[{"data":1,"prerenderedAt":2996},["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","2026-03-12",[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":556,"sourceType":477,"tags":557},"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",[533,558,559,560],"installation","onboarding","dashboard",{"title":562,"description":563,"path":564,"category":497,"updatedAt":556,"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",[559,566,567,502],"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",[559,574,575,502,576],"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 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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",[504,559,609,502,615],"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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场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[1331,1332,766,777,1287],"cloudflare-ai-gateway","headers",{"title":1334,"description":1335,"path":1336,"category":1337,"updatedAt":485,"sourceType":737,"tags":1338},"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",[737,1339,1340,1341],"github","issues","feedback",{"title":1343,"description":1344,"path":1345,"category":1281,"updatedAt":531,"sourceType":477,"tags":1346},"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",[516,1287,1347,1348],"settings","options",{"title":1350,"description":1351,"path":1352,"category":1281,"updatedAt":572,"sourceType":477,"tags":1353},"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",[746,816,817,768,1104],{"title":1355,"description":1356,"path":1357,"category":1281,"updatedAt":691,"sourceType":477,"tags":1358},"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",[1089,896,1359,1360,1287],"scheduler","queue",{"title":1362,"description":1363,"path":1364,"category":1281,"updatedAt":1042,"sourceType":477,"tags":1365},"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",[560,767,1366,1367,766],"secretref","sessionStorage",{"title":1369,"description":1370,"path":1371,"category":1372,"updatedAt":531,"sourceType":477,"tags":1373},"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",[1374,1375,1376,1123,885],"debugging","debug","runtime-overrides",{"title":1378,"description":1379,"path":1380,"category":1281,"updatedAt":663,"sourceType":477,"tags":1381},"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",[1293,1382,1383,1375,1287],"logging","flags",{"title":1385,"description":1386,"path":1387,"category":1281,"updatedAt":663,"sourceType":477,"tags":1388},"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",[685,1389,1390,666,1287],"dmScope","identityLinks",{"title":1392,"description":1393,"path":1394,"category":1281,"updatedAt":663,"sourceType":477,"tags":1395},"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",[1123,1124,1293,1396,1287],"migrations",{"title":1398,"description":1399,"path":1400,"category":1281,"updatedAt":663,"sourceType":477,"tags":1401},"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",[985,516,693,1402,1287],"shell",{"title":1404,"description":1405,"path":1406,"category":1281,"updatedAt":485,"sourceType":499,"tags":1407},"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",[1408,1199,737,1409,1201],"sources","trust",{"title":1411,"description":1412,"path":1413,"category":1281,"updatedAt":572,"sourceType":477,"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",[502,1415,944,1050,658],"rpc",{"title":1417,"description":1418,"path":1419,"category":1281,"updatedAt":663,"sourceType":477,"tags":1420},"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",[816,817,502,657,1287],{"title":1422,"description":1423,"path":1424,"category":1281,"updatedAt":1042,"sourceType":477,"tags":1425},"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",[685,502,628,560,1287],{"title":1427,"description":1428,"path":1429,"category":1281,"updatedAt":691,"sourceType":477,"tags":1430},"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",[502,1050,1431,1432,1287],"protocol","scopes",{"title":1434,"description":1435,"path":1436,"category":1281,"updatedAt":681,"sourceType":477,"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",[684,1438,666,902,835],"mention",{"title":1440,"description":1441,"path":1442,"category":1281,"updatedAt":691,"sourceType":477,"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 为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[1097,1444,1445,1446,1287],"visibility","activeHours","alerts",{"title":1448,"description":1449,"path":1450,"category":1281,"updatedAt":681,"sourceType":477,"tags":1451},"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",[1044,1050,1452,502,1287],"sdk",{"title":1454,"description":1455,"path":1456,"category":1281,"updatedAt":681,"sourceType":477,"tags":1457},"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",[516,1458,1074,1459,1287],"include","arrays",{"title":431,"description":1461,"path":430,"category":1281,"updatedAt":663,"sourceType":477,"tags":1462},"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。",[481,1463,483,484,1287],"invoke",{"title":1465,"description":1466,"path":1467,"category":1281,"updatedAt":691,"sourceType":477,"tags":1468},"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",[506,1469,1470,1471,1472,1287],"hybrid-search","ranking","mmr","retrieval",{"title":1474,"description":1475,"path":1476,"category":1281,"updatedAt":485,"sourceType":477,"tags":1477},"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",[621,1478,766,777,1287],"probe",{"title":1480,"description":1481,"path":1482,"category":1281,"updatedAt":980,"sourceType":477,"tags":1483},"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",[816,817,1317,1484,1104],"credentials",{"title":1486,"description":1487,"path":1488,"category":1281,"updatedAt":485,"sourceType":477,"tags":1489},"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",[607,720,1490,1491,1201,1287],"npm","pin",{"title":1493,"description":1494,"path":1495,"category":1372,"updatedAt":572,"sourceType":477,"tags":1496},"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",[1374,1497,885,777,848],"raw-stream",{"title":1499,"description":1500,"path":1501,"category":1281,"updatedAt":691,"sourceType":477,"tags":1502},"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",[574,1503,766,502,1287],"tlsFingerprint",{"title":1505,"description":1506,"path":1507,"category":1281,"updatedAt":691,"sourceType":477,"tags":1508},"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",[684,1509,1510,1511,1287],"mentions","pending-history","reply",{"title":1513,"description":1514,"path":1515,"category":1281,"updatedAt":663,"sourceType":477,"tags":1516},"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",[1517,1518,1519,777,1287],"secrets","secretrefs","runtime",{"title":1521,"description":1522,"path":1523,"category":1281,"updatedAt":681,"sourceType":477,"tags":1524},"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",[685,525,1389,816,902],{"title":1526,"description":1527,"path":1528,"category":1281,"updatedAt":1529,"sourceType":477,"tags":1530},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[685,1531,1532,999,1287],"transcript","jsonl",{"title":1534,"description":1535,"path":1536,"category":1281,"updatedAt":1529,"sourceType":477,"tags":1537},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[804,944,1538,1225,524],"store",{"title":1540,"description":1541,"path":1542,"category":1281,"updatedAt":691,"sourceType":477,"tags":1543},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[525,1240,1225,1544,1287],"ingress",{"title":1546,"description":1547,"path":1548,"category":1281,"updatedAt":572,"sourceType":477,"tags":1549},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[944,1132,1550,885,1551],"health","troubleshooting",{"title":1553,"description":1554,"path":1555,"category":1281,"updatedAt":1529,"sourceType":477,"tags":1556},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1531,1557,777,1558,1287],"hygiene","tool-calls",{"title":1560,"description":1561,"path":1562,"category":1372,"updatedAt":556,"sourceType":477,"tags":1563},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[1551,1123,1132,885],{"title":1565,"description":1566,"path":1567,"category":1281,"updatedAt":663,"sourceType":477,"tags":1568},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 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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",[516,985,665,1915,524],"overrides",{"title":1917,"description":1918,"path":1919,"category":1642,"date":572,"updatedAt":572,"sourceType":477,"source":1844,"tags":1920},"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",[998,999,804,506,1921],"continuity",{"title":1923,"description":1924,"path":1925,"category":1642,"date":572,"updatedAt":572,"sourceType":477,"source":1926,"tags":1927},"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",[746,560,1082,816,574],{"title":1929,"description":1930,"path":1931,"category":1850,"date":1042,"updatedAt":1042,"sourceType":477,"source":1864,"tags":1932},"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",[560,1933,1366,766,746],"bootstrap",{"title":1935,"description":1936,"path":1937,"category":1850,"date":485,"updatedAt":485,"sourceType":477,"source":1864,"tags":1938},"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",[560,628,767,1366,666,1939],"web",{"title":1941,"description":1942,"path":1943,"category":1642,"date":498,"updatedAt":498,"sourceType":737,"source":1944,"tags":1945},"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",[513,517,738,1577],{"title":1947,"description":1948,"path":1949,"category":1850,"date":681,"updatedAt":681,"sourceType":477,"source":1950,"tags":1951},"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",[817,816,767,1117,1952],"rotate",{"title":1954,"description":1955,"path":1956,"category":1850,"date":663,"updatedAt":663,"sourceType":477,"source":1957,"tags":1958},"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",[1123,1293,1124,1374,524],{"title":1960,"description":1961,"path":1962,"category":1850,"date":681,"updatedAt":681,"sourceType":477,"source":1957,"tags":1963},"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",[1123,1124,982,1202,1293],{"title":1965,"description":1966,"path":1967,"category":1968,"date":498,"updatedAt":498,"sourceType":737,"source":1969,"tags":1970},"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",[1971,1972,1973,1974],"education","adoption","ai-tutor","higher-education",{"title":1976,"description":1977,"path":1978,"category":1968,"date":498,"updatedAt":498,"sourceType":737,"source":1979,"tags":1980},"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",[523,1579,484,1577],{"title":1982,"description":1983,"path":1984,"category":1642,"date":572,"updatedAt":572,"sourceType":477,"source":1985,"tags":1986},"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",[517,720,607,608,739],{"title":1988,"description":1989,"path":1990,"category":1850,"date":681,"updatedAt":681,"sourceType":477,"source":1991,"tags":1992},"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",[502,816,1993,767,657],"pending",{"title":1995,"description":1996,"path":1997,"category":1850,"date":1042,"updatedAt":1042,"sourceType":477,"source":1998,"tags":1999},"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",[502,685,628,560,2000],"state",{"title":2002,"description":2003,"path":2004,"category":1850,"date":681,"updatedAt":681,"sourceType":477,"source":2005,"tags":2006},"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",[684,1438,902,835,666],{"title":2008,"description":2009,"path":2010,"category":1850,"date":691,"updatedAt":691,"sourceType":477,"source":2005,"tags":2011},"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",[684,1509,2012,683,923],"activation",{"title":2014,"description":2015,"path":2016,"category":1850,"date":681,"updatedAt":681,"sourceType":477,"source":2017,"tags":2018},"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",[516,1458,1074,1459,524],{"title":2020,"description":2021,"path":2022,"category":1642,"date":572,"updatedAt":572,"sourceType":477,"source":2023,"tags":2024},"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",[2025,1579,2026,2027,2028],"showcase","home-assistant","nix","infrastructure",{"title":2030,"description":2031,"path":2032,"category":1850,"date":663,"updatedAt":663,"sourceType":477,"source":2033,"tags":2034},"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",[804,506,999,1921,923],{"title":2036,"description":2037,"path":2038,"category":1850,"date":663,"updatedAt":663,"sourceType":477,"source":2039,"tags":2040},"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",[1202,1089,804,1090,524],{"title":2042,"description":2043,"path":2044,"category":1669,"date":1643,"updatedAt":556,"sourceType":1339,"source":1671,"tags":2045},"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",[1199,1272,1200,517,525],{"title":2047,"description":2048,"path":2049,"category":1850,"date":485,"updatedAt":485,"sourceType":477,"source":2050,"tags":2051},"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",[506,607,870,862,877],{"title":2053,"description":2054,"path":2055,"category":1850,"date":691,"updatedAt":691,"sourceType":477,"source":2050,"tags":2056},"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",[506,1472,1469,878,962],{"title":2058,"description":2059,"path":2060,"category":1642,"date":572,"updatedAt":572,"sourceType":477,"source":2023,"tags":2061},"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",[2025,506,775,2062,2063],"vector-search","knowledge",{"title":2065,"description":2066,"path":2067,"category":1850,"date":681,"updatedAt":681,"sourceType":477,"source":2068,"tags":2069},"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",[1438,684,712,714,783],{"title":2071,"description":2072,"path":2073,"category":1850,"date":663,"updatedAt":663,"sourceType":477,"source":2074,"tags":2075},"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",[835,628,666,839,504],{"title":2077,"description":2078,"path":2079,"category":1850,"date":485,"updatedAt":485,"sourceType":477,"source":1907,"tags":2080},"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",[621,1478,777,766,1161],{"title":2082,"description":2083,"path":2084,"category":1850,"date":681,"updatedAt":681,"sourceType":477,"source":2085,"tags":2086},"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",[657,815,502,816,817],{"title":2088,"description":2089,"path":2090,"category":1642,"date":572,"updatedAt":572,"sourceType":477,"source":2091,"tags":2092},"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",[559,1626,2093,1627,1202],"install",{"title":2095,"description":2096,"path":2097,"category":1850,"date":1042,"updatedAt":1042,"sourceType":477,"source":1926,"tags":2098},"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",[1214,768,746,816,574],{"title":2100,"description":2101,"path":2102,"category":1850,"date":691,"updatedAt":691,"sourceType":477,"source":2103,"tags":2104},"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",[560,628,1050,1214,658],{"title":2106,"description":2107,"path":2108,"category":1850,"date":681,"updatedAt":681,"sourceType":477,"source":1950,"tags":2109},"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 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名称差异。","/news/openclaw-release-watch-2026-03-21",[1199,1200,1202,1201],{"title":2145,"description":2146,"path":2147,"category":1850,"date":663,"updatedAt":663,"sourceType":477,"source":1864,"tags":2148},"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",[560,816,657,574,1104],{"title":2150,"description":2151,"path":2152,"category":1850,"date":681,"updatedAt":681,"sourceType":477,"source":2153,"tags":2154},"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",[666,665,2155,504,667],"threads",{"title":2157,"description":2158,"path":2159,"category":1850,"date":681,"updatedAt":681,"sourceType":477,"source":2160,"tags":2161},"OpenClaw Secret 观察：active snapshot 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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",[1531,777,1557,1558,2224],"compatibility",{"title":2226,"description":2227,"path":2228,"category":1850,"date":485,"updatedAt":485,"sourceType":477,"source":1883,"tags":2229},"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",[1260,525,574,502,766],{"title":2231,"description":2232,"path":2233,"category":1850,"date":1042,"updatedAt":1042,"sourceType":477,"source":1998,"tags":2234},"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 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