[{"data":1,"prerenderedAt":3000},["ShallowReactive",2],{"docs:reference/external-sources-and-trust-levels":3,"content-manifest":491},{"id":4,"title":5,"body":6,"category":473,"date":474,"description":475,"extension":476,"meta":477,"navigation":478,"path":479,"seo":480,"source":474,"sourceName":474,"sourceType":481,"stem":482,"tags":483,"updatedAt":489,"__hash__":490},"docs/docs/reference/external-sources-and-trust-levels.md","如何结合官方文档、GitHub 和中文渠道跟踪 OpenClaw",{"type":7,"value":8,"toc":454},"minimark",[9,13,21,24,28,31,36,39,52,55,80,110,114,116,127,129,151,154,165,168,172,174,185,190,227,230,241,244,258,261,272,276,278,289,292,301,304,307,310,313,327,331,342,345,356,359,362,374,377,388,391,401,414,417,431,434],[10,11,5],"h1",{"id":12},"如何结合官方文档github-和中文渠道跟踪-openclaw",[14,15,16,17,20],"p",{},"只看官方文档，信息往往不够快。",[18,19],"br",{},"\n只看社区文章，又容易把猜测当成结论。",[14,22,23],{},"更稳的做法不是在“官方”和“非官方”之间二选一，而是先分清每类来源解决什么问题，再决定哪些内容能写进中文文档，哪些只能作为观察。",[25,26,27],"h2",{"id":27},"一套更稳的来源分层",[14,29,30],{},"建议把你看到的资料分成四层：",[32,33,35],"h3",{"id":34},"第一层官方规范与当前推荐用法","第一层：官方规范与当前推荐用法",[14,37,38],{},"适合回答：",[40,41,42,46,49],"ul",{},[43,44,45],"li",{},"当前推荐怎么安装和配置",[43,47,48],{},"某个功能现在怎么命名",[43,50,51],{},"某个配置项、CLI、接口是否还有效",[14,53,54],{},"优先看这些入口：",[40,56,57,66,73],{},[43,58,59],{},[60,61,65],"a",{"href":62,"rel":63},"https://docs.openclaw.ai/",[64],"nofollow","OpenClaw Docs",[43,67,68],{},[60,69,72],{"href":70,"rel":71},"https://docs.openclaw.ai/start/getting-started",[64],"Get Started",[43,74,75],{},[60,76,79],{"href":77,"rel":78},"https://github.com/openclaw/openclaw/releases",[64],"GitHub Releases",[14,81,82,83,87,88,92,93,92,96,99,100,92,103,92,106,109],{},"截至 ",[84,85,86],"strong",{},"2026 年 3 月 24 日","，官方文档导航已经把 ",[89,90,91],"code",{},"GitHub","、",[89,94,95],{},"Releases",[89,97,98],{},"Discord"," 直接放在顶部，文档内部也能看到更细的技术参考页，例如 ",[89,101,102],{},"Usage Tracking",[89,104,105],{},"Release Policy",[89,107,108],{},"Onboarding Reference"," 等。这说明官方信息结构正在继续扩展，不再只是一套安装文档。",[25,111,113],{"id":112},"第二层github-上的真实变动与讨论上下文","第二层：GitHub 上的真实变动与讨论上下文",[14,115,38],{},[40,117,118,121,124],{},[43,119,120],{},"这次 release 到底改了什么",[43,122,123],{},"某个能力是不是刚加上",[43,125,126],{},"社区现在集中在讨论什么问题",[14,128,54],{},[40,130,131,137,144],{},[43,132,133],{},[60,134,136],{"href":77,"rel":135},[64],"openclaw/openclaw Releases",[43,138,139],{},[60,140,143],{"href":141,"rel":142},"https://github.com/openclaw/openclaw/issues",[64],"openclaw/openclaw Issues",[43,145,146],{},[60,147,150],{"href":148,"rel":149},"https://github.com/openclaw/openclaw/discussions",[64],"openclaw/openclaw Discussions",[14,152,153],{},"GitHub 的价值不只是版本号，而是能看到：",[40,155,156,159,162],{},[43,157,158],{},"功能是在 release 里成熟，还是还停留在 issue / PR 讨论",[43,160,161],{},"某个问题是不是高频出现",[43,163,164],{},"当前文档里没有写清楚的边界条件",[14,166,167],{},"如果中文站要补“升级提醒”“高频排错”“迁移注意事项”，GitHub 往往比单看 docs 更早给信号。",[25,169,171],{"id":170},"第三层中文教程站和社区整理","第三层：中文教程站和社区整理",[14,173,38],{},[40,175,176,179,182],{},[43,177,178],{},"中文用户现在更关心哪些能力",[43,180,181],{},"哪些渠道、模型和部署方式在中文环境里讨论更多",[43,183,184],{},"哪些概念容易被中文用户误解",[14,186,82,187,189],{},[84,188,86],{},"，我能稳定检索到、且页面公开可访问的中文补充来源主要包括：",[40,191,192,199,206,213,220],{},[43,193,194],{},[60,195,198],{"href":196,"rel":197},"https://openclawgithub.cc/guide/intro/",[64],"OpenClaw 中文教程：什么是 OpenClaw",[43,200,201],{},[60,202,205],{"href":203,"rel":204},"https://openclawgithub.cc/guide/channels/",[64],"OpenClaw 中文教程：渠道与路由",[43,207,208],{},[60,209,212],{"href":210,"rel":211},"https://openclawgithub.cc/guide/cheatsheet/",[64],"OpenClaw 中文教程：超级速查表",[43,214,215],{},[60,216,219],{"href":217,"rel":218},"https://zhuanlan.zhihu.com/p/2010319212640477442",[64],"知乎：OpenClaw 重大升级解读（2026-02-24）",[43,221,222],{},[60,223,226],{"href":224,"rel":225},"https://zhuanlan.zhihu.com/p/2008134705606837785",[64],"知乎：OpenClaw 最新动态解读",[14,228,229],{},"这类来源的价值不在于“更权威”，而在于：",[40,231,232,235,238],{},[43,233,234],{},"更接近中文用户的提问方式",[43,236,237],{},"会主动补国内使用场景，例如企业微信、微信、飞书、1Panel、云主机部署",[43,239,240],{},"更容易暴露中文用户最常混淆的概念",[14,242,243],{},"但这类来源更适合做：",[40,245,246,249,252,255],{},[43,247,248],{},"中文用法补充",[43,250,251],{},"场景整理",[43,253,254],{},"入口导航",[43,256,257],{},"高热问题观察",[14,259,260],{},"不适合直接当成：",[40,262,263,266,269],{},[43,264,265],{},"配置真值",[43,267,268],{},"安全结论",[43,270,271],{},"版本事实的唯一依据",[25,273,275],{"id":274},"第四层媒体报道与行业观察","第四层：媒体报道与行业观察",[14,277,38],{},[40,279,280,283,286],{},[43,281,282],{},"OpenClaw 当前在更广的开发者圈子里被怎么讨论",[43,284,285],{},"哪些变化已经开始影响生态认知",[43,287,288],{},"中文站是否需要补一页“背景说明”或“风险提醒”",[14,290,291],{},"比如：",[40,293,294],{},[43,295,296],{},[60,297,300],{"href":298,"rel":299},"https://economictimes.indiatimes.com/tech/artificial-intelligence/openclaw-unveils-clawhub-marketplace-draws-more-than-331000-stars-on-github/articleshow/129758087.cms",[64],"The Economic Times：ClawHub Marketplace 报道",[14,302,303],{},"这类来源能帮助判断某个能力是不是已经从“文档里的功能”变成“社区和媒体都在讨论的主题”，但不能直接代替产品文档。",[25,305,306],{"id":306},"什么信息可以写进中文文档",[14,308,309],{},"下面这些内容最适合吸收进站内文档：",[32,311,312],{"id":312},"可以直接沉淀",[40,314,315,318,321,324],{},[43,316,317],{},"官方文档已经明确的功能结构",[43,319,320],{},"release 已经写清的版本变化",[43,322,323],{},"GitHub 高频 issue 对应的排错路径",[43,325,326],{},"中文用户高频误区和阅读顺序建议",[32,328,330],{"id":329},"适合写成观察而不是结论","适合写成“观察”而不是“结论”",[40,332,333,336,339],{},[43,334,335],{},"某个渠道在中文环境里更常被提到",[43,337,338],{},"某类部署方式最近讨论热度更高",[43,340,341],{},"某篇社区文章提供了更顺手的中文解释",[32,343,344],{"id":344},"不适合直接写成结论",[40,346,347,350,353],{},[43,348,349],{},"未被官方确认的版本计划",[43,351,352],{},"只出现在个人文章中的参数、命令或兼容性判断",[43,354,355],{},"没有复现或官方说明支撑的安全结论",[25,357,358],{"id":358},"一套更实用的维护动作",[14,360,361],{},"如果你在维护中文站，建议每周至少做三件事：",[363,364,365,368,371],"ol",{},[43,366,367],{},"看一次官方 docs 导航和 GitHub Releases",[43,369,370],{},"看一次 GitHub Issues / Discussions 的高频主题",[43,372,373],{},"看一次中文教程站、知乎或社区文章有没有出现新的高频误区",[14,375,376],{},"然后把看到的内容分成三类处理：",[40,378,379,382,385],{},[43,380,381],{},"能确认的，补进长期文档",[43,383,384],{},"需要提醒的，写进新闻或更新说明",[43,386,387],{},"还只是观察的，先放在社区支持或维护记录里",[25,389,390],{"id":390},"关于微信公众号等中文渠道",[14,392,393,394,397,398,400],{},"这次整理时，我没有检索到",[84,395,396],{},"公开、稳定、可直接引用","的 OpenClaw 微信公众号文章页面。",[18,399],{},"\n因此本轮补充主要使用了：",[40,402,403,406,408,411],{},[43,404,405],{},"官方 docs",[43,407,91],{},[43,409,410],{},"公开可访问的中文教程站",[43,412,413],{},"知乎与媒体报道",[14,415,416],{},"如果后续出现可稳定访问的公众号文章，最适合优先补进的方向通常会是：",[40,418,419,422,425,428],{},[43,420,421],{},"国内部署与网络环境",[43,423,424],{},"企业微信 / 微信接入",[43,426,427],{},"中文团队协作案例",[43,429,430],{},"安全与权限配置提醒",[25,432,433],{"id":433},"下一步推荐",[40,435,436,442,448],{},[43,437,438],{},[60,439,441],{"href":440},"/docs/operations/release-tracking","如何持续跟踪 OpenClaw 更新",[43,443,444],{},[60,445,447],{"href":446},"/docs/reference/community","社区支持",[43,449,450],{},[60,451,453],{"href":452},"/docs/reference/troubleshooting","故障排除与诊断思路",{"title":455,"searchDepth":456,"depth":456,"links":457},"",2,[458,462,463,464,465,470,471,472],{"id":27,"depth":456,"text":27,"children":459},[460],{"id":34,"depth":461,"text":35},3,{"id":112,"depth":456,"text":113},{"id":170,"depth":456,"text":171},{"id":274,"depth":456,"text":275},{"id":306,"depth":456,"text":306,"children":466},[467,468,469],{"id":312,"depth":461,"text":312},{"id":329,"depth":461,"text":330},{"id":344,"depth":461,"text":344},{"id":358,"depth":456,"text":358},{"id":390,"depth":456,"text":390},{"id":433,"depth":456,"text":433},"参考",null,"把官方文档、GitHub 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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",[504,505,506,507,508,509],"concepts","gateway","agent","channels","tools","memory",{"title":511,"description":512,"path":513,"category":501,"updatedAt":514,"sourceType":481,"tags":515},"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",[516,517,518,519,520],"developers","teams","architecture","configuration","skills",{"title":522,"description":523,"path":524,"category":501,"updatedAt":514,"sourceType":481,"tags":525},"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",[526,527,505,528,529],"enterprise","operations","security","upgrades",{"title":531,"description":532,"path":533,"category":501,"updatedAt":534,"sourceType":535,"tags":536},"创建第一个 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UI。","/docs/getting-started/getting-started","2026-03-11",[537,563,564,565],"installation","onboarding","dashboard",{"title":567,"description":568,"path":569,"category":501,"updatedAt":561,"sourceType":535,"tags":570},"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",[564,571,572,505],"daemon","setup",{"title":574,"description":575,"path":576,"category":501,"updatedAt":577,"sourceType":535,"tags":578},"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",[564,579,580,505,581],"remote","local","wizard",{"title":583,"description":584,"path":585,"category":501,"updatedAt":514,"sourceType":481,"tags":586},"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 开始，而不是一上来就把整套能力全部接齐。","/docs/getting-started/personal-user-entry",[587,588,565,507,520],"personal","getting-started",{"title":590,"description":591,"path":592,"category":593,"updatedAt":561,"sourceType":535,"tags":594},"如何开始系统理解 OpenClaw","给第一次接触 OpenClaw 的中文用户一条更清晰的阅读顺序，先建立整体认知，再进入安装、接入和运维细节。","/docs/getting-started/reading-path","使用指南",[595,596,597,564],"reading-path","overview","docs",{"title":599,"description":600,"path":601,"category":602,"updatedAt":603,"sourceType":535,"tags":604},"OpenClaw 是什么","用中文快速理解 OpenClaw 的定位、使用方式和它与普通聊天产品的差别。","/docs/getting-started/what-is-openclaw","产品","2026-03-13",[596,605,507,606],"self-hosted","assistant",{"title":608,"description":609,"path":610,"category":501,"updatedAt":514,"sourceType":481,"tags":611},"我什么时候再上 Skills、Plugins 和多 Agent","帮你判断现在是否已经适合进入 Skills、Plugins、Hooks 或多 Agent 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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。","社区",[486,1344,1345,1346],"github","issues","feedback",{"title":1348,"description":1349,"path":1350,"category":473,"updatedAt":534,"sourceType":535,"tags":1351},"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",[519,1294,1352,1353],"settings","options",{"title":1355,"description":1356,"path":1357,"category":473,"updatedAt":577,"sourceType":535,"tags":1358},"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",[752,823,824,774,1116],{"title":1360,"description":1361,"path":1362,"category":473,"updatedAt":698,"sourceType":535,"tags":1363},"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",[1101,903,1364,1365,1294],"scheduler","queue",{"title":1367,"description":1368,"path":1369,"category":473,"updatedAt":1054,"sourceType":535,"tags":1370},"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",[565,773,1371,1372,772],"secretref","sessionStorage",{"title":1374,"description":1375,"path":1376,"category":1377,"updatedAt":534,"sourceType":535,"tags":1378},"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",[1379,1380,1381,1135,892],"debugging","debug","runtime-overrides",{"title":1383,"description":1384,"path":1385,"category":473,"updatedAt":670,"sourceType":535,"tags":1386},"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",[1300,1387,1388,1380,1294],"logging","flags",{"title":1390,"description":1391,"path":1392,"category":473,"updatedAt":670,"sourceType":535,"tags":1393},"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",[692,1394,1395,673,1294],"dmScope","identityLinks",{"title":1397,"description":1398,"path":1399,"category":473,"updatedAt":670,"sourceType":535,"tags":1400},"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",[1135,1136,1300,1401,1294],"migrations",{"title":1403,"description":1404,"path":1405,"category":473,"updatedAt":670,"sourceType":535,"tags":1406},"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",[997,519,700,1407,1294],"shell",{"title":5,"description":475,"path":479,"category":473,"updatedAt":489,"sourceType":481,"tags":1409},[484,485,486,487,488],{"title":1411,"description":1412,"path":1413,"category":473,"updatedAt":577,"sourceType":535,"tags":1414},"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",[505,1415,956,1062,665],"rpc",{"title":1417,"description":1418,"path":1419,"category":473,"updatedAt":670,"sourceType":535,"tags":1420},"Gateway-owned pairing 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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",[505,1062,1431,1432,1294],"protocol","scopes",{"title":1434,"description":1435,"path":1436,"category":473,"updatedAt":688,"sourceType":535,"tags":1437},"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",[691,1438,673,909,842],"mention",{"title":1440,"description":1441,"path":1442,"category":473,"updatedAt":698,"sourceType":535,"tags":1443},"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 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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",[929,1465,798,555,1294],"invoke",{"title":1467,"description":1468,"path":1469,"category":473,"updatedAt":698,"sourceType":535,"tags":1470},"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",[509,1471,1472,1473,1474,1294],"hybrid-search","ranking","mmr","retrieval",{"title":1476,"description":1477,"path":1478,"category":473,"updatedAt":489,"sourceType":535,"tags":1479},"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 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拆成更清楚的层。","/news/openclaw-configuration-layering-watch-2026-03-22","https://docs.openclaw.ai/help/environment",[519,997,672,1914,527],"overrides",{"title":1916,"description":1917,"path":1918,"category":1642,"date":577,"updatedAt":577,"sourceType":535,"source":77,"tags":1919},"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",[1010,1011,811,509,1920],"continuity",{"title":1922,"description":1923,"path":1924,"category":1642,"date":577,"updatedAt":577,"sourceType":535,"source":1925,"tags":1926},"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",[752,565,1094,823,579],{"title":1928,"description":1929,"path":1930,"category":1849,"date":1054,"updatedAt":1054,"sourceType":535,"source":1863,"tags":1931},"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",[565,1932,1371,772,752],"bootstrap",{"title":1934,"description":1935,"path":1936,"category":1849,"date":489,"updatedAt":489,"sourceType":535,"source":1863,"tags":1937},"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",[565,634,773,1371,673,1938],"web",{"title":1940,"description":1941,"path":1942,"category":1642,"date":502,"updatedAt":502,"sourceType":486,"source":1943,"tags":1944},"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",[516,520,744,1577],{"title":1946,"description":1947,"path":1948,"category":1849,"date":688,"updatedAt":688,"sourceType":535,"source":1949,"tags":1950},"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",[824,823,773,1129,1951],"rotate",{"title":1953,"description":1954,"path":1955,"category":1849,"date":670,"updatedAt":670,"sourceType":535,"source":1956,"tags":1957},"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",[1135,1300,1136,1379,527],{"title":1959,"description":1960,"path":1961,"category":1849,"date":688,"updatedAt":688,"sourceType":535,"source":1956,"tags":1962},"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",[1135,1136,994,1210,1300],{"title":1964,"description":1965,"path":1966,"category":1967,"date":502,"updatedAt":502,"sourceType":486,"source":1968,"tags":1969},"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",[1970,1971,1972,1973],"education","adoption","ai-tutor","higher-education",{"title":1975,"description":1976,"path":1977,"category":1967,"date":502,"updatedAt":502,"sourceType":486,"source":1978,"tags":1979},"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",[526,1579,555,1577],{"title":1981,"description":1982,"path":1983,"category":1642,"date":577,"updatedAt":577,"sourceType":535,"source":1984,"tags":1985},"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",[520,727,612,614,745],{"title":1987,"description":1988,"path":1989,"category":1849,"date":688,"updatedAt":688,"sourceType":535,"source":1990,"tags":1991},"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",[505,823,1992,773,664],"pending",{"title":1994,"description":1995,"path":1996,"category":1849,"date":1054,"updatedAt":1054,"sourceType":535,"source":1997,"tags":1998},"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",[505,692,634,565,1999],"state",{"title":2001,"description":2002,"path":2003,"category":1849,"date":688,"updatedAt":688,"sourceType":535,"source":2004,"tags":2005},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 顺序写得更完整了，也让“没回”和“没进系统”首次更容易区分。","/news/openclaw-group-policy-watch-2026-03-25","https://docs.openclaw.ai/channels/groups",[691,1438,909,842,673],{"title":2007,"description":2008,"path":2009,"category":1849,"date":698,"updatedAt":698,"sourceType":535,"source":2004,"tags":2010},"OpenClaw 正在把群触发从“@一下就行”写成更完整的治理链","官方最近围绕 Groups、Group Messages 和 Broadcast Groups 的文档更新，正在把 reply-to implicit mention、pending history、forum topic session key 和 shared-group rollout 写成更完整的群入口治理链。","/news/openclaw-group-trigger-governance-watch-2026-03-29",[691,1511,2011,690,935],"activation",{"title":2013,"description":2014,"path":2015,"category":1849,"date":688,"updatedAt":688,"sourceType":535,"source":2016,"tags":2017},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[519,1458,1086,1459,527],{"title":2019,"description":2020,"path":2021,"category":1642,"date":577,"updatedAt":577,"sourceType":535,"source":2022,"tags":2023},"OpenClaw 官方 Showcase 基础设施观察：Home Assistant、Nix 与远程文件流转正在成为高频落地方向","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得关注的基础设施与部署类案例，观察 OpenClaw 在家庭服务器、可复现部署和远程实例运维上的真实应用。","/news/openclaw-infra-showcase-watch-2026-03-21","https://docs.openclaw.ai/start/showcase",[2024,1579,2025,2026,2027],"showcase","home-assistant","nix","infrastructure",{"title":2029,"description":2030,"path":2031,"category":1849,"date":670,"updatedAt":670,"sourceType":535,"source":2032,"tags":2033},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[811,509,1011,1920,935],{"title":2035,"description":2036,"path":2037,"category":1849,"date":670,"updatedAt":670,"sourceType":535,"source":2038,"tags":2039},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1210,1101,811,1102,527],{"title":2041,"description":2042,"path":2043,"category":1669,"date":1643,"updatedAt":561,"sourceType":1344,"source":1671,"tags":2044},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[485,1280,1209,520,528],{"title":2046,"description":2047,"path":2048,"category":1849,"date":489,"updatedAt":489,"sourceType":535,"source":2049,"tags":2050},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[509,612,877,869,884],{"title":2052,"description":2053,"path":2054,"category":1849,"date":698,"updatedAt":698,"sourceType":535,"source":2049,"tags":2055},"OpenClaw 正在把记忆检索从“向量搜索”写成一条完整流水线","官方最近围绕 Memory 和 memory CLI 的文档更新，正在把 hybrid search、重排、temporal decay、session indexing 和 embedding cache 逐步写成一条更完整的检索链。","/news/openclaw-memory-retrieval-pipeline-watch-2026-03-29",[509,1474,1471,885,974],{"title":2057,"description":2058,"path":2059,"category":1642,"date":577,"updatedAt":577,"sourceType":535,"source":2022,"tags":2060},"OpenClaw 官方 Showcase 记忆观察：WhatsApp Memory Vault、Karakeep 与中文学习 Skill 正在把语音和知识流转成长期资产","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记忆与知识类案例，观察 OpenClaw 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",[2024,509,781,2061,2062],"vector-search","knowledge",{"title":2064,"description":2065,"path":2066,"category":1849,"date":688,"updatedAt":688,"sourceType":535,"source":2067,"tags":2068},"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",[1438,691,719,721,789],{"title":2070,"description":2071,"path":2072,"category":1849,"date":670,"updatedAt":670,"sourceType":535,"source":2073,"tags":2074},"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",[842,634,673,846,507],{"title":2076,"description":2077,"path":2078,"category":1849,"date":489,"updatedAt":489,"sourceType":535,"source":1906,"tags":2079},"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",[627,1480,783,772,1173],{"title":2081,"description":2082,"path":2083,"category":1849,"date":688,"updatedAt":688,"sourceType":535,"source":2084,"tags":2085},"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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