[{"data":1,"prerenderedAt":3130},["ShallowReactive",2],{"docs:manual/openprose-and-lobster-boundaries":3,"content-manifest":487},{"id":4,"title":5,"body":6,"category":467,"date":468,"description":469,"extension":470,"meta":471,"navigation":472,"path":473,"seo":474,"source":475,"sourceName":476,"sourceType":477,"stem":478,"tags":479,"updatedAt":485,"__hash__":486},"docs/docs/manual/openprose-and-lobster-boundaries.md","OpenProse 和 Lobster 的边界怎么分",{"type":7,"value":8,"toc":444},"minimark",[9,13,17,27,30,34,46,49,57,61,64,69,72,86,89,93,96,110,113,124,128,131,136,139,147,150,155,158,163,169,172,186,189,200,204,210,224,226,240,244,247,264,267,281,284,287,314,318,321,332,338,341,349,352,360,363,367,370,374,377,380,383,397,400,414,420,423],[10,11,5],"h1",{"id":12},"openprose-和-lobster-的边界怎么分",[14,15,16],"p",{},"官方最近在 Lobster 文档里给了一条非常值得中文站单独展开的线：",[18,19,20,24],"ul",{},[21,22,23],"li",{},"OpenProse 适合多智能体准备",[21,25,26],{},"Lobster 适合确定性执行和审批恢复",[14,28,29],{},"这句话看起来很短，但它其实直接决定了很多团队的自动化架构怎么分层。",[31,32,33],"h2",{"id":33},"先用一句话记住",[18,35,36,43],{},[21,37,38,42],{},[39,40,41],"code",{},"/prose"," 更像策划层",[21,44,45],{},"Lobster 更像执行层",[14,47,48],{},"如果把两者混成一层，最后往往会出现：",[18,50,51,54],{},[21,52,53],{},"前面分析不稳",[21,55,56],{},"后面执行不可审计",[31,58,60],{"id":59},"openprose-更适合解决什么问题","OpenProse 更适合解决什么问题",[14,62,63],{},"从官方当前描述看，OpenProse 的价值更接近：",[18,65,66],{},[21,67,68],{},"多智能体准备和组织",[14,70,71],{},"这意味着它更适合这些场景：",[18,73,74,77,80,83],{},[21,75,76],{},"先拆问题",[21,78,79],{},"先做调研",[21,81,82],{},"先收集多方输入",[21,84,85],{},"先产出候选方案",[14,87,88],{},"它解决的是“怎么把复杂任务准备好”，而不是“怎么把副作用动作安全落地”。",[31,90,92],{"id":91},"lobster-更适合解决什么问题","Lobster 更适合解决什么问题",[14,94,95],{},"Lobster 当前官方定位非常明确：",[18,97,98,101,104,107],{},[21,99,100],{},"typed workflow runtime",[21,102,103],{},"多步流程一次运行",[21,105,106],{},"带审批 gate",[21,108,109],{},"支持 resume token",[14,111,112],{},"也就是说，它更适合承担：",[18,114,115,118,121],{},[21,116,117],{},"固定步骤执行",[21,119,120],{},"可审计副作用",[21,122,123],{},"暂停后恢复",[31,125,127],{"id":126},"两者最大的差别不在是否多步","两者最大的差别不在“是否多步”",[14,129,130],{},"很多人第一次看会误以为：",[18,132,133],{},[21,134,135],{},"OpenProse 和 Lobster 都是多步流程，所以差不多",[14,137,138],{},"但真正的区别在于：",[18,140,141,144],{},[21,142,143],{},"OpenProse 更偏开放式准备",[21,145,146],{},"Lobster 更偏收束后的确定性执行",[14,148,149],{},"一个更像：",[18,151,152],{},[21,153,154],{},"研究、拆解、组织",[14,156,157],{},"另一个更像：",[18,159,160],{},[21,161,162],{},"执行、审批、恢复",[31,164,166,167],{"id":165},"什么时候先上-prose","什么时候先上 ",[39,168,41],{},[14,170,171],{},"如果你的任务先天带这些特征，通常更适合先走 OpenProse：",[18,173,174,177,180,183],{},[21,175,176],{},"要先收集资料",[21,178,179],{},"要做多角度分析",[21,181,182],{},"需要多个 agent 分工",[21,184,185],{},"还不能直接确定执行动作",[14,187,188],{},"例如：",[18,190,191,194,197],{},[21,192,193],{},"先研究一轮竞品资料",[21,195,196],{},"先整理邮件或工单候选方案",[21,198,199],{},"先做内容选题和素材归档",[31,201,203],{"id":202},"什么时候该转成-lobster","什么时候该转成 Lobster",[14,205,206,207,209],{},"如果任务已经进入下面这些状态，就不该继续只停留在 ",[39,208,41],{},"：",[18,211,212,215,218,221],{},[21,213,214],{},"步骤已经明确",[21,216,217],{},"输出结构已经稳定",[21,219,220],{},"存在真正副作用",[21,222,223],{},"需要审批和恢复",[14,225,188],{},[18,227,228,231,234,237],{},[21,229,230],{},"发邮件",[21,232,233],{},"改工单状态",[21,235,236],{},"批量提交评论",[21,238,239],{},"生成并执行固定周报流程",[31,241,243],{"id":242},"为什么官方会强调-approval-和-resume","为什么官方会强调 approval 和 resume",[14,245,246],{},"Lobster 最近最值的一点，不是“还能再写一套 DSL”，而是把下面几件事做成了运行时内建能力：",[18,248,249,254,259],{},[21,250,251],{},[39,252,253],{},"needs_approval",[21,255,256],{},[39,257,258],{},"resumeToken",[21,260,261],{},[39,262,263],{},"cancelled",[14,265,266],{},"这说明官方在明确鼓励一种更稳的自动化形态：",[18,268,269,272,275,278],{},[21,270,271],{},"先分析",[21,273,274],{},"再预览",[21,276,277],{},"再审批",[21,279,280],{},"再恢复执行",[31,282,283],{"id":283},"更稳的组合方式是什么",[14,285,286],{},"从最近官方写法看，更推荐的结构通常是：",[288,289,290,296,299,302,308],"ol",{},[21,291,292,293,295],{},"用 ",[39,294,41],{}," 做准备和分工",[21,297,298],{},"让各 agent 产出结构化候选结果",[21,300,301],{},"把最终流程改写成 Lobster pipeline",[21,303,304,305],{},"在副作用节点加 ",[39,306,307],{},"approval",[21,309,310,311,313],{},"通过 ",[39,312,258],{}," 恢复，而不是从头再跑",[31,315,317],{"id":316},"什么时候不必强行上-lobster","什么时候不必强行上 Lobster",[14,319,320],{},"如果你的任务仍然是：",[18,322,323,326,329],{},[21,324,325],{},"一次性探索",[21,327,328],{},"大量开放推理",[21,330,331],{},"路径还没稳定",[14,333,334,335,337],{},"那继续停留在 ",[39,336,41],{}," 或普通 agent 协作往往更合适。",[14,339,340],{},"过早把还没定型的流程写成 Lobster，最后只会让：",[18,342,343,346],{},[21,344,345],{},"工作流很僵",[21,347,348],{},"维护成本上升",[31,350,351],{"id":351},"中文团队最容易踩的坑",[353,354,356,357,359],"h3",{"id":355},"_1-让-prose-直接承担最终执行","1. 让 ",[39,358,41],{}," 直接承担最终执行",[14,361,362],{},"这样会让执行边界不清，审批点也更难审计。",[353,364,366],{"id":365},"_2-还没稳定的流程就写成-lobster","2. 还没稳定的流程就写成 Lobster",[14,368,369],{},"最后会不断重写 pipeline。",[353,371,373],{"id":372},"_3-只看能跑起来不看恢复能力","3. 只看“能跑起来”，不看恢复能力",[14,375,376],{},"真正的团队流程往往最怕中途暂停后只能从头重来。",[31,378,379],{"id":379},"一条更稳的判断线",[14,381,382],{},"你可以直接按这个顺序判断：",[288,384,385,388,391,394],{},[21,386,387],{},"现在是在准备阶段，还是执行阶段",[21,389,390],{},"输出是否已经结构化",[21,392,393],{},"是否存在副作用",[21,395,396],{},"是否需要审批后恢复",[14,398,399],{},"如果答案逐步变成：",[18,401,402,405,408,411],{},[21,403,404],{},"是的，已经在执行",[21,406,407],{},"是的，输出稳定",[21,409,410],{},"是的，存在副作用",[21,412,413],{},"是的，需要恢复",[14,415,416,417,419],{},"那就该从 ",[39,418,41],{}," 转到 Lobster。",[31,421,422],{"id":422},"下一步推荐",[18,424,425,432,438],{},[21,426,427],{},[428,429,431],"a",{"href":430},"/docs/reference/lobster-invoke-and-resume","Lobster 的调用、审批和 resume token",[21,433,434],{},[428,435,437],{"href":436},"/best-practices/approval-gated-automation","需要审批的自动化流程应该怎么设计",[21,439,440],{},[428,441,443],{"href":442},"/best-practices/prose-to-lobster-handoff","从 Prose 准备到 Lobster 执行，交接线怎么画",{"title":445,"searchDepth":446,"depth":446,"links":447},"",2,[448,449,450,451,452,454,455,456,457,458,465,466],{"id":33,"depth":446,"text":33},{"id":59,"depth":446,"text":60},{"id":91,"depth":446,"text":92},{"id":126,"depth":446,"text":127},{"id":165,"depth":446,"text":453},"什么时候先上 /prose",{"id":202,"depth":446,"text":203},{"id":242,"depth":446,"text":243},{"id":283,"depth":446,"text":283},{"id":316,"depth":446,"text":317},{"id":351,"depth":446,"text":351,"children":459},[460,463,464],{"id":355,"depth":461,"text":462},3,"1. 让 /prose 直接承担最终执行",{"id":365,"depth":461,"text":366},{"id":372,"depth":461,"text":373},{"id":379,"depth":446,"text":379},{"id":422,"depth":446,"text":422},"功能",null,"基于最新官方 Lobster 文档，整理 OpenProse 与 Lobster 在多智能体准备、确定性执行和审批恢复上的分工，帮助中文团队判断什么时候该用 /prose，什么时候该转成工作流运行时。","md",{},true,"/docs/manual/openprose-and-lobster-boundaries",{"title":5,"description":469},"https://docs.openclaw.ai/tools/lobster","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",[501,502,503,504,505,506],"concepts","gateway","agent","channels","tools","memory",{"title":508,"description":509,"path":510,"category":497,"updatedAt":511,"sourceType":499,"tags":512},"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",[513,514,515,516,517],"developers","teams","architecture","configuration","skills",{"title":519,"description":520,"path":521,"category":497,"updatedAt":511,"sourceType":499,"tags":522},"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",[523,524,502,525,526],"enterprise","operations","security","upgrades",{"title":528,"description":529,"path":530,"category":497,"updatedAt":531,"sourceType":477,"tags":532},"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","2026-05-26",[503,533,534,535],"quickstart","tutorial","basics",{"title":537,"description":538,"path":539,"category":497,"updatedAt":531,"sourceType":477,"tags":540},"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",[504,533,534,535],{"title":542,"description":543,"path":544,"category":497,"updatedAt":531,"sourceType":477,"tags":545},"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",[517,533,534,535],{"title":547,"description":548,"path":549,"category":497,"updatedAt":531,"sourceType":477,"tags":550},"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",[484,551,533,534],"automation",{"title":553,"description":554,"path":555,"category":497,"updatedAt":531,"sourceType":477,"tags":556},"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",[533,557,558,559],"installation","onboarding","dashboard",{"title":561,"description":562,"path":563,"category":497,"updatedAt":564,"sourceType":477,"tags":565},"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","2026-03-11",[558,566,567,502],"daemon","setup",{"title":569,"description":570,"path":571,"category":497,"updatedAt":572,"sourceType":477,"tags":573},"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",[558,574,575,502,576],"remote","local","wizard",{"title":578,"description":579,"path":580,"category":497,"updatedAt":511,"sourceType":499,"tags":581},"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",[582,583,559,504,517],"personal","getting-started",{"title":585,"description":586,"path":587,"category":588,"updatedAt":564,"sourceType":477,"tags":589},"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",[590,591,592,558],"reading-path","overview","docs",{"title":594,"description":595,"path":596,"category":597,"updatedAt":598,"sourceType":477,"tags":599},"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",[591,600,504,601],"self-hosted","assistant",{"title":603,"description":604,"path":605,"category":497,"updatedAt":511,"sourceType":499,"tags":606},"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 扩展，而不是在基础链路未稳定时过早堆复杂度。","/docs/getting-started/when-to-add-skills-plugins-and-multi-agent",[517,607,482,608,609],"plugins","hooks","decision",{"title":611,"description":612,"path":613,"category":497,"updatedAt":485,"sourceType":499,"tags":614},"我什么时候该开始接入渠道","帮你判断现在是否已经适合进入 Telegram、WhatsApp、飞书等渠道接入，而不是在最小链路未稳定时过早增加复杂度。","/docs/getting-started/when-to-connect-channels",[504,558,609,502,615],"safety",{"title":617,"description":618,"path":619,"category":497,"updatedAt":485,"sourceType":499,"tags":620},"模型、配置和安全这三页分别什么时候看","用最短方式判断什么时候该去看模型选择、关键配置和安全实践，避免把问题带到错误页面里越看越乱。","/docs/getting-started/when-to-read-models-config-security",[621,622,525,609,583],"models","configurations",{"title":624,"description":625,"path":626,"category":497,"updatedAt":485,"sourceType":499,"tags":627},"Dashboard、WebChat 和聊天渠道分别什么时候用","把 OpenClaw 最常见的三个使用入口拆开，帮助你判断什么时候该进 Dashboard，什么时候该用 WebChat，什么时候才值得接入 Telegram、飞书或 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把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1362,1363,1364,1365,1366],"anthropic","429","context1m","failover","reference",{"title":1368,"description":1369,"path":1370,"category":1360,"updatedAt":564,"sourceType":477,"tags":1371},"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",[1366,678,1054,1372],"diagnostics",{"title":1374,"description":1375,"path":1376,"category":1360,"updatedAt":485,"sourceType":477,"tags":1377},"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",[483,939,818,502,1378,1366],"node",{"title":1380,"description":1381,"path":1382,"category":1360,"updatedAt":721,"sourceType":477,"tags":1383},"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",[688,961,1365,653,1366],{"title":1385,"description":1386,"path":1387,"category":1360,"updatedAt":721,"sourceType":477,"tags":1388},"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",[853,1389,741,854,1366],"bootstrapToken",{"title":1391,"description":1392,"path":1393,"category":1366,"updatedAt":648,"sourceType":477,"tags":1394},"引导文件模板系统","AGENTS.md、SOUL.md、BOOTSTRAP.md 等引导文件的用途、写法和最佳实践。","/docs/reference/bootstrap-templates",[1395,652,697,660,1255,651],"templates",{"title":1397,"description":1398,"path":1399,"category":1360,"updatedAt":711,"sourceType":477,"tags":1400},"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",[853,1401,504,1402,1184],"allowFrom","account",{"title":1404,"description":1405,"path":1406,"category":1360,"updatedAt":816,"sourceType":477,"tags":1407},"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",[678,1366,1408,1409],"commands","terminal",{"title":1411,"description":1412,"path":1413,"category":1360,"updatedAt":721,"sourceType":477,"tags":1414},"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",[1415,1416,688,686,1366],"cloudflare-ai-gateway","headers",{"title":1418,"description":1419,"path":1420,"category":1421,"updatedAt":485,"sourceType":766,"tags":1422},"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",[766,1423,1424,1425],"github","issues","feedback",{"title":1427,"description":1428,"path":1429,"category":1360,"updatedAt":816,"sourceType":477,"tags":1430},"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",[516,1366,1431,1432],"settings","options",{"title":1434,"description":1435,"path":1436,"category":1360,"updatedAt":572,"sourceType":477,"tags":1437},"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",[775,853,854,796,1184],{"title":1439,"description":1440,"path":1441,"category":1360,"updatedAt":721,"sourceType":477,"tags":1442},"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",[676,933,1443,1014,1366],"scheduler",{"title":1445,"description":1446,"path":1447,"category":1360,"updatedAt":1123,"sourceType":477,"tags":1448},"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",[559,795,1449,1450,688],"secretref","sessionStorage",{"title":1452,"description":1453,"path":1454,"category":1455,"updatedAt":816,"sourceType":477,"tags":1456},"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",[1457,1458,1459,1203,922],"debugging","debug","runtime-overrides",{"title":1461,"description":1462,"path":1463,"category":1360,"updatedAt":693,"sourceType":477,"tags":1464},"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",[1372,1465,1466,1458,1366],"logging","flags",{"title":1468,"description":1469,"path":1470,"category":1360,"updatedAt":693,"sourceType":477,"tags":1471},"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",[715,1472,1473,696,1366],"dmScope","identityLinks",{"title":1475,"description":1476,"path":1477,"category":1360,"updatedAt":693,"sourceType":477,"tags":1478},"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",[1203,1204,1372,1479,1366],"migrations",{"title":1481,"description":1482,"path":1483,"category":1360,"updatedAt":693,"sourceType":477,"tags":1484},"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",[1057,516,723,1485,1366],"shell",{"title":1487,"description":1488,"path":1489,"category":1360,"updatedAt":485,"sourceType":499,"tags":1490},"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",[1491,1278,766,1492,1280],"sources","trust",{"title":1494,"description":1495,"path":1496,"category":1360,"updatedAt":572,"sourceType":477,"tags":1497},"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",[502,1498,678,1131,668],"rpc",{"title":1500,"description":1501,"path":1502,"category":1360,"updatedAt":693,"sourceType":477,"tags":1503},"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",[853,854,502,667,1366],{"title":1505,"description":1506,"path":1507,"category":1360,"updatedAt":1123,"sourceType":477,"tags":1508},"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",[715,502,628,559,1366],{"title":1510,"description":1511,"path":1512,"category":1360,"updatedAt":721,"sourceType":477,"tags":1513},"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",[502,1131,1514,1515,1366],"protocol","scopes",{"title":1517,"description":1518,"path":1519,"category":1360,"updatedAt":711,"sourceType":477,"tags":1520},"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",[714,1521,696,939,872],"mention",{"title":1523,"description":1524,"path":1525,"category":1360,"updatedAt":721,"sourceType":477,"tags":1526},"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",[1177,1527,1528,1529,1366],"visibility","activeHours","alerts",{"title":1531,"description":1532,"path":1533,"category":1360,"updatedAt":711,"sourceType":477,"tags":1534},"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",[1125,1131,1535,502,1366],"sdk",{"title":1537,"description":1538,"path":1539,"category":1360,"updatedAt":711,"sourceType":477,"tags":1540},"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",[516,1541,1155,1542,1366],"include","arrays",{"title":431,"description":1544,"path":430,"category":1360,"updatedAt":693,"sourceType":477,"tags":1545},"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。",[481,1546,483,484,1366],"invoke",{"title":1548,"description":1549,"path":1550,"category":1360,"updatedAt":721,"sourceType":477,"tags":1551},"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",[506,1552,1553,1554,1555,1366],"hybrid-search","ranking","mmr","retrieval",{"title":1557,"description":1558,"path":1559,"category":1360,"updatedAt":485,"sourceType":477,"tags":1560},"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",[621,1561,688,686,1366],"probe",{"title":1563,"description":1564,"path":1565,"category":1360,"updatedAt":1052,"sourceType":477,"tags":1566},"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",[853,854,1401,1567,1184],"credentials",{"title":1569,"description":1570,"path":1571,"category":1360,"updatedAt":485,"sourceType":477,"tags":1572},"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",[607,749,1573,1574,1280,1366],"npm","pin",{"title":1576,"description":1577,"path":1578,"category":1455,"updatedAt":572,"sourceType":477,"tags":1579},"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",[1457,1580,922,686,885],"raw-stream",{"title":1582,"description":1583,"path":1584,"category":1360,"updatedAt":721,"sourceType":477,"tags":1585},"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",[574,1586,688,502,1366],"tlsFingerprint",{"title":1588,"description":1589,"path":1590,"category":1360,"updatedAt":721,"sourceType":477,"tags":1591},"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",[714,1592,1593,1594,1366],"mentions","pending-history","reply",{"title":1596,"description":1597,"path":1598,"category":1360,"updatedAt":693,"sourceType":477,"tags":1599},"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",[1600,1601,650,686,1366],"secrets","secretrefs",{"title":1603,"description":1604,"path":1605,"category":1360,"updatedAt":711,"sourceType":477,"tags":1606},"secure DM 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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",[551,1177,676,1633,524],{"title":1952,"description":1953,"path":1954,"category":1928,"date":673,"updatedAt":673,"sourceType":477,"source":1955,"tags":1956},"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",[675,551,676,677,1304,524],{"title":1958,"description":1959,"path":1960,"category":1928,"date":673,"updatedAt":673,"sourceType":477,"source":1961,"tags":1962},"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",[684,685,687,686,981],{"title":1964,"description":1965,"path":1966,"category":1928,"date":711,"updatedAt":711,"sourceType":477,"source":1967,"tags":1968},"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",[713,697,714,696,742],{"title":1970,"description":1971,"path":1972,"category":1928,"date":721,"updatedAt":721,"sourceType":477,"source":1973,"tags":1974},"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",[559,1339,853,574,525],{"title":1976,"description":1977,"path":1978,"category":1928,"date":485,"updatedAt":485,"sourceType":477,"source":1936,"tags":1979},"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",[741,743,483,504,1293],{"title":1981,"description":1982,"path":1983,"category":1779,"date":498,"updatedAt":498,"sourceType":766,"source":1984,"tags":1985},"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",[1659,767,1782,1735],{"title":1987,"description":1988,"path":1989,"category":1928,"date":485,"updatedAt":485,"sourceType":477,"source":1990,"tags":1991},"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",[749,517,758,759,1992,750],"telemetry",{"title":1994,"description":1995,"path":1996,"category":1721,"date":572,"updatedAt":572,"sourceType":477,"source":1997,"tags":1998},"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",[678,502,1498,668,524],{"title":2000,"description":2001,"path":2002,"category":1928,"date":693,"updatedAt":693,"sourceType":477,"source":2003,"tags":2004},"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",[516,1057,695,2005,524],"overrides",{"title":2007,"description":2008,"path":2009,"category":1721,"date":572,"updatedAt":572,"sourceType":477,"source":1916,"tags":2010},"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",[1079,1080,653,506,2011],"continuity",{"title":2013,"description":2014,"path":2015,"category":1721,"date":572,"updatedAt":572,"sourceType":477,"source":2016,"tags":2017},"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",[775,559,1163,853,574],{"title":2019,"description":2020,"path":2021,"category":1928,"date":1123,"updatedAt":1123,"sourceType":477,"source":1942,"tags":2022},"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",[513,517,767,1659],{"title":2036,"description":2037,"path":2038,"category":1928,"date":711,"updatedAt":711,"sourceType":477,"source":2039,"tags":2040},"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",[854,853,795,1197,2041],"rotate",{"title":2043,"description":2044,"path":2045,"category":1928,"date":693,"updatedAt":693,"sourceType":477,"source":2046,"tags":2047},"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",[1203,1372,1204,1457,524],{"title":2049,"description":2050,"path":2051,"category":1928,"date":711,"updatedAt":711,"sourceType":477,"source":2046,"tags":2052},"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",[1203,1204,1054,1281,1372],{"title":2054,"description":2055,"path":2056,"category":2057,"date":498,"updatedAt":498,"sourceType":766,"source":2058,"tags":2059},"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",[2060,2061,2062,2063],"education","adoption","ai-tutor","higher-education",{"title":2065,"description":2066,"path":2067,"category":2057,"date":498,"updatedAt":498,"sourceType":766,"source":2068,"tags":2069},"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",[523,1661,484,1659],{"title":2071,"description":2072,"path":2073,"category":1721,"date":572,"updatedAt":572,"sourceType":477,"source":2074,"tags":2075},"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",[517,749,607,608,768],{"title":2077,"description":2078,"path":2079,"category":1928,"date":673,"updatedAt":673,"sourceType":477,"source":2080,"tags":2081},"OpenClaw 的 Feishu 入口正在从聊天机器人走向文档协作流","官方近期更新的 Feishu 文档，把扫码接入、群控边界和 Drive 评论线程动作都写进了主线，说明 Feishu 已经不只是简单聊天入口。","/news/openclaw-feishu-drive-comments-watch-2026-04-30","https://docs.openclaw.ai/channels/feishu",[831,832,833,834,504,835],{"title":2083,"description":2084,"path":2085,"category":1928,"date":711,"updatedAt":711,"sourceType":477,"source":2086,"tags":2087},"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",[502,853,2088,795,667],"pending",{"title":2090,"description":2091,"path":2092,"category":1928,"date":1123,"updatedAt":1123,"sourceType":477,"source":2093,"tags":2094},"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",[502,715,628,559,2095],"state",{"title":2097,"description":2098,"path":2099,"category":1928,"date":711,"updatedAt":711,"sourceType":477,"source":2100,"tags":2101},"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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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",[516,1541,1155,1542,524],{"title":2115,"description":2116,"path":2117,"category":1721,"date":572,"updatedAt":572,"sourceType":477,"source":2118,"tags":2119},"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",[2120,1661,2121,2122,2123],"showcase","home-assistant","nix","infrastructure",{"title":2125,"description":2126,"path":2127,"category":1928,"date":693,"updatedAt":693,"sourceType":477,"source":2128,"tags":2129},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[2120,506,803,2157,2158],"vector-search","knowledge",{"title":2160,"description":2161,"path":2162,"category":1928,"date":711,"updatedAt":711,"sourceType":477,"source":2163,"tags":2164},"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",[1521,714,741,743,810],{"title":2166,"description":2167,"path":2168,"category":1928,"date":693,"updatedAt":693,"sourceType":477,"source":2169,"tags":2170},"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",[872,628,696,876,504],{"title":2172,"description":2173,"path":2174,"category":1928,"date":485,"updatedAt":485,"sourceType":477,"source":1997,"tags":2175},"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",[621,1561,686,688,1240],{"title":2177,"description":2178,"path":2179,"category":1928,"date":711,"updatedAt":711,"sourceType":477,"source":2180,"tags":2181},"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 文档，最近节点层最值得关注的变化之一是能力宿主边界正在被主动拆清。","/news/openclaw-node-host-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes",[667,852,502,853,854],{"title":2183,"description":2184,"path":2185,"category":1721,"date":572,"updatedAt":572,"sourceType":477,"source":2186,"tags":2187},"OpenClaw 接入观察：从 2026.1.29 的迁移信号到现在的 Onboarding Wizard，官方已经把“第一次跑通”做成更完整链路","基于 2026 年 3 月 21 日可见的官方 Onboarding、Install 与 Releases 页面，整理 OpenClaw 从命名迁移、路径自动迁移到本地/远程 wizard 分流这条接入链路最近最值得注意的变化。","/news/openclaw-onboarding-migration-watch-2026-03-21","https://docs.openclaw.ai/start/wizard",[558,1706,975,1707,1281],{"title":2189,"description":2190,"path":2191,"category":1928,"date":1123,"updatedAt":1123,"sourceType":477,"source":2016,"tags":2192},"OpenClaw 的远程 operator 正在从“谁都能开网页”转向浏览器级交接管理","随着 Dashboard、Control UI 和 device pairing 文档持续补强，官方越来越清楚地把浏览器 profile、设备 pairing 和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1293,796,775,853,574],{"title":2194,"description":2195,"path":2196,"category":1928,"date":721,"updatedAt":721,"sourceType":477,"source":2197,"tags":2198},"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",[559,628,1131,1293,668],{"title":2200,"description":2201,"path":2202,"category":1928,"date":711,"updatedAt":711,"sourceType":477,"source":2039,"tags":2203},"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",[853,1401,504,1402,524],{"title":2205,"description":2206,"path":2207,"category":1721,"date":572,"updatedAt":572,"sourceType":477,"source":2208,"tags":2209},"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",[607,767,608,766,768],{"title":2211,"description":2212,"path":2213,"category":1928,"date":485,"updatedAt":485,"sourceType":477,"source":2214,"tags":2215},"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",[607,749,1573,1574,1280],{"title":2217,"description":2218,"path":2219,"category":1928,"date":485,"updatedAt":485,"sourceType":477,"source":475,"tags":2220},"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",[480,481,484,483,482],{"title":2222,"description":2223,"path":2224,"category":1928,"date":721,"updatedAt":721,"sourceType":477,"source":2225,"tags":2226},"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",[686,621,667,688,981],{"title":2228,"description":2229,"path":2230,"category":1928,"date":721,"updatedAt":721,"sourceType":477,"source":2231,"tags":2232},"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",[686,1365,621,502,524],{"title":2234,"description":2235,"path":2236,"category":1721,"date":572,"updatedAt":572,"sourceType":477,"source":1916,"tags":2237},"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",[1278,1279,1281,1280],{"title":2239,"description":2240,"path":2241,"category":1928,"date":693,"updatedAt":693,"sourceType":477,"source":1942,"tags":2242},"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",[559,853,667,574,1184],{"title":2244,"description":2245,"path":2246,"category":1928,"date":711,"updatedAt":711,"sourceType":477,"source":2247,"tags":2248},"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",[696,695,2249,504,697],"threads",{"title":2251,"description":2252,"path":2253,"category":1928,"date":673,"updatedAt":673,"sourceType":477,"source":2254,"tags":2255},"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",[1022,914,1023,600,505],{"title":2257,"description":2258,"path":2259,"category":1928,"date":711,"updatedAt":711,"sourceType":477,"source":2260,"tags":2261},"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",[1601,2262,2263,1600,524],"snapshot","rotation",{"title":2265,"description":2266,"path":2267,"category":1928,"date":711,"updatedAt":711,"sourceType":477,"source":2128,"tags":2268},"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",[715,525,1472,853,1319],{"title":2270,"description":2271,"path":2272,"category":1928,"date":485,"updatedAt":485,"sourceType":477,"source":2273,"tags":2274},"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",[525,1304,1306,1305,524],{"title":2276,"description":2277,"path":2278,"category":2279,"date":498,"updatedAt":498,"sourceType":766,"source":2280,"tags":2281},"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",[525,2282,885,523],"compliance",{"title":2284,"description":2285,"path":2286,"category":1928,"date":693,"updatedAt":693,"sourceType":477,"source":2260,"tags":2287},"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",[525,1600,483,2288,524],"proxy",{"title":2290,"description":2291,"path":2292,"category":1928,"date":1611,"updatedAt":1611,"sourceType":477,"source":2293,"tags":2294},"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",[715,1614,1080,1613,502],{"title":2296,"description":2297,"path":2298,"category":1928,"date":1611,"updatedAt":1611,"sourceType":477,"source":2299,"tags":2300},"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",[653,678,1620,1304,524],{"title":2302,"description":2303,"path":2304,"category":1928,"date":711,"updatedAt":711,"sourceType":477,"source":2305,"tags":2306},"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",[525,1319,1320,2307,502],"sandbox",{"title":2309,"description":2310,"path":2311,"category":1721,"date":572,"updatedAt":572,"sourceType":477,"source":2118,"tags":2312},"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",[2120,766,741,517,551],{"title":2314,"description":2315,"path":2316,"category":1928,"date":721,"updatedAt":721,"sourceType":477,"source":2305,"tags":2317},"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",[1319,1473,713,696,525],{"title":2319,"description":2320,"path":2321,"category":1928,"date":1611,"updatedAt":1611,"sourceType":477,"source":2322,"tags":2323},"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",[1613,686,1639,1640,2324],"compatibility",{"title":2326,"description":2327,"path":2328,"category":1928,"date":485,"updatedAt":485,"sourceType":477,"source":1973,"tags":2329},"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",[1339,525,574,502,688],{"title":2331,"description":2332,"path":2333,"category":1928,"date":1123,"updatedAt":1123,"sourceType":477,"source":2093,"tags":2334},"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",[502,628,1125,1457,715],{"title":2336,"description":2337,"path":2338,"category":1928,"date":485,"updatedAt":485,"sourceType":477,"source":2339,"tags":2340},"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",[1687,1281,961,502,2095],{"title":2342,"description":2343,"path":2344,"category":1928,"date":485,"updatedAt":485,"sourceType":477,"source":2345,"tags":2346},"OpenClaw 更新观察：stable、beta、dev 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