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DM、跨渠道私聊和多账户环境不能只改一个开关。","/docs/reference/dm-scope-and-identity-links",[560,1263,1264,541,1161],"dmScope","identityLinks",{"title":1266,"description":1267,"path":1268,"category":1155,"updatedAt":538,"sourceType":351,"tags":1269},"doctor 的 repair、force 和 non-interactive 应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 之间各自会做什么，避免把修复模式混成“越猛越好”。","/docs/reference/doctor-repair-modes",[1004,1005,1167,1270,1161],"migrations",{"title":1272,"description":1273,"path":1274,"category":1155,"updatedAt":538,"sourceType":351,"tags":1275},"环境变量从哪里来，优先级怎么排","基于最新官方 Environment Variables 与 Configuration 文档，解释 OpenClaw 会从哪些来源读取环境变量、为什么默认不覆盖已有值，以及 `.env`、config env 和 shell import 之间真正的优先级。","/docs/reference/env-sources-and-precedence",[866,388,568,1276,1161],"shell",{"title":1278,"description":1279,"path":1280,"category":1155,"updatedAt":357,"sourceType":371,"tags":1281},"如何结合官方文档、GitHub 和中文渠道跟踪 OpenClaw","把官方文档、GitHub Releases、Issues、中文教程站、媒体报道和中文社区解读放到同一套可信度框架里，减少信息滞后和误读。","/docs/reference/external-sources-and-trust-levels",[1282,1080,612,1283,1082],"sources","trust",{"title":1285,"description":1286,"path":1287,"category":1155,"updatedAt":445,"sourceType":351,"tags":1288},"Gateway 命令与 RPC 该怎么用","基于最新官方 CLI Reference 与 Gateway protocol 文档，整理 openclaw gateway 子命令、RPC 调用边界、显式凭据要求，以及为什么它更适合被当成控制面入口而不是随手脚本助手。","/docs/reference/gateway-cli-and-rpc",[374,1289,825,931,533],"rpc",{"title":1291,"description":1292,"path":1293,"category":1155,"updatedAt":538,"sourceType":351,"tags":1294},"Gateway-owned pairing 和 device pairing 有什么区别","基于最新官方 Pairing 与 Gateway-owned pairing 文档，解释 node.pair.* 这套旧式网关配对和当前 WS device pairing 的真实边界，避免把两套授权机制混成一套。","/docs/reference/gateway-owned-pairing-vs-device-pairing",[692,693,374,532,1161],{"title":1296,"description":1297,"path":1298,"category":1155,"updatedAt":923,"sourceType":351,"tags":1299},"Gateway 为什么是 session source of truth","基于最新官方 Session 文档，解释 OpenClaw 的 session store、JSONL transcript、token 计数和 UI 查询为什么都应围绕 Gateway 理解，避免把本地浏览器、WebChat 或 operator 设备误当成真实状态源。","/docs/reference/gateway-session-source-of-truth",[560,374,502,433,1161],{"title":1301,"description":1302,"path":1303,"category":1155,"updatedAt":566,"sourceType":351,"tags":1304},"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",[374,931,1305,1306,1161],"protocol","scopes",{"title":1308,"description":1309,"path":1310,"category":1155,"updatedAt":556,"sourceType":351,"tags":1311},"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",[559,1312,541,778,711],"mention",{"title":1314,"description":1315,"path":1316,"category":1155,"updatedAt":566,"sourceType":351,"tags":1317},"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",[978,1318,1319,1320,1161],"visibility","activeHours","alerts",{"title":1322,"description":1323,"path":1324,"category":1155,"updatedAt":556,"sourceType":351,"tags":1325},"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",[925,931,1326,374,1161],"sdk",{"title":1328,"description":1329,"path":1330,"category":1155,"updatedAt":556,"sourceType":351,"tags":1331},"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",[388,1332,955,1333,1161],"include","arrays",{"title":1335,"description":1336,"path":1337,"category":1155,"updatedAt":538,"sourceType":351,"tags":1338},"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",[798,1339,667,423,1161],"invoke",{"title":1341,"description":1342,"path":1343,"category":1155,"updatedAt":566,"sourceType":351,"tags":1344},"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",[378,1345,1346,1347,1348,1161],"hybrid-search","ranking","mmr","retrieval",{"title":1350,"description":1351,"path":1352,"category":1155,"updatedAt":357,"sourceType":351,"tags":1353},"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",[495,1354,641,652,1161],"probe",{"title":1356,"description":1357,"path":1358,"category":1155,"updatedAt":861,"sourceType":351,"tags":1359},"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",[692,693,1191,1360,985],"credentials",{"title":1362,"description":1363,"path":1364,"category":1155,"updatedAt":357,"sourceType":351,"tags":1365},"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",[480,595,1366,1367,1082,1161],"npm","pin",{"title":1369,"description":1370,"path":1371,"category":1246,"updatedAt":445,"sourceType":351,"tags":1372},"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",[1248,1373,761,652,724],"raw-stream",{"title":1375,"description":1376,"path":1377,"category":1155,"updatedAt":566,"sourceType":351,"tags":1378},"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",[447,1379,641,374,1161],"tlsFingerprint",{"title":1381,"description":1382,"path":1383,"category":1155,"updatedAt":566,"sourceType":351,"tags":1384},"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",[559,1385,1386,1387,1161],"mentions","pending-history","reply",{"title":1389,"description":1390,"path":1391,"category":1155,"updatedAt":538,"sourceType":351,"tags":1392},"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",[1393,1394,1395,652,1161],"secrets","secretrefs","runtime",{"title":1397,"description":1398,"path":1399,"category":1155,"updatedAt":556,"sourceType":351,"tags":1400},"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",[560,397,1263,692,778],{"title":1402,"description":1403,"path":1404,"category":1155,"updatedAt":1405,"sourceType":351,"tags":1406},"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",[560,1407,1408,880,1161],"transcript","jsonl",{"title":1410,"description":1411,"path":1412,"category":1155,"updatedAt":1405,"sourceType":351,"tags":1413},"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",[680,825,1414,1106,396],"store",{"title":1416,"description":1417,"path":1418,"category":1155,"updatedAt":566,"sourceType":351,"tags":1419},"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",[397,1121,1106,1420,1161],"ingress",{"title":1422,"description":1423,"path":1424,"category":1155,"updatedAt":445,"sourceType":351,"tags":1425},"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",[825,1013,1426,761,1427],"health","troubleshooting",{"title":1429,"description":1430,"path":1431,"category":1155,"updatedAt":1405,"sourceType":351,"tags":1432},"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",[1407,1433,652,1434,1161],"hygiene","tool-calls",{"title":1436,"description":1437,"path":1438,"category":1246,"updatedAt":429,"sourceType":351,"tags":1439},"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",[1427,1004,1013,761],{"title":1441,"description":1442,"path":1443,"category":1155,"updatedAt":538,"sourceType":351,"tags":1444},"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",[502,1445,1446,1407,1161],"history","inject",{"title":1448,"description":1449,"path":1450,"category":1451,"updatedAt":357,"sourceType":351,"tags":1452},"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",[1453,1454,1455,1456,1032,1033],"china","cloud","deployment","feishu",{"title":1458,"description":1459,"path":1460,"category":1451,"updatedAt":429,"sourceType":351,"tags":1461},"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",[1455,448,1462,1454,1463],"docker","wsl2",{"title":1465,"description":1466,"path":1467,"category":1451,"updatedAt":871,"sourceType":351,"tags":1468},"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",[431,1366,1469,1463],"install-script",{"title":1471,"description":1472,"path":1473,"category":1451,"updatedAt":445,"sourceType":351,"tags":1474},"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",[431,1475,1469,1476,1083],"updater","git",{"title":309,"description":1478,"path":308,"category":1451,"updatedAt":403,"sourceType":351,"tags":1479},"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。",[431,1475,1480,1004,1083],"uninstall",{"title":1482,"description":1483,"path":1484,"category":1451,"updatedAt":403,"sourceType":351,"tags":1485},"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",[1486,431,440,1487],"linux","server",{"title":1489,"description":1490,"path":1491,"category":1451,"updatedAt":403,"sourceType":351,"tags":1492},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[550,431,440,1493],"apple",{"title":1495,"description":1496,"path":1497,"category":1498,"updatedAt":429,"sourceType":351,"tags":1499},"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",[1500,1501,1080,1502],"migration","upgrade","checklist",{"title":1504,"description":1505,"path":1506,"category":1451,"updatedAt":403,"sourceType":351,"tags":1507},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 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不再像零散命令，而更像完整的设备授权生命周期。","/news/openclaw-device-token-lifecycle-watch-2026-03-25","https://docs.openclaw.ai/channels/pairing",[693,692,642,998,1826],"rotate",{"title":1828,"description":1829,"path":1830,"category":1724,"date":538,"updatedAt":538,"sourceType":351,"source":1831,"tags":1832},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[1004,1167,1005,1248,396],{"title":1834,"description":1835,"path":1836,"category":1724,"date":556,"updatedAt":556,"sourceType":351,"source":1831,"tags":1837},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[1004,1005,863,1083,1167],{"title":1839,"description":1840,"path":1841,"category":1842,"date":370,"updatedAt":370,"sourceType":612,"source":1843,"tags":1844},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[1845,1846,1847,1848],"education","adoption","ai-tutor","higher-education",{"title":1850,"description":1851,"path":1852,"category":1842,"date":370,"updatedAt":370,"sourceType":612,"source":1853,"tags":1854},"OpenClaw 企业应用热度上升：中文团队更关注私有化部署与流程接入","基于 2026 年 3 月 16 日企业方向临时稿，整理 OpenClaw 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",[395,1455,423,1453],{"title":1856,"description":1857,"path":1858,"category":1516,"date":445,"updatedAt":445,"sourceType":351,"source":1859,"tags":1860},"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",[389,595,480,482,614],{"title":1862,"description":1863,"path":1864,"category":1724,"date":556,"updatedAt":556,"sourceType":351,"source":1865,"tags":1866},"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 只是审批前端这几层边界写得更清楚了。","/news/openclaw-gateway-pairing-expiry-watch-2026-03-25","https://docs.openclaw.ai/gateway/pairing",[374,692,1867,642,532],"pending",{"title":1869,"description":1870,"path":1871,"category":1724,"date":923,"updatedAt":923,"sourceType":351,"source":1872,"tags":1873},"OpenClaw 正在把 Gateway 的 session source-of-truth 地位写得更明确","官方最新 Session 文档更明确地说明 session store、JSONL transcript 和 token 计数都应围绕 Gateway 理解，这会直接影响 WebChat、Dashboard 和远程 operator 的排障方式。","/news/openclaw-gateway-source-of-truth-watch-2026-03-26","https://docs.openclaw.ai/session",[374,560,502,433,1874],"state",{"title":1876,"description":1877,"path":1878,"category":1724,"date":556,"updatedAt":556,"sourceType":351,"source":1879,"tags":1880},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 顺序写得更完整了，也让“没回”和“没进系统”首次更容易区分。","/news/openclaw-group-policy-watch-2026-03-25","https://docs.openclaw.ai/channels/groups",[559,1312,778,711,541],{"title":1882,"description":1883,"path":1884,"category":1724,"date":566,"updatedAt":566,"sourceType":351,"source":1879,"tags":1885},"OpenClaw 正在把群触发从“@一下就行”写成更完整的治理链","官方最近围绕 Groups、Group Messages 和 Broadcast Groups 的文档更新，正在把 reply-to implicit mention、pending history、forum topic session key 和 shared-group rollout 写成更完整的群入口治理链。","/news/openclaw-group-trigger-governance-watch-2026-03-29",[559,1385,1886,558,804],"activation",{"title":1888,"description":1889,"path":1890,"category":1724,"date":556,"updatedAt":556,"sourceType":351,"source":1891,"tags":1892},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 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",[388,1332,955,1333,396],{"title":1894,"description":1895,"path":1896,"category":1516,"date":445,"updatedAt":445,"sourceType":351,"source":1897,"tags":1898},"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",[1899,1455,1900,1901,1902],"showcase","home-assistant","nix","infrastructure",{"title":1904,"description":1905,"path":1906,"category":1724,"date":538,"updatedAt":538,"sourceType":351,"source":1907,"tags":1908},"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",[680,378,880,1795,804],{"title":1910,"description":1911,"path":1912,"category":1724,"date":538,"updatedAt":538,"sourceType":351,"source":1913,"tags":1914},"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",[1083,970,680,971,396],{"title":1916,"description":1917,"path":1918,"category":1543,"date":1517,"updatedAt":429,"sourceType":1213,"source":1545,"tags":1919},"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",[1080,354,1081,389,397],{"title":1921,"description":1922,"path":1923,"category":1724,"date":357,"updatedAt":357,"sourceType":351,"source":1924,"tags":1925},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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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",[1899,378,650,1936,1937],"vector-search","knowledge",{"title":1939,"description":1940,"path":1941,"category":1724,"date":556,"updatedAt":556,"sourceType":351,"source":1942,"tags":1943},"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",[1312,559,587,589,658],{"title":1945,"description":1946,"path":1947,"category":1724,"date":538,"updatedAt":538,"sourceType":351,"source":1948,"tags":1949},"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",[711,502,541,715,376],{"title":1951,"description":1952,"path":1953,"category":1724,"date":357,"updatedAt":357,"sourceType":351,"source":1781,"tags":1954},"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",[495,1354,652,641,1042],{"title":1956,"description":1957,"path":1958,"category":1724,"date":556,"updatedAt":556,"sourceType":351,"source":1959,"tags":1960},"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",[532,691,374,692,693],{"title":1962,"description":1963,"path":1964,"category":1516,"date":445,"updatedAt":445,"sourceType":351,"source":1965,"tags":1966},"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",[432,1500,1967,1501,1083],"install",{"title":1969,"description":1970,"path":1971,"category":1724,"date":923,"updatedAt":923,"sourceType":351,"source":1800,"tags":1972},"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",[1095,643,621,692,447],{"title":1974,"description":1975,"path":1976,"category":1724,"date":566,"updatedAt":566,"sourceType":351,"source":1977,"tags":1978},"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",[433,502,931,1095,533],{"title":1980,"description":1981,"path":1982,"category":1724,"date":556,"updatedAt":556,"sourceType":351,"source":1824,"tags":1983},"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",[692,1191,376,1192,396],{"title":1985,"description":1986,"path":1987,"category":1516,"date":445,"updatedAt":445,"sourceType":351,"source":1988,"tags":1989},"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",[480,613,482,612,614],{"title":1991,"description":1992,"path":1993,"category":1724,"date":357,"updatedAt":357,"sourceType":351,"source":1994,"tags":1995},"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",[480,595,1366,1367,1082],{"title":1997,"description":1998,"path":1999,"category":1724,"date":357,"updatedAt":357,"sourceType":351,"source":2000,"tags":2001},"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 的边界正在被官方主动写清，多智能体准备和确定性执行不再混成一层。","/news/openclaw-prose-lobster-watch-2026-03-24","https://docs.openclaw.ai/tools/lobster",[797,798,423,667,481],{"title":2003,"description":2004,"path":2005,"category":1724,"date":566,"updatedAt":566,"sourceType":351,"source":2006,"tags":2007},"OpenClaw 正在把 provider、模型和远程执行分成不同治理层","官方最近围绕 Models、Model Failover 和 node 的文档更新，正在把 provider auth、模型 allowlist、多模态能力和远程 node 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",[652,495,532,641,804],{"title":2009,"description":2010,"path":2011,"category":1724,"date":566,"updatedAt":566,"sourceType":351,"source":2012,"tags":2013},"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",[652,1160,495,374,396],{"title":2015,"description":2016,"path":2017,"category":1516,"date":445,"updatedAt":445,"sourceType":351,"source":1718,"tags":2018},"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",[1080,1081,1083,1082],{"title":2020,"description":2021,"path":2022,"category":1724,"date":538,"updatedAt":538,"sourceType":351,"source":1738,"tags":2023},"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",[433,692,532,447,985],{"title":2025,"description":2026,"path":2027,"category":1724,"date":556,"updatedAt":556,"sourceType":351,"source":2028,"tags":2029},"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",[541,540,2030,376,542],"threads",{"title":2032,"description":2033,"path":2034,"category":1724,"date":556,"updatedAt":556,"sourceType":351,"source":2035,"tags":2036},"OpenClaw Secret 观察：active snapshot 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在评审、个人数据库和购物自动化上的真实落地方式。","/news/openclaw-showcase-watch-2026-03-21",[1899,612,587,389,424],{"title":2089,"description":2090,"path":2091,"category":1724,"date":566,"updatedAt":566,"sourceType":351,"source":2080,"tags":2092},"OpenClaw 正在把团队入口治理拆成更细的几层","官方最近围绕 security audit、session、broadcast groups 和 channel routing 的文档更新，正在把 shared-user ingress、identityLinks、broadcast precedence 和 shared inbox 硬化拆成更清楚的治理面。","/news/openclaw-team-ingress-governance-watch-2026-03-29",[1121,1264,558,541,397],{"title":2094,"description":2095,"path":2096,"category":1724,"date":1405,"updatedAt":1405,"sourceType":351,"source":2097,"tags":2098},"OpenClaw 正在把 transcript hygiene 从隐藏兼容层写成正式参考边界","官方最近单独写出 Transcript Hygiene 文档后，tool call 修补、图片清理和 provider fixups 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