatedAt":187,"sourceType":95,"source":1468,"tags":1768},"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",[823,824,826,825],{"title":1770,"description":1771,"path":1772,"category":1474,"date":281,"updatedAt":281,"sourceType":95,"source":1488,"tags":1773},"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",[175,435,275,189,728],{"title":1775,"description":1776,"path":1777,"category":1474,"date":299,"updatedAt":299,"sourceType":95,"source":1778,"tags":1779},"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",[284,283,1780,121,285],"threads",{"title":1782,"description":1783,"path":1784,"category":1474,"date":299,"updatedAt":299,"sourceType":95,"source":1785,"tags":1786},"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",[1144,1787,1788,1143,140],"snapshot","rotation",{"title":1790,"description":1791,"path":1792,"category":1474,"date":299,"updatedAt":299,"sourceType":95,"source":1657,"tags":1793},"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",[303,98,1013,435,864],{"title":1795,"description":1796,"path":1797,"category":1474,"date":230,"updatedAt":230,"sourceType":95,"source":1798,"tags":1799},"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 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