[{"data":1,"prerenderedAt":2875},["ShallowReactive",2],{"news:openclaw-prose-lobster-watch-2026-03-24":3,"content-manifest":232},{"id":4,"title":5,"author":6,"body":7,"category":213,"date":214,"description":215,"extension":216,"meta":217,"navigation":218,"path":219,"seo":220,"source":221,"sourceName":222,"sourceType":223,"stem":224,"tags":225,"updatedAt":214,"__hash__":231},"news/news/openclaw-prose-lobster-watch-2026-03-24.md","OpenClaw 工作流观察：OpenProse 与 Lobster 的上下层分工正在变清楚","OpenClawCN",{"type":8,"value":9,"toc":202},"minimark",[10,14,21,28,41,46,49,52,60,63,71,74,90,93,96,100,103,106,117,120,125,129,132,140,143,155,158,161,164,175,178,181],[11,12,13],"p",{},"官方最近这轮工作流文档里，最值得中文站注意的一个信号是：",[15,16,17],"ul",{},[18,19,20],"li",{},"OpenProse 和 Lobster 的上下层分工正在被主动写清",[11,22,23,24,27],{},"过去很多人会把“多智能体协作”和“确定性执行”都看成同一类高级自动化。",[25,26],"br",{},"\n但最近 Lobster 文档已经给出更明确的搭配方向：",[15,29,30,38],{},[18,31,32,33,37],{},"用 ",[34,35,36],"code",{},"/prose"," 做多智能体准备",[18,39,40],{},"用 Lobster 做确定性执行和审批恢复",[42,43,45],"h2",{"id":44},"_1-openclaw-正在把准备和执行分层","1. 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连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[422,679,1190,761,1113],"scheduler",{"title":1192,"description":1193,"path":1194,"category":1107,"updatedAt":870,"sourceType":223,"tags":1195},"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",[304,541,1196,1197,434],"secretref","sessionStorage",{"title":1199,"description":1200,"path":1201,"category":1202,"updatedAt":562,"sourceType":223,"tags":1203},"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",[1204,1205,1206,950,668],"debugging","debug","runtime-overrides",{"title":1208,"description":1209,"path":1210,"category":1107,"updatedAt":439,"sourceType":223,"tags":1211},"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",[1119,1212,1213,1205,1113],"logging","flags",{"title":1215,"description":1216,"path":1217,"category":1107,"updatedAt":439,"sourceType":223,"tags":1218},"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",[461,1219,1220,442,1113],"dmScope","identityLinks",{"title":1222,"description":1223,"path":1224,"category":1107,"updatedAt":439,"sourceType":223,"tags":1225},"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",[950,951,1119,1226,1113],"migrations",{"title":1228,"description":1229,"path":1230,"category":1107,"updatedAt":439,"sourceType":223,"tags":1231},"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",[804,261,469,1232,1113],"shell",{"title":1234,"description":1235,"path":1236,"category":1107,"updatedAt":214,"sourceType":244,"tags":1237},"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",[1238,1025,512,1239,1027],"sources","trust",{"title":1241,"description":1242,"path":1243,"category":1107,"updatedAt":317,"sourceType":223,"tags":1244},"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",[247,1245,424,878,414],"rpc",{"title":1247,"description":1248,"path":1249,"category":1107,"updatedAt":439,"sourceType":223,"tags":1250},"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",[599,600,247,413,1113],{"title":1252,"description":1253,"path":1254,"category":1107,"updatedAt":870,"sourceType":223,"tags":1255},"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",[461,247,373,304,1113],{"title":1257,"description":1258,"path":1259,"category":1107,"updatedAt":467,"sourceType":223,"tags":1260},"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",[247,878,1261,1262,1113],"protocol","scopes",{"title":1264,"description":1265,"path":1266,"category":1107,"updatedAt":457,"sourceType":223,"tags":1267},"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",[460,1268,442,685,618],"mention",{"title":1270,"description":1271,"path":1272,"category":1107,"updatedAt":467,"sourceType":223,"tags":1273},"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",[924,1274,1275,1276,1113],"visibility","activeHours","alerts",{"title":1278,"description":1279,"path":1280,"category":1107,"updatedAt":457,"sourceType":223,"tags":1281},"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",[872,878,1282,247,1113],"sdk",{"title":1284,"description":1285,"path":1286,"category":1107,"updatedAt":457,"sourceType":223,"tags":1287},"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",[261,1288,902,1289,1113],"include","arrays",{"title":201,"description":1291,"path":200,"category":1107,"updatedAt":439,"sourceType":223,"tags":1292},"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。",[227,1293,229,228,1113],"invoke",{"title":1295,"description":1296,"path":1297,"category":1107,"updatedAt":467,"sourceType":223,"tags":1298},"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",[251,1299,1300,1301,1302,1113],"hybrid-search","ranking","mmr","retrieval",{"title":1304,"description":1305,"path":1306,"category":1107,"updatedAt":214,"sourceType":223,"tags":1307},"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",[366,1308,434,432,1113],"probe",{"title":1310,"description":1311,"path":1312,"category":1107,"updatedAt":799,"sourceType":223,"tags":1313},"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",[599,600,1148,1314,931],"credentials",{"title":1316,"description":1317,"path":1318,"category":1107,"updatedAt":214,"sourceType":223,"tags":1319},"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",[352,495,1320,1321,1027,1113],"npm","pin",{"title":1323,"description":1324,"path":1325,"category":1202,"updatedAt":317,"sourceType":223,"tags":1326},"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",[1204,1327,668,432,631],"raw-stream",{"title":1329,"description":1330,"path":1331,"category":1107,"updatedAt":467,"sourceType":223,"tags":1332},"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",[319,1333,434,247,1113],"tlsFingerprint",{"title":1335,"description":1336,"path":1337,"category":1107,"updatedAt":467,"sourceType":223,"tags":1338},"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",[460,1339,1340,1341,1113],"mentions","pending-history","reply",{"title":1343,"description":1344,"path":1345,"category":1107,"updatedAt":439,"sourceType":223,"tags":1346},"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",[1347,1348,395,432,1113],"secrets","secretrefs",{"title":1350,"description":1351,"path":1352,"category":1107,"updatedAt":457,"sourceType":223,"tags":1353},"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",[461,270,1219,599,685],{"title":1355,"description":1356,"path":1357,"category":1107,"updatedAt":1358,"sourceType":223,"tags":1359},"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",[461,1360,1361,827,1113],"transcript","jsonl",{"title":1363,"description":1364,"path":1365,"category":1107,"updatedAt":1358,"sourceType":223,"tags":1366},"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",[398,424,1367,1051,269],"store",{"title":1369,"description":1370,"path":1371,"category":1107,"updatedAt":467,"sourceType":223,"tags":1372},"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",[270,1066,1051,1373,1113],"ingress",{"title":1375,"description":1376,"path":1377,"category":1107,"updatedAt":317,"sourceType":223,"tags":1378},"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",[424,959,1379,668,1380],"health","troubleshooting",{"title":1382,"description":1383,"path":1384,"category":1107,"updatedAt":1358,"sourceType":223,"tags":1385},"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",[1360,1386,432,1387,1113],"hygiene","tool-calls",{"title":1389,"description":1390,"path":1391,"category":1202,"updatedAt":309,"sourceType":223,"tags":1392},"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",[1380,950,959,668],{"title":1394,"description":1395,"path":1396,"category":1107,"updatedAt":439,"sourceType":223,"tags":1397},"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",[373,1398,1399,1360,1113],"history","inject",{"title":1401,"description":1402,"path":1403,"category":1404,"updatedAt":214,"sourceType":223,"tags":1405},"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",[1406,1407,1408,577,978,979],"china","cloud","deployment",{"title":1410,"description":1411,"path":1412,"category":1404,"updatedAt":309,"sourceType":223,"tags":1413},"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",[1408,320,1414,1407,1415],"docker","wsl2",{"title":1417,"description":1418,"path":1419,"category":1404,"updatedAt":809,"sourceType":223,"tags":1420},"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",[302,1320,1421,1415],"install-script",{"title":1423,"description":1424,"path":1425,"category":1404,"updatedAt":317,"sourceType":223,"tags":1426},"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",[302,1427,1421,1428,1028],"updater","git",{"title":1430,"description":1431,"path":1432,"category":1404,"updatedAt":562,"sourceType":223,"tags":1433},"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",[302,1427,1434,950,1028],"uninstall",{"title":1436,"description":1437,"path":1438,"category":1404,"updatedAt":562,"sourceType":223,"tags":1439},"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",[721,302,312,1440],"server",{"title":1442,"description":1443,"path":1444,"category":1404,"updatedAt":562,"sourceType":223,"tags":1445},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[451,302,312,1446],"apple",{"title":1448,"description":1449,"path":1450,"category":1451,"updatedAt":309,"sourceType":223,"tags":1452},"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",[424,247,1245,414,269],{"title":1746,"description":1747,"path":1748,"category":213,"date":439,"updatedAt":439,"sourceType":223,"source":1749,"tags":1750},"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",[261,804,441,1751,269],"overrides",{"title":1753,"description":1754,"path":1755,"category":1468,"date":317,"updatedAt":317,"sourceType":223,"source":1663,"tags":1756},"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",[304,397,1196,434,521],{"title":1770,"description":1771,"path":1772,"category":213,"date":214,"updatedAt":214,"sourceType":223,"source":1688,"tags":1773},"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",[304,373,541,1196,442,1774],"web",{"title":1776,"description":1777,"path":1778,"category":1468,"date":243,"updatedAt":243,"sourceType":512,"source":1779,"tags":1780},"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",[258,262,513,1406],{"title":1782,"description":1783,"path":1784,"category":213,"date":457,"updatedAt":457,"sourceType":223,"source":1785,"tags":1786},"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",[600,599,541,944,1787],"rotate",{"title":1789,"description":1790,"path":1791,"category":213,"date":439,"updatedAt":439,"sourceType":223,"source":1792,"tags":1793},"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",[1806,1807,1808,1809],"education","adoption","ai-tutor","higher-education",{"title":1811,"description":1812,"path":1813,"category":1803,"date":243,"updatedAt":243,"sourceType":512,"source":1814,"tags":1815},"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",[268,1408,228,1406],{"title":1817,"description":1818,"path":1819,"category":1468,"date":317,"updatedAt":317,"sourceType":223,"source":1820,"tags":1821},"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",[262,495,352,353,514],{"title":1823,"description":1824,"path":1825,"category":213,"date":419,"updatedAt":419,"sourceType":223,"source":1826,"tags":1827},"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",[577,578,579,580,249,581],{"title":1829,"description":1830,"path":1831,"category":213,"date":457,"updatedAt":457,"sourceType":223,"source":1832,"tags":1833},"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",[247,599,1834,541,413],"pending",{"title":1836,"description":1837,"path":1838,"category":213,"date":870,"updatedAt":870,"sourceType":223,"source":1839,"tags":1840},"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",[247,461,373,304,1841],"state",{"title":1843,"description":1844,"path":1845,"category":213,"date":457,"updatedAt":457,"sourceType":223,"source":1846,"tags":1847},"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",[261,1288,902,1289,269],{"title":1861,"description":1862,"path":1863,"category":1468,"date":317,"updatedAt":317,"sourceType":223,"source":1864,"tags":1865},"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",[1866,1408,1867,1868,1869],"showcase","home-assistant","nix","infrastructure",{"title":1871,"description":1872,"path":1873,"category":213,"date":439,"updatedAt":439,"sourceType":223,"source":1874,"tags":1875},"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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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",[618,373,442,622,249],{"title":1918,"description":1919,"path":1920,"category":213,"date":214,"updatedAt":214,"sourceType":223,"source":1743,"tags":1921},"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",[366,1308,432,434,987],{"title":1923,"description":1924,"path":1925,"category":213,"date":457,"updatedAt":457,"sourceType":223,"source":1926,"tags":1927},"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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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",[599,1148,249,1149,269],{"title":1951,"description":1952,"path":1953,"category":1468,"date":317,"updatedAt":317,"sourceType":223,"source":1954,"tags":1955},"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",[352,513,353,512,514],{"title":1957,"description":1958,"path":1959,"category":213,"date":214,"updatedAt":214,"sourceType":223,"source":1960,"tags":1961},"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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fallback。","/news/openclaw-provider-recovery-ladder-watch-2026-03-29","https://docs.openclaw.ai/concepts/model-failover",[432,1112,366,247,269],{"title":1977,"description":1978,"path":1979,"category":1468,"date":317,"updatedAt":317,"sourceType":223,"source":1663,"tags":1980},"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",[1025,1026,1028,1027],{"title":1982,"description":1983,"path":1984,"category":213,"date":439,"updatedAt":439,"sourceType":223,"source":1688,"tags":1985},"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",[304,599,413,319,931],{"title":1987,"description":1988,"path":1989,"category":213,"date":457,"updatedAt":457,"sourceType":223,"source":1990,"tags":1991},"OpenClaw 的 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的边界越来越清楚。","/news/openclaw-secret-snapshot-watch-2026-03-25","https://docs.openclaw.ai/gateway/secrets",[1348,2005,2006,1347,269],"snapshot","rotation",{"title":2008,"description":2009,"path":2010,"category":213,"date":457,"updatedAt":457,"sourceType":223,"source":1874,"tags":2011},"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",[461,270,1219,599,1066],{"title":2013,"description":2014,"path":2015,"category":213,"date":214,"updatedAt":214,"sourceType":223,"source":2016,"tags":2017},"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",[270,1051,1053,1052,269],{"title":2019,"description":2020,"path":2021,"category":2022,"date":243,"updatedAt":243,"sourceType":512,"source":2023,"tags":2024},"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",[270,2025,631,268],"compliance",{"title":2027,"description":2028,"path":2029,"category":213,"date":439,"updatedAt":439,"sourceType":223,"source":2003,"tags":2030},"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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巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[398,424,1367,1051,269],{"title":2045,"description":2046,"path":2047,"category":213,"date":457,"updatedAt":457,"sourceType":223,"source":2048,"tags":2049},"OpenClaw 正在把 shared inbox 明确限定为协作硬化，而不是多租户承诺","官方最新 security audit 文档正在更明确地区分协作型 shared inbox 与互不信任多租户环境，并把 secure DM、sandbox 和 workspace-scoped access 组合成更完整的加固建议。","/news/openclaw-shared-inbox-trust-model-watch-2026-03-25","https://docs.openclaw.ai/cli/security",[270,1066,1067,2050,247],"sandbox",{"title":2052,"description":2053,"path":2054,"category":1468,"date":317,"updatedAt":317,"sourceType":223,"source":1864,"tags":2055},"OpenClaw 官方 Showcase 更新：Telegram PR 反馈、酒窖 Skill 与 Tesco 自动购物成为新样板","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三个社区案例，观察 OpenClaw 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",[1866,512,487,262,296],{"title":2057,"description":2058,"path":2059,"category":213,"date":467,"updatedAt":467,"sourceType":223,"source":2048,"tags":2060},"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",[1066,1220,459,442,270],{"title":2062,"description":2063,"path":2064,"category":213,"date":1358,"updatedAt":1358,"sourceType":223,"source":2065,"tags":2066},"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",[1360,432,1386,1387,2067],"compatibility",{"title":2069,"description":2070,"path":2071,"category":213,"date":214,"updatedAt":214,"sourceType":223,"source":1719,"tags":2072},"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",[1086,270,319,247,434],{"title":2074,"description":2075,"path":2076,"category":213,"date":870,"updatedAt":870,"sourceType":223,"source":1839,"tags":2077},"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",[247,373,872,1204,461],{"title":2079,"description":2080,"path":2081,"category":213,"date":214,"updatedAt":214,"sourceType":223,"source":2082,"tags":2083},"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",[1434,1028,707,247,1841],{"title":2085,"description":2086,"path":2087,"category":213,"date":214,"updatedAt":214,"sourceType":223,"source":2088,"tags":2089},"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",[1098,1099,1100,1101,1102],{"title":2091,"description":2092,"path":2093,"category":1468,"date":317,"updatedAt":317,"sourceType":223,"source":1864,"tags":2094},"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",[1866,535,2095,2096,549],"phone","tts",{"title":2098,"description":2099,"path":2100,"category":213,"date":457,"updatedAt":457,"sourceType":223,"source":2101,"tags":2102},"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",[535,858,859,413,600],{"title":2104,"description":2105,"path":2106,"category":1468,"date":317,"updatedAt":317,"sourceType":223,"source":1688,"tags":2107},"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",[304,373,878,521,1774],{"title":2109,"description":2110,"path":2111,"category":213,"date":870,"updatedAt":870,"sourceType":223,"source":2112,"tags":2113},"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",[270,631,268,260],{"title":2157,"description":2158,"path":2159,"category":2160,"date":309,"updatedAt":309,"sourceType":512,"source":2161,"tags":2162},"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",[270,631,1010,360],{"title":2164,"description":2165,"path":2166,"category":1547,"date":1469,"updatedAt":309,"sourceType":223,"source":1470,"tags":2167},"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",[787,631,1549,279],{"title":2169,"description":2170,"path":2171,"category":1526,"date":1495,"updatedAt":562,"sourceType":1170,"source":1496,"tags":2172},"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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