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SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[793,799,1197,241,1033],"sdk",{"title":1199,"description":1200,"path":1201,"category":1027,"updatedAt":424,"sourceType":271,"tags":1202},"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",[255,1203,823,1204,1033],"include","arrays",{"title":1206,"description":1207,"path":1208,"category":1027,"updatedAt":406,"sourceType":271,"tags":1209},"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",[666,1210,535,291,1033],"invoke",{"title":1212,"description":1213,"path":1214,"category":1027,"updatedAt":434,"sourceType":271,"tags":1215},"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",[245,1216,1217,1218,1219,1033],"hybrid-search","ranking","mmr","retrieval",{"title":1221,"description":1222,"path":1223,"category":1027,"updatedAt":355,"sourceType":271,"tags":1224},"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",[363,1225,509,520,1033],"probe",{"title":1227,"description":1228,"path":1229,"category":1027,"updatedAt":729,"sourceType":271,"tags":1230},"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",[560,561,1063,1231,853],"credentials",{"title":1233,"description":1234,"path":1235,"category":1027,"updatedAt":355,"sourceType":271,"tags":1236},"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",[347,463,1237,1238,947,1033],"npm","pin",{"title":1240,"description":1241,"path":1242,"category":1117,"updatedAt":312,"sourceType":271,"tags":1243},"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",[1119,1244,629,520,592],"raw-stream",{"title":1246,"description":1247,"path":1248,"category":1027,"updatedAt":434,"sourceType":271,"tags":1249},"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",[314,1250,509,241,1033],"tlsFingerprint",{"title":1252,"description":1253,"path":1254,"category":1027,"updatedAt":434,"sourceType":271,"tags":1255},"回复机器人消息也算 mention 吗，pending history 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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",[428,264,1134,560,646],{"title":1273,"description":1274,"path":1275,"category":1027,"updatedAt":1276,"sourceType":271,"tags":1277},"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",[428,1278,1279,748,1033],"transcript","jsonl",{"title":1281,"description":1282,"path":1283,"category":1027,"updatedAt":1276,"sourceType":271,"tags":1284},"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",[548,693,1285,971,263],"store",{"title":1287,"description":1288,"path":1289,"category":1027,"updatedAt":434,"sourceType":271,"tags":1290},"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",[264,986,971,1291,1033],"ingress",{"title":1293,"description":1294,"path":1295,"category":1027,"updatedAt":312,"sourceType":271,"tags":1296},"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",[693,881,1297,629,1298],"health","troubleshooting",{"title":1300,"description":1301,"path":1302,"category":1027,"updatedAt":1276,"sourceType":271,"tags":1303},"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",[1278,1304,520,1305,1033],"hygiene","tool-calls",{"title":1307,"description":1308,"path":1309,"category":1117,"updatedAt":224,"sourceType":271,"tags":1310},"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",[1298,872,881,629],{"title":1312,"description":1313,"path":1314,"category":1027,"updatedAt":406,"sourceType":271,"tags":1315},"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",[370,1316,1317,1278,1033],"history","inject",{"title":1319,"description":1320,"path":1321,"category":1322,"updatedAt":355,"sourceType":271,"tags":1323},"国内云部署思路","面向中文团队整理 OpenClaw 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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",[1764,1326,1765,1766,1767],"showcase","home-assistant","nix","infrastructure",{"title":1769,"description":1770,"path":1771,"category":1589,"date":406,"updatedAt":406,"sourceType":271,"source":1772,"tags":1773},"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 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[548,245,748,1660,672],{"title":1775,"description":1776,"path":1777,"category":1589,"date":406,"updatedAt":406,"sourceType":271,"source":1778,"tags":1779},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[948,838,548,839,263],{"title":1781,"description":1782,"path":1783,"category":209,"date":1390,"updatedAt":224,"sourceType":218,"source":216,"tags":1784},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[221,1018,223,256,264],{"title":1786,"description":1787,"path":1788,"category":1589,"date":355,"updatedAt":355,"sourceType":271,"source":1789,"tags":1790},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[245,347,614,606,621],{"title":1792,"description":1793,"path":1794,"category":1589,"date":434,"updatedAt":434,"sourceType":271,"source":1789,"tags":1795},"OpenClaw 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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",[400,559,241,560,561],{"title":1827,"description":1828,"path":1829,"category":1389,"date":312,"updatedAt":312,"sourceType":271,"source":1830,"tags":1831},"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",[299,1373,1832,1374,948],"install",{"title":1834,"description":1835,"path":1836,"category":1589,"date":791,"updatedAt":791,"sourceType":271,"source":1665,"tags":1837},"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",[960,511,489,560,314],{"title":1839,"description":1840,"path":1841,"category":1589,"date":434,"updatedAt":434,"sourceType":271,"source":1842,"tags":1843},"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",[300,370,799,960,401],{"title":1845,"description":1846,"path":1847,"category":1589,"date":424,"updatedAt":424,"sourceType":271,"source":1689,"tags":1848},"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 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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",[520,363,400,509,672],{"title":1874,"description":1875,"path":1876,"category":1589,"date":434,"updatedAt":434,"sourceType":271,"source":1877,"tags":1878},"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",[520,1032,363,241,263],{"title":1880,"description":1881,"path":1882,"category":1389,"date":312,"updatedAt":312,"sourceType":271,"source":178,"tags":1883},"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",[221,223,948,947],{"title":1885,"description":1886,"path":1887,"category":1589,"date":406,"updatedAt":406,"sourceType":271,"source":1603,"tags":1888},"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",[300,560,400,314,853],{"title":1890,"description":1891,"path":1892,"category":1589,"date":424,"updatedAt":424,"sourceType":271,"source":1893,"tags":1894},"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",[409,408,1895,243,410],"threads",{"title":1897,"description":1898,"path":1899,"category":1589,"date":424,"updatedAt":424,"sourceType":271,"source":1900,"tags":1901},"OpenClaw Secret 观察：active snapshot 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