[{"data":1,"prerenderedAt":3038},["ShallowReactive",2],{"best-practices:prose-to-lobster-handoff":3,"content-manifest":396},{"id":4,"title":5,"body":6,"category":375,"date":376,"description":377,"difficulty":378,"extension":379,"meta":380,"navigation":381,"path":382,"seo":383,"source":384,"sourceName":385,"sourceType":386,"stem":387,"tags":388,"updatedAt":394,"__hash__":395},"bestPractices/best-practices/prose-to-lobster-handoff.md","从 Prose 准备到 Lobster 执行，交接线怎么画",{"type":7,"value":8,"toc":349},"minimark",[9,13,17,27,34,39,42,46,60,63,74,82,86,89,92,106,109,120,124,127,130,141,144,156,160,163,175,178,181,189,192,196,199,210,214,217,228,232,235,246,249,263,266,274,277,284,287,291,294,298,301,304,307,325,328],[10,11,5],"h1",{"id":12},"从-prose-准备到-lobster-执行交接线怎么画",[14,15,16],"p",{},"很多团队并不是不会用 OpenProse 或 Lobster，而是不会判断：",[18,19,20,24],"ul",{},[21,22,23],"li",{},"哪一段还应该继续开放式准备",[21,25,26],{},"哪一段必须收口成确定性执行",[14,28,29,30,33],{},"官方最近在 Lobster 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allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[763,1312,413,1313,1095],"allowFrom","account",{"title":1315,"description":1316,"path":1317,"category":1271,"updatedAt":726,"sourceType":386,"tags":1318},"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",[588,1277,1319,1320],"commands","terminal",{"title":1322,"description":1323,"path":1324,"category":1271,"updatedAt":631,"sourceType":386,"tags":1325},"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",[1326,1327,598,596,1277],"cloudflare-ai-gateway","headers",{"title":1329,"description":1330,"path":1331,"category":1332,"updatedAt":394,"sourceType":676,"tags":1333},"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",[676,1334,1335,1336],"github","issues","feedback",{"title":1338,"description":1339,"path":1340,"category":1271,"updatedAt":726,"sourceType":386,"tags":1341},"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",[425,1277,1342,1343],"settings","options",{"title":1345,"description":1346,"path":1347,"category":1271,"updatedAt":481,"sourceType":386,"tags":1348},"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",[685,763,764,706,1095],{"title":1350,"description":1351,"path":1352,"category":1271,"updatedAt":631,"sourceType":386,"tags":1353},"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",[586,843,1354,925,1277],"scheduler",{"title":1356,"description":1357,"path":1358,"category":1271,"updatedAt":1034,"sourceType":386,"tags":1359},"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",[468,705,1360,1361,598],"secretref","sessionStorage",{"title":1363,"description":1364,"path":1365,"category":1366,"updatedAt":726,"sourceType":386,"tags":1367},"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",[1368,1369,1370,1114,832],"debugging","debug","runtime-overrides",{"title":1372,"description":1373,"path":1374,"category":1271,"updatedAt":603,"sourceType":386,"tags":1375},"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",[1283,1376,1377,1369,1277],"logging","flags",{"title":1379,"description":1380,"path":1381,"category":1271,"updatedAt":603,"sourceType":386,"tags":1382},"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",[625,1383,1384,606,1277],"dmScope","identityLinks",{"title":1386,"description":1387,"path":1388,"category":1271,"updatedAt":603,"sourceType":386,"tags":1389},"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",[1114,1115,1283,1390,1277],"migrations",{"title":1392,"description":1393,"path":1394,"category":1271,"updatedAt":603,"sourceType":386,"tags":1395},"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",[968,425,633,1396,1277],"shell",{"title":1398,"description":1399,"path":1400,"category":1271,"updatedAt":394,"sourceType":408,"tags":1401},"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",[1402,1189,676,1403,1191],"sources","trust",{"title":1405,"description":1406,"path":1407,"category":1271,"updatedAt":481,"sourceType":386,"tags":1408},"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",[411,1409,588,1042,578],"rpc",{"title":1411,"description":1412,"path":1413,"category":1271,"updatedAt":603,"sourceType":386,"tags":1414},"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",[763,764,411,577,1277],{"title":1416,"description":1417,"path":1418,"category":1271,"updatedAt":1034,"sourceType":386,"tags":1419},"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",[625,411,537,468,1277],{"title":1421,"description":1422,"path":1423,"category":1271,"updatedAt":631,"sourceType":386,"tags":1424},"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",[411,1042,1425,1426,1277],"protocol","scopes",{"title":1428,"description":1429,"path":1430,"category":1271,"updatedAt":621,"sourceType":386,"tags":1431},"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",[624,1432,606,849,782],"mention",{"title":1434,"description":1435,"path":1436,"category":1271,"updatedAt":631,"sourceType":386,"tags":1437},"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",[1088,1438,1439,1440,1277],"visibility","activeHours","alerts",{"title":1442,"description":1443,"path":1444,"category":1271,"updatedAt":621,"sourceType":386,"tags":1445},"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",[1036,1042,1446,411,1277],"sdk",{"title":1448,"description":1449,"path":1450,"category":1271,"updatedAt":621,"sourceType":386,"tags":1451},"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",[425,1452,1066,1453,1277],"include","arrays",{"title":342,"description":1455,"path":341,"category":1271,"updatedAt":603,"sourceType":386,"tags":1456},"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。",[390,1457,392,391,1277],"invoke",{"title":1459,"description":1460,"path":1461,"category":1271,"updatedAt":631,"sourceType":386,"tags":1462},"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",[415,1463,1464,1465,1466,1277],"hybrid-search","ranking","mmr","retrieval",{"title":1468,"description":1469,"path":1470,"category":1271,"updatedAt":394,"sourceType":386,"tags":1471},"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",[530,1472,598,596,1277],"probe",{"title":1474,"description":1475,"path":1476,"category":1271,"updatedAt":963,"sourceType":386,"tags":1477},"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",[763,764,1312,1478,1095],"credentials",{"title":1480,"description":1481,"path":1482,"category":1271,"updatedAt":394,"sourceType":386,"tags":1483},"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",[516,659,1484,1485,1191,1277],"npm","pin",{"title":1487,"description":1488,"path":1489,"category":1366,"updatedAt":481,"sourceType":386,"tags":1490},"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",[1368,1491,832,596,795],"raw-stream",{"title":1493,"description":1494,"path":1495,"category":1271,"updatedAt":631,"sourceType":386,"tags":1496},"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",[483,1497,598,411,1277],"tlsFingerprint",{"title":1499,"description":1500,"path":1501,"category":1271,"updatedAt":631,"sourceType":386,"tags":1502},"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",[624,1503,1504,1505,1277],"mentions","pending-history","reply",{"title":1507,"description":1508,"path":1509,"category":1271,"updatedAt":603,"sourceType":386,"tags":1510},"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",[1511,1512,559,596,1277],"secrets","secretrefs",{"title":1514,"description":1515,"path":1516,"category":1271,"updatedAt":621,"sourceType":386,"tags":1517},"secure DM 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巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[562,588,1531,1215,433],"store",{"title":1533,"description":1534,"path":1535,"category":1271,"updatedAt":631,"sourceType":386,"tags":1536},"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",[434,1230,1215,1537,1277],"ingress",{"title":1539,"description":1540,"path":1541,"category":1271,"updatedAt":481,"sourceType":386,"tags":1542},"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",[588,1123,1543,832,1544],"health","troubleshooting",{"title":1546,"description":1547,"path":1548,"category":1271,"updatedAt":1522,"sourceType":386,"tags":1549},"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 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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",[468,1250,763,483,434],{"title":1887,"description":1888,"path":1889,"category":1839,"date":394,"updatedAt":394,"sourceType":386,"source":1847,"tags":1890},"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",[651,653,392,413,1204],{"title":1892,"description":1893,"path":1894,"category":1690,"date":407,"updatedAt":407,"sourceType":676,"source":1895,"tags":1896},"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",[1570,677,1693,1646],{"title":1898,"description":1899,"path":1900,"category":1839,"date":394,"updatedAt":394,"sourceType":386,"source":1901,"tags":1902},"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",[659,426,668,669,1903,660],"telemetry",{"title":1905,"description":1906,"path":1907,"category":1632,"date":481,"updatedAt":481,"sourceType":386,"source":1908,"tags":1909},"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",[588,411,1409,578,433],{"title":1911,"description":1912,"path":1913,"category":1839,"date":603,"updatedAt":603,"sourceType":386,"source":1914,"tags":1915},"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",[425,968,605,1916,433],"overrides",{"title":1918,"description":1919,"path":1920,"category":1632,"date":481,"updatedAt":481,"sourceType":386,"source":1827,"tags":1921},"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",[990,991,562,415,1922],"continuity",{"title":1924,"description":1925,"path":1926,"category":1632,"date":481,"updatedAt":481,"sourceType":386,"source":1927,"tags":1928},"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",[685,468,1074,763,483],{"title":1930,"description":1931,"path":1932,"category":1839,"date":1034,"updatedAt":1034,"sourceType":386,"source":1853,"tags":1933},"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",[468,561,1360,598,685],{"title":1935,"description":1936,"path":1937,"category":1839,"date":394,"updatedAt":394,"sourceType":386,"source":1853,"tags":1938},"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",[468,537,705,1360,606,1939],"web",{"title":1941,"description":1942,"path":1943,"category":1632,"date":407,"updatedAt":407,"sourceType":676,"source":1944,"tags":1945},"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",[422,426,677,1570],{"title":1947,"description":1948,"path":1949,"category":1839,"date":621,"updatedAt":621,"sourceType":386,"source":1950,"tags":1951},"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",[764,763,705,1108,1952],"rotate",{"title":1954,"description":1955,"path":1956,"category":1839,"date":603,"updatedAt":603,"sourceType":386,"source":1957,"tags":1958},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[1114,1283,1115,1368,433],{"title":1960,"description":1961,"path":1962,"category":1839,"date":621,"updatedAt":621,"sourceType":386,"source":1957,"tags":1963},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[1114,1115,965,1192,1283],{"title":1965,"description":1966,"path":1967,"category":1968,"date":407,"updatedAt":407,"sourceType":676,"source":1969,"tags":1970},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[1971,1972,1973,1974],"education","adoption","ai-tutor","higher-education",{"title":1976,"description":1977,"path":1978,"category":1968,"date":407,"updatedAt":407,"sourceType":676,"source":1979,"tags":1980},"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",[432,1572,391,1570],{"title":1982,"description":1983,"path":1984,"category":1632,"date":481,"updatedAt":481,"sourceType":386,"source":1985,"tags":1986},"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",[426,659,516,517,678],{"title":1988,"description":1989,"path":1990,"category":1839,"date":583,"updatedAt":583,"sourceType":386,"source":1991,"tags":1992},"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",[741,742,743,744,413,745],{"title":1994,"description":1995,"path":1996,"category":1839,"date":621,"updatedAt":621,"sourceType":386,"source":1997,"tags":1998},"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",[411,763,1999,705,577],"pending",{"title":2001,"description":2002,"path":2003,"category":1839,"date":1034,"updatedAt":1034,"sourceType":386,"source":2004,"tags":2005},"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",[411,625,537,468,2006],"state",{"title":2008,"description":2009,"path":2010,"category":1839,"date":621,"updatedAt":621,"sourceType":386,"source":2011,"tags":2012},"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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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1204,706,685,763,483],{"title":2105,"description":2106,"path":2107,"category":1839,"date":631,"updatedAt":631,"sourceType":386,"source":2108,"tags":2109},"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",[468,537,1042,1204,578],{"title":2111,"description":2112,"path":2113,"category":1839,"date":621,"updatedAt":621,"sourceType":386,"source":1950,"tags":2114},"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",[596,530,577,598,892],{"title":2139,"description":2140,"path":2141,"category":1839,"date":631,"updatedAt":631,"sourceType":386,"source":2142,"tags":2143},"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",[596,1276,530,411,433],{"title":2145,"description":2146,"path":2147,"category":1632,"date":481,"updatedAt":481,"sourceType":386,"source":1827,"tags":2148},"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",[1189,1190,1192,1191],{"title":2150,"description":2151,"path":2152,"category":1839,"date":603,"updatedAt":603,"sourceType":386,"source":1853,"tags":2153},"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",[468,763,577,483,1095],{"title":2155,"description":2156,"path":2157,"category":1839,"date":621,"updatedAt":621,"sourceType":386,"source":2158,"tags":2159},"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",[606,605,2160,413,607],"threads",{"title":2162,"description":2163,"path":2164,"category":1839,"date":583,"updatedAt":583,"sourceType":386,"source":2165,"tags":2166},"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",[933,824,934,509,414],{"title":2168,"description":2169,"path":2170,"category":1839,"date":621,"updatedAt":621,"sourceType":386,"source":2171,"tags":2172},"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",[1512,2173,2174,1511,433],"snapshot","rotation",{"title":2176,"description":2177,"path":2178,"category":1839,"date":621,"updatedAt":621,"sourceType":386,"source":2039,"tags":2179},"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 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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",[434,2193,795,432],"compliance",{"title":2195,"description":2196,"path":2197,"category":1839,"date":603,"updatedAt":603,"sourceType":386,"source":2171,"tags":2198},"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",[434,1511,392,2199,433],"proxy",{"title":2201,"description":2202,"path":2203,"category":1839,"date":1522,"updatedAt":1522,"sourceType":386,"source":2204,"tags":2205},"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",[625,1525,991,1524,411],{"title":2207,"description":2208,"path":2209,"category":1839,"date":1522,"updatedAt":1522,"sourceType":386,"source":2210,"tags":2211},"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",[562,588,1531,1215,433],{"title":2213,"description":2214,"path":2215,"category":1839,"date":621,"updatedAt":621,"sourceType":386,"source":2216,"tags":2217},"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",[434,1230,1231,2218,411],"sandbox",{"title":2220,"description":2221,"path":2222,"category":1632,"date":481,"updatedAt":481,"sourceType":386,"source":2029,"tags":2223},"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",[2031,676,651,426,460],{"title":2225,"description":2226,"path":2227,"category":1839,"date":631,"updatedAt":631,"sourceType":386,"source":2216,"tags":2228},"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",[1230,1384,623,606,434],{"title":2230,"description":2231,"path":2232,"category":1839,"date":1522,"updatedAt":1522,"sourceType":386,"source":2233,"tags":2234},"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",[1524,596,1550,1551,2235],"compatibility",{"title":2237,"description":2238,"path":2239,"category":1839,"date":394,"updatedAt":394,"sourceType":386,"source":1884,"tags":2240},"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",[1250,434,483,411,598],{"title":2242,"description":2243,"path":2244,"category":1839,"date":1034,"updatedAt":1034,"sourceType":386,"source":2004,"tags":2245},"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",[411,537,1036,1368,625],{"title":2247,"description":2248,"path":2249,"category":1839,"date":394,"updatedAt":394,"sourceType":386,"source":2250,"tags":2251},"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",[1598,1192,871,411,2006],{"title":2253,"description":2254,"path":2255,"category":1839,"date":394,"updatedAt":394,"sourceType":386,"source":2256,"tags":2257},"OpenClaw 更新观察：stable、beta、dev 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