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SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[685,691,1088,138,925],"sdk",{"title":1090,"description":1091,"path":1092,"category":919,"updatedAt":320,"sourceType":114,"tags":1093},"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",[152,1094,715,1095,925],"include","arrays",{"title":1097,"description":1098,"path":1099,"category":919,"updatedAt":302,"sourceType":114,"tags":1100},"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",[559,1101,429,187,925],"invoke",{"title":1103,"description":1104,"path":1105,"category":919,"updatedAt":330,"sourceType":114,"tags":1106},"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",[142,1107,1108,1109,1110,925],"hybrid-search","ranking","mmr","retrieval",{"title":1112,"description":1113,"path":1114,"category":919,"updatedAt":251,"sourceType":114,"tags":1115},"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",[259,1116,404,414,925],"probe",{"title":1118,"description":1119,"path":1120,"category":919,"updatedAt":622,"sourceType":114,"tags":1121},"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",[120,454,955,1122,745],"credentials",{"title":1124,"description":1125,"path":1126,"category":919,"updatedAt":251,"sourceType":114,"tags":1127},"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 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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",[323,1147,1148,1149,925],"mentions","pending-history","reply",{"title":1151,"description":1152,"path":1153,"category":919,"updatedAt":302,"sourceType":114,"tags":1154},"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",[1155,1156,1157,414,925],"secrets","secretrefs","runtime",{"title":1159,"description":1160,"path":1161,"category":919,"updatedAt":320,"sourceType":114,"tags":1162},"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",[324,161,1025,120,539],{"title":1164,"description":1165,"path":1166,"category":919,"updatedAt":1167,"sourceType":114,"tags":1168},"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",[324,1169,1170,641,925],"transcript","jsonl",{"title":1172,"description":1173,"path":1174,"category":919,"updatedAt":1167,"sourceType":114,"tags":1175},"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 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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",[1169,1195,414,1196,925],"hygiene","tool-calls",{"title":1198,"description":1199,"path":1200,"category":1008,"updatedAt":193,"sourceType":114,"tags":1201},"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",[1189,764,773,522],{"title":1203,"description":1204,"path":1205,"category":919,"updatedAt":302,"sourceType":114,"tags":1206},"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",[266,1207,1208,1169,925],"history","inject",{"title":1210,"description":1211,"path":1212,"category":1213,"updatedAt":251,"sourceType":114,"tags":1214},"国内云部署思路","面向中文团队整理 OpenClaw 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组织方式。","/news/openclaw-plugin-ecosystem-watch-2026-03-21","https://docs.openclaw.ai/plugins",[243,377,245,376,378],{"title":1750,"description":1751,"path":1752,"category":104,"date":251,"updatedAt":251,"sourceType":114,"source":1753,"tags":1754},"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",[243,359,1128,1129,842],{"title":1756,"description":1757,"path":1758,"category":104,"date":251,"updatedAt":251,"sourceType":114,"source":1759,"tags":1760},"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 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fallback。","/news/openclaw-provider-recovery-ladder-watch-2026-03-29","https://docs.openclaw.ai/concepts/model-failover",[414,924,259,138,160],{"title":1774,"description":1775,"path":1776,"category":1280,"date":209,"updatedAt":209,"sourceType":114,"source":1482,"tags":1777},"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",[840,841,843,842],{"title":1779,"description":1780,"path":1781,"category":104,"date":302,"updatedAt":302,"sourceType":114,"source":1501,"tags":1782},"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",[197,120,296,121,745],{"title":1784,"description":1785,"path":1786,"category":104,"date":320,"updatedAt":320,"sourceType":114,"source":1787,"tags":1788},"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",[324,161,1025,120,878],{"title":1804,"description":1805,"path":1806,"category":104,"date":251,"updatedAt":251,"sourceType":114,"source":1807,"tags":1808},"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",[161,863,865,864,160],{"title":1810,"description":1811,"path":1812,"category":1813,"date":134,"updatedAt":134,"sourceType":376,"source":1814,"tags":1815},"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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