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设备误当成真实状态源。","/docs/reference/gateway-session-source-of-truth",[416,233,360,212,1020],{"title":1158,"description":1159,"path":1160,"category":1014,"updatedAt":422,"sourceType":209,"tags":1161},"Gateway WebSocket 的 role 和 scope 应该怎么理解","基于最新官方 Gateway Protocol 文档，解释 OpenClaw 的 WebSocket 握手里 role、scopes、client mode 和协议版本各自在声明什么，以及为什么这条连接已经是统一控制面而不只是聊天通道。","/docs/reference/gateway-ws-roles-and-scopes",[233,786,1162,1163,1020],"protocol","scopes",{"title":1165,"description":1166,"path":1167,"category":1014,"updatedAt":412,"sourceType":209,"tags":1168},"groupPolicy、allowlist 和 mention gating 的顺序应该怎么理解","基于最新官方 Groups、Group Messages 和 Messages 文档，解释 OpenClaw 在群聊里如何按 groupPolicy、群组 allowlist 和 mention gating 三层顺序决定消息是丢弃、只进上下文，还是正式触发回复。","/docs/reference/group-policy-and-mention-gating-order",[415,1169,397,633,566],"mention",{"title":1171,"description":1172,"path":1173,"category":1014,"updatedAt":422,"sourceType":209,"tags":1174},"HEARTBEAT_OK、可见性控制和 quiet-hours 应该怎么一起看","基于最新官方 Heartbeat 与 Automation Troubleshooting 文档，解释 HEARTBEAT_OK 的 ack 语义、alerts-disabled 和 dm-blocked 等可见性控制，以及 quiet-hours 为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[833,1175,1176,1177,1020],"visibility","activeHours","alerts",{"title":1179,"description":1180,"path":1181,"category":1014,"updatedAt":412,"sourceType":209,"tags":1182},"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",[780,786,1183,233,1020],"sdk",{"title":1185,"description":1186,"path":1187,"category":1014,"updatedAt":412,"sourceType":209,"tags":1188},"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",[247,1189,810,1190,1020],"include","arrays",{"title":1192,"description":1193,"path":1194,"category":1014,"updatedAt":200,"sourceType":209,"tags":1195},"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",[653,1196,523,282,1020],"invoke",{"title":1198,"description":1199,"path":1200,"category":1014,"updatedAt":422,"sourceType":209,"tags":1201},"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",[237,1202,1203,1204,1205,1020],"hybrid-search","ranking","mmr","retrieval",{"title":1207,"description":1208,"path":1209,"category":1014,"updatedAt":345,"sourceType":209,"tags":1210},"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",[353,1211,497,508,1020],"probe",{"title":1213,"description":1214,"path":1215,"category":1014,"updatedAt":716,"sourceType":209,"tags":1216},"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",[213,548,1050,1217,216],"credentials",{"title":1219,"description":1220,"path":1221,"category":1014,"updatedAt":345,"sourceType":209,"tags":1222},"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",[337,451,1223,1224,934,1020],"npm","pin",{"title":1226,"description":1227,"path":1228,"category":1105,"updatedAt":303,"sourceType":209,"tags":1229},"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",[1107,1230,616,508,579],"raw-stream",{"title":1232,"description":1233,"path":1234,"category":1014,"updatedAt":422,"sourceType":209,"tags":1235},"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",[215,1236,497,233,1020],"tlsFingerprint",{"title":1238,"description":1239,"path":1240,"category":1014,"updatedAt":422,"sourceType":209,"tags":1241},"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",[415,1242,1243,1244,1020],"mentions","pending-history","reply",{"title":1246,"description":1247,"path":1248,"category":1014,"updatedAt":200,"sourceType":209,"tags":1249},"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",[1250,1251,1252,508,1020],"secrets","secretrefs","runtime",{"title":1254,"description":1255,"path":1256,"category":1014,"updatedAt":412,"sourceType":209,"tags":1257},"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",[416,256,1122,213,633],{"title":1259,"description":1260,"path":1261,"category":1014,"updatedAt":1262,"sourceType":209,"tags":1263},"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",[416,1264,1265,735,1020],"transcript","jsonl",{"title":1267,"description":1268,"path":1269,"category":1014,"updatedAt":1262,"sourceType":209,"tags":1270},"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",[536,680,1271,958,255],"store",{"title":1273,"description":1274,"path":1275,"category":1014,"updatedAt":422,"sourceType":209,"tags":1276},"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",[256,973,958,1277,1020],"ingress",{"title":1279,"description":1280,"path":1281,"category":1014,"updatedAt":303,"sourceType":209,"tags":1282},"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",[680,865,1283,616,1284],"health","troubleshooting",{"title":1286,"description":1287,"path":1288,"category":1014,"updatedAt":1262,"sourceType":209,"tags":1289},"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",[1264,1290,508,1291,1020],"hygiene","tool-calls",{"title":1293,"description":1294,"path":1295,"category":1105,"updatedAt":288,"sourceType":209,"tags":1296},"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",[1284,856,865,616],{"title":1298,"description":1299,"path":1300,"category":1014,"updatedAt":200,"sourceType":209,"tags":1301},"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",[360,1302,1303,1264,1020],"history","inject",{"title":1305,"description":1306,"path":1307,"category":1308,"updatedAt":345,"sourceType":209,"tags":1309},"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",[1310,1311,1312,1313,884,885],"china","cloud","deployment","feishu",{"title":1315,"description":1316,"path":1317,"category":1308,"updatedAt":288,"sourceType":209,"tags":1318},"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",[1312,305,1319,1311,1320],"docker","wsl2",{"title":1322,"description":1323,"path":1324,"category":1308,"updatedAt":726,"sourceType":209,"tags":1325},"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",[290,1223,1326,1320],"install-script",{"title":1328,"description":1329,"path":1330,"category":1308,"updatedAt":303,"sourceType":209,"tags":1331},"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",[290,1332,1326,1333,935],"updater","git",{"title":1335,"description":1336,"path":1337,"category":1308,"updatedAt":262,"sourceType":209,"tags":1338},"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",[290,1332,1339,856,935],"uninstall",{"title":1341,"description":1342,"path":1343,"category":1308,"updatedAt":262,"sourceType":209,"tags":1344},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 的详细指南。","/docs/setup/linux-installation",[1345,290,298,1346],"linux","server",{"title":1348,"description":1349,"path":1350,"category":1308,"updatedAt":262,"sourceType":209,"tags":1351},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[406,290,298,1352],"apple",{"title":1354,"description":1355,"path":1356,"category":1357,"updatedAt":288,"sourceType":209,"tags":1358},"版本迁移与升级检查单","在 OpenClaw 版本升级前后，优先检查配置、CLI、认证和入口层变化，避免把升级直接变成线上事故。","/docs/setup/migration-guide","迁移",[1359,1360,932,1361],"migration","upgrade","checklist",{"title":1363,"description":1364,"path":1365,"category":1308,"updatedAt":262,"sourceType":209,"tags":1366},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 WSL2。","/docs/setup/windows-installation",[1367,290,298,1320],"windows",{"count":1369,"latestDate":1262,"items":1370},111,[1371,1379,1391,1398,1408,1417,1422,1431,1439,1445,1452,1459,1466,1474,1480,1490,1500,1507,1513,1523,1535,1545,1551,1558,1564,1572,1579,1586,1592,1598,1604,1610,1616,1621,1627,1634,1640,1647,1653,1659,1665,1671,1677,1684,1690,1695,1706,1712,1718,1725,1732,1738,1744,1750,1760,1766,1772,1777,1783,1788,1795,1801,1807,1812,1818,1825,1830,1836,1841,1847,1853,1859,1865,1871,1876,1878,1885,1893,1898,1904,1912,1918,1924,1930,1937,1942,1947,1954,1959,1964,1970,1976,1983,1989,1994,2000,2005,2016,2024,2029,2037,2042,2049,2054,2060,2065,2071,2076,2084,2090,2096],{"title":1372,"description":1373,"path":1374,"category":1375,"date":1376,"updatedAt":288,"sourceType":209,"source":1377,"tags":1378},"OpenClaw 支持超过 50 个集成平台","OpenClaw 宣布已支持超过 50 个消息和生产力平台集成，成为最全面的 AI 助手解决方案。","/news/50-integrations","生态动态","2026-03-09","openclaw.ai",[795,235,469],{"title":1380,"description":1381,"path":1382,"category":1383,"date":1384,"updatedAt":328,"sourceType":209,"source":1377,"tags":1385},"OpenClaw 与主流 AI 模型对比分析","深入对比 OpenClaw 支持的各类 AI 模型，帮助用户选择最适合自己需求的模型配置。","/news/ai-model-comparison","技术深度","2026-03-07",[353,1386,1387,1388,1389,1390],"comparison","gpt","claude","llama","analysis",{"title":1392,"description":1393,"path":1394,"category":1395,"date":1376,"updatedAt":288,"sourceType":209,"source":1377,"tags":1396},"OpenClaw 支持多种 AI 模型选择","OpenClaw 支持 Anthropic Claude、OpenAI GPT 和本地模型，为用户提供灵活的 AI 选择。","/news/ai-model-flexibility","功能介绍",[1397,353,1388,1387,305],"ai",{"title":1399,"description":1400,"path":1401,"category":1402,"date":1403,"updatedAt":328,"sourceType":1072,"source":1404,"tags":1405},"OpenClaw API v2 正式发布","OpenClaw 发布全新 API v2 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在中文企业场景中的关注重点，包括私有化部署、安全边界、行业接入与内部工作流自动化。","/news/openclaw-enterprise-adoption-watch-2026-03-16","content/tmp/2026-03-16/openclaw-enterprise-adoption-boom.md",[254,1312,282,1310],{"title":1713,"description":1714,"path":1715,"category":1375,"date":303,"updatedAt":303,"sourceType":209,"source":1716,"tags":1717},"OpenClaw 扩展层观察：ClawHub、插件托管 hooks 与 onboarding 勾选正在把扩展能力收拢成一条更完整链路","基于 2026 年 3 月 21 日可见的官方 Skills、ClawHub、Plugins 与 Hooks 文档，整理最近最值得中文站关注的扩展层变化：技能 registry、插件托管 hooks，以及 onboarding 阶段对推荐 hooks 的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[248,451,337,339,470],{"title":1719,"description":1720,"path":1721,"category":199,"date":412,"updatedAt":412,"sourceType":209,"source":1722,"tags":1723},"OpenClaw 正在把 gateway-owned pairing 的过期与轮换边界说清楚","官方最新 Gateway-owned pairing 文档把 pending request 的 5 分钟过期、fresh token 生成和 UI 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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",[508,353,214,497,659],{"title":1866,"description":1867,"path":1868,"category":199,"date":422,"updatedAt":422,"sourceType":209,"source":1869,"tags":1870},"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",[508,1019,353,233,255],{"title":1872,"description":1873,"path":1874,"category":1375,"date":303,"updatedAt":303,"sourceType":209,"source":1577,"tags":1875},"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",[932,933,935,934],{"title":5,"description":201,"path":205,"category":199,"date":200,"updatedAt":200,"sourceType":209,"source":207,"tags":1877},[212,213,214,215,216],{"title":1879,"description":1880,"path":1881,"category":199,"date":412,"updatedAt":412,"sourceType":209,"source":1882,"tags":1883},"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",[397,396,1884,235,398],"threads",{"title":1886,"description":1887,"path":1888,"category":199,"date":412,"updatedAt":412,"sourceType":209,"source":1889,"tags":1890},"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 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