[{"data":1,"prerenderedAt":3069},["ShallowReactive",2],{"docs:manual/feishu-qr-login-and-drive-comments":3,"content-manifest":505},{"id":4,"title":5,"body":6,"category":484,"date":485,"description":486,"extension":487,"meta":488,"navigation":489,"path":490,"seo":491,"source":492,"sourceName":493,"sourceType":494,"stem":495,"tags":496,"updatedAt":503,"__hash__":504},"docs/docs/manual/feishu-qr-login-and-drive-comments.md","Feishu 扫码接入、群控边界与 Drive 评论流",{"type":7,"value":8,"toc":462},"minimark",[9,13,21,36,39,43,46,89,95,100,103,106,109,120,123,126,130,133,153,156,160,163,166,193,196,208,212,215,222,225,239,242,247,250,257,260,282,285,296,299,306,309,318,321,324,329,332,339,342,356,359,367,370,373,376,390,393,404,407,410,415,418,422,425,431,434,437,458],[10,11,5],"h1",{"id":12},"feishu-扫码接入群控边界与-drive-评论流",[14,15,16,17,20],"p",{},"最近官方把 Feishu 文档明显往“正式协作入口”推进了一步。",[18,19],"br",{},"\n最大的两个变化是：",[22,23,24,33],"ul",{},[25,26,27,28,32],"li",{},"2026.4.10 起支持 ",[29,30,31],"code",{},"openclaw channels login --channel feishu"," 的扫码接入路径",[25,34,35],{},"Feishu Drive 评论流已经被正式纳入运行时 action surface",[14,37,38],{},"这意味着飞书不再只是一个普通聊天渠道，而更像企业协作入口。",[40,41,42],"h2",{"id":42},"新接入方式为什么值得重视",[14,44,45],{},"当前官方文档给出的推荐起点已经变成：",[47,48,53],"pre",{"className":49,"code":50,"language":51,"meta":52,"style":52},"language-bash shiki shiki-themes github-light github-dark","openclaw channels login --channel feishu\nopenclaw gateway restart\n","bash","",[29,54,55,78],{"__ignoreMap":52},[56,57,60,64,68,71,75],"span",{"class":58,"line":59},"line",1,[56,61,63],{"class":62},"sScJk","openclaw",[56,65,67],{"class":66},"sZZnC"," channels",[56,69,70],{"class":66}," login",[56,72,74],{"class":73},"sj4cs"," --channel",[56,76,77],{"class":66}," feishu\n",[56,79,81,83,86],{"class":58,"line":80},2,[56,82,63],{"class":62},[56,84,85],{"class":66}," gateway",[56,87,88],{"class":66}," restart\n",[14,90,91,92,94],{},"这和以前主要围绕 app 凭据、手工填配置的心智不太一样。",[18,93],{},"\n它表达的是：",[22,96,97],{},[25,98,99],{},"飞书接入正在越来越像正式 onboarding surface",[14,101,102],{},"对中文用户来说，这个变化很重要，因为它明显降低了第一次把飞书接进来的阻力。",[40,104,105],{"id":105},"什么时候该用扫码路径",[14,107,108],{},"如果你现在的目标是：",[22,110,111,114,117],{},[25,112,113],{},"先跑通一个飞书入口",[25,115,116],{},"让团队尽快进入试用",[25,118,119],{},"避免第一次就陷进太多手工凭据配置",[14,121,122],{},"那扫码路径更适合。",[14,124,125],{},"如果你是非常强调自定义 app、事件订阅和更细权限控制的团队，后面仍然要回到更完整的 app 配置和运维治理上。",[40,127,129],{"id":128},"飞书在-openclaw-里已经不只是-dm-bot","飞书在 OpenClaw 里已经不只是 DM bot",[14,131,132],{},"官方当前文档把支持面写得很清楚：",[22,134,135,138,141,144,147,150],{},[25,136,137],{},"私聊",[25,139,140],{},"群聊",[25,142,143],{},"inline reply",[25,145,146],{},"topic thread reply",[25,148,149],{},"图片 / 文件 / 音频 / 视频",[25,151,152],{},"interactive cards",[14,154,155],{},"这意味着飞书已经不是“能收发文本”的实验插件，而是足以承担正式协作入口的渠道。",[40,157,159],{"id":158},"最该先看的不是能不能接而是谁能说话","最该先看的不是“能不能接”，而是谁能说话",[14,161,162],{},"在中文团队场景里，飞书最容易出的问题通常不是接不通，而是权限边界没有先收住。",[14,164,165],{},"官方当前明确给出了几层控制面：",[22,167,168,173,178,183,188],{},[25,169,170],{},[29,171,172],{},"dmPolicy",[25,174,175],{},[29,176,177],{},"allowFrom",[25,179,180],{},[29,181,182],{},"groupPolicy",[25,184,185],{},[29,186,187],{},"groupAllowFrom",[25,189,190],{},[29,191,192],{},"requireMention",[14,194,195],{},"更稳的上线顺序通常是：",[197,198,199,202,205],"ol",{},[25,200,201],{},"先把 DM 和群聊边界分开",[25,203,204],{},"群里默认保留 mention gating",[25,206,207],{},"只对白名单组逐步放开",[40,209,211],{"id":210},"drive-评论流为什么是这轮最值得注意的新能力","Drive 评论流为什么是这轮最值得注意的新能力",[14,213,214],{},"官方现在明确支持：",[22,216,217],{},[25,218,219],{},[29,220,221],{},"drive.notice.comment_add_v1",[14,223,224],{},"当有人在 Feishu Docs / Sheets 这类 Drive 文档上加评论时，OpenClaw 可以接收到：",[22,226,227,230,233,236],{},[25,228,229],{},"评论文本",[25,231,232],{},"发送人",[25,234,235],{},"文档标题 / 类型 / URL",[25,237,238],{},"评论线程上下文",[14,240,241],{},"这件事的价值不在“多了一个事件”，而在：",[22,243,244],{},[25,245,246],{},"OpenClaw 已经开始进入文档协作流",[14,248,249],{},"也就是说，飞书入口不再只是聊天消息，而是评论驱动的文档工作流。",[40,251,253,256],{"id":252},"feishu_drive-现在能做什么",[29,254,255],{},"feishu_drive"," 现在能做什么",[14,258,259],{},"官方列出的 comment actions 包括：",[22,261,262,267,272,277],{},[25,263,264],{},[29,265,266],{},"list_comments",[25,268,269],{},[29,270,271],{},"list_comment_replies",[25,273,274],{},[29,275,276],{},"add_comment",[25,278,279],{},[29,280,281],{},"reply_comment",[14,283,284],{},"如果你的团队想做：",[22,286,287,290,293],{},[25,288,289],{},"评论驱动协作",[25,291,292],{},"文档审阅回流",[25,294,295],{},"表格 / 文档内的 agent 辅助回复",[14,297,298],{},"这套 action surface 就很值得单独看。",[40,300,302,303,305],{"id":301},"为什么-reply_comment-很关键","为什么 ",[29,304,281],{}," 很关键",[14,307,308],{},"官方当前特别强调：",[22,310,311],{},[25,312,313,314,317],{},"处理完 Drive comment 之后，应该优先用 ",[29,315,316],{},"feishu_drive.reply_comment"," 回到原线程",[14,319,320],{},"而不是简单发一条普通聊天回复。",[14,322,323],{},"这说明 Feishu Drive 这条链路的真正价值是：",[22,325,326],{},[25,327,328],{},"保持协作发生在评论线程原位",[14,330,331],{},"而不是把上下文打散到别的聊天面里。",[40,333,335,338],{"id":334},"no_reply-的静默令牌不要忽略",[29,336,337],{},"NO_REPLY"," 的静默令牌不要忽略",[14,340,341],{},"官方当前还明确要求，在某些 Drive comment 处理流里：",[22,343,344],{},[25,345,346,347,349,350,352,353],{},"完成 ",[29,348,281],{}," 后输出精确的 ",[29,351,337],{}," / ",[29,354,355],{},"no_reply",[14,357,358],{},"这不是小细节，而是为了避免：",[22,360,361,364],{},[25,362,363],{},"评论线程里已经回了",[25,365,366],{},"聊天面又重复发一份",[14,368,369],{},"如果你后面要做飞书文档协作自动化，这个约束最好直接记住。",[40,371,372],{"id":372},"中文团队最适合怎么落地",[14,374,375],{},"更稳的顺序通常是：",[197,377,378,381,384,387],{},[25,379,380],{},"先用扫码路径跑通 Feishu bot",[25,382,383],{},"先控制 DM 和群聊入口边界",[25,385,386],{},"再决定是否开放 Drive 工具",[25,388,389],{},"最后才进入评论驱动工作流",[14,391,392],{},"不要第一天就同时打开：",[22,394,395,398,401],{},[25,396,397],{},"群聊放开",[25,399,400],{},"Drive comment 触发",[25,402,403],{},"高权限文档动作",[14,405,406],{},"这样会让定位问题非常困难。",[40,408,409],{"id":409},"最容易踩的坑",[411,412,414],"h3",{"id":413},"_1-只看聊天消息不看评论线程边界","1. 只看聊天消息，不看评论线程边界",[14,416,417],{},"Drive comments 的上下文和普通聊天入口不是同一件事。",[411,419,421],{"id":420},"_2-一接通就把群聊开放得太宽","2. 一接通就把群聊开放得太宽",[14,423,424],{},"中文团队最容易被群噪音拖垮。",[411,426,428,429],{"id":427},"_3-忘了在文档协作流里使用-reply_comment","3. 忘了在文档协作流里使用 ",[29,430,281],{},[14,432,433],{},"这样会让真正需要被通知的人看不到原位回复。",[40,435,436],{"id":436},"下一步推荐",[22,438,439,446,452],{},[25,440,441],{},[442,443,445],"a",{"href":444},"/docs/manual/channels-overview","OpenClaw 渠道能力概览",[25,447,448],{},[442,449,451],{"href":450},"/docs/getting-started/when-to-connect-channels","我什么时候该开始接入渠道",[25,453,454],{},[442,455,457],{"href":456},"/docs/manual/webhooks-external-triggers","用 Webhooks 接外部系统",[459,460,461],"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 .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: 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 .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":52,"searchDepth":80,"depth":80,"links":463},[464,465,466,467,468,469,471,473,475,476,483],{"id":42,"depth":80,"text":42},{"id":105,"depth":80,"text":105},{"id":128,"depth":80,"text":129},{"id":158,"depth":80,"text":159},{"id":210,"depth":80,"text":211},{"id":252,"depth":80,"text":470},"feishu_drive 现在能做什么",{"id":301,"depth":80,"text":472},"为什么 reply_comment 很关键",{"id":334,"depth":80,"text":474},"NO_REPLY 的静默令牌不要忽略",{"id":372,"depth":80,"text":372},{"id":409,"depth":80,"text":409,"children":477},[478,480,481],{"id":413,"depth":479,"text":414},3,{"id":420,"depth":479,"text":421},{"id":427,"depth":479,"text":482},"3. 忘了在文档协作流里使用 reply_comment",{"id":436,"depth":80,"text":436},"功能",null,"基于最新官方 Feishu 文档，整理 OpenClaw 2026.4.10 之后的飞书扫码接入、群聊控制、Drive 评论事件和 reply_comment 工作流。","md",{},true,"/docs/manual/feishu-qr-login-and-drive-comments",{"title":5,"description":486},"https://docs.openclaw.ai/channels/feishu","OpenClaw 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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",[519,520,521,499,522,523],"concepts","gateway","agent","tools","memory",{"title":525,"description":526,"path":527,"category":515,"updatedAt":528,"sourceType":517,"tags":529},"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",[530,531,532,533,534],"developers","teams","architecture","configuration","skills",{"title":536,"description":537,"path":538,"category":515,"updatedAt":528,"sourceType":517,"tags":539},"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",[540,541,520,542,543],"enterprise","operations","security","upgrades",{"title":545,"description":546,"path":547,"category":515,"updatedAt":548,"sourceType":494,"tags":549},"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",[521,550,551,552],"quickstart","tutorial","basics",{"title":554,"description":555,"path":556,"category":515,"updatedAt":548,"sourceType":494,"tags":557},"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",[499,550,551,552],{"title":559,"description":560,"path":561,"category":515,"updatedAt":548,"sourceType":494,"tags":562},"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",[534,550,551,552],{"title":564,"description":565,"path":566,"category":515,"updatedAt":548,"sourceType":494,"tags":567},"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",[568,569,550,551],"workflow","automation",{"title":571,"description":572,"path":573,"category":515,"updatedAt":574,"sourceType":494,"tags":575},"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",[550,576,577,578],"installation","onboarding","dashboard",{"title":580,"description":581,"path":582,"category":515,"updatedAt":574,"sourceType":494,"tags":583},"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",[577,584,585,520],"daemon","setup",{"title":587,"description":588,"path":589,"category":515,"updatedAt":590,"sourceType":494,"tags":591},"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",[577,592,593,520,594],"remote","local","wizard",{"title":596,"description":597,"path":598,"category":515,"updatedAt":528,"sourceType":517,"tags":599},"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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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1303,1127,1304,695,520,542],{"title":1311,"description":1312,"path":1313,"category":1109,"updatedAt":631,"sourceType":494,"tags":1314},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 顺序。","/docs/operations/update-channels-and-safe-rollout",[1315,499,1316,1317,1318,1319],"update","stable","beta","dev","rollout",{"title":1321,"description":1322,"path":1323,"category":1324,"updatedAt":728,"sourceType":494,"tags":1325},"Anthropic context1m 的 429 和 fallback 应该怎么处理","基于最新官方 Gateway Troubleshooting 与 Model Failover 文档，解释 Anthropic 长上下文 429 为什么常只在长 session 里出现、什么时候该关掉 context1m，以及怎样用 fallback 把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1326,1327,1328,1329,1330],"anthropic","429","context1m","failover","reference",{"title":1332,"description":1333,"path":1334,"category":1324,"updatedAt":574,"sourceType":494,"tags":1335},"API 与参考资料阅读入口","说明 OpenClaw 的参考资料应如何阅读，以及中文用户在查 CLI、配置、诊断和模块说明时该怎么找信息。","/docs/reference/api-reference-overview",[1330,685,1029,1336],"diagnostics",{"title":1338,"description":1339,"path":1340,"category":1324,"updatedAt":631,"sourceType":494,"tags":1341},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec Approvals 文档，解释 openclaw 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",[825,938,823,520,1342,1330],"node",{"title":1344,"description":1345,"path":1346,"category":1324,"updatedAt":728,"sourceType":494,"tags":1347},"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",[695,1348,1329,840,1330],"profiles",{"title":1350,"description":1351,"path":1352,"category":1324,"updatedAt":728,"sourceType":494,"tags":1353},"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",[852,1354,747,853,1330],"bootstrapToken",{"title":1356,"description":1357,"path":1358,"category":1324,"updatedAt":718,"sourceType":494,"tags":1359},"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",[852,177,499,1360,1148],"account",{"title":1362,"description":1363,"path":1364,"category":1324,"updatedAt":548,"sourceType":494,"tags":1365},"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",[685,1330,1366,1367],"commands","terminal",{"title":1369,"description":1370,"path":1371,"category":1324,"updatedAt":728,"sourceType":494,"tags":1372},"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",[1373,1374,695,693,1330],"cloudflare-ai-gateway","headers",{"title":1376,"description":1377,"path":1378,"category":1379,"updatedAt":631,"sourceType":772,"tags":1380},"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",[772,1381,1382,1383],"github","issues","feedback",{"title":1385,"description":1386,"path":1387,"category":1324,"updatedAt":548,"sourceType":494,"tags":1388},"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",[533,1330,1389,1390],"settings","options",{"title":1392,"description":1393,"path":1394,"category":1324,"updatedAt":590,"sourceType":494,"tags":1395},"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",[781,852,853,802,1148],{"title":1397,"description":1398,"path":1399,"category":1324,"updatedAt":728,"sourceType":494,"tags":1400},"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",[683,932,1401,1402,1330],"scheduler","queue",{"title":1404,"description":1405,"path":1406,"category":1324,"updatedAt":1089,"sourceType":494,"tags":1407},"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",[578,801,1408,1409,695],"secretref","sessionStorage",{"title":1411,"description":1412,"path":1413,"category":1414,"updatedAt":548,"sourceType":494,"tags":1415},"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",[1416,1417,1418,1167,921],"debugging","debug","runtime-overrides",{"title":1420,"description":1421,"path":1422,"category":1324,"updatedAt":700,"sourceType":494,"tags":1423},"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",[1336,1424,1425,1417,1330],"logging","flags",{"title":1427,"description":1428,"path":1429,"category":1324,"updatedAt":700,"sourceType":494,"tags":1430},"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",[722,1431,1432,703,1330],"dmScope","identityLinks",{"title":1434,"description":1435,"path":1436,"category":1324,"updatedAt":700,"sourceType":494,"tags":1437},"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",[1167,1168,1336,1438,1330],"migrations",{"title":1440,"description":1441,"path":1442,"category":1324,"updatedAt":700,"sourceType":494,"tags":1443},"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",[1032,533,730,1444,1330],"shell",{"title":1446,"description":1447,"path":1448,"category":1324,"updatedAt":631,"sourceType":517,"tags":1449},"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",[1450,1242,772,1451,1244],"sources","trust",{"title":1453,"description":1454,"path":1455,"category":1324,"updatedAt":590,"sourceType":494,"tags":1456},"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",[520,1457,685,1097,676],"rpc",{"title":1459,"description":1460,"path":1461,"category":1324,"updatedAt":700,"sourceType":494,"tags":1462},"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",[852,853,520,675,1330],{"title":1464,"description":1465,"path":1466,"category":1324,"updatedAt":1089,"sourceType":494,"tags":1467},"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",[722,520,646,578,1330],{"title":1469,"description":1470,"path":1471,"category":1324,"updatedAt":728,"sourceType":494,"tags":1472},"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",[520,1097,1473,1474,1330],"protocol","scopes",{"title":1476,"description":1477,"path":1478,"category":1324,"updatedAt":718,"sourceType":494,"tags":1479},"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",[721,1480,703,938,871],"mention",{"title":1482,"description":1483,"path":1484,"category":1324,"updatedAt":728,"sourceType":494,"tags":1485},"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",[1141,1486,1487,1488,1330],"visibility","activeHours","alerts",{"title":1490,"description":1491,"path":1492,"category":1324,"updatedAt":718,"sourceType":494,"tags":1493},"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",[1091,1097,1494,520,1330],"sdk",{"title":1496,"description":1497,"path":1498,"category":1324,"updatedAt":718,"sourceType":494,"tags":1499},"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",[533,1500,1119,1501,1330],"include","arrays",{"title":1503,"description":1504,"path":1505,"category":1324,"updatedAt":700,"sourceType":494,"tags":1506},"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",[958,1507,825,568,1330],"invoke",{"title":1509,"description":1510,"path":1511,"category":1324,"updatedAt":728,"sourceType":494,"tags":1512},"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",[523,1513,1514,1515,1516,1330],"hybrid-search","ranking","mmr","retrieval",{"title":1518,"description":1519,"path":1520,"category":1324,"updatedAt":631,"sourceType":494,"tags":1521},"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",[639,1522,695,693,1330],"probe",{"title":1524,"description":1525,"path":1526,"category":1324,"updatedAt":1027,"sourceType":494,"tags":1527},"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",[852,853,177,1528,1148],"credentials",{"title":1530,"description":1531,"path":1532,"category":1324,"updatedAt":631,"sourceType":494,"tags":1533},"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",[625,755,1534,1535,1244,1330],"npm","pin",{"title":1537,"description":1538,"path":1539,"category":1414,"updatedAt":590,"sourceType":494,"tags":1540},"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",[1416,1541,921,693,884],"raw-stream",{"title":1543,"description":1544,"path":1545,"category":1324,"updatedAt":728,"sourceType":494,"tags":1546},"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",[592,1547,695,520,1330],"tlsFingerprint",{"title":1549,"description":1550,"path":1551,"category":1324,"updatedAt":728,"sourceType":494,"tags":1552},"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",[722,542,1431,852,938],{"title":1570,"description":1571,"path":1572,"category":1324,"updatedAt":1573,"sourceType":494,"tags":1574},"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",[722,1575,1576,1046,1330],"transcript","jsonl",{"title":1578,"description":1579,"path":1580,"category":1324,"updatedAt":1573,"sourceType":494,"tags":1581},"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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文档，最近最值得关注的信号不是“能不能审批”，而是宿主机执行边界已经开始形成一套完整治理面。","/news/openclaw-approvals-surface-watch-2026-03-24","https://docs.openclaw.ai/tools/exec-approvals",[825,823,938,542,520,1342],{"title":1906,"description":1907,"path":1908,"category":1895,"date":1089,"updatedAt":1089,"sourceType":494,"source":1909,"tags":1910},"OpenClaw 开始把 AUTH_TOKEN_MISMATCH 写成可恢复的漂移场景","官方最新 Dashboard 文档把 AUTH_TOKEN_MISMATCH、trusted retry 和 token drift recovery 串成了一条更完整的恢复路径，让认证失败不再只是黑箱报错。","/news/openclaw-auth-mismatch-retry-watch-2026-03-26","https://docs.openclaw.ai/web/dashboard",[578,695,1911,932,1155],"drift",{"title":1913,"description":1914,"path":1915,"category":1895,"date":728,"updatedAt":728,"sourceType":494,"source":1916,"tags":1917},"OpenClaw 的自动化运维面正在收成一条更清楚的排障梯子","官方最近围绕 Heartbeat、cron CLI 和 Automation Troubleshooting 的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[569,1141,683,1595,541],{"title":1919,"description":1920,"path":1921,"category":1895,"date":503,"updatedAt":503,"sourceType":494,"source":1922,"tags":1923},"OpenClaw 正在把 /tasks 做成后台工作总账本，而不是聊天里的附属提示","官方近期补全的 Background Tasks 与 tasks CLI 文档，说明 OpenClaw 的后台任务体系已经从隐式执行，转向更正式的 ledger、审计和清理模型。","/news/openclaw-background-tasks-watch-2026-04-30","https://docs.openclaw.ai/automation/tasks",[682,569,683,684,1268,541],{"title":1925,"description":1926,"path":1927,"category":1895,"date":503,"updatedAt":503,"sourceType":494,"source":1928,"tags":1929},"OpenClaw 的 Amazon Bedrock 接入开始把 Guardrails 正式推到 provider 层","官方近期完善的 Amazon Bedrock 文档，把 AWS credential chain、自动发现和 Guardrails 全部写到了同一页里，说明 Bedrock 正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[691,692,694,693,964],{"title":1931,"description":1932,"path":1933,"category":1895,"date":718,"updatedAt":718,"sourceType":494,"source":1934,"tags":1935},"OpenClaw 开始把 Broadcast Groups 从路由技巧推进成多代理协作入口","官方最新 Broadcast Groups 文档把多 agent 同群运行的触发条件、session 隔离和处理策略写得更完整了，也让它和普通 bindings 的分工更清楚。","/news/openclaw-broadcast-groups-watch-2026-03-25","https://docs.openclaw.ai/channels/broadcast-groups",[720,704,721,703,748],{"title":1937,"description":1938,"path":1939,"category":1895,"date":728,"updatedAt":728,"sourceType":494,"source":1940,"tags":1941},"OpenClaw 的浏览器管理员面正在收成一条完整信任链","官方最近围绕 Pairing、Remote Access、Trusted Proxy Auth 和 Dashboard 的文档更新，正在把浏览器入口从“页面能打开”收敛成“地址、认证、设备与 operator 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",[578,1303,852,592,542],{"title":1943,"description":1944,"path":1945,"category":1895,"date":631,"updatedAt":631,"sourceType":494,"source":1903,"tags":1946},"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",[747,749,825,499,1257],{"title":1948,"description":1949,"path":1950,"category":1744,"date":516,"updatedAt":516,"sourceType":772,"source":1951,"tags":1952},"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",[1621,773,1747,1700],{"title":1954,"description":1955,"path":1956,"category":1895,"date":631,"updatedAt":631,"sourceType":494,"source":1957,"tags":1958},"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",[755,534,764,765,1959,756],"telemetry",{"title":1961,"description":1962,"path":1963,"category":1685,"date":590,"updatedAt":590,"sourceType":494,"source":1964,"tags":1965},"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",[685,520,1457,676,541],{"title":1967,"description":1968,"path":1969,"category":1895,"date":700,"updatedAt":700,"sourceType":494,"source":1970,"tags":1971},"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",[533,1032,702,1972,541],"overrides",{"title":1974,"description":1975,"path":1976,"category":1685,"date":590,"updatedAt":590,"sourceType":494,"source":1883,"tags":1977},"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",[1045,1046,840,523,1978],"continuity",{"title":1980,"description":1981,"path":1982,"category":1685,"date":590,"updatedAt":590,"sourceType":494,"source":1983,"tags":1984},"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",[781,578,1127,852,592],{"title":1986,"description":1987,"path":1988,"category":1895,"date":1089,"updatedAt":1089,"sourceType":494,"source":1909,"tags":1989},"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 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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",[530,534,773,1621],{"title":2004,"description":2005,"path":2006,"category":1895,"date":718,"updatedAt":718,"sourceType":494,"source":2007,"tags":2008},"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",[853,852,801,1161,2009],"rotate",{"title":2011,"description":2012,"path":2013,"category":1895,"date":700,"updatedAt":700,"sourceType":494,"source":2014,"tags":2015},"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",[1167,1336,1168,1416,541],{"title":2017,"description":2018,"path":2019,"category":1895,"date":718,"updatedAt":718,"sourceType":494,"source":2014,"tags":2020},"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",[1167,1168,1029,1245,1336],{"title":2022,"description":2023,"path":2024,"category":2025,"date":516,"updatedAt":516,"sourceType":772,"source":2026,"tags":2027},"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",[2028,2029,2030,2031],"education","adoption","ai-tutor","higher-education",{"title":2033,"description":2034,"path":2035,"category":2025,"date":516,"updatedAt":516,"sourceType":772,"source":2036,"tags":2037},"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",[540,1623,568,1621],{"title":2039,"description":2040,"path":2041,"category":1685,"date":590,"updatedAt":590,"sourceType":494,"source":2042,"tags":2043},"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",[534,755,625,627,774],{"title":2045,"description":2046,"path":2047,"category":1895,"date":503,"updatedAt":503,"sourceType":494,"source":492,"tags":2048},"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",[497,498,500,501,499,502],{"title":2050,"description":2051,"path":2052,"category":1895,"date":718,"updatedAt":718,"sourceType":494,"source":2053,"tags":2054},"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",[520,852,2055,801,675],"pending",{"title":2057,"description":2058,"path":2059,"category":1895,"date":1089,"updatedAt":1089,"sourceType":494,"source":2060,"tags":2061},"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",[520,722,646,578,2062],"state",{"title":2064,"description":2065,"path":2066,"category":1895,"date":718,"updatedAt":718,"sourceType":494,"source":2067,"tags":2068},"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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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",[2087,523,809,2124,2125],"vector-search","knowledge",{"title":2127,"description":2128,"path":2129,"category":1895,"date":718,"updatedAt":718,"sourceType":494,"source":2130,"tags":2131},"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",[1480,721,747,749,816],{"title":2133,"description":2134,"path":2135,"category":1895,"date":700,"updatedAt":700,"sourceType":494,"source":2136,"tags":2137},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 的文档更新，正在把消息入口、上下文桶、历史展示和投递节奏拆成更明确的几层。","/news/openclaw-message-surface-watch-2026-03-22","https://docs.openclaw.ai/messages",[871,646,703,875,499],{"title":2139,"description":2140,"path":2141,"category":1895,"date":631,"updatedAt":631,"sourceType":494,"source":1964,"tags":2142},"OpenClaw 模型观察：models status 正在从状态展示继续长成探活入口","基于 2026 年 3 月 24 日可见的官方 CLI 文档，最近模型层最值得关注的变化之一是 models status 已经不只负责展示主模型和 fallback，而是开始承担 auth profile 探测。","/news/openclaw-model-probe-watch-2026-03-24",[639,1522,693,695,1205],{"title":2144,"description":2145,"path":2146,"category":1895,"date":718,"updatedAt":718,"sourceType":494,"source":2147,"tags":2148},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1257,802,781,852,592],{"title":2162,"description":2163,"path":2164,"category":1895,"date":728,"updatedAt":728,"sourceType":494,"source":2165,"tags":2166},"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",[578,646,1097,1257,676],{"title":2168,"description":2169,"path":2170,"category":1895,"date":718,"updatedAt":718,"sourceType":494,"source":2007,"tags":2171},"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 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",[852,177,499,1360,541],{"title":2173,"description":2174,"path":2175,"category":1685,"date":590,"updatedAt":590,"sourceType":494,"source":2176,"tags":2177},"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",[625,773,627,772,774],{"title":2179,"description":2180,"path":2181,"category":1895,"date":631,"updatedAt":631,"sourceType":494,"source":2182,"tags":2183},"OpenClaw 插件观察：安装 spec 和 update tracking 正在决定插件后续会沿哪条轨道走","基于 2026 年 3 月 24 日可见的官方 plugins CLI 文档，最近插件层最值得关注的变化之一是 install spec、--pin 与 plugins.installs 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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",[693,639,675,695,964],{"title":2197,"description":2198,"path":2199,"category":1895,"date":728,"updatedAt":728,"sourceType":494,"source":2200,"tags":2201},"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",[693,1329,639,520,541],{"title":2203,"description":2204,"path":2205,"category":1685,"date":590,"updatedAt":590,"sourceType":494,"source":1883,"tags":2206},"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",[1242,1243,1245,1244],{"title":2208,"description":2209,"path":2210,"category":1895,"date":700,"updatedAt":700,"sourceType":494,"source":1909,"tags":2211},"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",[578,852,675,592,1148],{"title":2213,"description":2214,"path":2215,"category":1895,"date":718,"updatedAt":718,"sourceType":494,"source":2216,"tags":2217},"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",[703,702,2218,499,704],"threads",{"title":2220,"description":2221,"path":2222,"category":1895,"date":503,"updatedAt":503,"sourceType":494,"source":2223,"tags":2224},"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",[997,913,998,618,522],{"title":2226,"description":2227,"path":2228,"category":1895,"date":718,"updatedAt":718,"sourceType":494,"source":2229,"tags":2230},"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",[1562,2231,2232,1561,541],"snapshot","rotation",{"title":2234,"description":2235,"path":2236,"category":1895,"date":718,"updatedAt":718,"sourceType":494,"source":2095,"tags":2237},"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",[722,542,1431,852,1283],{"title":2239,"description":2240,"path":2241,"category":1895,"date":631,"updatedAt":631,"sourceType":494,"source":2242,"tags":2243},"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",[542,1268,1270,1269,541],{"title":2245,"description":2246,"path":2247,"category":2248,"date":516,"updatedAt":516,"sourceType":772,"source":2249,"tags":2250},"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",[542,2251,884,540],"compliance",{"title":2253,"description":2254,"path":2255,"category":1895,"date":700,"updatedAt":700,"sourceType":494,"source":2229,"tags":2256},"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",[542,1561,825,2257,541],"proxy",{"title":2259,"description":2260,"path":2261,"category":1895,"date":1573,"updatedAt":1573,"sourceType":494,"source":2262,"tags":2263},"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",[722,1576,1046,1575,520],{"title":2265,"description":2266,"path":2267,"category":1895,"date":1573,"updatedAt":1573,"sourceType":494,"source":2268,"tags":2269},"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",[840,685,1582,1268,541],{"title":2271,"description":2272,"path":2273,"category":1895,"date":718,"updatedAt":718,"sourceType":494,"source":2274,"tags":2275},"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",[542,1283,1284,2276,520],"sandbox",{"title":2278,"description":2279,"path":2280,"category":1685,"date":590,"updatedAt":590,"sourceType":494,"source":2085,"tags":2281},"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",[2087,772,747,534,569],{"title":2283,"description":2284,"path":2285,"category":1895,"date":728,"updatedAt":728,"sourceType":494,"source":2274,"tags":2286},"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 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