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能力、权限模式、精确位置开关，以及它和普通聊天入口的边界。","/docs/manual/location-command-nodes",[539,349,393,540,541],"location","permissions","gps",{"title":543,"description":544,"path":545,"category":162,"updatedAt":263,"sourceType":170,"tags":546},"记忆文件怎么分层加载","基于最新官方 Memory 文档，整理 OpenClaw 的 daily log、MEMORY.md、memory_search 和 memory_get 各自适合存什么，以及为什么群组上下文不该直接读长期记忆。","/docs/manual/memory-files-and-loading-boundaries",[198,547,493,548,549],"markdown","memory_search","memory_get",{"title":551,"description":552,"path":553,"category":162,"updatedAt":305,"sourceType":170,"tags":554},"memory plugin slot 和 Markdown source of truth 怎么配合","基于最新官方 Memory、CLI memory 与 Plugins 文档，解释为什么 OpenClaw 记忆的 source of truth 仍然是 Markdown 文件，以及 plugins.slots.memory 该怎么理解和切换。","/docs/manual/memory-plugin-slots-and-source-of-truth",[198,298,555,556,547],"lancedb","memory-core",{"title":558,"description":559,"path":560,"category":162,"updatedAt":223,"sourceType":170,"tags":561},"记忆搜索与索引机制","基于官方记忆概念和 memory CLI 文档，解释记忆文件、索引来源、provider 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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",[607,1154,481,243,976],"invoke",{"title":1156,"description":1157,"path":1158,"category":970,"updatedAt":383,"sourceType":170,"tags":1159},"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",[198,1160,1161,1162,1163,976],"hybrid-search","ranking","mmr","retrieval",{"title":1165,"description":1166,"path":1167,"category":970,"updatedAt":305,"sourceType":170,"tags":1168},"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",[313,1169,455,466,976],"probe",{"title":1171,"description":1172,"path":1173,"category":970,"updatedAt":670,"sourceType":170,"tags":1174},"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",[505,506,1006,1175,794],"credentials",{"title":1177,"description":1178,"path":1179,"category":970,"updatedAt":305,"sourceType":170,"tags":1180},"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",[298,411,1181,1182,891,976],"npm","pin",{"title":1184,"description":1185,"path":1186,"category":1061,"updatedAt":263,"sourceType":170,"tags":1187},"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",[1063,1188,570,466,533],"raw-stream",{"title":1190,"description":1191,"path":1192,"category":970,"updatedAt":383,"sourceType":170,"tags":1193},"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",[265,1194,455,194,976],"tlsFingerprint",{"title":1196,"description":1197,"path":1198,"category":970,"updatedAt":383,"sourceType":170,"tags":1199},"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",[376,1200,1201,1202,976],"mentions","pending-history","reply",{"title":1204,"description":1205,"path":1206,"category":970,"updatedAt":355,"sourceType":170,"tags":1207},"SecretRefs 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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",[377,1222,1223,689,976],"transcript","jsonl",{"title":1225,"description":1226,"path":1227,"category":970,"updatedAt":1220,"sourceType":170,"tags":1228},"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",[493,634,1229,914,216],"store",{"title":1231,"description":1232,"path":1233,"category":970,"updatedAt":383,"sourceType":170,"tags":1234},"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",[217,929,914,1235,976],"ingress",{"title":1237,"description":1238,"path":1239,"category":970,"updatedAt":263,"sourceType":170,"tags":1240},"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",[634,822,1241,570,1242],"health","troubleshooting",{"title":1244,"description":1245,"path":1246,"category":970,"updatedAt":1220,"sourceType":170,"tags":1247},"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",[1222,1248,466,1249,976],"hygiene","tool-calls",{"title":1251,"description":1252,"path":1253,"category":1061,"updatedAt":177,"sourceType":170,"tags":1254},"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",[1242,813,822,570],{"title":1256,"description":1257,"path":1258,"category":970,"updatedAt":355,"sourceType":170,"tags":1259},"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",[320,1260,1261,1222,976],"history","inject",{"title":1263,"description":1264,"path":1265,"category":1266,"updatedAt":305,"sourceType":170,"tags":1267},"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",[1268,1269,1270,1271,841,842],"china","cloud","deployment","feishu",{"title":1273,"description":1274,"path":1275,"category":1266,"updatedAt":177,"sourceType":170,"tags":1276},"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",[1270,266,1277,1269,1278],"docker","wsl2",{"title":1280,"description":1281,"path":1282,"category":1266,"updatedAt":680,"sourceType":170,"tags":1283},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[249,1181,1284,1278],"install-script",{"title":1286,"description":1287,"path":1288,"category":1266,"updatedAt":263,"sourceType":170,"tags":1289},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[249,1290,1284,1291,892],"updater","git",{"title":1293,"description":1294,"path":1295,"category":1266,"updatedAt":223,"sourceType":170,"tags":1296},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 从首次安装到原地升级、服务移除和彻底卸载的完整维护路径。","/docs/setup/installer-update-and-uninstall",[249,1290,1297,813,892],"uninstall",{"title":1299,"description":1300,"path":1301,"category":1266,"updatedAt":223,"sourceType":170,"tags":1302},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 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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",[208,1147,764,1148,216],{"title":1711,"description":1712,"path":1713,"category":1333,"date":263,"updatedAt":263,"sourceType":170,"source":1714,"tags":1715},"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",[1716,1270,1717,1718,1719],"showcase","home-assistant","nix","infrastructure",{"title":1721,"description":1722,"path":1723,"category":1541,"date":355,"updatedAt":355,"sourceType":170,"source":1724,"tags":1725},"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",[1716,198,464,1753,1754],"vector-search","knowledge",{"title":1756,"description":1757,"path":1758,"category":1541,"date":373,"updatedAt":373,"sourceType":170,"source":1759,"tags":1760},"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",[1127,376,403,405,472],{"title":1762,"description":1763,"path":1764,"category":1541,"date":355,"updatedAt":355,"sourceType":170,"source":1765,"tags":1766},"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",[520,320,358,524,196],{"title":1768,"description":1769,"path":1770,"category":1541,"date":305,"updatedAt":305,"sourceType":170,"source":1598,"tags":1771},"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",[313,1169,466,455,851],{"title":1773,"description":1774,"path":1775,"category":1541,"date":373,"updatedAt":373,"sourceType":170,"source":1776,"tags":1777},"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",[349,504,194,505,506],{"title":1779,"description":1780,"path":1781,"category":1333,"date":263,"updatedAt":263,"sourceType":170,"source":1782,"tags":1783},"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",[250,1317,1784,1318,892],"install",{"title":1786,"description":1787,"path":1788,"category":1541,"date":732,"updatedAt":732,"sourceType":170,"source":1617,"tags":1789},"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",[904,457,437,505,265],{"title":1791,"description":1792,"path":1793,"category":1541,"date":383,"updatedAt":383,"sourceType":170,"source":1794,"tags":1795},"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",[251,320,740,904,350],{"title":1797,"description":1798,"path":1799,"category":1541,"date":373,"updatedAt":373,"sourceType":170,"source":1641,"tags":1800},"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",[505,1006,196,1007,216],{"title":1802,"description":1803,"path":1804,"category":1333,"date":263,"updatedAt":263,"sourceType":170,"source":1805,"tags":1806},"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",[298,429,173,428,430],{"title":1808,"description":1809,"path":1810,"category":1541,"date":305,"updatedAt":305,"sourceType":170,"source":1811,"tags":1812},"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",[466,313,349,455,613],{"title":1826,"description":1827,"path":1828,"category":1541,"date":383,"updatedAt":383,"sourceType":170,"source":1829,"tags":1830},"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",[466,975,313,194,216],{"title":1832,"description":1833,"path":1834,"category":1333,"date":263,"updatedAt":263,"sourceType":170,"source":1535,"tags":1835},"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",[889,890,892,891],{"title":1837,"description":1838,"path":1839,"category":1541,"date":355,"updatedAt":355,"sourceType":170,"source":1555,"tags":1840},"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",[251,505,349,265,794],{"title":1842,"description":1843,"path":1844,"category":1541,"date":373,"updatedAt":373,"sourceType":170,"source":1845,"tags":1846},"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",[358,357,1847,196,359],"threads",{"title":1849,"description":1850,"path":1851,"category":1541,"date":373,"updatedAt":373,"sourceType":170,"source":1852,"tags":1853},"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",[1209,1854,1855,1208,216],"snapshot","rotation",{"title":1857,"description":1858,"path":1859,"category":1541,"date":373,"updatedAt":373,"sourceType":170,"source":1724,"tags":1860},"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",[377,217,1078,505,929],{"title":1862,"description":1863,"path":1864,"category":1541,"date":305,"updatedAt":305,"sourceType":170,"source":1865,"tags":1866},"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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