[{"data":1,"prerenderedAt":2978},["ShallowReactive",2],{"best-practices:release-watch-to-upgrade-decision":3,"content-manifest":336},{"id":4,"title":5,"body":6,"category":315,"date":316,"description":317,"difficulty":318,"extension":319,"meta":320,"navigation":321,"path":322,"seo":323,"source":324,"sourceName":325,"sourceType":326,"stem":327,"tags":328,"updatedAt":334,"__hash__":335},"bestPractices/best-practices/release-watch-to-upgrade-decision.md","把版本观察变成升级决策，而不是看见更新就立刻替换环境",{"type":7,"value":8,"toc":294},"minimark",[9,13,17,20,30,33,44,49,52,69,72,86,89,93,96,99,110,113,121,125,128,131,148,151,155,158,162,165,176,179,181,192,196,198,209,213,216,227,230,233,248,251,254,257,261,264,267,270,273],[10,11,5],"h1",{"id":12},"把版本观察变成升级决策而不是看见更新就立刻替换环境",[14,15,16],"p",{},"很多团队已经开始固定看 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Gateway 之间的职责差异，帮助团队理解“能力跑在哪台机器上”这条边界。","/docs/manual/headless-node-hosts-and-device-boundaries",[518,704,705,706,351],"headless","pairing","devices",{"title":708,"description":709,"path":710,"category":508,"updatedAt":420,"sourceType":326,"tags":711},"Hooks 生命周期与事件类型","基于最新官方 Hooks 文档，解释 agent:bootstrap、session start/end、/new、/reset 等生命周期事件分别适合放什么逻辑，以及什么时候该用 hook pack 或插件托管 hooks。","/docs/manual/hook-lifecycle-events",[457,712,713,399,455],"lifecycle","events",{"title":715,"description":716,"path":717,"category":508,"updatedAt":412,"sourceType":326,"tags":718},"Hooks 能做什么","从中文用户角度理解 OpenClaw 里的 hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[457,399,677,713],{"title":720,"description":721,"path":722,"category":508,"updatedAt":544,"sourceType":326,"tags":723},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 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allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[705,1254,353,1255,1041],"allowFrom","account",{"title":1257,"description":1258,"path":1259,"category":1213,"updatedAt":667,"sourceType":326,"tags":1260},"CLI 命令参考","OpenClaw 命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[529,1219,1261,1262],"commands","terminal",{"title":1264,"description":1265,"path":1266,"category":1213,"updatedAt":572,"sourceType":326,"tags":1267},"Cloudflare AI Gateway 的双层鉴权头应该怎么配","基于最新官方 Cloudflare AI Gateway 文档，解释 provider API key 和 cf-aig-authorization 为什么是两层不同凭据，以及 daemon 场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[1268,1269,539,537,1219],"cloudflare-ai-gateway","headers",{"title":1271,"description":1272,"path":1273,"category":1274,"updatedAt":463,"sourceType":617,"tags":1275},"社区支持","汇总 OpenClaw 的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[617,1276,1277,1278],"github","issues","feedback",{"title":1280,"description":1281,"path":1282,"category":1213,"updatedAt":667,"sourceType":326,"tags":1283},"配置参考","OpenClaw 完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[364,1219,1284,1285],"settings","options",{"title":1287,"description":1288,"path":1289,"category":1213,"updatedAt":420,"sourceType":326,"tags":1290},"Control UI 设备配对与浏览器授权","基于最新官方 Control UI 与 Pairing 文档，解释为什么远程浏览器首次连接需要设备配对、设备身份如何记住，以及什么时候需要重新批准。","/docs/reference/control-ui-device-pairing",[626,705,706,647,1041],{"title":1292,"description":1293,"path":1294,"category":1213,"updatedAt":572,"sourceType":326,"tags":1295},"cron run 入队语义和 retry backoff 应该怎么理解","基于最新官方 cron CLI 与 Cron Jobs 文档，解释 openclaw cron run 为什么先返回 enqueued、何时该去看 runs，以及 recurring job 连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[527,785,1296,871,1219],"scheduler",{"title":1298,"description":1299,"path":1300,"category":1213,"updatedAt":980,"sourceType":326,"tags":1301},"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",[407,646,1302,1303,539],"secretref","sessionStorage",{"title":1305,"description":1306,"path":1307,"category":1308,"updatedAt":667,"sourceType":326,"tags":1309},"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",[1310,1311,1312,1060,774],"debugging","debug","runtime-overrides",{"title":1314,"description":1315,"path":1316,"category":1213,"updatedAt":544,"sourceType":326,"tags":1317},"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",[1225,1318,1319,1311,1219],"logging","flags",{"title":1321,"description":1322,"path":1323,"category":1213,"updatedAt":544,"sourceType":326,"tags":1324},"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",[566,1325,1326,547,1219],"dmScope","identityLinks",{"title":1328,"description":1329,"path":1330,"category":1213,"updatedAt":544,"sourceType":326,"tags":1331},"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",[1060,1061,1225,1332,1219],"migrations",{"title":1334,"description":1335,"path":1336,"category":1213,"updatedAt":544,"sourceType":326,"tags":1337},"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",[914,364,574,1338,1219],"shell",{"title":1340,"description":1341,"path":1342,"category":1213,"updatedAt":463,"sourceType":348,"tags":1343},"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",[1344,329,617,1345,1133],"sources","trust",{"title":1347,"description":1348,"path":1349,"category":1213,"updatedAt":420,"sourceType":326,"tags":1350},"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",[351,1351,529,988,519],"rpc",{"title":1353,"description":1354,"path":1355,"category":1213,"updatedAt":544,"sourceType":326,"tags":1356},"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",[705,706,351,518,1219],{"title":1358,"description":1359,"path":1360,"category":1213,"updatedAt":980,"sourceType":326,"tags":1361},"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",[566,351,478,407,1219],{"title":1363,"description":1364,"path":1365,"category":1213,"updatedAt":572,"sourceType":326,"tags":1366},"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",[351,988,1367,1368,1219],"protocol","scopes",{"title":1370,"description":1371,"path":1372,"category":1213,"updatedAt":562,"sourceType":326,"tags":1373},"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",[565,1374,547,791,724],"mention",{"title":1376,"description":1377,"path":1378,"category":1213,"updatedAt":572,"sourceType":326,"tags":1379},"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",[1034,1380,1381,1382,1219],"visibility","activeHours","alerts",{"title":1384,"description":1385,"path":1386,"category":1213,"updatedAt":562,"sourceType":326,"tags":1387},"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",[982,988,1388,351,1219],"sdk",{"title":1390,"description":1391,"path":1392,"category":1213,"updatedAt":562,"sourceType":326,"tags":1393},"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",[364,1394,1012,1395,1219],"include","arrays",{"title":1397,"description":1398,"path":1399,"category":1213,"updatedAt":544,"sourceType":326,"tags":1400},"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",[820,1401,671,398,1219],"invoke",{"title":1403,"description":1404,"path":1405,"category":1213,"updatedAt":572,"sourceType":326,"tags":1406},"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",[355,1407,1408,1409,1410,1219],"hybrid-search","ranking","mmr","retrieval",{"title":1412,"description":1413,"path":1414,"category":1213,"updatedAt":463,"sourceType":326,"tags":1415},"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",[471,1416,539,537,1219],"probe",{"title":1418,"description":1419,"path":1420,"category":1213,"updatedAt":909,"sourceType":326,"tags":1421},"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",[705,706,1254,1422,1041],"credentials",{"title":1424,"description":1425,"path":1426,"category":1213,"updatedAt":463,"sourceType":326,"tags":1427},"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",[455,600,1428,1429,1133,1219],"npm","pin",{"title":1431,"description":1432,"path":1433,"category":1308,"updatedAt":420,"sourceType":326,"tags":1434},"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",[1310,1435,774,537,737],"raw-stream",{"title":1437,"description":1438,"path":1439,"category":1213,"updatedAt":572,"sourceType":326,"tags":1440},"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",[422,1441,539,351,1219],"tlsFingerprint",{"title":1443,"description":1444,"path":1445,"category":1213,"updatedAt":572,"sourceType":326,"tags":1446},"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",[565,1447,1448,1449,1219],"mentions","pending-history","reply",{"title":1451,"description":1452,"path":1453,"category":1213,"updatedAt":544,"sourceType":326,"tags":1454},"SecretRefs 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文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[566,1468,1469,937,1219],"transcript","jsonl",{"title":1471,"description":1472,"path":1473,"category":1213,"updatedAt":1466,"sourceType":326,"tags":1474},"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",[503,529,1475,1157,332],"store",{"title":1477,"description":1478,"path":1479,"category":1213,"updatedAt":572,"sourceType":326,"tags":1480},"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",[372,1172,1157,1481,1219],"ingress",{"title":1483,"description":1484,"path":1485,"category":1213,"updatedAt":420,"sourceType":326,"tags":1486},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 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权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[407,1192,705,422,372],{"title":1824,"description":1825,"path":1826,"category":1776,"date":463,"updatedAt":463,"sourceType":326,"source":1784,"tags":1827},"OpenClaw 渠道观察：Telegram 和 Discord 正在从聊天入口扩展成正式审批面","基于 2026 年 3 月 24 日可见的官方 Exec Approvals 文档，Telegram 与 Discord 最近最值得关注的变化不是又多了一个命令，而是它们已经开始承担受控审批入口。","/news/openclaw-channel-approval-clients-watch-2026-03-24",[592,594,671,353,1146],{"title":1829,"description":1830,"path":1831,"category":1628,"date":347,"updatedAt":347,"sourceType":617,"source":1832,"tags":1833},"OpenClaw 在中国 AI 生态中的位置：从中文教程热到本地化能力竞赛","基于 2026 年 3 月 16 日整理素材，梳理 OpenClaw 在中国 AI 生态里的关注点：本地部署、中文模型接入、数据安全与本土服务集成。","/news/openclaw-china-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-china-ai-ecosystem-analysis.md",[1512,618,1631,1584],{"title":1835,"description":1836,"path":1837,"category":1776,"date":463,"updatedAt":463,"sourceType":326,"source":1838,"tags":1839},"OpenClaw ClawHub 观察：sync、lockfile 与最小 telemetry 让技能注册表更像正式分发生态","基于 2026 年 3 月 24 日可见的官方 ClawHub 文档，最近最值得关注的变化不是“技能数量”，而是技能分发、版本记录和同步行为正在更像一套正式 registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[600,365,609,610,1840,601],"telemetry",{"title":1842,"description":1843,"path":1844,"category":1570,"date":420,"updatedAt":420,"sourceType":326,"source":1845,"tags":1846},"OpenClaw CLI 观察：命令行已经不只是辅助工具，而是在慢慢收敛成正式控制面","基于 2026 年 3 月 21 日可见的官方 CLI Reference、Gateway protocol 与 Dashboard 文档，整理最近最值得中文站关注的 CLI 变化：status/health/logs 分层、gateway RPC 边界，以及 Dashboard 和 CLI 之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[529,351,1351,519,332],{"title":1848,"description":1849,"path":1850,"category":1776,"date":544,"updatedAt":544,"sourceType":326,"source":1851,"tags":1852},"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",[364,914,546,1853,332],"overrides",{"title":1855,"description":1856,"path":1857,"category":1570,"date":420,"updatedAt":420,"sourceType":326,"source":324,"tags":1858},"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 保真，以及它们对长期使用的意义。","/news/openclaw-context-compaction-watch-2026-03-21",[936,937,503,355,1859],"continuity",{"title":1861,"description":1862,"path":1863,"category":1570,"date":420,"updatedAt":420,"sourceType":326,"source":1864,"tags":1865},"OpenClaw 控制面观察：Control UI、设备配对与 Tailscale Serve 正在把浏览器管理做成正式能力","基于 2026 年 3 月 21 日可见的官方 Control UI、Dashboard、Pairing 与 Tailscale 文档，整理最近最值得关注的控制面变化：浏览器设备配对、语言支持、远程 Serve 与更明确的管理面边界。","/news/openclaw-control-surface-watch-2026-03-21","https://docs.openclaw.ai/web/control-ui",[626,407,1020,705,422],{"title":1867,"description":1868,"path":1869,"category":1776,"date":980,"updatedAt":980,"sourceType":326,"source":1790,"tags":1870},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 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",[407,502,1302,539,626],{"title":1872,"description":1873,"path":1874,"category":1776,"date":463,"updatedAt":463,"sourceType":326,"source":1790,"tags":1875},"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",[407,478,646,1302,547,1876],"web",{"title":1878,"description":1879,"path":1880,"category":1570,"date":347,"updatedAt":347,"sourceType":617,"source":1881,"tags":1882},"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",[361,365,618,1512],{"title":1884,"description":1885,"path":1886,"category":1776,"date":562,"updatedAt":562,"sourceType":326,"source":1887,"tags":1888},"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",[706,705,646,1054,1889],"rotate",{"title":1891,"description":1892,"path":1893,"category":1776,"date":544,"updatedAt":544,"sourceType":326,"source":1894,"tags":1895},"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",[1908,1909,1910,1911],"education","adoption","ai-tutor","higher-education",{"title":1913,"description":1914,"path":1915,"category":1905,"date":347,"updatedAt":347,"sourceType":617,"source":1916,"tags":1917},"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",[371,1514,398,1512],{"title":1919,"description":1920,"path":1921,"category":1570,"date":420,"updatedAt":420,"sourceType":326,"source":1922,"tags":1923},"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",[365,600,455,457,619],{"title":1925,"description":1926,"path":1927,"category":1776,"date":524,"updatedAt":524,"sourceType":326,"source":1928,"tags":1929},"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",[683,684,685,686,353,687],{"title":1931,"description":1932,"path":1933,"category":1776,"date":562,"updatedAt":562,"sourceType":326,"source":1934,"tags":1935},"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",[351,705,1936,646,518],"pending",{"title":1938,"description":1939,"path":1940,"category":1776,"date":980,"updatedAt":980,"sourceType":326,"source":1941,"tags":1942},"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",[351,566,478,407,1943],"state",{"title":1945,"description":1946,"path":1947,"category":1776,"date":562,"updatedAt":562,"sourceType":326,"source":1948,"tags":1949},"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",[565,1374,791,724,547],{"title":1951,"description":1952,"path":1953,"category":1776,"date":572,"updatedAt":572,"sourceType":326,"source":1948,"tags":1954},"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",[565,1447,1955,564,838],"activation",{"title":1957,"description":1958,"path":1959,"category":1776,"date":562,"updatedAt":562,"sourceType":326,"source":1960,"tags":1961},"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",[364,1394,1012,1395,332],{"title":1963,"description":1964,"path":1965,"category":1570,"date":420,"updatedAt":420,"sourceType":326,"source":1966,"tags":1967},"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",[1968,1514,1969,1970,1971],"showcase","home-assistant","nix","infrastructure",{"title":1973,"description":1974,"path":1975,"category":1776,"date":544,"updatedAt":544,"sourceType":326,"source":1976,"tags":1977},"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",[1968,355,654,2005,2006],"vector-search","knowledge",{"title":2008,"description":2009,"path":2010,"category":1776,"date":562,"updatedAt":562,"sourceType":326,"source":2011,"tags":2012},"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",[1374,565,592,594,661],{"title":2014,"description":2015,"path":2016,"category":1776,"date":544,"updatedAt":544,"sourceType":326,"source":2017,"tags":2018},"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",[724,478,547,728,353],{"title":2020,"description":2021,"path":2022,"category":1776,"date":463,"updatedAt":463,"sourceType":326,"source":1845,"tags":2023},"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",[471,1416,537,539,1097],{"title":2025,"description":2026,"path":2027,"category":1776,"date":562,"updatedAt":562,"sourceType":326,"source":2028,"tags":2029},"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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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1146,647,626,705,422],{"title":2042,"description":2043,"path":2044,"category":1776,"date":572,"updatedAt":572,"sourceType":326,"source":2045,"tags":2046},"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",[407,478,988,1146,519],{"title":2048,"description":2049,"path":2050,"category":1776,"date":562,"updatedAt":562,"sourceType":326,"source":1887,"tags":2051},"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 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执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[537,471,518,539,838],{"title":2077,"description":2078,"path":2079,"category":1776,"date":572,"updatedAt":572,"sourceType":326,"source":2080,"tags":2081},"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",[537,1218,471,351,332],{"title":2083,"description":2084,"path":2085,"category":1570,"date":420,"updatedAt":420,"sourceType":326,"source":324,"tags":2086},"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",[329,333,1134,1133],{"title":2088,"description":2089,"path":2090,"category":1776,"date":544,"updatedAt":544,"sourceType":326,"source":1790,"tags":2091},"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",[407,705,518,422,1041],{"title":2093,"description":2094,"path":2095,"category":1776,"date":562,"updatedAt":562,"sourceType":326,"source":2096,"tags":2097},"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",[547,546,2098,353,548],"threads",{"title":2100,"description":2101,"path":2102,"category":1776,"date":524,"updatedAt":524,"sourceType":326,"source":2103,"tags":2104},"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",[879,766,880,448,354],{"title":2106,"description":2107,"path":2108,"category":1776,"date":562,"updatedAt":562,"sourceType":326,"source":2109,"tags":2110},"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",[1456,2111,2112,1455,332],"snapshot","rotation",{"title":2114,"description":2115,"path":2116,"category":1776,"date":562,"updatedAt":562,"sourceType":326,"source":1976,"tags":2117},"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",[566,372,1325,705,1172],{"title":2119,"description":2120,"path":2121,"category":1776,"date":463,"updatedAt":463,"sourceType":326,"source":2122,"tags":2123},"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",[372,1157,1159,1158,332],{"title":2125,"description":2126,"path":2127,"category":2128,"date":347,"updatedAt":347,"sourceType":617,"source":2129,"tags":2130},"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",[372,2131,737,371],"compliance",{"title":2133,"description":2134,"path":2135,"category":1776,"date":544,"updatedAt":544,"sourceType":326,"source":2109,"tags":2136},"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 降级开关的文档，正在把安全问题从抽象原则推向更可执行的运维边界。","/news/openclaw-security-ops-watch-2026-03-22",[372,1455,671,2137,332],"proxy",{"title":2139,"description":2140,"path":2141,"category":1776,"date":1466,"updatedAt":1466,"sourceType":326,"source":2142,"tags":2143},"OpenClaw 正在把 session transcript 从 JSONL 文件写成结构化会话事实层","官方最近新增的 Session Management Deep Dive 文档，把 session header、message tree、compaction entry 和 branch summary 这几层边界写得更清楚了。","/news/openclaw-session-jsonl-deep-dive-watch-2026-04-01","https://docs.openclaw.ai/reference/session-management-compaction",[566,1469,937,1468,351],{"title":2145,"description":2146,"path":2147,"category":1776,"date":1466,"updatedAt":1466,"sourceType":326,"source":2148,"tags":2149},"OpenClaw 的 sessions CLI 正在从会话列表命令长成 store 巡检入口","官方最近把 sessions CLI 的 scope、all-agents、active 和显式 store 路径写得更完整了，也让它更适合作为长期运维里的 session store 巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[503,529,1475,1157,332],{"title":2151,"description":2152,"path":2153,"category":1776,"date":562,"updatedAt":562,"sourceType":326,"source":2154,"tags":2155},"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",[372,1172,1173,2156,351],"sandbox",{"title":2158,"description":2159,"path":2160,"category":1570,"date":420,"updatedAt":420,"sourceType":326,"source":1966,"tags":2161},"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",[1968,617,592,365,399],{"title":2163,"description":2164,"path":2165,"category":1776,"date":572,"updatedAt":572,"sourceType":326,"source":2154,"tags":2166},"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",[1172,1326,564,547,372],{"title":2168,"description":2169,"path":2170,"category":1776,"date":1466,"updatedAt":1466,"sourceType":326,"source":2171,"tags":2172},"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",[1468,537,1494,1495,2173],"compatibility",{"title":2175,"description":2176,"path":2177,"category":1776,"date":463,"updatedAt":463,"sourceType":326,"source":1821,"tags":2178},"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",[1192,372,422,351,539],{"title":2180,"description":2181,"path":2182,"category":1776,"date":980,"updatedAt":980,"sourceType":326,"source":1941,"tags":2183},"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",[351,478,982,1310,566],{"title":2185,"description":2186,"path":2187,"category":1776,"date":463,"updatedAt":463,"sourceType":326,"source":2188,"tags":2189},"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",[1540,1134,813,351,1943],{"title":2191,"description":2192,"path":2193,"category":1776,"date":463,"updatedAt":463,"sourceType":326,"source":2194,"tags":2195},"OpenClaw 更新观察：stable、beta、dev 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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",[640,968,969,518,706],{"title":2210,"description":2211,"path":2212,"category":1570,"date":420,"updatedAt":420,"sourceType":326,"source":1790,"tags":2213},"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",[407,478,988,626,1876],{"title":2215,"description":2216,"path":2217,"category":1776,"date":980,"updatedAt":980,"sourceType":326,"source":2218,"tags":2219},"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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