[{"data":1,"prerenderedAt":3039},["ShallowReactive",2],{"docs:manual/message-retries-and-delivery":3,"content-manifest":532},{"id":4,"title":5,"body":6,"category":514,"date":515,"description":516,"extension":517,"meta":518,"navigation":519,"path":520,"seo":521,"source":522,"sourceName":523,"sourceType":524,"stem":525,"tags":526,"updatedAt":530,"__hash__":531},"docs/docs/manual/message-retries-and-delivery.md","消息投递、重试与响应行为",{"type":7,"value":8,"toc":495},"minimark",[9,13,17,20,33,37,40,51,54,57,60,81,84,98,101,105,108,113,128,132,135,154,160,163,166,169,172,291,294,297,300,317,320,323,327,330,345,348,352,355,408,411,422,425,428,431,434,437,440,443,446,458,461,464,491],[10,11,5],"h1",{"id":12},"消息投递重试与响应行为",[14,15,16],"p",{},"很多人遇到“没回复”时，会直觉认为是模型没工作。但官方文档把消息、重试和渠道行为单独拆开，说明在 OpenClaw 里，“能不能成功把消息送出去”本身就是一层独立机制。",[14,18,19],{},"更适合的理解方式是：",[21,22,23,27,30],"ul",{},[24,25,26],"li",{},"模型生成只是中间环节",[24,28,29],{},"发送到渠道还要经过投递层",[24,31,32],{},"重试按单次 HTTP 请求发生，而不是整个多步骤流程一起重来",[34,35,36],"h2",{"id":36},"官方重试策略的核心原则",[14,38,39],{},"官方中文文档明确给了三条目标：",[21,41,42,45,48],{},[24,43,44],{},"按 HTTP 请求重试，而不是按整个流程重试",[24,46,47],{},"只重试当前失败步骤，尽量保持顺序",[24,49,50],{},"避免重复执行非幂等动作",[14,52,53],{},"这意味着如果一个复杂流程里前面两步已经成功，OpenClaw 不会为了最后一步失败就把整条链全部重做。",[34,55,56],{"id":56},"默认重试参数怎么理解",[14,58,59],{},"官方文档给出的默认值是：",[21,61,62,69,75],{},[24,63,64,65],{},"尝试次数：",[66,67,68],"code",{},"3",[24,70,71,72],{},"最大延迟：",[66,73,74],{},"30000 ms",[24,76,77,78],{},"抖动：",[66,79,80],{},"0.1",[14,82,83],{},"并且对不同渠道给了默认最小延迟：",[21,85,86,92],{},[24,87,88,89],{},"Telegram：",[66,90,91],{},"400 ms",[24,93,94,95],{},"Discord：",[66,96,97],{},"500 ms",[14,99,100],{},"这说明渠道重试并不是“无限重试直到成功”，而是有限次数、有限延迟的保护机制。",[34,102,104],{"id":103},"discord-和-telegram-的行为不一样","Discord 和 Telegram 的行为不一样",[14,106,107],{},"官方文档把两个渠道的重试条件写得很清楚。",[109,110,112],"h3",{"id":111},"discord","Discord",[14,114,115,116,119,120,123,124,127],{},"Discord 只会在速率限制错误，也就是 ",[66,117,118],{},"HTTP 429"," 时重试。",[121,122],"br",{},"\n如果返回了 ",[66,125,126],{},"retry_after","，就按它来；否则走指数退避。",[109,129,131],{"id":130},"telegram","Telegram",[14,133,134],{},"Telegram 会对更多“瞬时问题”做重试，例如：",[21,136,137,142,145,148,151],{},[24,138,139],{},[66,140,141],{},"429",[24,143,144],{},"超时",[24,146,147],{},"连接重置",[24,149,150],{},"连接关闭",[24,152,153],{},"临时不可用",[14,155,156,157,159],{},"同样，如果有 ",[66,158,126],{}," 会优先使用；否则走指数退避。",[14,161,162],{},"另外一个很实用的细节是：Markdown 解析错误不会重试，而是回退为纯文本。",[14,164,165],{},"这能解释很多“为什么 Telegram 最后发出去了，但格式没了”的情况。",[34,167,168],{"id":168},"配置应该放在哪里",[14,170,171],{},"官方给出的重试配置挂在具体渠道下，例如：",[173,174,179],"pre",{"className":175,"code":176,"language":177,"meta":178,"style":178},"language-json shiki shiki-themes github-light github-dark","{\n  \"channels\": {\n    \"telegram\": {\n      \"retry\": {\n        \"attempts\": 3,\n        \"minDelayMs\": 400,\n        \"maxDelayMs\": 30000,\n        \"jitter\": 0.1\n      }\n    }\n  }\n}\n","json","",[66,180,181,190,200,208,216,230,243,256,267,273,279,285],{"__ignoreMap":178},[182,183,186],"span",{"class":184,"line":185},"line",1,[182,187,189],{"class":188},"sVt8B","{\n",[182,191,193,197],{"class":184,"line":192},2,[182,194,196],{"class":195},"sj4cs","  \"channels\"",[182,198,199],{"class":188},": {\n",[182,201,203,206],{"class":184,"line":202},3,[182,204,205],{"class":195},"    \"telegram\"",[182,207,199],{"class":188},[182,209,211,214],{"class":184,"line":210},4,[182,212,213],{"class":195},"      \"retry\"",[182,215,199],{"class":188},[182,217,219,222,225,227],{"class":184,"line":218},5,[182,220,221],{"class":195},"        \"attempts\"",[182,223,224],{"class":188},": ",[182,226,68],{"class":195},[182,228,229],{"class":188},",\n",[182,231,233,236,238,241],{"class":184,"line":232},6,[182,234,235],{"class":195},"        \"minDelayMs\"",[182,237,224],{"class":188},[182,239,240],{"class":195},"400",[182,242,229],{"class":188},[182,244,246,249,251,254],{"class":184,"line":245},7,[182,247,248],{"class":195},"        \"maxDelayMs\"",[182,250,224],{"class":188},[182,252,253],{"class":195},"30000",[182,255,229],{"class":188},[182,257,259,262,264],{"class":184,"line":258},8,[182,260,261],{"class":195},"        \"jitter\"",[182,263,224],{"class":188},[182,265,266],{"class":195},"0.1\n",[182,268,270],{"class":184,"line":269},9,[182,271,272],{"class":188},"      }\n",[182,274,276],{"class":184,"line":275},10,[182,277,278],{"class":188},"    }\n",[182,280,282],{"class":184,"line":281},11,[182,283,284],{"class":188},"  }\n",[182,286,288],{"class":184,"line":287},12,[182,289,290],{"class":188},"}\n",[14,292,293],{},"也就是说，重试不是全局一个开关，而更适合按渠道分别调。",[34,295,296],{"id":296},"重试适用于哪些动作",[14,298,299],{},"官方文档特别提醒：重试是按请求应用的。它适用于：",[21,301,302,305,308,311,314],{},[24,303,304],{},"消息发送",[24,306,307],{},"媒体上传",[24,309,310],{},"表情回应",[24,312,313],{},"投票",[24,315,316],{},"贴纸",[14,318,319],{},"但组合流程不会把已经成功的步骤再重来。",[14,321,322],{},"这条边界很重要，因为它能避免很多重复发送或重复执行的副作用。",[34,324,326],{"id":325},"为什么群聊看起来更容易没反应","为什么群聊看起来更容易“没反应”",[14,328,329],{},"从官方首页和消息相关文档来看，群聊本来就常常有额外门槛，例如：",[21,331,332,337,340],{},[24,333,334],{},[66,335,336],{},"allowFrom",[24,338,339],{},"提及要求",[24,341,342],{},[66,343,344],{},"messages.groupChat.mentionPatterns",[14,346,347],{},"所以“群里没回复”不一定是重试没工作，也可能是消息根本没有被判定为应该进入生成流程。",[34,349,351],{"id":350},"faq-里最值得记的一点","FAQ 里最值得记的一点",[14,353,354],{},"官方 FAQ 对“卡在 wake up my friend”这类问题给了一个很关键的排查顺序：",[173,356,360],{"className":357,"code":358,"language":359,"meta":178,"style":178},"language-bash shiki shiki-themes github-light github-dark","openclaw gateway restart\nopenclaw status\nopenclaw models status\nopenclaw logs --follow\nopenclaw doctor\n","bash",[66,361,362,375,382,391,401],{"__ignoreMap":178},[182,363,364,368,372],{"class":184,"line":185},[182,365,367],{"class":366},"sScJk","openclaw",[182,369,371],{"class":370},"sZZnC"," gateway",[182,373,374],{"class":370}," restart\n",[182,376,377,379],{"class":184,"line":192},[182,378,367],{"class":366},[182,380,381],{"class":370}," status\n",[182,383,384,386,389],{"class":184,"line":202},[182,385,367],{"class":366},[182,387,388],{"class":370}," models",[182,390,381],{"class":370},[182,392,393,395,398],{"class":184,"line":210},[182,394,367],{"class":366},[182,396,397],{"class":370}," logs",[182,399,400],{"class":195}," --follow\n",[182,402,403,405],{"class":184,"line":218},[182,404,367],{"class":366},[182,406,407],{"class":370}," doctor\n",[14,409,410],{},"这组命令的意义是把问题拆成三层：",[21,412,413,416,419],{},[24,414,415],{},"Gateway 有没有真正起来",[24,417,418],{},"模型和认证有没有正常工作",[24,420,421],{},"投递链有没有报错",[34,423,424],{"id":424},"中文用户最常见的误区",[109,426,427],{"id":427},"看到没回复就只查模型",[14,429,430],{},"很多时候其实是投递层、速率限制或渠道权限问题。",[109,432,433],{"id":433},"以为重试会把整条流程全部重跑",[14,435,436],{},"官方并不是这么设计的，它更偏“只补当前失败请求”。",[109,438,439],{"id":439},"群聊没回复就怀疑系统坏了",[14,441,442],{},"群聊场景还受提及规则和 allowlist 约束，先看消息是否真的进入了处理链。",[34,444,445],{"id":445},"更稳的排查顺序",[447,448,449,452,455],"ol",{},[24,450,451],{},"先看消息是否被允许进入",[24,453,454],{},"再看模型是否有正常生成",[24,456,457],{},"最后再看渠道投递和重试",[14,459,460],{},"如果你直接把“未回复”归因为某一层，排障成本会很高。",[34,462,463],{"id":463},"下一步推荐",[21,465,466,473,479,485],{},[24,467,468],{},[469,470,472],"a",{"href":471},"/docs/manual/channels-overview","Channels 概览",[24,474,475],{},[469,476,478],{"href":477},"/docs/manual/session-and-pairing","Session 与配对机制",[24,480,481],{},[469,482,484],{"href":483},"/docs/reference/troubleshooting","故障排除与诊断思路",[24,486,487],{},[469,488,490],{"href":489},"/docs/operations/safety-basics","安全基础",[492,493,494],"style",{},"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: 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);}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}",{"title":178,"searchDepth":192,"depth":192,"links":496},[497,498,499,503,504,505,506,507,512,513],{"id":36,"depth":192,"text":36},{"id":56,"depth":192,"text":56},{"id":103,"depth":192,"text":104,"children":500},[501,502],{"id":111,"depth":202,"text":112},{"id":130,"depth":202,"text":131},{"id":168,"depth":192,"text":168},{"id":296,"depth":192,"text":296},{"id":325,"depth":192,"text":326},{"id":350,"depth":192,"text":351},{"id":424,"depth":192,"text":424,"children":508},[509,510,511],{"id":427,"depth":202,"text":427},{"id":433,"depth":202,"text":433},{"id":439,"depth":202,"text":439},{"id":445,"depth":192,"text":445},{"id":463,"depth":192,"text":463},"功能",null,"基于官方 retry、messages 和 FAQ 文档，解释消息发送失败时 OpenClaw 会重试什么，不会重试什么，以及为什么群聊和渠道行为会不同。","md",{},true,"/docs/manual/message-retries-and-delivery",{"title":5,"description":516},"https://docs.openclaw.ai/zh-CN/concepts/retry","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",[546,547,548,549,550,551],"concepts","gateway","agent","channels","tools","memory",{"title":553,"description":554,"path":555,"category":542,"updatedAt":556,"sourceType":544,"tags":557},"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",[558,559,560,561,562],"developers","teams","architecture","configuration","skills",{"title":564,"description":565,"path":566,"category":542,"updatedAt":556,"sourceType":544,"tags":567},"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",[568,569,547,570,571],"enterprise","operations","security","upgrades",{"title":573,"description":574,"path":575,"category":542,"updatedAt":530,"sourceType":524,"tags":576},"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",[548,577,578,579],"quickstart","tutorial","basics",{"title":581,"description":582,"path":583,"category":542,"updatedAt":530,"sourceType":524,"tags":584},"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",[549,577,578,579],{"title":586,"description":587,"path":588,"category":542,"updatedAt":530,"sourceType":524,"tags":589},"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",[562,577,578,579],{"title":591,"description":592,"path":593,"category":542,"updatedAt":530,"sourceType":524,"tags":594},"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",[595,596,577,578],"workflow","automation",{"title":598,"description":599,"path":600,"category":542,"updatedAt":601,"sourceType":524,"tags":602},"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",[577,603,604,605],"installation","onboarding","dashboard",{"title":607,"description":608,"path":609,"category":542,"updatedAt":601,"sourceType":524,"tags":610},"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",[604,611,612,547],"daemon","setup",{"title":614,"description":615,"path":616,"category":542,"updatedAt":617,"sourceType":524,"tags":618},"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",[604,619,620,547,621],"remote","local","wizard",{"title":623,"description":624,"path":625,"category":542,"updatedAt":556,"sourceType":544,"tags":626},"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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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",[836,941,834,547,1339,1327],"node",{"title":1341,"description":1342,"path":1343,"category":1322,"updatedAt":738,"sourceType":524,"tags":1344},"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",[810,1345,1326,849,1327],"profiles",{"title":1347,"description":1348,"path":1349,"category":1322,"updatedAt":738,"sourceType":524,"tags":1350},"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",[861,1351,130,862,1327],"bootstrapToken",{"title":1353,"description":1354,"path":1355,"category":1322,"updatedAt":728,"sourceType":524,"tags":1356},"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",[861,336,549,1357,1146],"account",{"title":1359,"description":1360,"path":1361,"category":1322,"updatedAt":530,"sourceType":524,"tags":1362},"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",[988,1327,1363,1364],"commands","terminal",{"title":1366,"description":1367,"path":1368,"category":1322,"updatedAt":738,"sourceType":524,"tags":1369},"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",[1370,1371,810,821,1327],"cloudflare-ai-gateway","headers",{"title":1373,"description":1374,"path":1375,"category":1376,"updatedAt":660,"sourceType":781,"tags":1377},"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",[781,1378,1379,1380],"github","issues","feedback",{"title":1382,"description":1383,"path":1384,"category":1322,"updatedAt":530,"sourceType":524,"tags":1385},"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",[561,1327,1386,1387],"settings","options",{"title":1389,"description":1390,"path":1391,"category":1322,"updatedAt":617,"sourceType":524,"tags":1392},"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",[790,861,862,812,1146],{"title":1394,"description":1395,"path":1396,"category":1322,"updatedAt":738,"sourceType":524,"tags":1397},"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",[1131,528,1398,1399,1327],"scheduler","queue",{"title":1401,"description":1402,"path":1403,"category":1322,"updatedAt":1084,"sourceType":524,"tags":1404},"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",[605,811,1405,1406,810],"secretref","sessionStorage",{"title":1408,"description":1409,"path":1410,"category":1411,"updatedAt":530,"sourceType":524,"tags":1412},"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",[1413,1414,1415,1165,928],"debugging","debug","runtime-overrides",{"title":1417,"description":1418,"path":1419,"category":1322,"updatedAt":710,"sourceType":524,"tags":1420},"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",[1333,1421,1422,1414,1327],"logging","flags",{"title":1424,"description":1425,"path":1426,"category":1322,"updatedAt":710,"sourceType":524,"tags":1427},"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",[732,1428,1429,713,1327],"dmScope","identityLinks",{"title":1431,"description":1432,"path":1433,"category":1322,"updatedAt":710,"sourceType":524,"tags":1434},"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",[1165,1166,1333,1435,1327],"migrations",{"title":1437,"description":1438,"path":1439,"category":1322,"updatedAt":710,"sourceType":524,"tags":1440},"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",[1027,561,740,1441,1327],"shell",{"title":1443,"description":1444,"path":1445,"category":1322,"updatedAt":660,"sourceType":544,"tags":1446},"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",[1447,1241,781,1448,1243],"sources","trust",{"title":1450,"description":1451,"path":1452,"category":1322,"updatedAt":617,"sourceType":524,"tags":1453},"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",[547,1454,988,1092,705],"rpc",{"title":1456,"description":1457,"path":1458,"category":1322,"updatedAt":710,"sourceType":524,"tags":1459},"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",[861,862,547,704,1327],{"title":1461,"description":1462,"path":1463,"category":1322,"updatedAt":1084,"sourceType":524,"tags":1464},"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",[732,547,675,605,1327],{"title":1466,"description":1467,"path":1468,"category":1322,"updatedAt":738,"sourceType":524,"tags":1469},"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",[547,1092,1470,1471,1327],"protocol","scopes",{"title":1473,"description":1474,"path":1475,"category":1322,"updatedAt":728,"sourceType":524,"tags":1476},"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",[731,1477,713,941,527],"mention",{"title":1479,"description":1480,"path":1481,"category":1322,"updatedAt":738,"sourceType":524,"tags":1482},"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",[1139,1483,1484,1485,1327],"visibility","activeHours","alerts",{"title":1487,"description":1488,"path":1489,"category":1322,"updatedAt":728,"sourceType":524,"tags":1490},"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",[1086,1092,1491,547,1327],"sdk",{"title":1493,"description":1494,"path":1495,"category":1322,"updatedAt":728,"sourceType":524,"tags":1496},"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",[561,1497,1116,1498,1327],"include","arrays",{"title":1500,"description":1501,"path":1502,"category":1322,"updatedAt":710,"sourceType":524,"tags":1503},"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",[961,1504,836,595,1327],"invoke",{"title":1506,"description":1507,"path":1508,"category":1322,"updatedAt":738,"sourceType":524,"tags":1509},"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",[551,1510,1511,1512,1513,1327],"hybrid-search","ranking","mmr","retrieval",{"title":1515,"description":1516,"path":1517,"category":1322,"updatedAt":660,"sourceType":524,"tags":1518},"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",[668,1519,810,821,1327],"probe",{"title":1521,"description":1522,"path":1523,"category":1322,"updatedAt":1022,"sourceType":524,"tags":1524},"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",[861,862,336,1525,1146],"credentials",{"title":1527,"description":1528,"path":1529,"category":1322,"updatedAt":660,"sourceType":524,"tags":1530},"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",[652,764,1531,1532,1243,1327],"npm","pin",{"title":1534,"description":1535,"path":1536,"category":1411,"updatedAt":617,"sourceType":524,"tags":1537},"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",[1413,1538,928,821,891],"raw-stream",{"title":1540,"description":1541,"path":1542,"category":1322,"updatedAt":738,"sourceType":524,"tags":1543},"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",[619,1544,810,547,1327],"tlsFingerprint",{"title":1546,"description":1547,"path":1548,"category":1322,"updatedAt":738,"sourceType":524,"tags":1549},"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",[731,1550,1551,1552,1327],"mentions","pending-history","reply",{"title":1554,"description":1555,"path":1556,"category":1322,"updatedAt":710,"sourceType":524,"tags":1557},"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",[1558,1559,1560,821,1327],"secrets","secretrefs","runtime",{"title":1562,"description":1563,"path":1564,"category":1322,"updatedAt":728,"sourceType":524,"tags":1565},"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",[732,570,1428,861,941],{"title":1567,"description":1568,"path":1569,"category":1322,"updatedAt":1570,"sourceType":524,"tags":1571},"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",[130,111,836,549,1256],{"title":1929,"description":1930,"path":1931,"category":1741,"date":543,"updatedAt":543,"sourceType":781,"source":1932,"tags":1933},"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",[1616,782,1744,1696],{"title":1935,"description":1936,"path":1937,"category":1888,"date":660,"updatedAt":660,"sourceType":524,"source":1938,"tags":1939},"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",[764,562,773,774,1940,765],"telemetry",{"title":1942,"description":1943,"path":1944,"category":1681,"date":617,"updatedAt":617,"sourceType":524,"source":1945,"tags":1946},"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",[988,547,1454,705,569],{"title":1948,"description":1949,"path":1950,"category":1888,"date":710,"updatedAt":710,"sourceType":524,"source":1951,"tags":1952},"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",[561,1027,712,1953,569],"overrides",{"title":1955,"description":1956,"path":1957,"category":1681,"date":617,"updatedAt":617,"sourceType":524,"source":1882,"tags":1958},"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",[1040,1041,849,551,1959],"continuity",{"title":1961,"description":1962,"path":1963,"category":1681,"date":617,"updatedAt":617,"sourceType":524,"source":1964,"tags":1965},"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",[790,605,1124,861,619],{"title":1967,"description":1968,"path":1969,"category":1888,"date":1084,"updatedAt":1084,"sourceType":524,"source":1902,"tags":1970},"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",[605,1971,1405,810,790],"bootstrap",{"title":1973,"description":1974,"path":1975,"category":1888,"date":660,"updatedAt":660,"sourceType":524,"source":1902,"tags":1976},"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",[605,675,811,1405,713,1977],"web",{"title":1979,"description":1980,"path":1981,"category":1681,"date":543,"updatedAt":543,"sourceType":781,"source":1982,"tags":1983},"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",[558,562,782,1616],{"title":1985,"description":1986,"path":1987,"category":1888,"date":728,"updatedAt":728,"sourceType":524,"source":1988,"tags":1989},"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",[862,861,811,1159,1990],"rotate",{"title":1992,"description":1993,"path":1994,"category":1888,"date":710,"updatedAt":710,"sourceType":524,"source":1995,"tags":1996},"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",[1165,1333,1166,1413,569],{"title":1998,"description":1999,"path":2000,"category":1888,"date":728,"updatedAt":728,"sourceType":524,"source":1995,"tags":2001},"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",[568,1618,595,1616],{"title":2020,"description":2021,"path":2022,"category":1681,"date":617,"updatedAt":617,"sourceType":524,"source":2023,"tags":2024},"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",[562,764,652,654,783],{"title":2026,"description":2027,"path":2028,"category":1888,"date":728,"updatedAt":728,"sourceType":524,"source":2029,"tags":2030},"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",[547,861,2031,811,704],"pending",{"title":2033,"description":2034,"path":2035,"category":1888,"date":1084,"updatedAt":1084,"sourceType":524,"source":2036,"tags":2037},"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",[547,732,675,605,2038],"state",{"title":2040,"description":2041,"path":2042,"category":1888,"date":728,"updatedAt":728,"sourceType":524,"source":2043,"tags":2044},"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",[2063,551,819,2100,2101],"vector-search","knowledge",{"title":2103,"description":2104,"path":2105,"category":1888,"date":728,"updatedAt":728,"sourceType":524,"source":2106,"tags":2107},"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",[1477,731,130,111,827],{"title":2109,"description":2110,"path":2111,"category":1888,"date":710,"updatedAt":710,"sourceType":524,"source":2112,"tags":2113},"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",[527,675,713,529,549],{"title":2115,"description":2116,"path":2117,"category":1888,"date":660,"updatedAt":660,"sourceType":524,"source":1945,"tags":2118},"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",[668,1519,821,810,1203],{"title":2120,"description":2121,"path":2122,"category":1888,"date":728,"updatedAt":728,"sourceType":524,"source":2123,"tags":2124},"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",[1256,812,790,861,619],{"title":2138,"description":2139,"path":2140,"category":1888,"date":738,"updatedAt":738,"sourceType":524,"source":2141,"tags":2142},"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",[605,675,1092,1256,705],{"title":2144,"description":2145,"path":2146,"category":1888,"date":728,"updatedAt":728,"sourceType":524,"source":1988,"tags":2147},"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",[861,336,549,1357,569],{"title":2149,"description":2150,"path":2151,"category":1681,"date":617,"updatedAt":617,"sourceType":524,"source":2152,"tags":2153},"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",[652,782,654,781,783],{"title":2155,"description":2156,"path":2157,"category":1888,"date":660,"updatedAt":660,"sourceType":524,"source":2158,"tags":2159},"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","https://docs.openclaw.ai/cli/plugins",[652,764,1531,1532,1243],{"title":2161,"description":2162,"path":2163,"category":1888,"date":660,"updatedAt":660,"sourceType":524,"source":2164,"tags":2165},"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",[960,961,595,836,653],{"title":2167,"description":2168,"path":2169,"category":1888,"date":738,"updatedAt":738,"sourceType":524,"source":2170,"tags":2171},"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",[821,668,704,810,967],{"title":2173,"description":2174,"path":2175,"category":1888,"date":738,"updatedAt":738,"sourceType":524,"source":2176,"tags":2177},"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",[821,1326,668,547,569],{"title":2179,"description":2180,"path":2181,"category":1681,"date":617,"updatedAt":617,"sourceType":524,"source":1882,"tags":2182},"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",[1241,1242,1244,1243],{"title":2184,"description":2185,"path":2186,"category":1888,"date":710,"updatedAt":710,"sourceType":524,"source":1902,"tags":2187},"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",[605,861,704,619,1146],{"title":2189,"description":2190,"path":2191,"category":1888,"date":728,"updatedAt":728,"sourceType":524,"source":2192,"tags":2193},"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",[713,712,2194,549,714],"threads",{"title":2196,"description":2197,"path":2198,"category":1888,"date":728,"updatedAt":728,"sourceType":524,"source":2199,"tags":2200},"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",[1559,2201,2202,1558,569],"snapshot","rotation",{"title":2204,"description":2205,"path":2206,"category":1888,"date":728,"updatedAt":728,"sourceType":524,"source":2071,"tags":2207},"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",[732,570,1428,861,1281],{"title":2209,"description":2210,"path":2211,"category":1888,"date":660,"updatedAt":660,"sourceType":524,"source":2212,"tags":2213},"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",[570,1266,1268,1267,569],{"title":2215,"description":2216,"path":2217,"category":2218,"date":543,"updatedAt":543,"sourceType":781,"source":2219,"tags":2220},"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",[570,2221,891,568],"compliance",{"title":2223,"description":2224,"path":2225,"category":1888,"date":710,"updatedAt":710,"sourceType":524,"source":2199,"tags":2226},"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",[570,1558,836,2227,569],"proxy",{"title":2229,"description":2230,"path":2231,"category":1888,"date":1570,"updatedAt":1570,"sourceType":524,"source":2232,"tags":2233},"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",[732,1573,1041,1572,547],{"title":2235,"description":2236,"path":2237,"category":1888,"date":1570,"updatedAt":1570,"sourceType":524,"source":2238,"tags":2239},"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",[849,988,1579,1266,569],{"title":2241,"description":2242,"path":2243,"category":1888,"date":728,"updatedAt":728,"sourceType":524,"source":2244,"tags":2245},"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",[570,1281,1282,2246,547],"sandbox",{"title":2248,"description":2249,"path":2250,"category":1681,"date":617,"updatedAt":617,"sourceType":524,"source":2061,"tags":2251},"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",[2063,781,130,562,596],{"title":2253,"description":2254,"path":2255,"category":1888,"date":738,"updatedAt":738,"sourceType":524,"source":2244,"tags":2256},"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",[1281,1429,730,713,570],{"title":2258,"description":2259,"path":2260,"category":1888,"date":1570,"updatedAt":1570,"sourceType":524,"source":2261,"tags":2262},"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",[1572,821,1598,1599,2263],"compatibility",{"title":2265,"description":2266,"path":2267,"category":1888,"date":660,"updatedAt":660,"sourceType":524,"source":1921,"tags":2268},"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",[1301,570,619,547,810],{"title":2270,"description":2271,"path":2272,"category":1888,"date":1084,"updatedAt":1084,"sourceType":524,"source":2036,"tags":2273},"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",[547,675,1086,1413,732],{"title":2275,"description":2276,"path":2277,"category":1888,"date":660,"updatedAt":660,"sourceType":524,"source":2278,"tags":2279},"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",[1645,1244,1345,547,2038],{"title":2281,"description":2282,"path":2283,"category":1888,"date":660,"updatedAt":660,"sourceType":524,"source":2284,"tags":2285},"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",[1313,1314,1315,1316,1317],{"title":2287,"description":2288,"path":2289,"category":1681,"date":617,"updatedAt":617,"sourceType":524,"source":2061,"tags":2290},"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",[2063,804,2291,2292,819],"phone","tts",{"title":2294,"description":2295,"path":2296,"category":1888,"date":728,"updatedAt":728,"sourceType":524,"source":2297,"tags":2298},"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",[804,1072,1073,704,862],{"title":2300,"description":2301,"path":2302,"category":1681,"date":617,"updatedAt":617,"sourceType":524,"source":1902,"tags":2303},"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",[605,675,1092,790,1977],{"title":2305,"description":2306,"path":2307,"category":1888,"date":1084,"updatedAt":1084,"sourceType":524,"source":2308,"tags":2309},"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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