[{"data":1,"prerenderedAt":3044},["ShallowReactive",2],{"best-practices:production-operations-blueprint":3,"content-manifest":542},{"id":4,"title":5,"body":6,"category":520,"date":521,"description":522,"difficulty":523,"extension":524,"meta":525,"navigation":526,"path":527,"seo":528,"source":529,"sourceName":530,"sourceType":531,"stem":532,"tags":533,"updatedAt":540,"__hash__":541},"bestPractices/best-practices/production-operations-blueprint.md","团队长期运行蓝图：把 OpenClaw 从可用做成可运营",{"type":7,"value":8,"toc":483},"minimark",[9,13,17,24,27,32,35,58,61,66,69,74,77,80,83,87,90,94,97,100,104,107,110,113,131,134,137,158,162,165,168,171,174,177,180,183,186,189,203,206,210,213,216,230,233,238,241,243,263,267,270,273,287,290,301,305,308,311,315,318,322,325,329,332,335,339,342,346,365,368,384,387,401,404,418,421,425,428,431,435,438,441,444,447,450,453,457,460,480],[10,11,5],"h1",{"id":12},"团队长期运行蓝图把-openclaw-从可用做成可运营",[14,15,16],"p",{},"单人测试环境里，OpenClaw 最常见的问题是：",[18,19,20],"ul",{},[21,22,23],"li",{},"能不能跑起来",[14,25,26],{},"但一旦进入团队长期运行，核心问题会很快变成另一种：",[18,28,29],{},[21,30,31],{},"它能不能被稳定运营",[14,33,34],{},"这里的“可运营”不是抽象概念，而是非常具体的几件事：",[18,36,37,40,43,46,49,52,55],{},[21,38,39],{},"谁能进入管理面",[21,41,42],{},"谁能处理 approvals",[21,44,45],{},"哪些渠道是真实生产入口",[21,47,48],{},"provider 和 fallback 谁负责维护",[21,50,51],{},"记忆和会话边界谁来守",[21,53,54],{},"heartbeat、cron、workflow 谁在值守",[21,56,57],{},"release、cleanup、repair 和回滚谁负责",[14,59,60],{},"这篇长文就是把这些原本散落在很多手册和实践里的内容，重新组织成一套团队长期运行蓝图。",[62,63,65],"h2",{"id":64},"_1-先把团队里的系统角色分出来","1. 先把团队里的系统角色分出来",[14,67,68],{},"更适合的最小角色划分通常是：",[70,71,73],"h3",{"id":72},"平台-owner","平台 owner",[14,75,76],{},"负责 Gateway 主实例、关键配置、provider 策略、安全基线和升级窗口。",[70,78,79],{"id":79},"operator",[14,81,82],{},"负责日常查看状态、处理低风险操作、跟进运行异常和值班交接。",[70,84,86],{"id":85},"automation-maintainer","automation maintainer",[14,88,89],{},"负责 heartbeat、cron、workflow、渠道通知策略和 quiet hours。",[70,91,93],{"id":92},"content-domain-maintainer","content / domain maintainer",[14,95,96],{},"负责 Skills、插件、业务流程和知识沉淀。",[14,98,99],{},"这些角色不一定非要对应不同人，但职责最好分清，不然所有人都在“顺手改一点”的环境里最容易积累隐性风险。",[62,101,103],{"id":102},"_2-控制面要先收口再谈协作效率","2. 控制面要先收口，再谈协作效率",[14,105,106],{},"团队协作里最先该收的通常不是渠道，而是控制面。",[14,108,109],{},"因为一旦 Dashboard、Control UI、浏览器设备和远程入口没收住，后面所有治理都会变虚。",[14,111,112],{},"更稳的默认原则通常是：",[114,115,116,119,122,125,128],"ol",{},[21,117,118],{},"localhost 优先",[21,120,121],{},"SSH tunnel / Tailscale 优先于公网暴露",[21,123,124],{},"浏览器设备逐台批准",[21,126,127],{},"trusted-proxy 只在组织级身份系统成熟后启用",[21,129,130],{},"更少的人拥有“可批”“可改”“可执行”",[14,132,133],{},"这条线同时在决定安全边界、交接效率和排障成本。",[14,135,136],{},"延伸阅读：",[18,138,139,146,152],{},[21,140,141],{},[142,143,145],"a",{"href":144},"/best-practices/browser-admin-trust-chain","浏览器管理员面要按信任链分层开放",[21,147,148],{},[142,149,151],{"href":150},"/best-practices/operator-browser-discipline","多人协作时怎么管理 Operator 浏览器入口",[21,153,154],{},[142,155,157],{"href":156},"/best-practices/team-gateway-operator-playbook","团队里如何管理 Gateway、Operator 与浏览器控制面",[62,159,161],{"id":160},"_3-渠道入口要按生产等级分层","3. 渠道入口要按生产等级分层",[14,163,164],{},"不是所有聊天入口都应该被同等对待。",[14,166,167],{},"更适合的分层通常是：",[70,169,170],{"id":170},"低风险测试入口",[14,172,173],{},"例如 WebChat、开发期 Telegram 私聊、临时测试 bot。",[70,175,176],{"id":176},"正式生产入口",[14,178,179],{},"例如团队值班群、用户真实支持入口、需要稳定 session 归属的共享账号。",[70,181,182],{"id":182},"高敏感入口",[14,184,185],{},"例如广播群、共享收件箱、带身份映射的 DM。",[14,187,188],{},"不同等级入口应该分别配置：",[18,190,191,194,197,200],{},[21,192,193],{},"pairing / allowFrom",[21,195,196],{},"mention gating",[21,198,199],{},"session routing",[21,201,202],{},"shared-user ingress discipline",[14,204,205],{},"团队环境里最常见的问题之一，就是把测试入口和生产入口混成一套治理。",[62,207,209],{"id":208},"_4-provider-策略不要只看哪家更强要看谁负责恢复","4. provider 策略不要只看“哪家更强”，要看“谁负责恢复”",[14,211,212],{},"团队长期运行里，provider 不是选型题，而是恢复题。",[14,214,215],{},"更稳的最小策略通常是：",[114,217,218,221,224,227],{},[21,219,220],{},"一个主 provider",[21,222,223],{},"一套清楚的 fallback",[21,225,226],{},"对 auth profile 和 cooldown 有可观测性",[21,228,229],{},"明确统一网关层是否存在",[14,231,232],{},"如果你们已经有 LiteLLM、Cloudflare AI Gateway 或多个上游 provider，就更要先回答：",[18,234,235],{},[21,236,237],{},"真实问题发生时，恢复顺序到底是谁说了算",[14,239,240],{},"不然同一层问题会在上游 provider、统一网关和 OpenClaw fallback 三层之间互相踢来踢去。",[14,242,136],{},[18,244,245,251,257],{},[21,246,247],{},[142,248,250],{"href":249},"/best-practices/provider-recovery-ladder","Provider 故障恢复阶梯",[21,252,253],{},[142,254,256],{"href":255},"/best-practices/model-auth-monitoring","模型 auth monitoring",[21,258,259],{},[142,260,262],{"href":261},"/best-practices/provider-gateway-layering","团队里如何给 Provider 加统一网关层",[62,264,266],{"id":265},"_5-记忆和会话要先收边界再谈智能","5. 记忆和会话要先收边界，再谈智能",[14,268,269],{},"团队环境里，记忆系统的最大风险往往不是不够聪明，而是边界不稳。",[14,271,272],{},"最应该先明确的是：",[18,274,275,278,281,284],{},[21,276,277],{},"哪些对话走个人 session",[21,279,280],{},"哪些走群组 / topic session",[21,282,283],{},"哪些长期沉淀到 memory",[21,285,286],{},"哪些索引刷新是自动的、哪些是人工治理",[14,288,289],{},"如果这几条不先定下来，团队后面最容易出现：",[18,291,292,295,298],{},[21,293,294],{},"对话互相串味",[21,296,297],{},"共享入口状态混乱",[21,299,300],{},"memory 索引和真实 source of truth 不一致",[62,302,304],{"id":303},"_6-自动化要分成值守准点和高风险三条-lane","6. 自动化要分成值守、准点和高风险三条 lane",[14,306,307],{},"团队里最不适合的做法，是把所有自动化都当成一类。",[14,309,310],{},"更稳的分层通常是：",[70,312,314],{"id":313},"值守-lane","值守 lane",[14,316,317],{},"用 heartbeat 承担日常巡检、低噪音提醒和上下文相关 check-in。",[70,319,321],{"id":320},"准点-lane","准点 lane",[14,323,324],{},"用 cron 承担日报、周报、定点同步、定时分析和 maintenance jobs。",[70,326,328],{"id":327},"高风险-lane","高风险 lane",[14,330,331],{},"用 workflow + approvals 承担需要 resume、需要人工 gate、需要明确责任的执行流。",[14,333,334],{},"如果团队一开始就把这三类都堆在一起，后面会同时遭遇噪音过大、值守不清和事故追溯困难。",[62,336,338],{"id":337},"_7-维护面要用日常梯子不要等出事才查","7. 维护面要用“日常梯子”，不要等出事才查",[14,340,341],{},"一个更实用的最小梯子通常包括：",[70,343,345],{"id":344},"每日-每班次","每日 / 每班次",[18,347,348,354,359,362],{},[21,349,350],{},[351,352,353],"code",{},"openclaw status",[21,355,356],{},[351,357,358],{},"openclaw gateway status",[21,360,361],{},"关键渠道 probe",[21,363,364],{},"自动化最近一次状态",[70,366,367],{"id":367},"每周",[18,369,370,375,378,381],{},[21,371,372],{},[351,373,374],{},"models status --check",[21,376,377],{},"未用设备 / 浏览器授权检查",[21,379,380],{},"关键 cron runs / run logs",[21,382,383],{},"pending approvals / pairing review",[70,385,386],{"id":386},"每次升级前后",[18,388,389,392,395,398],{},[21,390,391],{},"release tracking",[21,393,394],{},"doctor",[21,396,397],{},"关键入口 smoke test",[21,399,400],{},"provider / channel / dashboard 三条线分别验证",[70,402,403],{"id":403},"每月",[18,405,406,409,412,415],{},[21,407,408],{},"sessions cleanup",[21,410,411],{},"cron retention / log pruning 检查",[21,413,414],{},"Secret / auth profile 轮换复盘",[21,416,417],{},"入口、角色和 allowlist 审计",[14,419,420],{},"这类节奏一旦固定下来，系统就会从“靠高手记忆撑着”转成“有操作面可循”。",[62,422,424],{"id":423},"_8-团队最值得提早建立的四份清单","8. 团队最值得提早建立的四份清单",[70,426,427],{"id":427},"入口清单",[14,429,430],{},"哪些浏览器、设备、远程入口是正式入口，哪些只是测试入口。",[70,432,434],{"id":433},"provider-清单","provider 清单",[14,436,437],{},"主 provider、fallback、统一网关、auth profile 负责人。",[70,439,440],{"id":440},"自动化清单",[14,442,443],{},"heartbeat、cron、workflow 和 approvals routing。",[70,445,446],{"id":446},"升级与回退清单",[14,448,449],{},"升级窗口、smoke test 路径和回退触发条件。",[14,451,452],{},"很多团队其实不缺技术能力，缺的是这四份长期可复用的运行清单。",[62,454,456],{"id":455},"_9-什么时候说明你们已经从能跑进入能运营","9. 什么时候说明你们已经从“能跑”进入“能运营”",[14,458,459],{},"如果你们已经做到下面这些，基本就说明进入了可运营阶段：",[18,461,462,465,468,471,474,477],{},[21,463,464],{},"说得清谁是 owner、谁是 operator、谁能审批",[21,466,467],{},"入口面和浏览器面已经收口",[21,469,470],{},"provider 恢复顺序不是靠临场猜",[21,472,473],{},"记忆和 session 边界已有明确约束",[21,475,476],{},"heartbeat / cron / workflow 已按职责拆 lane",[21,478,479],{},"升级、cleanup、repair 和 review 有固定节奏",[14,481,482],{},"这时 OpenClaw 才真正开始像一套系统，而不是一堆好用功能的集合。",{"title":484,"searchDepth":485,"depth":485,"links":486},"",2,[487,494,495,500,501,502,507,513,519],{"id":64,"depth":485,"text":65,"children":488},[489,491,492,493],{"id":72,"depth":490,"text":73},3,{"id":79,"depth":490,"text":79},{"id":85,"depth":490,"text":86},{"id":92,"depth":490,"text":93},{"id":102,"depth":485,"text":103},{"id":160,"depth":485,"text":161,"children":496},[497,498,499],{"id":170,"depth":490,"text":170},{"id":176,"depth":490,"text":176},{"id":182,"depth":490,"text":182},{"id":208,"depth":485,"text":209},{"id":265,"depth":485,"text":266},{"id":303,"depth":485,"text":304,"children":503},[504,505,506],{"id":313,"depth":490,"text":314},{"id":320,"depth":490,"text":321},{"id":327,"depth":490,"text":328},{"id":337,"depth":485,"text":338,"children":508},[509,510,511,512],{"id":344,"depth":490,"text":345},{"id":367,"depth":490,"text":367},{"id":386,"depth":490,"text":386},{"id":403,"depth":490,"text":403},{"id":423,"depth":485,"text":424,"children":514},[515,516,517,518],{"id":427,"depth":490,"text":427},{"id":433,"depth":490,"text":434},{"id":440,"depth":490,"text":440},{"id":446,"depth":490,"text":446},{"id":455,"depth":485,"text":456},"协作运维",null,"把控制面、渠道、模型、记忆、自动化、安全和维护整合成一套长期运行蓝图，帮助团队把 OpenClaw 从“能跑”推进到“能稳定运营”。","高级","md",{},true,"/best-practices/production-operations-blueprint",{"title":5,"description":522},"https://docs.openclaw.ai","OpenClaw Docs","official","best-practices/production-operations-blueprint",[534,535,536,537,538,539],"operations","teams","security","providers","automation","maintenance","2026-03-29","UbeaPfTh3Ej1ISbGhbwof6VpH-nzFelLeQ_OjXxvjzg",{"generatedAt":543,"collections":544,"totals":3042},"2026-04-01T13:45:24.307Z",{"docs":545,"news":1694,"bestPractices":2433},{"count":546,"items":547},161,[548,562,572,579,588,593,598,604,613,620,629,636,645,654,663,670,677,683,690,697,706,714,723,732,741,749,756,761,769,778,786,795,803,808,815,823,831,838,846,852,859,864,872,879,884,894,903,911,919,926,934,940,945,951,960,965,970,977,983,991,998,1004,1011,1016,1022,1029,1035,1045,1051,1060,1066,1071,1076,1084,1091,1097,1104,1112,1119,1126,1135,1143,1151,1158,1164,1171,1177,1185,1191,1198,1203,1212,1220,1228,1237,1244,1251,1260,1266,1272,1277,1285,1292,1299,1306,1312,1319,1324,1334,1345,1351,1357,1363,1369,1376,1383,1390,1399,1406,1411,1418,1425,1434,1441,1448,1454,1460,1467,1473,1478,1483,1490,1496,1504,1510,1517,1523,1532,1538,1544,1551,1557,1563,1571,1579,1584,1592,1598,1604,1611,1618,1623,1630,1640,1647,1653,1660,1666,1673,1679,1688],{"title":549,"description":550,"path":551,"category":552,"updatedAt":553,"sourceType":554,"tags":555},"OpenClaw 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",[556,557,558,559,560,561],"concepts","gateway","agent","channels","tools","memory",{"title":563,"description":564,"path":565,"category":552,"updatedAt":566,"sourceType":554,"tags":567},"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",[568,535,569,570,571],"developers","architecture","configuration","skills",{"title":573,"description":574,"path":575,"category":552,"updatedAt":566,"sourceType":554,"tags":576},"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",[577,534,557,536,578],"enterprise","upgrades",{"title":580,"description":581,"path":582,"category":552,"updatedAt":583,"sourceType":531,"tags":584},"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",[558,585,586,587],"quickstart","tutorial","basics",{"title":589,"description":590,"path":591,"category":552,"updatedAt":583,"sourceType":531,"tags":592},"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",[559,585,586,587],{"title":594,"description":595,"path":596,"category":552,"updatedAt":583,"sourceType":531,"tags":597},"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",[571,585,586,587],{"title":599,"description":600,"path":601,"category":552,"updatedAt":583,"sourceType":531,"tags":602},"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",[603,538,585,586],"workflow",{"title":605,"description":606,"path":607,"category":552,"updatedAt":608,"sourceType":531,"tags":609},"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 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顺序。","/docs/operations/update-channels-and-safe-rollout",[1329,559,1330,1331,1332,1333],"update","stable","beta","dev","rollout",{"title":1335,"description":1336,"path":1337,"category":1338,"updatedAt":540,"sourceType":531,"tags":1339},"Anthropic context1m 的 429 和 fallback 应该怎么处理","基于最新官方 Gateway Troubleshooting 与 Model Failover 文档，解释 Anthropic 长上下文 429 为什么常只在长 session 里出现、什么时候该关掉 context1m，以及怎样用 fallback 把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1340,1341,1342,1343,1344],"anthropic","429","context1m","failover","reference",{"title":1346,"description":1347,"path":1348,"category":1338,"updatedAt":608,"sourceType":531,"tags":1349},"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",[1344,1003,1041,1350],"diagnostics",{"title":1352,"description":1353,"path":1354,"category":1338,"updatedAt":667,"sourceType":531,"tags":1355},"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",[845,956,843,557,1356,1344],"node",{"title":1358,"description":1359,"path":1360,"category":1338,"updatedAt":540,"sourceType":531,"tags":1361},"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",[820,1362,1343,858,1344],"profiles",{"title":1364,"description":1365,"path":1366,"category":1338,"updatedAt":540,"sourceType":531,"tags":1367},"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",[870,1368,766,871,1344],"bootstrapToken",{"title":1370,"description":1371,"path":1372,"category":1338,"updatedAt":736,"sourceType":531,"tags":1373},"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",[870,1374,559,1375,1163],"allowFrom","account",{"title":1377,"description":1378,"path":1379,"category":1338,"updatedAt":583,"sourceType":531,"tags":1380},"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",[1003,1344,1381,1382],"commands","terminal",{"title":1384,"description":1385,"path":1386,"category":1338,"updatedAt":540,"sourceType":531,"tags":1387},"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",[1388,1389,820,537,1344],"cloudflare-ai-gateway","headers",{"title":1391,"description":1392,"path":1393,"category":1394,"updatedAt":667,"sourceType":791,"tags":1395},"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",[791,1396,1397,1398],"github","issues","feedback",{"title":1400,"description":1401,"path":1402,"category":1338,"updatedAt":583,"sourceType":531,"tags":1403},"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",[570,1344,1404,1405],"settings","options",{"title":1407,"description":1408,"path":1409,"category":1338,"updatedAt":624,"sourceType":531,"tags":1410},"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",[800,870,871,822,1163],{"title":1412,"description":1413,"path":1414,"category":1338,"updatedAt":540,"sourceType":531,"tags":1415},"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",[1148,950,1416,1417,1344],"scheduler","queue",{"title":1419,"description":1420,"path":1421,"category":1338,"updatedAt":1101,"sourceType":531,"tags":1422},"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",[612,821,1423,1424,820],"secretref","sessionStorage",{"title":1426,"description":1427,"path":1428,"category":1429,"updatedAt":583,"sourceType":531,"tags":1430},"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",[1431,1432,1433,394,939],"debugging","debug","runtime-overrides",{"title":1435,"description":1436,"path":1437,"category":1338,"updatedAt":718,"sourceType":531,"tags":1438},"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",[1350,1439,1440,1432,1344],"logging","flags",{"title":1442,"description":1443,"path":1444,"category":1338,"updatedAt":718,"sourceType":531,"tags":1445},"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",[740,1446,1447,721,1344],"dmScope","identityLinks",{"title":1449,"description":1450,"path":1451,"category":1338,"updatedAt":718,"sourceType":531,"tags":1452},"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",[394,1182,1350,1453,1344],"migrations",{"title":1455,"description":1456,"path":1457,"category":1338,"updatedAt":718,"sourceType":531,"tags":1458},"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",[1044,570,747,1459,1344],"shell",{"title":1461,"description":1462,"path":1463,"category":1338,"updatedAt":667,"sourceType":554,"tags":1464},"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",[1465,1257,791,1466,1259],"sources","trust",{"title":1468,"description":1469,"path":1470,"category":1338,"updatedAt":624,"sourceType":531,"tags":1471},"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",[557,1472,1003,1109,713],"rpc",{"title":1474,"description":1475,"path":1476,"category":1338,"updatedAt":718,"sourceType":531,"tags":1477},"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",[870,871,557,712,1344],{"title":1479,"description":1480,"path":1481,"category":1338,"updatedAt":1101,"sourceType":531,"tags":1482},"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",[740,557,682,612,1344],{"title":1484,"description":1485,"path":1486,"category":1338,"updatedAt":540,"sourceType":531,"tags":1487},"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",[557,1109,1488,1489,1344],"protocol","scopes",{"title":1491,"description":1492,"path":1493,"category":1338,"updatedAt":736,"sourceType":531,"tags":1494},"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",[739,1495,721,956,889],"mention",{"title":1497,"description":1498,"path":1499,"category":1338,"updatedAt":540,"sourceType":531,"tags":1500},"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",[1156,1501,1502,1503,1344],"visibility","activeHours","alerts",{"title":1505,"description":1506,"path":1507,"category":1338,"updatedAt":736,"sourceType":531,"tags":1508},"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",[1103,1109,1509,557,1344],"sdk",{"title":1511,"description":1512,"path":1513,"category":1338,"updatedAt":736,"sourceType":531,"tags":1514},"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",[570,1515,1133,1516,1344],"include","arrays",{"title":1518,"description":1519,"path":1520,"category":1338,"updatedAt":718,"sourceType":531,"tags":1521},"Lobster 的调用、审批和 resume token","基于最新官方 Lobster 文档，解释 OpenClaw 里如何用 openclaw.invoke 触发确定性工作流、何时进入 needs_approval，以及 resume token 在恢复流程里扮演什么角色。","/docs/reference/lobster-invoke-and-resume",[976,1522,845,603,1344],"invoke",{"title":1524,"description":1525,"path":1526,"category":1338,"updatedAt":540,"sourceType":531,"tags":1527},"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",[561,1528,1529,1530,1531,1344],"hybrid-search","ranking","mmr","retrieval",{"title":1533,"description":1534,"path":1535,"category":1338,"updatedAt":667,"sourceType":531,"tags":1536},"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",[675,1537,820,537,1344],"probe",{"title":1539,"description":1540,"path":1541,"category":1338,"updatedAt":1039,"sourceType":531,"tags":1542},"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",[870,871,1374,1543,1163],"credentials",{"title":1545,"description":1546,"path":1547,"category":1338,"updatedAt":667,"sourceType":531,"tags":1548},"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",[659,774,1549,1550,1259,1344],"npm","pin",{"title":1552,"description":1553,"path":1554,"category":1429,"updatedAt":624,"sourceType":531,"tags":1555},"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",[1431,1556,939,537,902],"raw-stream",{"title":1558,"description":1559,"path":1560,"category":1338,"updatedAt":540,"sourceType":531,"tags":1561},"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",[626,1562,820,557,1344],"tlsFingerprint",{"title":1564,"description":1565,"path":1566,"category":1338,"updatedAt":540,"sourceType":531,"tags":1567},"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",[739,1568,1569,1570,1344],"mentions","pending-history","reply",{"title":1572,"description":1573,"path":1574,"category":1338,"updatedAt":718,"sourceType":531,"tags":1575},"SecretRefs 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串成了一条更完整的恢复路径，让认证失败不再只是黑箱报错。","/news/openclaw-auth-mismatch-retry-watch-2026-03-26","https://docs.openclaw.ai/web/dashboard",[612,820,1925,950,1170],"drift",{"title":1927,"description":1928,"path":1929,"category":1909,"date":540,"updatedAt":540,"sourceType":531,"source":1930,"tags":1931},"OpenClaw 的自动化运维面正在收成一条更清楚的排障梯子","官方最近围绕 Heartbeat、cron CLI 和 Automation Troubleshooting 的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[538,1156,1148,1610,534],{"title":1933,"description":1934,"path":1935,"category":1909,"date":736,"updatedAt":736,"sourceType":531,"source":1936,"tags":1937},"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",[738,722,739,721,767],{"title":1939,"description":1940,"path":1941,"category":1909,"date":540,"updatedAt":540,"sourceType":531,"source":1942,"tags":1943},"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",[612,1317,870,626,536],{"title":1945,"description":1946,"path":1947,"category":1909,"date":667,"updatedAt":667,"sourceType":531,"source":1917,"tags":1948},"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",[766,768,845,559,1271],{"title":1950,"description":1951,"path":1952,"category":1761,"date":553,"updatedAt":553,"sourceType":791,"source":1953,"tags":1954},"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",[1636,792,1764,1716],{"title":1956,"description":1957,"path":1958,"category":1909,"date":667,"updatedAt":667,"sourceType":531,"source":1959,"tags":1960},"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",[774,571,783,784,1961,775],"telemetry",{"title":1963,"description":1964,"path":1965,"category":1701,"date":624,"updatedAt":624,"sourceType":531,"source":1966,"tags":1967},"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",[1003,557,1472,713,534],{"title":1969,"description":1970,"path":1971,"category":1909,"date":718,"updatedAt":718,"sourceType":531,"source":1972,"tags":1973},"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",[570,1044,720,1974,534],"overrides",{"title":1976,"description":1977,"path":1978,"category":1701,"date":624,"updatedAt":624,"sourceType":531,"source":1903,"tags":1979},"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",[1057,1058,858,561,1980],"continuity",{"title":1982,"description":1983,"path":1984,"category":1701,"date":624,"updatedAt":624,"sourceType":531,"source":1985,"tags":1986},"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",[800,612,1141,870,626],{"title":1988,"description":1989,"path":1990,"category":1909,"date":1101,"updatedAt":1101,"sourceType":531,"source":1923,"tags":1991},"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",[612,1992,1423,820,800],"bootstrap",{"title":1994,"description":1995,"path":1996,"category":1909,"date":667,"updatedAt":667,"sourceType":531,"source":1923,"tags":1997},"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",[612,682,821,1423,721,1998],"web",{"title":2000,"description":2001,"path":2002,"category":1701,"date":553,"updatedAt":553,"sourceType":791,"source":2003,"tags":2004},"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",[568,571,792,1636],{"title":2006,"description":2007,"path":2008,"category":1909,"date":736,"updatedAt":736,"sourceType":531,"source":2009,"tags":2010},"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",[871,870,821,1176,2011],"rotate",{"title":2013,"description":2014,"path":2015,"category":1909,"date":718,"updatedAt":718,"sourceType":531,"source":2016,"tags":2017},"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",[394,1350,1182,1431,534],{"title":2019,"description":2020,"path":2021,"category":1909,"date":736,"updatedAt":736,"sourceType":531,"source":2016,"tags":2022},"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",[394,1182,1041,539,1350],{"title":2024,"description":2025,"path":2026,"category":2027,"date":553,"updatedAt":553,"sourceType":791,"source":2028,"tags":2029},"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",[2030,2031,2032,2033],"education","adoption","ai-tutor","higher-education",{"title":2035,"description":2036,"path":2037,"category":2027,"date":553,"updatedAt":553,"sourceType":791,"source":2038,"tags":2039},"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",[577,1638,603,1636],{"title":2041,"description":2042,"path":2043,"category":1701,"date":624,"updatedAt":624,"sourceType":531,"source":2044,"tags":2045},"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",[571,774,659,661,793],{"title":2047,"description":2048,"path":2049,"category":1909,"date":736,"updatedAt":736,"sourceType":531,"source":2050,"tags":2051},"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",[557,870,2052,821,712],"pending",{"title":2054,"description":2055,"path":2056,"category":1909,"date":1101,"updatedAt":1101,"sourceType":531,"source":2057,"tags":2058},"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",[557,740,682,612,2059],"state",{"title":2061,"description":2062,"path":2063,"category":1909,"date":736,"updatedAt":736,"sourceType":531,"source":2064,"tags":2065},"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",[570,1515,1133,1516,534],{"title":2079,"description":2080,"path":2081,"category":1701,"date":624,"updatedAt":624,"sourceType":531,"source":2082,"tags":2083},"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",[2084,1638,2085,2086,2087],"showcase","home-assistant","nix","infrastructure",{"title":2089,"description":2090,"path":2091,"category":1909,"date":718,"updatedAt":718,"sourceType":531,"source":2092,"tags":2093},"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",[2084,561,829,2121,2122],"vector-search","knowledge",{"title":2124,"description":2125,"path":2126,"category":1909,"date":736,"updatedAt":736,"sourceType":531,"source":2127,"tags":2128},"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",[1495,739,766,768,836],{"title":2130,"description":2131,"path":2132,"category":1909,"date":718,"updatedAt":718,"sourceType":531,"source":2133,"tags":2134},"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",[889,682,721,893,559],{"title":2136,"description":2137,"path":2138,"category":1909,"date":667,"updatedAt":667,"sourceType":531,"source":1966,"tags":2139},"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",[675,1537,537,820,1219],{"title":2141,"description":2142,"path":2143,"category":1909,"date":736,"updatedAt":736,"sourceType":531,"source":2144,"tags":2145},"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",[712,869,557,870,871],{"title":2147,"description":2148,"path":2149,"category":1701,"date":624,"updatedAt":624,"sourceType":531,"source":2150,"tags":2151},"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",[611,1685,2152,1686,539],"install",{"title":2154,"description":2155,"path":2156,"category":1909,"date":1101,"updatedAt":1101,"sourceType":531,"source":1985,"tags":2157},"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",[1271,822,800,870,626],{"title":2159,"description":2160,"path":2161,"category":1909,"date":540,"updatedAt":540,"sourceType":531,"source":2162,"tags":2163},"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",[612,682,1109,1271,713],{"title":2165,"description":2166,"path":2167,"category":1909,"date":736,"updatedAt":736,"sourceType":531,"source":2009,"tags":2168},"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",[870,1374,559,1375,534],{"title":2170,"description":2171,"path":2172,"category":1701,"date":624,"updatedAt":624,"sourceType":531,"source":2173,"tags":2174},"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",[659,792,661,791,793],{"title":2176,"description":2177,"path":2178,"category":1909,"date":667,"updatedAt":667,"sourceType":531,"source":2179,"tags":2180},"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",[659,774,1549,1550,1259],{"title":2182,"description":2183,"path":2184,"category":1909,"date":667,"updatedAt":667,"sourceType":531,"source":2185,"tags":2186},"OpenClaw 工作流观察：OpenProse 与 Lobster 的上下层分工正在变清楚","基于 2026 年 3 月 24 日可见的官方 Lobster 文档，最近最值得关注的信号是 OpenProse 与 Lobster 的边界正在被官方主动写清，多智能体准备和确定性执行不再混成一层。","/news/openclaw-prose-lobster-watch-2026-03-24","https://docs.openclaw.ai/tools/lobster",[975,976,603,845,660],{"title":2188,"description":2189,"path":2190,"category":1909,"date":540,"updatedAt":540,"sourceType":531,"source":2191,"tags":2192},"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",[537,675,712,820,982],{"title":2194,"description":2195,"path":2196,"category":1909,"date":540,"updatedAt":540,"sourceType":531,"source":2197,"tags":2198},"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",[537,1343,675,557,534],{"title":2200,"description":2201,"path":2202,"category":1701,"date":624,"updatedAt":624,"sourceType":531,"source":1903,"tags":2203},"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",[1257,1258,539,1259],{"title":2205,"description":2206,"path":2207,"category":1909,"date":718,"updatedAt":718,"sourceType":531,"source":1923,"tags":2208},"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",[612,870,712,626,1163],{"title":2210,"description":2211,"path":2212,"category":1909,"date":736,"updatedAt":736,"sourceType":531,"source":2213,"tags":2214},"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",[721,720,2215,559,722],"threads",{"title":2217,"description":2218,"path":2219,"category":1909,"date":736,"updatedAt":736,"sourceType":531,"source":2220,"tags":2221},"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",[1577,2222,2223,1576,534],"snapshot","rotation",{"title":2225,"description":2226,"path":2227,"category":1909,"date":736,"updatedAt":736,"sourceType":531,"source":2092,"tags":2228},"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",[740,536,1446,870,1297],{"title":2230,"description":2231,"path":2232,"category":1909,"date":667,"updatedAt":667,"sourceType":531,"source":2233,"tags":2234},"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",[536,1282,1284,1283,534],{"title":2236,"description":2237,"path":2238,"category":2239,"date":553,"updatedAt":553,"sourceType":791,"source":2240,"tags":2241},"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",[536,2242,902,577],"compliance",{"title":2244,"description":2245,"path":2246,"category":1909,"date":718,"updatedAt":718,"sourceType":531,"source":2220,"tags":2247},"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",[536,1576,845,2248,534],"proxy",{"title":2250,"description":2251,"path":2252,"category":1909,"date":1588,"updatedAt":1588,"sourceType":531,"source":2253,"tags":2254},"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",[740,1591,1058,1590,557],{"title":2256,"description":2257,"path":2258,"category":1909,"date":1588,"updatedAt":1588,"sourceType":531,"source":2259,"tags":2260},"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",[858,1003,1597,1282,534],{"title":2262,"description":2263,"path":2264,"category":1909,"date":736,"updatedAt":736,"sourceType":531,"source":2265,"tags":2266},"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",[536,1297,1298,2267,557],"sandbox",{"title":2269,"description":2270,"path":2271,"category":1701,"date":624,"updatedAt":624,"sourceType":531,"source":2082,"tags":2272},"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",[2084,791,766,571,538],{"title":2274,"description":2275,"path":2276,"category":1909,"date":540,"updatedAt":540,"sourceType":531,"source":2265,"tags":2277},"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",[1297,1447,738,721,536],{"title":2279,"description":2280,"path":2281,"category":1909,"date":1588,"updatedAt":1588,"sourceType":531,"source":2282,"tags":2283},"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",[1590,537,1616,1617,2284],"compatibility",{"title":2286,"description":2287,"path":2288,"category":1909,"date":667,"updatedAt":667,"sourceType":531,"source":1942,"tags":2289},"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",[1317,536,626,557,820],{"title":2291,"description":2292,"path":2293,"category":1909,"date":1101,"updatedAt":1101,"sourceType":531,"source":2057,"tags":2294},"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",[557,682,1103,1431,740],{"title":2296,"description":2297,"path":2298,"category":1909,"date":667,"updatedAt":667,"sourceType":531,"source":2299,"tags":2300},"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",[1665,539,1362,557,2059],{"title":2302,"description":2303,"path":2304,"category":1909,"date":667,"updatedAt":667,"sourceType":531,"source":2305,"tags":2306},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 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