[{"data":1,"prerenderedAt":3028},["ShallowReactive",2],{"docs:reference/plugins-install-specs-and-update-tracking":3,"content-manifest":521},{"id":4,"title":5,"body":6,"category":500,"date":501,"description":502,"extension":503,"meta":504,"navigation":505,"path":506,"seo":507,"source":508,"sourceName":509,"sourceType":510,"stem":511,"tags":512,"updatedAt":519,"__hash__":520},"docs/docs/reference/plugins-install-specs-and-update-tracking.md","插件安装 spec、--pin 和 update tracking 应该怎么理解",{"type":7,"value":8,"toc":474},"minimark",[9,13,26,30,33,43,46,53,56,138,141,152,155,159,162,173,176,187,194,200,208,211,222,226,229,232,244,247,262,265,273,279,282,289,292,300,303,314,317,324,327,332,338,340,345,348,359,362,366,369,377,380,383,391,394,398,401,407,410,417,420,423,426,446,449,470],[10,11,5],"h1",{"id":12},"插件安装-spec-pin-和-update-tracking-应该怎么理解",[14,15,16,17,21,22,25],"p",{},"官方最近把 ",[18,19,20],"code",{},"openclaw plugins"," CLI 文档补得比以前细很多。",[23,24],"br",{},"\n这意味着插件安装已经不只是“装上就完”，而是一条正式的来源解析、版本跟踪和后续更新链路。",[27,28,29],"h2",{"id":29},"先记住一条总规则",[14,31,32],{},"对 bare npm-safe plugin spec，当前官方默认是：",[34,35,36,40],"ul",{},[37,38,39],"li",{},"ClawHub first",[37,41,42],{},"没命中再回退到 npm",[14,44,45],{},"这说明安装来源本身，已经开始影响你后面的更新行为。",[27,47,49,52],{"id":48},"install-package-现在不只是-npm-安装",[18,50,51],{},"install \u003Cpackage>"," 现在不只是 npm 安装",[14,54,55],{},"根据当前官方文档：",[57,58,63],"pre",{"className":59,"code":60,"language":61,"meta":62,"style":62},"language-bash shiki shiki-themes github-light github-dark","openclaw plugins install \u003Cpackage>\nopenclaw plugins install clawhub:\u003Cpackage>\nopenclaw plugins install \u003Cpackage> --pin\n","bash","",[18,64,65,95,116],{"__ignoreMap":62},[66,67,70,74,78,81,85,88,92],"span",{"class":68,"line":69},"line",1,[66,71,73],{"class":72},"sScJk","openclaw",[66,75,77],{"class":76},"sZZnC"," plugins",[66,79,80],{"class":76}," install",[66,82,84],{"class":83},"szBVR"," \u003C",[66,86,87],{"class":76},"packag",[66,89,91],{"class":90},"sVt8B","e",[66,93,94],{"class":83},">\n",[66,96,98,100,102,104,107,110,112,114],{"class":68,"line":97},2,[66,99,73],{"class":72},[66,101,77],{"class":76},[66,103,80],{"class":76},[66,105,106],{"class":76}," clawhub:",[66,108,109],{"class":83},"\u003C",[66,111,87],{"class":76},[66,113,91],{"class":90},[66,115,94],{"class":83},[66,117,119,121,123,125,127,129,131,134],{"class":68,"line":118},3,[66,120,73],{"class":72},[66,122,77],{"class":76},[66,124,80],{"class":76},[66,126,84],{"class":83},[66,128,87],{"class":76},[66,130,91],{"class":90},[66,132,133],{"class":83},">",[66,135,137],{"class":136},"sj4cs"," --pin\n",[14,139,140],{},"其中最重要的边界是：",[34,142,143,146],{},[37,144,145],{},"bare spec 会先查 ClawHub",[37,147,148,151],{},[18,149,150],{},"clawhub:\u003Cpackage>"," 只走 ClawHub",[14,153,154],{},"所以你不能再把“包名”简单理解成“就是 npm 包名”。",[27,156,158],{"id":157},"官方为什么强调-npm-safe-spec","官方为什么强调 npm-safe spec",[14,160,161],{},"当前官方 CLI 文档已经明确写出：",[34,163,164,167,170],{},[37,165,166],{},"npm specs 只支持 registry-only 形式",[37,168,169],{},"允许 package name + exact version 或 dist-tag",[37,171,172],{},"Git/URL/file specs 和 semver range 被拒绝",[14,174,175],{},"这意味着插件安装面在被主动收窄，好处是：",[34,177,178,181,184],{},[37,179,180],{},"来源边界更清楚",[37,182,183],{},"跟踪和回放更稳定",[37,185,186],{},"风险更容易控制",[27,188,190,193],{"id":189},"pin-真正在解决什么",[18,191,192],{},"--pin"," 真正在解决什么",[14,195,196,197,199],{},"官方当前文档里，",[18,198,192],{}," 的意思不是“现在立刻更安全一点”这么简单，而是：",[34,201,202],{},[37,203,204,205],{},"把解析后的 exact spec 存进 ",[18,206,207],{},"plugins.installs",[14,209,210],{},"也就是说，它会直接影响：",[34,212,213,219],{},[37,214,215,216],{},"以后 ",[18,217,218],{},"plugins update \u003Cid>",[37,220,221],{},"以及这个插件后续沿哪条版本轨道走",[27,223,225],{"id":224},"为什么-prerelease-现在需要显式-opt-in","为什么 prerelease 现在需要显式 opt-in",[14,227,228],{},"这也是最近文档里非常值的一条边界。",[14,230,231],{},"官方现在明确写到：",[34,233,234,241],{},[37,235,236,237,240],{},"bare spec 和 ",[18,238,239],{},"@latest"," 默认停留在 stable track",[37,242,243],{},"如果解析结果是 prerelease，会要求你显式 opt in",[14,245,246],{},"例如：",[34,248,249,254,259],{},[37,250,251],{},[18,252,253],{},"@beta",[37,255,256],{},[18,257,258],{},"@rc",[37,260,261],{},"或精确 prerelease version",[14,263,264],{},"这说明官方在主动防止一种常见误伤：",[34,266,267,270],{},[37,268,269],{},"你以为自己装的是稳定版本",[37,271,272],{},"实际上滑进了 prerelease",[27,274,276,278],{"id":275},"pluginsinstalls-为什么值得单独理解",[18,277,207],{}," 为什么值得单独理解",[14,280,281],{},"当前官方 CLI 文档里，插件更新已经明确依赖：",[34,283,284],{},[37,285,286,287],{},"tracked installs in ",[18,288,207],{},[14,290,291],{},"这意味着后续 update 不是重新猜你的来源，而是复用：",[34,293,294,297],{},[37,295,296],{},"之前记录的 install spec",[37,298,299],{},"之前记录的源信息",[14,301,302],{},"也就是说，第一次怎么装，后面大概率就会决定“以后怎么跟”。",[27,304,306,309,310,313],{"id":305},"update-id-和-update-npm-spec-的差别",[18,307,308],{},"update \u003Cid>"," 和 ",[18,311,312],{},"update \u003Cnpm-spec>"," 的差别",[14,315,316],{},"更稳的理解方式是：",[318,319,321],"h3",{"id":320},"openclaw-plugins-update-id",[18,322,323],{},"openclaw plugins update \u003Cid>",[14,325,326],{},"更偏：",[34,328,329],{},[37,330,331],{},"沿用当前已记录的 install spec",[318,333,335],{"id":334},"openclaw-plugins-update-npm-spec",[18,336,337],{},"openclaw plugins update \u003Cnpm-spec>",[14,339,326],{},[34,341,342],{},[37,343,344],{},"用新的 spec 覆盖后续跟踪轨道",[14,346,347],{},"官方文档当前明确说明：",[34,349,350,356],{},[37,351,352,353,355],{},"之前记录的 dist-tag（例如 ",[18,354,253],{},"）",[37,357,358],{},"或 exact pinned version",[14,360,361],{},"都会继续影响后面的 id-based update。",[27,363,365],{"id":364},"integrity-warning-这条线为什么重要","integrity warning 这条线为什么重要",[14,367,368],{},"当前官方已经把这条行为讲清楚：",[34,370,371,374],{},[37,372,373],{},"当 stored integrity hash 存在",[37,375,376],{},"fetched artifact hash 变化",[14,378,379],{},"更新前会警告并请求确认。",[14,381,382],{},"这不是“偶尔多弹一步”，而是在说明插件更新已经带上了：",[34,384,385,388],{},[37,386,387],{},"来源校验",[37,389,390],{},"工件漂移提醒",[27,392,393],{"id":393},"中文团队最容易踩的坑",[318,395,397],{"id":396},"_1-以为-bare-install-永远就是-npm","1. 以为 bare install 永远就是 npm",[14,399,400],{},"现在已经不是这样了，默认会先查 ClawHub。",[318,402,404,405],{"id":403},"_2-装的时候没在意-spec更新时才发现一直跟着-beta","2. 装的时候没在意 spec，更新时才发现一直跟着 ",[18,406,253],{},[14,408,409],{},"这通常是第一次 install spec 决定的。",[318,411,413,414,416],{"id":412},"_3-把-pin-当成一次性行为","3. 把 ",[18,415,192],{}," 当成一次性行为",[14,418,419],{},"它其实会继续影响后续 update tracking。",[27,421,422],{"id":422},"一条更稳的安装顺序",[14,424,425],{},"通常更适合这样做：",[427,428,429,432,435,440],"ol",{},[37,430,431],{},"先明确来源是 ClawHub 还是 npm",[37,433,434],{},"再明确是 stable 还是 prerelease",[37,436,437,438],{},"需要稳定跟踪时用 ",[18,439,192],{},[37,441,442,443,445],{},"后续再用 ",[18,444,218],{}," 沿原轨道更新",[27,447,448],{"id":448},"下一步推荐",[34,450,451,458,464],{},[37,452,453],{},[454,455,457],"a",{"href":456},"/docs/manual/plugins-overview","OpenClaw 插件系统怎么用",[37,459,460],{},[454,461,463],{"href":462},"/docs/manual/community-plugins-directory","社区插件目录怎么用",[37,465,466],{},[454,467,469],{"href":468},"/best-practices/plugin-lifecycle-governance","插件更新轨道和卸载回收应该怎么安排",[471,472,473],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: 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核心概念","用一页建立 OpenClaw 的核心心智图，分清 Gateway、Agent、Channels、Tools、Skills、Memory 和 Control UI 各自负责什么。","/docs/getting-started/core-concepts","入门","2026-03-16","internal",[535,536,537,538,539,540],"concepts","gateway","agent","channels","tools","memory",{"title":542,"description":543,"path":544,"category":531,"updatedAt":545,"sourceType":533,"tags":546},"如果你是开发团队，应该先走哪条入口","面向开发团队和独立开发者，帮助判断应该先理解架构、配置、渠道还是扩展能力，避免刚跑通就把 OpenClaw 做成一团难维护的实验场。","/docs/getting-started/developer-team-entry","2026-03-23",[547,548,549,550,551],"developers","teams","architecture","configuration","skills",{"title":553,"description":554,"path":555,"category":531,"updatedAt":545,"sourceType":533,"tags":556},"如果你是企业运维，应该先走哪条入口","面向企业运维和长期维护者，帮助判断应该先看 Gateway、远程访问、安全还是升级治理，避免把 OpenClaw 当成一次性安装项目。","/docs/getting-started/enterprise-ops-entry",[557,558,536,559,560],"enterprise","operations","security","upgrades",{"title":562,"description":563,"path":564,"category":531,"updatedAt":565,"sourceType":510,"tags":566},"创建第一个 Agent","从零开始创建你的第一个 OpenClaw Agent，理解 Agent 的基本概念和配置方式。","/docs/getting-started/first-agent","2026-03-12",[537,567,568,569],"quickstart","tutorial","basics",{"title":571,"description":572,"path":573,"category":531,"updatedAt":565,"sourceType":510,"tags":574},"接入第一个渠道","学习如何将 OpenClaw Agent 接入消息渠道，实现多平台统一管理。","/docs/getting-started/first-channel",[538,567,568,569],{"title":576,"description":577,"path":578,"category":531,"updatedAt":565,"sourceType":510,"tags":579},"添加第一个技能","学习如何为 OpenClaw Agent 添加和配置技能，让助手具备更多能力。","/docs/getting-started/first-skill",[551,567,568,569],{"title":581,"description":582,"path":583,"category":531,"updatedAt":565,"sourceType":510,"tags":584},"创建第一个工作流","学习如何使用 OpenClaw 的工作流功能，实现自动化任务处理。","/docs/getting-started/first-workflow",[585,586,567,568],"workflow","automation",{"title":588,"description":589,"path":590,"category":531,"updatedAt":591,"sourceType":510,"tags":592},"快速入门","按官方推荐链路，在本机完成 OpenClaw 的安装、初始化、状态检查和第一次进入 Control UI。","/docs/getting-started/getting-started","2026-03-11",[567,593,594,595],"installation","onboarding","dashboard",{"title":597,"description":598,"path":599,"category":531,"updatedAt":591,"sourceType":510,"tags":600},"Onboarding 引导流程说明","基于官方 Onboarding 思路，说明第一次配置 OpenClaw 时应该先做什么、后做什么，以及哪些事情不要过早展开。","/docs/getting-started/onboarding-guide",[594,601,602,536],"daemon","setup",{"title":604,"description":605,"path":606,"category":531,"updatedAt":607,"sourceType":510,"tags":608},"Onboarding 的本地模式和远程模式怎么选","基于最新官方 Onboarding Wizard 文档，整理 openclaw onboard 在 local 与 remote 两种模式下分别会做什么、不会做什么，以及第一次使用更适合走哪条路。","/docs/getting-started/onboarding-local-vs-remote","2026-03-21",[594,609,610,536,611],"remote","local","wizard",{"title":613,"description":614,"path":615,"category":531,"updatedAt":545,"sourceType":533,"tags":616},"如果你是个人用户，应该先走哪条入口","面向个人重度使用者，帮助判断应该先从 Dashboard、WebChat、渠道、模型还是 Skills 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approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[825,936,823,536,1333,518],"node",{"title":1335,"description":1336,"path":1337,"category":500,"updatedAt":727,"sourceType":510,"tags":1338},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 cooldown，以及为什么同一个 session 往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[799,1339,1321,838,518],"profiles",{"title":1341,"description":1342,"path":1343,"category":500,"updatedAt":727,"sourceType":510,"tags":1344},"setup code、bootstrapToken 和 /pair pending 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",[850,1345,748,851,518],"bootstrapToken",{"title":1347,"description":1348,"path":1349,"category":500,"updatedAt":717,"sourceType":510,"tags":1350},"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",[850,1351,538,1352,1141],"allowFrom","account",{"title":1354,"description":1355,"path":1356,"category":500,"updatedAt":565,"sourceType":510,"tags":1357},"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",[981,518,1358,1359],"commands","terminal",{"title":1361,"description":1362,"path":1363,"category":500,"updatedAt":727,"sourceType":510,"tags":1364},"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",[1365,1366,799,810,518],"cloudflare-ai-gateway","headers",{"title":1368,"description":1369,"path":1370,"category":1371,"updatedAt":519,"sourceType":770,"tags":1372},"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",[770,1373,1374,1375],"github","issues","feedback",{"title":1377,"description":1378,"path":1379,"category":500,"updatedAt":565,"sourceType":510,"tags":1380},"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",[550,518,1381,1382],"settings","options",{"title":1384,"description":1385,"path":1386,"category":500,"updatedAt":607,"sourceType":510,"tags":1387},"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",[779,850,851,801,1141],{"title":1389,"description":1390,"path":1391,"category":500,"updatedAt":727,"sourceType":510,"tags":1392},"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",[1126,930,1393,1394,518],"scheduler","queue",{"title":1396,"description":1397,"path":1398,"category":500,"updatedAt":1079,"sourceType":510,"tags":1399},"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",[595,800,1400,1401,799],"secretref","sessionStorage",{"title":1403,"description":1404,"path":1405,"category":1406,"updatedAt":565,"sourceType":510,"tags":1407},"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",[1408,1409,1410,1160,919],"debugging","debug","runtime-overrides",{"title":1412,"description":1413,"path":1414,"category":500,"updatedAt":699,"sourceType":510,"tags":1415},"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",[1327,1416,1417,1409,518],"logging","flags",{"title":1419,"description":1420,"path":1421,"category":500,"updatedAt":699,"sourceType":510,"tags":1422},"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",[721,1423,1424,702,518],"dmScope","identityLinks",{"title":1426,"description":1427,"path":1428,"category":500,"updatedAt":699,"sourceType":510,"tags":1429},"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",[1160,1161,1327,1430,518],"migrations",{"title":1432,"description":1433,"path":1434,"category":500,"updatedAt":699,"sourceType":510,"tags":1435},"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",[1022,550,729,1436,518],"shell",{"title":1438,"description":1439,"path":1440,"category":500,"updatedAt":519,"sourceType":533,"tags":1441},"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",[1442,1236,770,1443,517],"sources","trust",{"title":1445,"description":1446,"path":1447,"category":500,"updatedAt":607,"sourceType":510,"tags":1448},"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",[536,1449,981,1087,694],"rpc",{"title":1451,"description":1452,"path":1453,"category":500,"updatedAt":699,"sourceType":510,"tags":1454},"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",[850,851,536,693,518],{"title":1456,"description":1457,"path":1458,"category":500,"updatedAt":1079,"sourceType":510,"tags":1459},"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",[721,536,663,595,518],{"title":1461,"description":1462,"path":1463,"category":500,"updatedAt":727,"sourceType":510,"tags":1464},"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",[536,1087,1465,1466,518],"protocol","scopes",{"title":1468,"description":1469,"path":1470,"category":500,"updatedAt":717,"sourceType":510,"tags":1471},"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",[720,1472,702,936,869],"mention",{"title":1474,"description":1475,"path":1476,"category":500,"updatedAt":727,"sourceType":510,"tags":1477},"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",[1134,1478,1479,1480,518],"visibility","activeHours","alerts",{"title":1482,"description":1483,"path":1484,"category":500,"updatedAt":717,"sourceType":510,"tags":1485},"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",[1081,1087,1486,536,518],"sdk",{"title":1488,"description":1489,"path":1490,"category":500,"updatedAt":717,"sourceType":510,"tags":1491},"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",[550,1492,1111,1493,518],"include","arrays",{"title":1495,"description":1496,"path":1497,"category":500,"updatedAt":699,"sourceType":510,"tags":1498},"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",[956,1499,825,585,518],"invoke",{"title":1501,"description":1502,"path":1503,"category":500,"updatedAt":727,"sourceType":510,"tags":1504},"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",[540,1505,1506,1507,1508,518],"hybrid-search","ranking","mmr","retrieval",{"title":1510,"description":1511,"path":1512,"category":500,"updatedAt":519,"sourceType":510,"tags":1513},"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",[656,1514,799,810,518],"probe",{"title":1516,"description":1517,"path":1518,"category":500,"updatedAt":1017,"sourceType":510,"tags":1519},"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",[850,851,1351,1520,1141],"credentials",{"title":5,"description":502,"path":506,"category":500,"updatedAt":519,"sourceType":510,"tags":1522},[513,514,515,516,517,518],{"title":1524,"description":1525,"path":1526,"category":1406,"updatedAt":607,"sourceType":510,"tags":1527},"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",[1408,1528,919,810,882],"raw-stream",{"title":1530,"description":1531,"path":1532,"category":500,"updatedAt":727,"sourceType":510,"tags":1533},"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",[609,1534,799,536,518],"tlsFingerprint",{"title":1536,"description":1537,"path":1538,"category":500,"updatedAt":727,"sourceType":510,"tags":1539},"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",[720,1540,1541,1542,518],"mentions","pending-history","reply",{"title":1544,"description":1545,"path":1546,"category":500,"updatedAt":699,"sourceType":510,"tags":1547},"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",[1548,1549,1550,810,518],"secrets","secretrefs","runtime",{"title":1552,"description":1553,"path":1554,"category":500,"updatedAt":717,"sourceType":510,"tags":1555},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[721,559,1423,850,936],{"title":1557,"description":1558,"path":1559,"category":500,"updatedAt":1560,"sourceType":510,"tags":1561},"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 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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",[748,750,825,538,1250],{"title":1921,"description":1922,"path":1923,"category":1733,"date":532,"updatedAt":532,"sourceType":770,"source":1924,"tags":1925},"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",[1608,771,1736,1688],{"title":1927,"description":1928,"path":1929,"category":1880,"date":519,"updatedAt":519,"sourceType":510,"source":1930,"tags":1931},"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",[514,551,764,765,1932,756],"telemetry",{"title":1934,"description":1935,"path":1936,"category":1673,"date":607,"updatedAt":607,"sourceType":510,"source":1937,"tags":1938},"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",[981,536,1449,694,558],{"title":1940,"description":1941,"path":1942,"category":1880,"date":699,"updatedAt":699,"sourceType":510,"source":1943,"tags":1944},"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",[550,1022,701,1945,558],"overrides",{"title":1947,"description":1948,"path":1949,"category":1673,"date":607,"updatedAt":607,"sourceType":510,"source":1874,"tags":1950},"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",[1035,1036,838,540,1951],"continuity",{"title":1953,"description":1954,"path":1955,"category":1673,"date":607,"updatedAt":607,"sourceType":510,"source":1956,"tags":1957},"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",[779,595,1119,850,609],{"title":1959,"description":1960,"path":1961,"category":1880,"date":1079,"updatedAt":1079,"sourceType":510,"source":1894,"tags":1962},"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",[595,1963,1400,799,779],"bootstrap",{"title":1965,"description":1966,"path":1967,"category":1880,"date":519,"updatedAt":519,"sourceType":510,"source":1894,"tags":1968},"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",[595,663,800,1400,702,1969],"web",{"title":1971,"description":1972,"path":1973,"category":1673,"date":532,"updatedAt":532,"sourceType":770,"source":1974,"tags":1975},"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",[547,551,771,1608],{"title":1977,"description":1978,"path":1979,"category":1880,"date":717,"updatedAt":717,"sourceType":510,"source":1980,"tags":1981},"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",[851,850,800,1154,1982],"rotate",{"title":1984,"description":1985,"path":1986,"category":1880,"date":699,"updatedAt":699,"sourceType":510,"source":1987,"tags":1988},"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",[1160,1327,1161,1408,558],{"title":1990,"description":1991,"path":1992,"category":1880,"date":717,"updatedAt":717,"sourceType":510,"source":1987,"tags":1993},"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 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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",[557,1610,585,1608],{"title":2012,"description":2013,"path":2014,"category":1673,"date":607,"updatedAt":607,"sourceType":510,"source":2015,"tags":2016},"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",[551,514,513,643,772],{"title":2018,"description":2019,"path":2020,"category":1880,"date":717,"updatedAt":717,"sourceType":510,"source":2021,"tags":2022},"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 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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",[2055,540,808,2092,2093],"vector-search","knowledge",{"title":2095,"description":2096,"path":2097,"category":1880,"date":717,"updatedAt":717,"sourceType":510,"source":2098,"tags":2099},"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",[1472,720,748,750,816],{"title":2101,"description":2102,"path":2103,"category":1880,"date":699,"updatedAt":699,"sourceType":510,"source":2104,"tags":2105},"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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等行为写得更完整了，也让聊天入口审批越来越像一套正式的运营控制面。","/news/openclaw-pairing-cli-scope-watch-2026-03-25",[850,1351,538,1352,558],{"title":2141,"description":2142,"path":2143,"category":1673,"date":607,"updatedAt":607,"sourceType":510,"source":2144,"tags":2145},"OpenClaw 官方插件生态观察：社区插件、内置 Provider 插件与 Hook Pack 正在形成更完整扩展层","基于 2026 年 3 月 21 日可见的官方插件与 hooks 文档，整理 OpenClaw 插件生态最近最值得关注的三个变化：社区插件目录、package pack、多层 hooks 组织方式。","/news/openclaw-plugin-ecosystem-watch-2026-03-21","https://docs.openclaw.ai/plugins",[513,771,643,770,772],{"title":2147,"description":2148,"path":2149,"category":1880,"date":519,"updatedAt":519,"sourceType":510,"source":508,"tags":2150},"OpenClaw 插件观察：安装 spec 和 update tracking 正在决定插件后续会沿哪条轨道走","基于 2026 年 3 月 24 日可见的官方 plugins CLI 文档，最近插件层最值得关注的变化之一是 install spec、--pin 与 plugins.installs 正在被官方主动连成一条生命周期链。","/news/openclaw-plugin-install-tracking-watch-2026-03-24",[513,514,515,516,517],{"title":2152,"description":2153,"path":2154,"category":1880,"date":519,"updatedAt":519,"sourceType":510,"source":2155,"tags":2156},"OpenClaw 工作流观察：OpenProse 与 Lobster 的上下层分工正在变清楚","基于 2026 年 3 月 24 日可见的官方 Lobster 文档，最近最值得关注的信号是 OpenProse 与 Lobster 的边界正在被官方主动写清，多智能体准备和确定性执行不再混成一层。","/news/openclaw-prose-lobster-watch-2026-03-24","https://docs.openclaw.ai/tools/lobster",[955,956,585,825,642],{"title":2158,"description":2159,"path":2160,"category":1880,"date":727,"updatedAt":727,"sourceType":510,"source":2161,"tags":2162},"OpenClaw 正在把 provider、模型和远程执行分成不同治理层","官方最近围绕 Models、Model Failover 和 node 的文档更新，正在把 provider auth、模型 allowlist、多模态能力和远程 node 执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[810,656,693,799,962],{"title":2164,"description":2165,"path":2166,"category":1880,"date":727,"updatedAt":727,"sourceType":510,"source":2167,"tags":2168},"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",[810,1321,656,536,558],{"title":2170,"description":2171,"path":2172,"category":1673,"date":607,"updatedAt":607,"sourceType":510,"source":1874,"tags":2173},"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",[1236,1237,1238,517],{"title":2175,"description":2176,"path":2177,"category":1880,"date":699,"updatedAt":699,"sourceType":510,"source":1894,"tags":2178},"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",[595,850,693,609,1141],{"title":2180,"description":2181,"path":2182,"category":1880,"date":717,"updatedAt":717,"sourceType":510,"source":2183,"tags":2184},"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",[702,701,2185,538,703],"threads",{"title":2187,"description":2188,"path":2189,"category":1880,"date":717,"updatedAt":717,"sourceType":510,"source":2190,"tags":2191},"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",[1549,2192,2193,1548,558],"snapshot","rotation",{"title":2195,"description":2196,"path":2197,"category":1880,"date":717,"updatedAt":717,"sourceType":510,"source":2063,"tags":2198},"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",[721,559,1423,850,1276],{"title":2200,"description":2201,"path":2202,"category":1880,"date":519,"updatedAt":519,"sourceType":510,"source":2203,"tags":2204},"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",[559,1261,1263,1262,558],{"title":2206,"description":2207,"path":2208,"category":2209,"date":532,"updatedAt":532,"sourceType":770,"source":2210,"tags":2211},"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",[559,2212,882,557],"compliance",{"title":2214,"description":2215,"path":2216,"category":1880,"date":699,"updatedAt":699,"sourceType":510,"source":2190,"tags":2217},"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",[559,1548,825,2218,558],"proxy",{"title":2220,"description":2221,"path":2222,"category":1880,"date":1560,"updatedAt":1560,"sourceType":510,"source":2223,"tags":2224},"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",[721,1563,1036,1562,536],{"title":2226,"description":2227,"path":2228,"category":1880,"date":1560,"updatedAt":1560,"sourceType":510,"source":2229,"tags":2230},"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",[838,981,1569,1261,558],{"title":2232,"description":2233,"path":2234,"category":1880,"date":717,"updatedAt":717,"sourceType":510,"source":2235,"tags":2236},"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",[559,1276,1277,2237,536],"sandbox",{"title":2239,"description":2240,"path":2241,"category":1673,"date":607,"updatedAt":607,"sourceType":510,"source":2053,"tags":2242},"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",[2055,770,748,551,586],{"title":2244,"description":2245,"path":2246,"category":1880,"date":727,"updatedAt":727,"sourceType":510,"source":2235,"tags":2247},"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",[1276,1424,719,702,559],{"title":2249,"description":2250,"path":2251,"category":1880,"date":1560,"updatedAt":1560,"sourceType":510,"source":2252,"tags":2253},"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",[1562,810,1588,1589,2254],"compatibility",{"title":2256,"description":2257,"path":2258,"category":1880,"date":519,"updatedAt":519,"sourceType":510,"source":1913,"tags":2259},"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",[1296,559,609,536,799],{"title":2261,"description":2262,"path":2263,"category":1880,"date":1079,"updatedAt":1079,"sourceType":510,"source":2028,"tags":2264},"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",[536,663,1081,1408,721],{"title":2266,"description":2267,"path":2268,"category":1880,"date":519,"updatedAt":519,"sourceType":510,"source":2269,"tags":2270},"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",[1637,1238,1339,536,2030],{"title":2272,"description":2273,"path":2274,"category":1880,"date":519,"updatedAt":519,"sourceType":510,"source":2275,"tags":2276},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1308,1309,1310,1311,1312],{"title":2278,"description":2279,"path":2280,"category":1673,"date":607,"updatedAt":607,"sourceType":510,"source":2053,"tags":2281},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[2055,793,2282,2283,808],"phone","tts",{"title":2285,"description":2286,"path":2287,"category":1880,"date":717,"updatedAt":717,"sourceType":510,"source":2288,"tags":2289},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[793,1067,1068,693,851],{"title":2291,"description":2292,"path":2293,"category":1673,"date":607,"updatedAt":607,"sourceType":510,"source":1894,"tags":2294},"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",[595,663,1087,779,1969],{"title":2296,"description":2297,"path":2298,"category":1880,"date":1079,"updatedAt":1079,"sourceType":510,"source":2299,"tags":2300},"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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