[{"data":1,"prerenderedAt":2727},["ShallowReactive",2],{"news:openclaw-routing-precedence-watch-2026-03-25":3,"content-manifest":221},{"id":4,"title":5,"author":6,"body":7,"category":202,"date":203,"description":204,"extension":205,"meta":206,"navigation":207,"path":208,"seo":209,"source":210,"sourceName":211,"sourceType":212,"stem":213,"tags":214,"updatedAt":203,"__hash__":220},"news/news/openclaw-routing-precedence-watch-2026-03-25.md","OpenClaw 的 routing precedence 正在成为更明确的排障坐标系","OpenClawCN",{"type":8,"value":9,"toc":192},"minimark",[10,14,17,45,48,53,56,62,65,68,73,77,80,88,91,96,100,103,107,110,121,124,128,131,136,143,146,149,160,163,168,171],[11,12,13],"p",{},"OpenClaw 最近这轮 Channel Routing 文档，一个很值得中文用户注意的变化是：routing precedence 已经越来越像一套固定坐标系，而不是“消息为什么进了这个 agent”的经验判断。",[11,15,16],{},"官方当前写得很明确：",[18,19,20,24,27,30,33,36,39,42],"ol",{},[21,22,23],"li",{},"exact peer",[21,25,26],{},"parent peer",[21,28,29],{},"guild + roles",[21,31,32],{},"guild",[21,34,35],{},"team",[21,37,38],{},"account",[21,40,41],{},"channel",[21,43,44],{},"default agent",[11,46,47],{},"这条顺序看起来像文档细节，但实际会直接改变排障方式。",[49,50,52],"h2",{"id":51},"_1-thread-inheritance-被正式摆到了高优先级","1. thread inheritance 被正式摆到了高优先级",[11,54,55],{},"这轮文档里很值的一点，是把：",[57,58,59],"ul",{},[21,60,61],{},"parent peer match",[11,63,64],{},"也就是线程继承，明确放到了第二层。",[11,66,67],{},"这意味着在线程化渠道里，很多看起来像“频道里重新选 agent”的情况，实际可能是：",[57,69,70],{},[21,71,72],{},"线程先继承了上层 peer 路由",[49,74,76],{"id":75},"_2-routing-问题越来越不该再先怪模型","2. routing 问题越来越不该再先怪模型",[11,78,79],{},"官方也一直在强调：",[57,81,82,85],{},[21,83,84],{},"routing 是 deterministic 的",[21,86,87],{},"渠道不是模型自己选的",[11,89,90],{},"这会把很多中文社区里常见的“模型选错了 agent”叙事，重新拉回到：",[57,92,93],{},[21,94,95],{},"binding 命中了哪一层",[49,97,99],{"id":98},"_3-排障开始更像查层级而不是猜默认值","3. 排障开始更像查层级，而不是猜默认值",[11,101,102],{},"以前很多人看到 agent 进错了，会先去看：",[57,104,105],{},[21,106,44],{},[11,108,109],{},"但当前优先级写法更清楚以后，更稳的排法其实是：",[57,111,112,115,118],{},[21,113,114],{},"先看 peer 和 thread",[21,116,117],{},"再看组织、账号和渠道",[21,119,120],{},"最后才回到 default",[11,122,123],{},"这会明显提高团队频道、Discord、Slack 这类入口的排障效率。",[49,125,127],{"id":126},"_4-broadcast-groups-也让-routing-概念更清楚了","4. 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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",[236,784,1164,1165,1021],"protocol","scopes",{"title":1167,"description":1168,"path":1169,"category":1015,"updatedAt":203,"sourceType":212,"tags":1170},"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",[415,1171,215,631,564],"mention",{"title":1173,"description":1174,"path":1175,"category":1015,"updatedAt":422,"sourceType":212,"tags":1176},"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",[831,1177,1178,1179,1021],"visibility","activeHours","alerts",{"title":1181,"description":1182,"path":1183,"category":1015,"updatedAt":203,"sourceType":212,"tags":1184},"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",[778,784,1185,236,1021],"sdk",{"title":1187,"description":1188,"path":1189,"category":1015,"updatedAt":203,"sourceType":212,"tags":1190},"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",[249,1191,808,1192,1021],"include","arrays",{"title":1194,"description":1195,"path":1196,"category":1015,"updatedAt":398,"sourceType":212,"tags":1197},"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",[651,1198,520,284,1021],"invoke",{"title":1200,"description":1201,"path":1202,"category":1015,"updatedAt":422,"sourceType":212,"tags":1203},"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",[239,1204,1205,1206,1207,1021],"hybrid-search","ranking","mmr","retrieval",{"title":1209,"description":1210,"path":1211,"category":1015,"updatedAt":349,"sourceType":212,"tags":1212},"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",[357,1213,495,506,1021],"probe",{"title":1215,"description":1216,"path":1217,"category":1015,"updatedAt":714,"sourceType":212,"tags":1218},"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",[545,546,1051,1219,838],"credentials",{"title":1221,"description":1222,"path":1223,"category":1015,"updatedAt":349,"sourceType":212,"tags":1224},"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",[341,449,1225,1226,935,1021],"npm","pin",{"title":1228,"description":1229,"path":1230,"category":1105,"updatedAt":306,"sourceType":212,"tags":1231},"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",[1107,1232,614,506,577],"raw-stream",{"title":1234,"description":1235,"path":1236,"category":1015,"updatedAt":422,"sourceType":212,"tags":1237},"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",[308,1238,495,236,1021],"tlsFingerprint",{"title":1240,"description":1241,"path":1242,"category":1015,"updatedAt":422,"sourceType":212,"tags":1243},"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",[415,1244,1245,1246,1021],"mentions","pending-history","reply",{"title":1248,"description":1249,"path":1250,"category":1015,"updatedAt":398,"sourceType":212,"tags":1251},"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",[1252,1253,1254,506,1021],"secrets","secretrefs","runtime",{"title":1256,"description":1257,"path":1258,"category":1015,"updatedAt":203,"sourceType":212,"tags":1259},"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",[416,258,1122,545,631],{"title":1261,"description":1262,"path":1263,"category":1015,"updatedAt":1264,"sourceType":212,"tags":1265},"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",[416,1266,1267,733,1021],"transcript","jsonl",{"title":1269,"description":1270,"path":1271,"category":1015,"updatedAt":1264,"sourceType":212,"tags":1272},"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",[533,678,1273,959,257],"store",{"title":1275,"description":1276,"path":1277,"category":1015,"updatedAt":422,"sourceType":212,"tags":1278},"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",[258,974,959,1279,1021],"ingress",{"title":1281,"description":1282,"path":1283,"category":1015,"updatedAt":306,"sourceType":212,"tags":1284},"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",[678,866,1285,614,1286],"health","troubleshooting",{"title":1288,"description":1289,"path":1290,"category":1015,"updatedAt":1264,"sourceType":212,"tags":1291},"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",[1266,1292,506,1293,1021],"hygiene","tool-calls",{"title":1295,"description":1296,"path":1297,"category":1105,"updatedAt":290,"sourceType":212,"tags":1298},"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",[1286,857,866,614],{"title":1300,"description":1301,"path":1302,"category":1015,"updatedAt":398,"sourceType":212,"tags":1303},"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",[364,1304,1305,1266,1021],"history","inject",{"title":1307,"description":1308,"path":1309,"category":1310,"updatedAt":349,"sourceType":212,"tags":1311},"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",[1312,1313,1314,1315,885,886],"china","cloud","deployment","feishu",{"title":1317,"description":1318,"path":1319,"category":1310,"updatedAt":290,"sourceType":212,"tags":1320},"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",[1314,309,1321,1313,1322],"docker","wsl2",{"title":1324,"description":1325,"path":1326,"category":1310,"updatedAt":724,"sourceType":212,"tags":1327},"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",[292,1225,1328,1322],"install-script",{"title":1330,"description":1331,"path":1332,"category":1310,"updatedAt":306,"sourceType":212,"tags":1333},"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",[292,1334,1328,1335,936],"updater","git",{"title":1337,"description":1338,"path":1339,"category":1310,"updatedAt":264,"sourceType":212,"tags":1340},"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",[292,1334,1341,857,936],"uninstall",{"title":1343,"description":1344,"path":1345,"category":1310,"updatedAt":264,"sourceType":212,"tags":1346},"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",[1347,292,301,1348],"linux","server",{"title":1350,"description":1351,"path":1352,"category":1310,"updatedAt":264,"sourceType":212,"tags":1353},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[407,292,301,1354],"apple",{"title":1356,"description":1357,"path":1358,"category":1359,"updatedAt":290,"sourceType":212,"tags":1360},"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",[1361,1362,933,1363],"migration","upgrade","checklist",{"title":1365,"description":1366,"path":1367,"category":1310,"updatedAt":264,"sourceType":212,"tags":1368},"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",[1369,292,301,1322],"windows",{"count":1371,"latestDate":1264,"items":1372},111,[1373,1381,1393,1400,1410,1419,1424,1433,1441,1447,1454,1460,1467,1475,1481,1491,1501,1508,1514,1524,1536,1546,1552,1559,1565,1573,1580,1587,1593,1600,1606,1612,1618,1623,1629,1636,1642,1649,1655,1661,1667,1673,1679,1686,1692,1697,1708,1714,1720,1727,1734,1740,1746,1752,1762,1768,1774,1779,1785,1790,1797,1803,1809,1814,1820,1827,1832,1838,1843,1849,1855,1861,1867,1873,1878,1883,1885,1893,1898,1904,1912,1918,1924,1930,1937,1942,1947,1954,1959,1964,1970,1976,1983,1989,1994,2000,2005,2016,2024,2029,2037,2042,2049,2054,2060,2065,2071,2076,2084,2090,2096],{"title":1374,"description":1375,"path":1376,"category":1377,"date":1378,"updatedAt":290,"sourceType":212,"source":1379,"tags":1380},"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",[793,218,467],{"title":1382,"description":1383,"path":1384,"category":1385,"date":1386,"updatedAt":332,"sourceType":212,"source":1379,"tags":1387},"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",[357,1388,1389,1390,1391,1392],"comparison","gpt","claude","llama","analysis",{"title":1394,"description":1395,"path":1396,"category":1397,"date":1378,"updatedAt":290,"sourceType":212,"source":1379,"tags":1398},"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",[1399,357,1390,1389,309],"ai",{"title":1401,"description":1402,"path":1403,"category":1404,"date":1405,"updatedAt":332,"sourceType":1072,"source":1406,"tags":1407},"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",[256,1314,284,1312],{"title":1715,"description":1716,"path":1717,"category":1377,"date":306,"updatedAt":306,"sourceType":212,"source":1718,"tags":1719},"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",[250,449,341,343,468],{"title":1721,"description":1722,"path":1723,"category":202,"date":203,"updatedAt":203,"sourceType":212,"source":1724,"tags":1725},"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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名称差异。","/news/openclaw-release-watch-2026-03-21",[933,934,936,935],{"title":1879,"description":1880,"path":1881,"category":202,"date":398,"updatedAt":398,"sourceType":212,"source":1597,"tags":1882},"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",[294,545,394,308,838],{"title":5,"description":204,"path":208,"category":202,"date":203,"updatedAt":203,"sourceType":212,"source":210,"tags":1884},[215,216,217,218,219],{"title":1886,"description":1887,"path":1888,"category":202,"date":203,"updatedAt":203,"sourceType":212,"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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