[{"data":1,"prerenderedAt":2882},["ShallowReactive",2],{"news:openclaw-operator-surface-convergence-watch-2026-03-29":3,"content-manifest":239},{"id":4,"title":5,"author":6,"body":7,"category":220,"date":221,"description":222,"extension":223,"meta":224,"navigation":225,"path":226,"seo":227,"source":228,"sourceName":229,"sourceType":230,"stem":231,"tags":232,"updatedAt":221,"__hash__":238},"news/news/openclaw-operator-surface-convergence-watch-2026-03-29.md","OpenClaw 正在把 Dashboard、WebChat 和 WebSocket 收成一套 operator surface","OpenClawCN",{"type":8,"value":9,"toc":210},"minimark",[10,27,34,37,42,47,50,64,67,72,75,79,82,93,96,101,104,108,111,116,119,124,127,131,134,146,149,160,163,166,178,181,186,189],[11,12,13,14,18,19,22,23,26],"p",{},"最近把 OpenClaw 的 ",[15,16,17],"code",{},"Dashboard","、",[15,20,21],{},"WebChat"," 和 ",[15,24,25],{},"Gateway Protocol"," 文档放在一起看，会看到一个越来越清楚的趋势：",[28,29,30],"ul",{},[31,32,33],"li",{},"官方正在把这些入口解释成同一套 operator surface 的不同层",[11,35,36],{},"而不是：",[28,38,39],{},[31,40,41],{},"各自独立的几个页面",[43,44,46],"h2",{"id":45},"_1-dashboard-越来越像控制面-bootstrap","1. 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Gateway Protocol 把底层统一成单一控制面",[11,109,110],{},"协议文档里最关键的一句，是：",[28,112,113],{},[31,114,115],{},"single control plane + node transport",[11,117,118],{},"这让前面的 UI 入口都更容易被理解成：",[28,120,121],{},[31,122,123],{},"同一条 Gateway WS 协议上的不同表面",[11,125,126],{},"也就是说，前台看起来是多个入口，底层其实越来越在收口。",[43,128,130],{"id":129},"_4-tools-catalog-也说明-ui-正在贴近运行时","4. 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连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[429,684,1197,770,1120],"scheduler",{"title":1199,"description":1200,"path":1201,"category":1114,"updatedAt":879,"sourceType":230,"tags":1202},"Dashboard 的 SecretRef token、sessionStorage 和非 token 化 URL 应该怎么理解","基于最新官方 Dashboard 文档，解释 openclaw dashboard 在普通 token、SecretRef token 和远程入口下分别如何引导认证，以及为什么当前浏览器标签页的 sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[233,545,1203,1204,441],"secretref","sessionStorage",{"title":1206,"description":1207,"path":1208,"category":1209,"updatedAt":566,"sourceType":230,"tags":1210},"调试、运行时覆盖与开发排障","基于官方 debugging 和 FAQ 文档，整理 `/debug`、watch 模式、dev profile 以及排查流式输出异常时最值得先看的入口。","/docs/reference/debugging-and-runtime-overrides","排错",[1211,1212,1213,958,673],"debugging","debug","runtime-overrides",{"title":1215,"description":1216,"path":1217,"category":1114,"updatedAt":446,"sourceType":230,"tags":1218},"Diagnostics flags 和定向日志应该怎么用","基于最新官方 Diagnostics Flags 与 Logging 文档，解释 OpenClaw 如何用 diagnostics.flags 和 OPENCLAW_DIAGNOSTICS 打开定向调试日志，以及为什么这比全局 verbose 更适合长期排障。","/docs/reference/diagnostics-flags-and-targeted-logs",[1126,1219,1220,1212,1120],"logging","flags",{"title":1222,"description":1223,"path":1224,"category":1114,"updatedAt":446,"sourceType":230,"tags":1225},"dmScope 和 identityLinks 应该怎么一起用","基于最新官方会话管理文档，解释 OpenClaw 的 dmScope 四种模式、identityLinks 的真实作用，以及为什么多人 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",[468,1226,1227,449,1120],"dmScope","identityLinks",{"title":1229,"description":1230,"path":1231,"category":1114,"updatedAt":446,"sourceType":230,"tags":1232},"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",[958,959,1126,1233,1120],"migrations",{"title":1235,"description":1236,"path":1237,"category":1114,"updatedAt":446,"sourceType":230,"tags":1238},"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",[813,268,475,1239,1120],"shell",{"title":1241,"description":1242,"path":1243,"category":1114,"updatedAt":367,"sourceType":251,"tags":1244},"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",[1245,1033,518,1246,1035],"sources","trust",{"title":1248,"description":1249,"path":1250,"category":1114,"updatedAt":324,"sourceType":230,"tags":1251},"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",[254,1252,431,235,237],"rpc",{"title":1254,"description":1255,"path":1256,"category":1114,"updatedAt":446,"sourceType":230,"tags":1257},"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",[604,605,254,421,1120],{"title":1259,"description":1260,"path":1261,"category":1114,"updatedAt":879,"sourceType":230,"tags":1262},"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",[468,254,234,233,1120],{"title":197,"description":1264,"path":196,"category":1114,"updatedAt":221,"sourceType":230,"tags":1265},"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。",[254,235,1266,1267,1120],"protocol","scopes",{"title":1269,"description":1270,"path":1271,"category":1114,"updatedAt":464,"sourceType":230,"tags":1272},"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",[467,1273,449,690,623],"mention",{"title":1275,"description":1276,"path":1277,"category":1114,"updatedAt":221,"sourceType":230,"tags":1278},"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",[932,1279,1280,1281,1120],"visibility","activeHours","alerts",{"title":1283,"description":1284,"path":1285,"category":1114,"updatedAt":464,"sourceType":230,"tags":1286},"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",[881,235,1287,254,1120],"sdk",{"title":1289,"description":1290,"path":1291,"category":1114,"updatedAt":464,"sourceType":230,"tags":1292},"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",[268,1293,910,1294,1120],"include","arrays",{"title":1296,"description":1297,"path":1298,"category":1114,"updatedAt":446,"sourceType":230,"tags":1299},"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",[719,1300,570,303,1120],"invoke",{"title":1302,"description":1303,"path":1304,"category":1114,"updatedAt":221,"sourceType":230,"tags":1305},"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",[258,1306,1307,1308,1309,1120],"hybrid-search","ranking","mmr","retrieval",{"title":1311,"description":1312,"path":1313,"category":1114,"updatedAt":367,"sourceType":230,"tags":1314},"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",[375,1315,441,439,1120],"probe",{"title":1317,"description":1318,"path":1319,"category":1114,"updatedAt":808,"sourceType":230,"tags":1320},"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",[604,605,1155,1321,939],"credentials",{"title":1323,"description":1324,"path":1325,"category":1114,"updatedAt":367,"sourceType":230,"tags":1326},"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",[359,501,1327,1328,1035,1120],"npm","pin",{"title":1330,"description":1331,"path":1332,"category":1209,"updatedAt":324,"sourceType":230,"tags":1333},"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",[1211,1334,673,439,636],"raw-stream",{"title":1336,"description":1337,"path":1338,"category":1114,"updatedAt":221,"sourceType":230,"tags":1339},"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",[326,1340,441,254,1120],"tlsFingerprint",{"title":1342,"description":1343,"path":1344,"category":1114,"updatedAt":221,"sourceType":230,"tags":1345},"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",[467,1346,1347,1348,1120],"mentions","pending-history","reply",{"title":1350,"description":1351,"path":1352,"category":1114,"updatedAt":446,"sourceType":230,"tags":1353},"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",[1354,1355,403,439,1120],"secrets","secretrefs",{"title":1357,"description":1358,"path":1359,"category":1114,"updatedAt":464,"sourceType":230,"tags":1360},"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",[468,277,1226,604,690],{"title":1362,"description":1363,"path":1364,"category":1114,"updatedAt":1365,"sourceType":230,"tags":1366},"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",[468,1367,1368,836,1120],"transcript","jsonl",{"title":1370,"description":1371,"path":1372,"category":1114,"updatedAt":1365,"sourceType":230,"tags":1373},"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",[406,431,1374,1058,276],"store",{"title":1376,"description":1377,"path":1378,"category":1114,"updatedAt":221,"sourceType":230,"tags":1379},"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",[277,1073,1058,1380,1120],"ingress",{"title":1382,"description":1383,"path":1384,"category":1114,"updatedAt":324,"sourceType":230,"tags":1385},"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",[431,967,1386,673,1387],"health","troubleshooting",{"title":1389,"description":1390,"path":1391,"category":1114,"updatedAt":1365,"sourceType":230,"tags":1392},"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",[1367,1393,439,1394,1120],"hygiene","tool-calls",{"title":1396,"description":1397,"path":1398,"category":1209,"updatedAt":316,"sourceType":230,"tags":1399},"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",[1387,958,967,673],{"title":1401,"description":1402,"path":1403,"category":1114,"updatedAt":446,"sourceType":230,"tags":1404},"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",[234,1405,1406,1367,1120],"history","inject",{"title":1408,"description":1409,"path":1410,"category":1411,"updatedAt":367,"sourceType":230,"tags":1412},"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",[1413,1414,1415,582,986,987],"china","cloud","deployment",{"title":1417,"description":1418,"path":1419,"category":1411,"updatedAt":316,"sourceType":230,"tags":1420},"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",[1415,327,1421,1414,1422],"docker","wsl2",{"title":1424,"description":1425,"path":1426,"category":1411,"updatedAt":818,"sourceType":230,"tags":1427},"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",[310,1327,1428,1422],"install-script",{"title":1430,"description":1431,"path":1432,"category":1411,"updatedAt":324,"sourceType":230,"tags":1433},"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",[310,1434,1428,1435,1036],"updater","git",{"title":1437,"description":1438,"path":1439,"category":1411,"updatedAt":566,"sourceType":230,"tags":1440},"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",[310,1434,1441,958,1036],"uninstall",{"title":1443,"description":1444,"path":1445,"category":1411,"updatedAt":566,"sourceType":230,"tags":1446},"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",[730,310,319,1447],"server",{"title":1449,"description":1450,"path":1451,"category":1411,"updatedAt":566,"sourceType":230,"tags":1452},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[458,310,319,1453],"apple",{"title":1455,"description":1456,"path":1457,"category":1458,"updatedAt":316,"sourceType":230,"tags":1459},"版本迁移与升级检查单","在 OpenClaw 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之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[431,254,1252,237,276],{"title":1753,"description":1754,"path":1755,"category":220,"date":446,"updatedAt":446,"sourceType":230,"source":1756,"tags":1757},"OpenClaw 的配置分层边界越来越清楚","官方最近围绕 Environment Variables、Configuration、Logging 和 Debugging 的文档更新，正在把正式配置、env 注入和一次性 override 拆成更清楚的层。","/news/openclaw-configuration-layering-watch-2026-03-22","https://docs.openclaw.ai/help/environment",[268,813,448,1758,276],"overrides",{"title":1760,"description":1761,"path":1762,"category":1475,"date":324,"updatedAt":324,"sourceType":230,"source":1670,"tags":1763},"OpenClaw 上下文观察：Compaction、Session 连续性与 persona 保真正在成为官方显式关注点","基于 2026 年 3 月 21 日可见的官方 Context 文档与 GitHub Releases 页面，整理最近最值得中文站关注的上下文变化：compaction 后 token 检查、session continuity、persona/language 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环境里的引导行为，也让它更像正式控制面入口。","/news/openclaw-dashboard-bootstrap-watch-2026-03-26",[233,405,1203,441,525],{"title":1777,"description":1778,"path":1779,"category":220,"date":367,"updatedAt":367,"sourceType":230,"source":1695,"tags":1780},"OpenClaw Web 控制面观察：Dashboard 与 WebChat 的认证引导和回流边界正在变清楚","基于 2026 年 3 月 24 日可见的官方 dashboard CLI、Web Dashboard 与 WebChat 文档，最近 Web 控制面最值得关注的变化是认证引导、SecretRef token 处理和 WebChat 回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[233,234,545,1203,449,1781],"web",{"title":1783,"description":1784,"path":1785,"category":1475,"date":250,"updatedAt":250,"sourceType":518,"source":1786,"tags":1787},"OpenClaw 开发者生态扩张观察：中文技能与本地工作流成为新增长点","基于 2026 年 3 月 16 日临时素材，整理 OpenClaw 开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[265,269,519,1413],{"title":1789,"description":1790,"path":1791,"category":220,"date":464,"updatedAt":464,"sourceType":230,"source":1792,"tags":1793},"OpenClaw 的 devices CLI 正在把设备授权写成一条完整生命周期","官方最近围绕 devices CLI 的补强，让 approve、revoke、rotate 和 fresh token 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",[605,604,545,952,1794],"rotate",{"title":1796,"description":1797,"path":1798,"category":220,"date":446,"updatedAt":446,"sourceType":230,"source":1799,"tags":1800},"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 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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",[1813,1814,1815,1816],"education","adoption","ai-tutor","higher-education",{"title":1818,"description":1819,"path":1820,"category":1810,"date":250,"updatedAt":250,"sourceType":518,"source":1821,"tags":1822},"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",[275,1415,303,1413],{"title":1824,"description":1825,"path":1826,"category":1475,"date":324,"updatedAt":324,"sourceType":230,"source":1827,"tags":1828},"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",[269,501,359,361,520],{"title":1830,"description":1831,"path":1832,"category":220,"date":426,"updatedAt":426,"sourceType":230,"source":1833,"tags":1834},"OpenClaw 的 Feishu 入口正在从聊天机器人走向文档协作流","官方近期更新的 Feishu 文档，把扫码接入、群控边界和 Drive 评论线程动作都写进了主线，说明 Feishu 已经不只是简单聊天入口。","/news/openclaw-feishu-drive-comments-watch-2026-04-30","https://docs.openclaw.ai/channels/feishu",[582,583,584,585,256,586],{"title":1836,"description":1837,"path":1838,"category":220,"date":464,"updatedAt":464,"sourceType":230,"source":1839,"tags":1840},"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",[254,604,1841,545,421],"pending",{"title":1843,"description":1844,"path":1845,"category":220,"date":879,"updatedAt":879,"sourceType":230,"source":1846,"tags":1847},"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",[254,468,234,233,1848],"state",{"title":1850,"description":1851,"path":1852,"category":220,"date":464,"updatedAt":464,"sourceType":230,"source":1853,"tags":1854},"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 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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",[268,1293,910,1294,276],{"title":1868,"description":1869,"path":1870,"category":1475,"date":324,"updatedAt":324,"sourceType":230,"source":1871,"tags":1872},"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",[1873,1415,1874,1875,1876],"showcase","home-assistant","nix","infrastructure",{"title":1878,"description":1879,"path":1880,"category":220,"date":446,"updatedAt":446,"sourceType":230,"source":1881,"tags":1882},"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",[1873,258,553,1910,1911],"vector-search","knowledge",{"title":1913,"description":1914,"path":1915,"category":220,"date":464,"updatedAt":464,"sourceType":230,"source":1916,"tags":1917},"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",[1273,467,493,495,560],{"title":1919,"description":1920,"path":1921,"category":220,"date":446,"updatedAt":446,"sourceType":230,"source":1922,"tags":1923},"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",[623,234,449,627,256],{"title":1925,"description":1926,"path":1927,"category":220,"date":367,"updatedAt":367,"sourceType":230,"source":1750,"tags":1928},"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",[375,1315,439,441,995],{"title":1930,"description":1931,"path":1932,"category":220,"date":464,"updatedAt":464,"sourceType":230,"source":1933,"tags":1934},"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 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组织方式。","/news/openclaw-plugin-ecosystem-watch-2026-03-21","https://docs.openclaw.ai/plugins",[359,519,361,518,520],{"title":1960,"description":1961,"path":1962,"category":220,"date":367,"updatedAt":367,"sourceType":230,"source":1963,"tags":1964},"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",[359,501,1327,1328,1035],{"title":1966,"description":1967,"path":1968,"category":220,"date":367,"updatedAt":367,"sourceType":230,"source":1969,"tags":1970},"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",[718,719,303,570,360],{"title":1972,"description":1973,"path":1974,"category":220,"date":221,"updatedAt":221,"sourceType":230,"source":1975,"tags":1976},"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",[439,375,421,441,737],{"title":1978,"description":1979,"path":1980,"category":220,"date":221,"updatedAt":221,"sourceType":230,"source":1981,"tags":1982},"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",[439,1119,375,254,276],{"title":1984,"description":1985,"path":1986,"category":1475,"date":324,"updatedAt":324,"sourceType":230,"source":1670,"tags":1987},"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",[1033,1034,1036,1035],{"title":1989,"description":1990,"path":1991,"category":220,"date":446,"updatedAt":446,"sourceType":230,"source":1695,"tags":1992},"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",[233,604,421,326,939],{"title":1994,"description":1995,"path":1996,"category":220,"date":464,"updatedAt":464,"sourceType":230,"source":1997,"tags":1998},"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",[449,448,1999,256,450],"threads",{"title":2001,"description":2002,"path":2003,"category":220,"date":426,"updatedAt":426,"sourceType":230,"source":2004,"tags":2005},"OpenClaw 把 SearXNG 推进 bundled web_search provider，搜索层开始更适合自托管","官方近期上线的 SearXNG Search 文档，说明 OpenClaw 的 web_search 已经不只适合外部 API，也开始正式支持自托管聚合搜索。","/news/openclaw-searxng-search-watch-2026-04-30","https://docs.openclaw.ai/tools/searxng-search",[778,665,779,352,257],{"title":2007,"description":2008,"path":2009,"category":220,"date":464,"updatedAt":464,"sourceType":230,"source":2010,"tags":2011},"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",[1355,2012,2013,1354,276],"snapshot","rotation",{"title":2015,"description":2016,"path":2017,"category":220,"date":464,"updatedAt":464,"sourceType":230,"source":1881,"tags":2018},"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",[468,277,1226,604,1073],{"title":2020,"description":2021,"path":2022,"category":220,"date":367,"updatedAt":367,"sourceType":230,"source":2023,"tags":2024},"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 三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[277,1058,1060,1059,276],{"title":2026,"description":2027,"path":2028,"category":2029,"date":250,"updatedAt":250,"sourceType":518,"source":2030,"tags":2031},"OpenClaw 安全与合规话题升温：中文团队更在意可审计与本地数据边界","基于 2026 年 3 月 16 日安全方向临时稿，整理 OpenClaw 在中文环境下最受关注的安全议题，包括本地运行、合规要求、可审计性与金融等高敏行业采用。","/news/openclaw-security-compliance-watch-2026-03-16","安全观察","content/tmp/2026-03-16/openclaw-security-audit-milestone.md",[277,2032,636,275],"compliance",{"title":2034,"description":2035,"path":2036,"category":220,"date":446,"updatedAt":446,"sourceType":230,"source":2010,"tags":2037},"OpenClaw 的安全运维边界继续细化","官方最近围绕 Secrets、approvals forwarding、trusted proxy 和 Control UI 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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",[1873,518,493,269,304],{"title":2064,"description":2065,"path":2066,"category":220,"date":221,"updatedAt":221,"sourceType":230,"source":2055,"tags":2067},"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",[1073,1227,466,449,277],{"title":2069,"description":2070,"path":2071,"category":220,"date":1365,"updatedAt":1365,"sourceType":230,"source":2072,"tags":2073},"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 不再只是内部细节，而成了更清楚的运行前兼容层。","/news/openclaw-transcript-hygiene-watch-2026-04-01","https://docs.openclaw.ai/zh-CN/reference/transcript-hygiene",[1367,439,1393,1394,2074],"compatibility",{"title":2076,"description":2077,"path":2078,"category":220,"date":367,"updatedAt":367,"sourceType":230,"source":1726,"tags":2079},"OpenClaw 远程入口观察：trusted-proxy 正在被官方明确定义为高收益但高责任模式","基于 2026 年 3 月 24 日可见的官方 trusted-proxy auth 文档，最近最值得关注的不是怎么把页面转发出来，而是 OpenClaw 正在主动强调 trusted-proxy 的安全责任转移。","/news/openclaw-trusted-proxy-risk-watch-2026-03-24",[1093,277,326,254,441],{"title":2081,"description":2082,"path":2083,"category":220,"date":879,"updatedAt":879,"sourceType":230,"source":1846,"tags":2084},"OpenClaw 的 UI 和 API 排障正在越来越像按层定位，而不是猜谁错了","官方最新 Session、WebChat 和 API 文档共同强化了一条思路：状态冲突时先回到 Gateway 事实层，再区分 UI 投影视图和 API 结构化返回。","/news/openclaw-ui-api-debug-watch-2026-03-26",[254,234,881,1211,468],{"title":2086,"description":2087,"path":2088,"category":220,"date":367,"updatedAt":367,"sourceType":230,"source":2089,"tags":2090},"OpenClaw 维护观察：卸载边界正在从“删包”变成“服务、状态、profile 与远程主机”的完整收口","基于 2026 年 3 月 24 日可见的官方 Updating 与 uninstall 文档，最近最值得关注的变化之一是 OpenClaw 的卸载和移除边界正在被官方主动写清，不再只是删除 CLI。","/news/openclaw-uninstall-boundaries-watch-2026-03-24","https://docs.openclaw.ai/cli/uninstall",[1441,1036,712,254,1848],{"title":2092,"description":2093,"path":2094,"category":220,"date":367,"updatedAt":367,"sourceType":230,"source":2095,"tags":2096},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1105,1106,1107,1108,1109],{"title":2098,"description":2099,"path":2100,"category":1475,"date":324,"updatedAt":324,"sourceType":230,"source":1871,"tags":2101},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[1873,539,2102,2103,553],"phone","tts",{"title":2105,"description":2106,"path":2107,"category":220,"date":464,"updatedAt":464,"sourceType":230,"source":2108,"tags":2109},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[539,867,868,421,605],{"title":2111,"description":2112,"path":2113,"category":1475,"date":324,"updatedAt":324,"sourceType":230,"source":1695,"tags":2114},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[233,234,235,525,1781],{"title":2116,"description":2117,"path":2118,"category":220,"date":879,"updatedAt":879,"sourceType":230,"source":2119,"tags":2120},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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的安全设计理念、数据保护机制和企业级安全特性。","/news/security-architecture",[277,636,275,267],{"title":2164,"description":2165,"path":2166,"category":2167,"date":316,"updatedAt":316,"sourceType":518,"source":2168,"tags":2169},"OpenClaw 安全最佳实践：保护你的 AI 助手免受风险","随着 OpenClaw 的普及，安全问题日益受到关注。本文整理了保护本地 AI 助手的关键安全措施和最佳实践。","/news/security-best-practices","安全公告","安全社区",[277,636,1018,369],{"title":2171,"description":2172,"path":2173,"category":1554,"date":1476,"updatedAt":316,"sourceType":230,"source":1477,"tags":2174},"OpenClaw Signal 隐私通讯集成","了解如何将 OpenClaw 连接到 Signal，实现隐私通讯。","/news/signal-privacy",[796,636,1556,286],{"title":2176,"description":2177,"path":2178,"category":1533,"date":1502,"updatedAt":566,"sourceType":1177,"source":1503,"tags":2179},"OpenClaw 技能市场突破 400 个技能","OpenClaw 技能市场迎来重要里程碑，社区贡献的技能数量突破 400 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