[{"data":1,"prerenderedAt":3028},["ShallowReactive",2],{"docs:manual/clawhub-versioning-and-sync":3,"content-manifest":388},{"id":4,"title":5,"body":6,"category":369,"date":370,"description":371,"extension":372,"meta":373,"navigation":374,"path":375,"seo":376,"source":377,"sourceName":378,"sourceType":379,"stem":380,"tags":381,"updatedAt":386,"__hash__":387},"docs/docs/manual/clawhub-versioning-and-sync.md","ClawHub 的版本、锁文件和 sync 怎么理解",{"type":7,"value":8,"toc":352},"minimark",[9,13,17,27,32,35,46,49,53,56,61,69,72,80,87,90,93,103,106,125,128,135,138,141,154,157,164,171,174,179,182,196,199,204,207,213,219,222,234,237,244,247,258,261,269,272,283,287,290,322,325,328,349],[10,11,5],"h1",{"id":12},"clawhub-的版本锁文件和-sync-怎么理解",[14,15,16],"p",{},"站里已经有一页在讲 Skills 系统，但官方最近的 ClawHub 文档把一个更具体也更实用的层面讲得很清楚了：",[18,19,20,24],"ul",{},[21,22,23],"li",{},"ClawHub 不只是“找技能并装一下”",[21,25,26],{},"它其实已经是一个带版本、锁文件和同步能力的公开技能注册表",[28,29,31],"h2",{"id":30},"clawhub-现在到底是什么","ClawHub 现在到底是什么",[14,33,34],{},"根据最新官方文档，ClawHub 当前至少承担三种角色：",[18,36,37,40,43],{},[21,38,39],{},"技能发现入口",[21,41,42],{},"技能 bundle 的版本仓库",[21,44,45],{},"本地技能与公开注册表之间的同步层",[14,47,48],{},"这意味着它已经不是一个“技能列表网页”，而是在向正式 registry 靠拢。",[28,50,52],{"id":51},"为什么-skill-是bundle这点很关键","为什么 skill 是“bundle”这点很关键",[14,54,55],{},"官方文档当前明确写到：",[18,57,58],{},[21,59,60],{},"每个 skill publish 的是一个 versioned bundle",[14,62,63,64,68],{},"也就是说，被版本化的不只是 ",[65,66,67],"code",{},"SKILL.md"," 一段说明，而是整组技能文件。",[14,70,71],{},"这点很重要，因为它意味着：",[18,73,74,77],{},[21,75,76],{},"安装的是一整份可审计内容",[21,78,79],{},"更新也是整份 bundle 的版本变化",[28,81,83,86],{"id":82},"clawhublockjson-在解决什么问题",[65,84,85],{},".clawhub/lock.json"," 在解决什么问题",[14,88,89],{},"这是当前官方文档里很值得中文站单独提醒的一点。",[14,91,92],{},"ClawHub 会把已安装技能记录在：",[94,95,101],"pre",{"className":96,"code":98,"language":99,"meta":100},[97],"language-text",".clawhub/lock.json\n","text","",[65,102,98],{"__ignoreMap":100},[14,104,105],{},"它的实际价值是：",[18,107,108,111,114],{},[21,109,110],{},"记录本地装了哪些 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写得非常细。",[14,172,173],{},"它不只是：",[18,175,176],{},[21,177,178],{},"帮你扫一下本地技能",[14,180,181],{},"而是在做：",[18,183,184,187,190,193],{},[21,185,186],{},"扫描",[21,188,189],{},"匹配版本",[21,191,192],{},"发现变更",[21,194,195],{},"必要时发布新版本",[14,197,198],{},"这让它更像：",[18,200,201],{},[21,202,203],{},"本地 skills 和公开 registry 之间的同步器",[14,205,206],{},"而不只是安装器。",[28,208,210,212],{"id":209},"sync-会扫哪些目录",[65,211,162],{}," 会扫哪些目录",[14,214,215,216,218],{},"根据当前官方文档，",[65,217,162],{}," 会优先扫当前 workdir。",[14,220,221],{},"如果没找到，还会回退到一些 legacy 路径，例如：",[18,223,224,229],{},[21,225,226],{},[65,227,228],{},"~/openclaw/skills",[21,230,231],{},[65,232,233],{},"~/.openclaw/skills",[14,235,236],{},"这点很值，因为它说明 ClawHub 已经在兼容旧技能布局，而不是只服务全新项目。",[28,238,240,243],{"id":239},"latest-tag-和-semver-为什么值得一起看",[65,241,242],{},"latest"," tag 和 semver 为什么值得一起看",[14,245,246],{},"官方文档当前明确提到：",[18,248,249,252],{},[21,250,251],{},"每个 publish 都有 semver",[21,253,254,255,257],{},"tags 如 ",[65,256,242],{}," 可以移动",[14,259,260],{},"这意味着你在理解 ClawHub 版本时，最好区分两层：",[18,262,263,266],{},[21,264,265],{},"真实版本号",[21,267,268],{},"指向哪个版本的 tag",[14,270,271],{},"对长期维护来说，这能帮助你理解：",[18,273,274,277],{},[21,275,276],{},"为什么某个技能更新了",[21,278,279,280,282],{},"为什么 ",[65,281,242],{}," 并不一定等于你本地当前版本",[28,284,286],{"id":285},"中文站建议怎么使用-clawhub","中文站建议怎么使用 ClawHub",[14,288,289],{},"更稳的实践通常是：",[291,292,293,300,306,311,317],"ol",{},[21,294,295,296,299],{},"用 ",[65,297,298],{},"search"," 找技能",[21,301,295,302,305],{},[65,303,304],{},"install"," 装到当前 workspace",[21,307,295,308,310],{},[65,309,85],{}," 理解本地安装状态",[21,312,295,313,316],{},[65,314,315],{},"update --all"," 做例行更新",[21,318,319,320],{},"需要备份或共享时再用 ",[65,321,162],{},[14,323,324],{},"这样会比把 ClawHub 当成“装完就忘”的工具更适合长期使用。",[28,326,327],{"id":327},"下一步推荐",[18,329,330,337,343],{},[21,331,332],{},[333,334,336],"a",{"href":335},"/docs/manual/skills-system","Skills 系统怎么工作",[21,338,339],{},[333,340,342],{"href":341},"/docs/manual/plugin-managed-hooks","插件托管 hooks 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应该怎么一起看","基于最新官方 Pairing 文档，解释 Telegram 首次设备接入时 setup code 里到底装了什么、bootstrapToken 只负责哪一步，以及为什么最后仍然要回到 /pair pending 做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[749,1283,643,750,1260],"bootstrapToken",{"title":1285,"description":1286,"path":1287,"category":1260,"updatedAt":550,"sourceType":379,"tags":1288},"引导文件模板系统","AGENTS.md、SOUL.md、BOOTSTRAP.md 等引导文件的用途、写法和最佳实践。","/docs/reference/bootstrap-templates",[1289,554,599,562,1150,553],"templates",{"title":1291,"description":1292,"path":1293,"category":1254,"updatedAt":613,"sourceType":379,"tags":1294},"频道 pairing CLI 和 account scope 应该怎么一起看","基于最新官方 Pairing 文档，解释 openclaw pairing 的 list、approve、clear、--account 与 --notify 分别影响什么，以及多账号渠道下为什么不能只看一个默认 allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[749,1295,405,1296,1079],"allowFrom","account",{"title":1298,"description":1299,"path":1300,"category":1254,"updatedAt":711,"sourceType":379,"tags":1301},"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",[580,1260,1302,1303],"commands","terminal",{"title":1305,"description":1306,"path":1307,"category":1254,"updatedAt":623,"sourceType":379,"tags":1308},"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",[1309,1310,590,588,1260],"cloudflare-ai-gateway","headers",{"title":1312,"description":1313,"path":1314,"category":1315,"updatedAt":515,"sourceType":661,"tags":1316},"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",[661,1317,1318,1319],"github","issues","feedback",{"title":1321,"description":1322,"path":1323,"category":1254,"updatedAt":711,"sourceType":379,"tags":1324},"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",[417,1260,1325,1326],"settings","options",{"title":1328,"description":1329,"path":1330,"category":1254,"updatedAt":386,"sourceType":379,"tags":1331},"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",[670,749,750,691,1079],{"title":1333,"description":1334,"path":1335,"category":1254,"updatedAt":623,"sourceType":379,"tags":1336},"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",[578,828,1337,911,1260],"scheduler",{"title":1339,"description":1340,"path":1341,"category":1254,"updatedAt":1018,"sourceType":379,"tags":1342},"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",[460,690,1343,1344,590],"secretref","sessionStorage",{"title":1346,"description":1347,"path":1348,"category":1349,"updatedAt":711,"sourceType":379,"tags":1350},"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",[1351,1352,1353,1098,817],"debugging","debug","runtime-overrides",{"title":1355,"description":1356,"path":1357,"category":1254,"updatedAt":595,"sourceType":379,"tags":1358},"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",[1266,1359,1360,1352,1260],"logging","flags",{"title":1362,"description":1363,"path":1364,"category":1254,"updatedAt":595,"sourceType":379,"tags":1365},"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",[617,1366,1367,598,1260],"dmScope","identityLinks",{"title":1369,"description":1370,"path":1371,"category":1254,"updatedAt":595,"sourceType":379,"tags":1372},"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",[1098,1099,1266,1373,1260],"migrations",{"title":1375,"description":1376,"path":1377,"category":1254,"updatedAt":595,"sourceType":379,"tags":1378},"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",[954,417,625,1379,1260],"shell",{"title":1381,"description":1382,"path":1383,"category":1254,"updatedAt":515,"sourceType":400,"tags":1384},"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",[1385,1173,661,1386,1175],"sources","trust",{"title":1388,"description":1389,"path":1390,"category":1254,"updatedAt":386,"sourceType":379,"tags":1391},"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",[403,1392,580,1026,570],"rpc",{"title":1394,"description":1395,"path":1396,"category":1254,"updatedAt":595,"sourceType":379,"tags":1397},"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",[749,750,403,569,1260],{"title":1399,"description":1400,"path":1401,"category":1254,"updatedAt":1018,"sourceType":379,"tags":1402},"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",[617,403,530,460,1260],{"title":1404,"description":1405,"path":1406,"category":1254,"updatedAt":623,"sourceType":379,"tags":1407},"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",[403,1026,1408,1409,1260],"protocol","scopes",{"title":1411,"description":1412,"path":1413,"category":1254,"updatedAt":613,"sourceType":379,"tags":1414},"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",[616,1415,598,834,768],"mention",{"title":1417,"description":1418,"path":1419,"category":1254,"updatedAt":623,"sourceType":379,"tags":1420},"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",[1072,1421,1422,1423,1260],"visibility","activeHours","alerts",{"title":1425,"description":1426,"path":1427,"category":1254,"updatedAt":613,"sourceType":379,"tags":1428},"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",[1020,1026,1429,403,1260],"sdk",{"title":1431,"description":1432,"path":1433,"category":1254,"updatedAt":613,"sourceType":379,"tags":1434},"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",[417,1435,1050,1436,1260],"include","arrays",{"title":1438,"description":1439,"path":1440,"category":1254,"updatedAt":595,"sourceType":379,"tags":1441},"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",[863,1442,715,451,1260],"invoke",{"title":1444,"description":1445,"path":1446,"category":1254,"updatedAt":623,"sourceType":379,"tags":1447},"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",[407,1448,1449,1450,1451,1260],"hybrid-search","ranking","mmr","retrieval",{"title":1453,"description":1454,"path":1455,"category":1254,"updatedAt":515,"sourceType":379,"tags":1456},"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",[523,1457,590,588,1260],"probe",{"title":1459,"description":1460,"path":1461,"category":1254,"updatedAt":949,"sourceType":379,"tags":1462},"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",[749,750,1295,1463,1079],"credentials",{"title":1465,"description":1466,"path":1467,"category":1254,"updatedAt":515,"sourceType":379,"tags":1468},"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",[507,382,1469,1470,1175,1260],"npm","pin",{"title":1472,"description":1473,"path":1474,"category":1349,"updatedAt":386,"sourceType":379,"tags":1475},"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",[1351,1476,817,588,781],"raw-stream",{"title":1478,"description":1479,"path":1480,"category":1254,"updatedAt":623,"sourceType":379,"tags":1481},"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",[474,1482,590,403,1260],"tlsFingerprint",{"title":1484,"description":1485,"path":1486,"category":1254,"updatedAt":623,"sourceType":379,"tags":1487},"回复机器人消息也算 mention 吗，pending history 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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",[617,425,1366,749,834],{"title":1504,"description":1505,"path":1506,"category":1254,"updatedAt":1507,"sourceType":379,"tags":1508},"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",[617,1509,1510,975,1260],"transcript","jsonl",{"title":1512,"description":1513,"path":1514,"category":1254,"updatedAt":1507,"sourceType":379,"tags":1515},"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 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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",[460,1234,749,474,425],{"title":1872,"description":1873,"path":1874,"category":1824,"date":515,"updatedAt":515,"sourceType":379,"source":1832,"tags":1875},"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",[643,645,715,405,1188],{"title":1877,"description":1878,"path":1879,"category":1675,"date":399,"updatedAt":399,"sourceType":661,"source":1880,"tags":1881},"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",[1555,662,1678,1631],{"title":1883,"description":1884,"path":1885,"category":1824,"date":515,"updatedAt":515,"sourceType":379,"source":377,"tags":1886},"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",[382,383,162,384,1887,651],"telemetry",{"title":1889,"description":1890,"path":1891,"category":1617,"date":386,"updatedAt":386,"sourceType":379,"source":1892,"tags":1893},"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",[580,403,1392,570,424],{"title":1895,"description":1896,"path":1897,"category":1824,"date":595,"updatedAt":595,"sourceType":379,"source":1898,"tags":1899},"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",[417,954,597,1900,424],"overrides",{"title":1902,"description":1903,"path":1904,"category":1617,"date":386,"updatedAt":386,"sourceType":379,"source":1812,"tags":1905},"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",[974,975,555,407,1906],"continuity",{"title":1908,"description":1909,"path":1910,"category":1617,"date":386,"updatedAt":386,"sourceType":379,"source":1911,"tags":1912},"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",[670,460,1058,749,474],{"title":1914,"description":1915,"path":1916,"category":1824,"date":1018,"updatedAt":1018,"sourceType":379,"source":1838,"tags":1917},"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",[460,554,1343,590,670],{"title":1919,"description":1920,"path":1921,"category":1824,"date":515,"updatedAt":515,"sourceType":379,"source":1838,"tags":1922},"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",[460,530,690,1343,598,1923],"web",{"title":1925,"description":1926,"path":1927,"category":1617,"date":399,"updatedAt":399,"sourceType":661,"source":1928,"tags":1929},"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",[414,383,662,1555],{"title":1931,"description":1932,"path":1933,"category":1824,"date":613,"updatedAt":613,"sourceType":379,"source":1934,"tags":1935},"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",[750,749,690,1092,1936],"rotate",{"title":1938,"description":1939,"path":1940,"category":1824,"date":595,"updatedAt":595,"sourceType":379,"source":1941,"tags":1942},"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",[1955,1956,1957,1958],"education","adoption","ai-tutor","higher-education",{"title":1960,"description":1961,"path":1962,"category":1952,"date":399,"updatedAt":399,"sourceType":661,"source":1963,"tags":1964},"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",[423,1557,451,1555],{"title":1966,"description":1967,"path":1968,"category":1617,"date":386,"updatedAt":386,"sourceType":379,"source":1969,"tags":1970},"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",[383,382,507,509,663],{"title":1972,"description":1973,"path":1974,"category":1824,"date":575,"updatedAt":575,"sourceType":379,"source":1975,"tags":1976},"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",[727,728,729,730,405,731],{"title":1978,"description":1979,"path":1980,"category":1824,"date":613,"updatedAt":613,"sourceType":379,"source":1981,"tags":1982},"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",[403,749,1983,690,569],"pending",{"title":1985,"description":1986,"path":1987,"category":1824,"date":1018,"updatedAt":1018,"sourceType":379,"source":1988,"tags":1989},"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",[403,617,530,460,1990],"state",{"title":1992,"description":1993,"path":1994,"category":1824,"date":613,"updatedAt":613,"sourceType":379,"source":1995,"tags":1996},"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",[616,1415,834,768,598],{"title":1998,"description":1999,"path":2000,"category":1824,"date":623,"updatedAt":623,"sourceType":379,"source":1995,"tags":2001},"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",[616,1488,2002,615,878],"activation",{"title":2004,"description":2005,"path":2006,"category":1824,"date":613,"updatedAt":613,"sourceType":379,"source":2007,"tags":2008},"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",[417,1435,1050,1436,424],{"title":2010,"description":2011,"path":2012,"category":1617,"date":386,"updatedAt":386,"sourceType":379,"source":2013,"tags":2014},"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",[2015,1557,2016,2017,2018],"showcase","home-assistant","nix","infrastructure",{"title":2020,"description":2021,"path":2022,"category":1824,"date":595,"updatedAt":595,"sourceType":379,"source":2023,"tags":2024},"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",[2015,407,698,2052,2053],"vector-search","knowledge",{"title":2055,"description":2056,"path":2057,"category":1824,"date":613,"updatedAt":613,"sourceType":379,"source":2058,"tags":2059},"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",[1415,616,643,645,705],{"title":2061,"description":2062,"path":2063,"category":1824,"date":595,"updatedAt":595,"sourceType":379,"source":2064,"tags":2065},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 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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",[1188,691,670,749,474],{"title":2089,"description":2090,"path":2091,"category":1824,"date":623,"updatedAt":623,"sourceType":379,"source":2092,"tags":2093},"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",[460,530,1026,1188,570],{"title":2095,"description":2096,"path":2097,"category":1824,"date":613,"updatedAt":613,"sourceType":379,"source":1934,"tags":2098},"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",[588,523,569,590,878],{"title":2124,"description":2125,"path":2126,"category":1824,"date":623,"updatedAt":623,"sourceType":379,"source":2127,"tags":2128},"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",[588,1259,523,403,424],{"title":2130,"description":2131,"path":2132,"category":1617,"date":386,"updatedAt":386,"sourceType":379,"source":1812,"tags":2133},"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",[1173,1174,1176,1175],{"title":2135,"description":2136,"path":2137,"category":1824,"date":595,"updatedAt":595,"sourceType":379,"source":1838,"tags":2138},"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",[460,749,569,474,1079],{"title":2140,"description":2141,"path":2142,"category":1824,"date":613,"updatedAt":613,"sourceType":379,"source":2143,"tags":2144},"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",[598,597,2145,405,599],"threads",{"title":2147,"description":2148,"path":2149,"category":1824,"date":575,"updatedAt":575,"sourceType":379,"source":2150,"tags":2151},"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",[919,298,920,500,406],{"title":2153,"description":2154,"path":2155,"category":1824,"date":613,"updatedAt":613,"sourceType":379,"source":2156,"tags":2157},"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",[1497,2158,2159,1496,424],"snapshot","rotation",{"title":2161,"description":2162,"path":2163,"category":1824,"date":613,"updatedAt":613,"sourceType":379,"source":2023,"tags":2164},"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",[425,2178,781,423],"compliance",{"title":2180,"description":2181,"path":2182,"category":1824,"date":595,"updatedAt":595,"sourceType":379,"source":2156,"tags":2183},"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",[425,1496,715,2184,424],"proxy",{"title":2186,"description":2187,"path":2188,"category":1824,"date":1507,"updatedAt":1507,"sourceType":379,"source":2189,"tags":2190},"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",[617,1510,975,1509,403],{"title":2192,"description":2193,"path":2194,"category":1824,"date":1507,"updatedAt":1507,"sourceType":379,"source":2195,"tags":2196},"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",[555,580,1516,1199,424],{"title":2198,"description":2199,"path":2200,"category":1824,"date":613,"updatedAt":613,"sourceType":379,"source":2201,"tags":2202},"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",[425,1214,1215,2203,403],"sandbox",{"title":2205,"description":2206,"path":2207,"category":1617,"date":386,"updatedAt":386,"sourceType":379,"source":2013,"tags":2208},"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",[2015,661,643,383,452],{"title":2210,"description":2211,"path":2212,"category":1824,"date":623,"updatedAt":623,"sourceType":379,"source":2201,"tags":2213},"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",[1214,1367,615,598,425],{"title":2215,"description":2216,"path":2217,"category":1824,"date":1507,"updatedAt":1507,"sourceType":379,"source":2218,"tags":2219},"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",[1509,588,1535,1536,2220],"compatibility",{"title":2222,"description":2223,"path":2224,"category":1824,"date":515,"updatedAt":515,"sourceType":379,"source":1869,"tags":2225},"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",[1234,425,474,403,590],{"title":2227,"description":2228,"path":2229,"category":1824,"date":1018,"updatedAt":1018,"sourceType":379,"source":1988,"tags":2230},"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",[403,530,1020,1351,617],{"title":2232,"description":2233,"path":2234,"category":1824,"date":515,"updatedAt":515,"sourceType":379,"source":2235,"tags":2236},"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",[1583,1176,856,403,1990],{"title":2238,"description":2239,"path":2240,"category":1824,"date":515,"updatedAt":515,"sourceType":379,"source":2241,"tags":2242},"OpenClaw 更新观察：stable、beta、dev 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