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hooks。","/docs/manual/hook-lifecycle-events",[268,485,486,210,266],"lifecycle","events",{"title":488,"description":489,"path":490,"category":307,"updatedAt":215,"sourceType":137,"tags":491},"Hooks 能做什么","从中文用户角度理解 OpenClaw 里的 hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[268,210,459,486],{"title":493,"description":494,"path":495,"category":307,"updatedAt":324,"sourceType":137,"tags":496},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 各自解决什么问题，避免把“回复慢”都误判成模型问题。","/docs/manual/inbound-dedupe-and-debounce",[497,498,499,500,501],"messages","queueing","dedupe","debounce","delivery",{"title":503,"description":504,"path":505,"category":307,"updatedAt":128,"sourceType":137,"tags":506},"本地模型支持（Ollama）","使用 Ollama 在本地运行大语言模型，实现隐私优先、零成本的 AI 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为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[764,1106,1107,1108,950],"visibility","activeHours","alerts",{"title":1110,"description":1111,"path":1112,"category":944,"updatedAt":342,"sourceType":137,"tags":1113},"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",[711,717,1114,143,950],"sdk",{"title":1116,"description":1117,"path":1118,"category":944,"updatedAt":342,"sourceType":137,"tags":1119},"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",[174,1120,741,1121,950],"include","arrays",{"title":1123,"description":1124,"path":1125,"category":944,"updatedAt":324,"sourceType":137,"tags":1126},"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",[584,1127,453,209,950],"invoke",{"title":1129,"description":1130,"path":1131,"category":944,"updatedAt":352,"sourceType":137,"tags":1132},"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",[164,1133,1134,1135,1136,950],"hybrid-search","ranking","mmr","retrieval",{"title":1138,"description":1139,"path":1140,"category":944,"updatedAt":128,"sourceType":137,"tags":1141},"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",[281,1142,427,438,950],"probe",{"title":1144,"description":1145,"path":1146,"category":944,"updatedAt":647,"sourceType":137,"tags":1147},"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",[478,479,979,1148,771],"credentials",{"title":1150,"description":1151,"path":1152,"category":944,"updatedAt":128,"sourceType":137,"tags":1153},"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",[266,381,1154,1155,867,950],"npm","pin",{"title":1157,"description":1158,"path":1159,"category":1034,"updatedAt":231,"sourceType":137,"tags":1160},"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",[1036,1161,547,438,510],"raw-stream",{"title":1163,"description":1164,"path":1165,"category":944,"updatedAt":352,"sourceType":137,"tags":1166},"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",[233,1167,427,143,950],"tlsFingerprint",{"title":1169,"description":1170,"path":1171,"category":944,"updatedAt":352,"sourceType":137,"tags":1172},"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",[345,1173,1174,1175,950],"mentions","pending-history","reply",{"title":1177,"description":1178,"path":1179,"category":944,"updatedAt":324,"sourceType":137,"tags":1180},"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",[1181,1182,1183,438,950],"secrets","secretrefs","runtime",{"title":1185,"description":1186,"path":1187,"category":944,"updatedAt":342,"sourceType":137,"tags":1188},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[346,183,1051,478,564],{"title":1190,"description":1191,"path":1192,"category":944,"updatedAt":1193,"sourceType":137,"tags":1194},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[346,1195,1196,666,950],"transcript","jsonl",{"title":1198,"description":1199,"path":1200,"category":944,"updatedAt":1193,"sourceType":137,"tags":1201},"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",[466,611,1202,890,182],"store",{"title":1204,"description":1205,"path":1206,"category":944,"updatedAt":352,"sourceType":137,"tags":1207},"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",[183,905,890,1208,950],"ingress",{"title":1210,"description":1211,"path":1212,"category":944,"updatedAt":231,"sourceType":137,"tags":1213},"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",[611,799,1214,547,1215],"health","troubleshooting",{"title":1217,"description":1218,"path":1219,"category":944,"updatedAt":1193,"sourceType":137,"tags":1220},"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",[1195,1221,438,1222,950],"hygiene","tool-calls",{"title":1224,"description":1225,"path":1226,"category":1034,"updatedAt":215,"sourceType":137,"tags":1227},"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",[1215,790,799,547],{"title":1229,"description":1230,"path":1231,"category":944,"updatedAt":324,"sourceType":137,"tags":1232},"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",[288,1233,1234,1195,950],"history","inject",{"title":1236,"description":1237,"path":1238,"category":1239,"updatedAt":128,"sourceType":137,"tags":1240},"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",[1241,1242,1243,1244,818,819],"china","cloud","deployment","feishu",{"title":1246,"description":1247,"path":1248,"category":1239,"updatedAt":215,"sourceType":137,"tags":1249},"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",[1243,234,1250,1242,1251],"docker","wsl2",{"title":1253,"description":1254,"path":1255,"category":1239,"updatedAt":657,"sourceType":137,"tags":1256},"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",[174,1120,741,1121,182],{"title":1677,"description":1678,"path":1679,"category":1301,"date":231,"updatedAt":231,"sourceType":137,"source":1680,"tags":1681},"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",[1682,1243,1683,1684,1685],"showcase","home-assistant","nix","infrastructure",{"title":1687,"description":1688,"path":1689,"category":127,"date":324,"updatedAt":324,"sourceType":137,"source":1690,"tags":1691},"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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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",[438,281,318,427,590],{"title":1792,"description":1793,"path":1794,"category":127,"date":352,"updatedAt":352,"sourceType":137,"source":1795,"tags":1796},"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",[438,949,281,143,182],{"title":1798,"description":1799,"path":1800,"category":1301,"date":231,"updatedAt":231,"sourceType":137,"source":1503,"tags":1801},"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",[865,866,141,867],{"title":1803,"description":1804,"path":1805,"category":127,"date":324,"updatedAt":324,"sourceType":137,"source":1522,"tags":1806},"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",[219,478,318,233,771],{"title":1808,"description":1809,"path":1810,"category":127,"date":342,"updatedAt":342,"sourceType":137,"source":1811,"tags":1812},"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",[327,326,1813,162,328],"threads",{"title":1815,"description":1816,"path":1817,"category":127,"date":342,"updatedAt":342,"sourceType":137,"source":1818,"tags":1819},"OpenClaw Secret 观察：active snapshot 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