[{"data":1,"prerenderedAt":3082},["ShallowReactive",2],{"docs:manual/models-overview":3,"content-manifest":439},{"id":4,"title":5,"body":6,"category":422,"date":423,"description":424,"extension":425,"meta":426,"navigation":427,"path":428,"seo":429,"source":423,"sourceName":423,"sourceType":430,"stem":431,"tags":432,"updatedAt":437,"__hash__":438},"docs/docs/manual/models-overview.md","OpenClaw 的 Models 应该怎么理解",{"type":7,"value":8,"toc":401},"minimark",[9,13,17,20,36,39,44,47,59,62,76,79,83,86,89,103,106,109,112,126,129,132,135,149,152,166,169,174,177,191,195,198,212,215,218,221,232,236,239,250,253,278,281,285,288,299,302,306,313,317,323,331,334,337,340,351,354,365,368,371],[10,11,5],"h1",{"id":12},"openclaw-的-models-应该怎么理解",[14,15,16],"p",{},"很多人第一次接触 OpenClaw 时，会下意识把它看成“换不同模型聊天”的工具。但从官方文档结构看，Models 只是系统中的一层，而不是全部。OpenClaw 真正提供的是一套运行环境：渠道、Gateway、Control UI、Tools、Hooks、Nodes 和模型配置一起组成最终体验。",[14,18,19],{},"这意味着一个很重要的判断标准：",[21,22,23,27,30,33],"ul",{},[24,25,26],"li",{},"模型决定“回答能力”和“成本/速度”",[24,28,29],{},"工具决定“能做什么事情”",[24,31,32],{},"渠道决定“从哪里进入”",[24,34,35],{},"Gateway 决定“整个系统是否稳定运行”",[14,37,38],{},"如果你一开始只盯着模型，很容易把环境、认证、工具和路由问题都误判成“模型不好用”。",[40,41,43],"h2",{"id":42},"在-openclaw-里模型层到底负责什么","在 OpenClaw 里，模型层到底负责什么",[14,45,46],{},"模型层主要负责三类能力：",[48,49,50,53,56],"ol",{},[24,51,52],{},"生成文本与结构化响应",[24,54,55],{},"理解上下文并决定下一步动作",[24,57,58],{},"在具备工具能力时参与调用决策",[14,60,61],{},"但模型层通常不负责：",[21,63,64,67,70,73],{},[24,65,66],{},"渠道连接是否成功",[24,68,69],{},"Gateway 是否已启动",[24,71,72],{},"dashboard 是否可访问",[24,74,75],{},"某个工具是否真的有权限执行",[14,77,78],{},"所以当你遇到“消息没回复”时，先判断是入口问题、运行状态问题，还是模型调用问题，而不是直接换模型。",[40,80,82],{"id":81},"第一次选择模型时优先关注什么","第一次选择模型时，优先关注什么",[14,84,85],{},"第一次使用 OpenClaw，不建议一开始接太多模型。更稳的方式是先选一组你最熟悉、最稳定的提供方，然后把最小链路跑通。",[14,87,88],{},"选择模型时，优先看这几件事：",[21,90,91,94,97,100],{},[24,92,93],{},"你当前是否已经有稳定可用的 provider 凭据",[24,95,96],{},"响应速度是否适合你的主要场景",[24,98,99],{},"成本是否能支撑持续使用",[24,101,102],{},"是否支持你当前要用到的工具与上下文规模",[14,104,105],{},"如果你是第一次在本地验证，优先选择你已经有账户和密钥的模型服务，而不是为了“最强模型”同时接多个提供方。",[40,107,108],{"id":108},"更适合的配置顺序",[14,110,111],{},"推荐顺序通常是：",[48,113,114,117,120,123],{},[24,115,116],{},"先确定一个默认模型",[24,118,119],{},"用默认模型完成 onboarding 后的第一次验证",[24,121,122],{},"跑通 dashboard 和一个基础入口",[24,124,125],{},"再考虑增加备用模型或按任务分流",[14,127,128],{},"这比一开始设计复杂的多模型路由更稳，因为前者能让你先确认问题是否真的发生在模型层。",[40,130,131],{"id":131},"什么时候需要多模型策略",[14,133,134],{},"当你已经满足下面条件时，再考虑多模型：",[21,136,137,140,143,146],{},[24,138,139],{},"单模型链路已长期稳定",[24,141,142],{},"你确实有明显不同的任务类型",[24,144,145],{},"你需要在速度、成本和质量之间做取舍",[24,147,148],{},"团队已经有一套可维护的配置方法",[14,150,151],{},"比较典型的多模型场景包括：",[21,153,154,157,160,163],{},[24,155,156],{},"日常问答使用低成本默认模型",[24,158,159],{},"长文本总结或复杂推理使用更强模型",[24,161,162],{},"某些工具调用前后使用不同模型",[24,164,165],{},"某些高敏感或高成本任务单独限制",[40,167,168],{"id":168},"常见误区",[170,171,173],"h3",{"id":172},"误区一回复效果不好就一定是模型问题","误区一：回复效果不好，就一定是模型问题",[14,175,176],{},"很多时候真正的问题是：",[21,178,179,182,185,188],{},[24,180,181],{},"上下文组织不清晰",[24,183,184],{},"渠道消息格式与预期不一致",[24,186,187],{},"Tool 或 Hook 输出影响了最终结果",[24,189,190],{},"会话状态没有你想象的那样延续",[170,192,194],{"id":193},"误区二模型越多越灵活","误区二：模型越多越灵活",[14,196,197],{},"多模型确实灵活，但也会带来：",[21,199,200,203,206,209],{},[24,201,202],{},"配置复杂度上升",[24,204,205],{},"诊断成本上升",[24,207,208],{},"成本追踪更难",[24,210,211],{},"团队协作时更难复现问题",[14,213,214],{},"如果你当前还在快速摸清 OpenClaw 的运行方式，单模型通常更适合。",[40,216,217],{"id":217},"一条更稳的实践建议",[14,219,220],{},"从 OpenClaw 的整体结构出发，模型层最好的使用方式不是“追求最多模型”，而是：",[21,222,223,226,229],{},[24,224,225],{},"先确定默认模型",[24,227,228],{},"先跑通完整最小链路",[24,230,231],{},"在系统稳定后，再按任务类型拆分模型策略",[40,233,235],{"id":234},"_2026-年-3-月-24-日的外部模型信号","2026 年 3 月 24 日的外部模型信号",[14,237,238],{},"近期公开可访问的中文教程站和社区文章，在模型话题上出现了一个很稳定的趋势：中文用户不再只问“哪个最强”，而是更常一起问下面三件事：",[21,240,241,244,247],{},[24,242,243],{},"当前网络环境下哪个 provider 更稳",[24,245,246],{},"中文工作流里哪个模型更适合做主力",[24,248,249],{},"本地模型要不要一起接进来做兜底",[14,251,252],{},"这轮整理时重点参考了：",[21,254,255,264,271],{},[24,256,257],{},[258,259,263],"a",{"href":260,"rel":261},"https://openclawgithub.cc/en/",[262],"nofollow","OpenClaw 中文教程首页",[24,265,266],{},[258,267,270],{"href":268,"rel":269},"https://openclawgithub.cc/en/guide/install/",[262],"OpenClaw 中文教程：安装与环境",[24,272,273],{},[258,274,277],{"href":275,"rel":276},"https://docs.openclaw.ai/qianfan",[262],"Qianfan Provider Guide",[14,279,280],{},"从这些公开资料里，当前最值得补进长期文档的判断有三条：",[170,282,284],{"id":283},"_1-中文用户更常把provider-稳定性放在第一位","1. 中文用户更常把“provider 稳定性”放在第一位",[14,286,287],{},"在很多中文使用场景里，模型选择不是单纯比效果，而是同时看：",[21,289,290,293,296],{},[24,291,292],{},"密钥和控制台是否容易管理",[24,294,295],{},"当前网络环境下端点是否稳定",[24,297,298],{},"是否方便做团队长期复用",[14,300,301],{},"所以对中文团队来说，provider 的可接入性经常比单次效果更重要。",[170,303,305],{"id":304},"_2-国内-provider-更适合被当成正式选项而不是临时替代","2. 国内 provider 更适合被当成正式选项，而不是临时替代",[14,307,308,309,312],{},"官方现在已经明确给出了 Moonshot / Kimi、Qwen、Qianfan 这类 provider 的独立文档和接入方式。",[310,311],"br",{},"\n这意味着在中文环境里，把它们作为主力或备用模型来设计，并不是“偏门玩法”，而是官方已经承认的正式路径。",[170,314,316],{"id":315},"_3-本地模型更常被当成兜底能力而不是唯一主力","3. 本地模型更常被当成“兜底能力”而不是唯一主力",[14,318,319,320,322],{},"在中文教程和讨论里，本地模型经常和云端 provider 一起出现。",[310,321],{},"\n更常见的实际思路是：",[21,324,325,328],{},[24,326,327],{},"主力任务走稳定云端 provider",[24,329,330],{},"本地模型负责隐私场景、离线场景或低成本兜底",[14,332,333],{},"这比“一开始就把所有任务全压到本地模型”更接近多数团队的真实做法。",[40,335,336],{"id":336},"中文站更推荐的模型判断顺序",[14,338,339],{},"如果你主要面向中文团队，当前更稳的顺序通常是：",[48,341,342,345,348],{},[24,343,344],{},"先确定一个最稳定的默认 provider",[24,346,347],{},"再决定要不要接第二个 provider 做 fallback",[24,349,350],{},"最后再判断本地模型是主力、补充，还是只做实验",[14,352,353],{},"这样更容易把：",[21,355,356,359,362],{},[24,357,358],{},"网络环境问题",[24,360,361],{},"provider 认证问题",[24,363,364],{},"真正的模型效果问题",[14,366,367],{},"分开看清。",[40,369,370],{"id":370},"下一步建议",[21,372,373,380,387,394],{},[24,374,375,376],{},"想理解工具层：看 ",[258,377,379],{"href":378},"/docs/manual/hooks-overview","Hooks 能做什么",[24,381,382,383],{},"想理解系统结构：看 ",[258,384,386],{"href":385},"/docs/manual/architecture","Gateway 架构概览",[24,388,389,390],{},"想先把环境跑通：看 ",[258,391,393],{"href":392},"/docs/setup/installation","OpenClaw 安装与环境",[24,395,396,397],{},"想看中文环境下的端点与部署关系：看 ",[258,398,400],{"href":399},"/docs/setup/china-cloud-deployment","国内云部署思路",{"title":402,"searchDepth":403,"depth":403,"links":404},"",2,[405,406,407,408,409,414,415,420,421],{"id":42,"depth":403,"text":43},{"id":81,"depth":403,"text":82},{"id":108,"depth":403,"text":108},{"id":131,"depth":403,"text":131},{"id":168,"depth":403,"text":168,"children":410},[411,413],{"id":172,"depth":412,"text":173},3,{"id":193,"depth":412,"text":194},{"id":217,"depth":403,"text":217},{"id":234,"depth":403,"text":235,"children":416},[417,418,419],{"id":283,"depth":412,"text":284},{"id":304,"depth":412,"text":305},{"id":315,"depth":412,"text":316},{"id":336,"depth":403,"text":336},{"id":370,"depth":403,"text":370},"功能",null,"理解 OpenClaw 里模型层的角色、选择思路和常见配置边界，避免把所有问题都误判成模型问题。","md",{},true,"/docs/manual/models-overview",{"title":5,"description":424},"official","docs/manual/models-overview",[433,434,435,436],"models","llm","providers","routing","2026-03-24","dkbJ25kOmppCV5DqeI86sTzZQKq9gkmMQRfDN6CGFBM",{"generatedAt":440,"collections":441,"totals":3080},"2026-10-19T07:16:28.294Z",{"docs":442,"news":1661,"bestPractices":2421},{"count":443,"items":444},171,[445,459,470,479,488,493,498,505,513,521,530,537,546,555,564,570,576,582,589,596,607,614,620,630,639,647,656,665,673,680,685,693,702,710,719,727,732,739,746,754,761,770,776,786,792,797,805,812,815,825,833,841,849,856,864,870,875,881,890,892,897,906,913,925,931,939,946,951,958,966,973,978,984,991,997,1007,1013,1022,1031,1037,1042,1047,1055,1062,1068,1075,1083,1090,1097,1106,1114,1121,1128,1134,1141,1147,1156,1162,1169,1174,1183,1190,1198,1207,1214,1221,1231,1237,1243,1248,1256,1263,1270,1277,1283,1290,1295,1305,1316,1322,1328,1333,1339,1345,1352,1359,1366,1375,1382,1387,1393,1400,1409,1416,1423,1429,1435,1442,1448,1453,1458,1465,1471,1479,1485,1492,1498,1507,1513,1519,1526,1532,1538,1546,1553,1558,1566,1572,1578,1585,1592,1597,1604,1611,1618,1622,1629,1635,1641,1647,1656],{"title":446,"description":447,"path":448,"category":449,"updatedAt":450,"sourceType":451,"tags":452},"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",[453,454,455,456,457,458],"concepts","gateway","agent","channels","tools","memory",{"title":460,"description":461,"path":462,"category":449,"updatedAt":463,"sourceType":451,"tags":464},"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",[465,466,467,468,469],"developers","teams","architecture","configuration","skills",{"title":471,"description":472,"path":473,"category":449,"updatedAt":463,"sourceType":451,"tags":474},"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",[475,476,454,477,478],"enterprise","operations","security","upgrades",{"title":480,"description":481,"path":482,"category":449,"updatedAt":483,"sourceType":430,"tags":484},"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",[455,485,486,487],"quickstart","tutorial","basics",{"title":489,"description":490,"path":491,"category":449,"updatedAt":483,"sourceType":430,"tags":492},"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",[456,485,486,487],{"title":494,"description":495,"path":496,"category":449,"updatedAt":483,"sourceType":430,"tags":497},"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",[469,485,486,487],{"title":499,"description":500,"path":501,"category":449,"updatedAt":483,"sourceType":430,"tags":502},"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",[503,504,485,486],"workflow","automation",{"title":506,"description":507,"path":508,"category":449,"updatedAt":483,"sourceType":430,"tags":509},"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",[485,510,511,512],"installation","onboarding","dashboard",{"title":514,"description":515,"path":516,"category":449,"updatedAt":517,"sourceType":430,"tags":518},"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",[511,519,520,454],"daemon","setup",{"title":522,"description":523,"path":524,"category":449,"updatedAt":525,"sourceType":430,"tags":526},"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",[511,527,528,454,529],"remote","local","wizard",{"title":531,"description":532,"path":533,"category":449,"updatedAt":463,"sourceType":451,"tags":534},"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",[535,536,512,456,469],"personal","getting-started",{"title":538,"description":539,"path":540,"category":541,"updatedAt":517,"sourceType":430,"tags":542},"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",[543,544,545,511],"reading-path","overview","docs",{"title":547,"description":548,"path":549,"category":550,"updatedAt":551,"sourceType":430,"tags":552},"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",[544,553,456,554],"self-hosted","assistant",{"title":556,"description":557,"path":558,"category":449,"updatedAt":463,"sourceType":451,"tags":559},"我什么时候再上 Skills、Plugins 和多 Agent","帮你判断现在是否已经适合进入 Skills、Plugins、Hooks 或多 Agent 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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1288,1112,1289,638,454,477],{"title":1296,"description":1297,"path":1298,"category":1094,"updatedAt":437,"sourceType":430,"tags":1299},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 顺序。","/docs/operations/update-channels-and-safe-rollout",[1300,456,1301,1302,1303,1304],"update","stable","beta","dev","rollout",{"title":1306,"description":1307,"path":1308,"category":1309,"updatedAt":670,"sourceType":430,"tags":1310},"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",[1311,1312,1313,1314,1315],"anthropic","429","context1m","failover","reference",{"title":1317,"description":1318,"path":1319,"category":1309,"updatedAt":517,"sourceType":430,"tags":1320},"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",[1315,629,1003,1321],"diagnostics",{"title":1323,"description":1324,"path":1325,"category":1309,"updatedAt":437,"sourceType":430,"tags":1326},"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",[769,886,767,454,1327,1315],"node",{"title":1329,"description":1330,"path":1331,"category":1309,"updatedAt":670,"sourceType":430,"tags":1332},"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",[638,905,1314,606,1315],{"title":1334,"description":1335,"path":1336,"category":1309,"updatedAt":670,"sourceType":430,"tags":1337},"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",[803,1338,690,804,1315],"bootstrapToken",{"title":1340,"description":1341,"path":1342,"category":1315,"updatedAt":601,"sourceType":430,"tags":1343},"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",[1344,605,646,613,1204,604],"templates",{"title":1346,"description":1347,"path":1348,"category":1309,"updatedAt":660,"sourceType":430,"tags":1349},"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",[803,1350,456,1351,1133],"allowFrom","account",{"title":1353,"description":1354,"path":1355,"category":1309,"updatedAt":765,"sourceType":430,"tags":1356},"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",[629,1315,1357,1358],"commands","terminal",{"title":1360,"description":1361,"path":1362,"category":1309,"updatedAt":670,"sourceType":430,"tags":1363},"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",[1364,1365,638,435,1315],"cloudflare-ai-gateway","headers",{"title":1367,"description":1368,"path":1369,"category":1370,"updatedAt":437,"sourceType":715,"tags":1371},"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",[715,1372,1373,1374],"github","issues","feedback",{"title":1376,"description":1377,"path":1378,"category":1309,"updatedAt":765,"sourceType":430,"tags":1379},"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",[468,1315,1380,1381],"settings","options",{"title":1383,"description":1384,"path":1385,"category":1309,"updatedAt":525,"sourceType":430,"tags":1386},"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",[724,803,804,745,1133],{"title":1388,"description":1389,"path":1390,"category":1309,"updatedAt":670,"sourceType":430,"tags":1391},"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",[627,880,1392,963,1315],"scheduler",{"title":1394,"description":1395,"path":1396,"category":1309,"updatedAt":1072,"sourceType":430,"tags":1397},"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",[512,744,1398,1399,638],"secretref","sessionStorage",{"title":1401,"description":1402,"path":1403,"category":1404,"updatedAt":765,"sourceType":430,"tags":1405},"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",[1406,1407,1408,1152,869],"debugging","debug","runtime-overrides",{"title":1410,"description":1411,"path":1412,"category":1309,"updatedAt":643,"sourceType":430,"tags":1413},"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",[1321,1414,1415,1407,1315],"logging","flags",{"title":1417,"description":1418,"path":1419,"category":1309,"updatedAt":643,"sourceType":430,"tags":1420},"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",[664,1421,1422,436,1315],"dmScope","identityLinks",{"title":1424,"description":1425,"path":1426,"category":1309,"updatedAt":643,"sourceType":430,"tags":1427},"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",[1152,1153,1321,1428,1315],"migrations",{"title":1430,"description":1431,"path":1432,"category":1309,"updatedAt":643,"sourceType":430,"tags":1433},"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",[1006,468,672,1434,1315],"shell",{"title":1436,"description":1437,"path":1438,"category":1309,"updatedAt":437,"sourceType":451,"tags":1439},"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",[1440,1227,715,1441,1229],"sources","trust",{"title":1443,"description":1444,"path":1445,"category":1309,"updatedAt":525,"sourceType":430,"tags":1446},"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",[454,1447,629,1080,619],"rpc",{"title":1449,"description":1450,"path":1451,"category":1309,"updatedAt":643,"sourceType":430,"tags":1452},"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",[803,804,454,618,1315],{"title":1454,"description":1455,"path":1456,"category":1309,"updatedAt":1072,"sourceType":430,"tags":1457},"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",[664,454,581,512,1315],{"title":1459,"description":1460,"path":1461,"category":1309,"updatedAt":670,"sourceType":430,"tags":1462},"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",[454,1080,1463,1464,1315],"protocol","scopes",{"title":1466,"description":1467,"path":1468,"category":1309,"updatedAt":660,"sourceType":430,"tags":1469},"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",[663,1470,436,886,820],"mention",{"title":1472,"description":1473,"path":1474,"category":1309,"updatedAt":670,"sourceType":430,"tags":1475},"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",[1126,1476,1477,1478,1315],"visibility","activeHours","alerts",{"title":1480,"description":1481,"path":1482,"category":1309,"updatedAt":660,"sourceType":430,"tags":1483},"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",[1074,1080,1484,454,1315],"sdk",{"title":1486,"description":1487,"path":1488,"category":1309,"updatedAt":660,"sourceType":430,"tags":1489},"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",[468,1490,1104,1491,1315],"include","arrays",{"title":1493,"description":1494,"path":1495,"category":1309,"updatedAt":643,"sourceType":430,"tags":1496},"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",[912,1497,769,503,1315],"invoke",{"title":1499,"description":1500,"path":1501,"category":1309,"updatedAt":670,"sourceType":430,"tags":1502},"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",[458,1503,1504,1505,1506,1315],"hybrid-search","ranking","mmr","retrieval",{"title":1508,"description":1509,"path":1510,"category":1309,"updatedAt":437,"sourceType":430,"tags":1511},"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",[433,1512,638,435,1315],"probe",{"title":1514,"description":1515,"path":1516,"category":1309,"updatedAt":1001,"sourceType":430,"tags":1517},"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",[803,804,1350,1518,1133],"credentials",{"title":1520,"description":1521,"path":1522,"category":1309,"updatedAt":437,"sourceType":430,"tags":1523},"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",[560,698,1524,1525,1229,1315],"npm","pin",{"title":1527,"description":1528,"path":1529,"category":1404,"updatedAt":525,"sourceType":430,"tags":1530},"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",[1406,1531,869,435,832],"raw-stream",{"title":1533,"description":1534,"path":1535,"category":1309,"updatedAt":670,"sourceType":430,"tags":1536},"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",[527,1537,638,454,1315],"tlsFingerprint",{"title":1539,"description":1540,"path":1541,"category":1309,"updatedAt":670,"sourceType":430,"tags":1542},"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",[663,1543,1544,1545,1315],"mentions","pending-history","reply",{"title":1547,"description":1548,"path":1549,"category":1309,"updatedAt":643,"sourceType":430,"tags":1550},"SecretRefs 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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",[504,1126,627,1584,476],{"title":1899,"description":1900,"path":1901,"category":1875,"date":624,"updatedAt":624,"sourceType":430,"source":1902,"tags":1903},"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",[626,504,627,628,1253,476],{"title":1905,"description":1906,"path":1907,"category":1875,"date":624,"updatedAt":624,"sourceType":430,"source":1908,"tags":1909},"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",[635,636,637,435,930],{"title":1911,"description":1912,"path":1913,"category":1875,"date":660,"updatedAt":660,"sourceType":430,"source":1914,"tags":1915},"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",[662,646,663,436,691],{"title":1917,"description":1918,"path":1919,"category":1875,"date":670,"updatedAt":670,"sourceType":430,"source":1920,"tags":1921},"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",[512,1288,803,527,477],{"title":1923,"description":1924,"path":1925,"category":1875,"date":437,"updatedAt":437,"sourceType":430,"source":1883,"tags":1926},"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",[690,692,769,456,1242],{"title":1928,"description":1929,"path":1930,"category":1726,"date":450,"updatedAt":450,"sourceType":715,"source":1931,"tags":1932},"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",[1608,716,1729,1682],{"title":1934,"description":1935,"path":1936,"category":1875,"date":437,"updatedAt":437,"sourceType":430,"source":1937,"tags":1938},"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",[698,469,707,708,1939,699],"telemetry",{"title":1941,"description":1942,"path":1943,"category":1668,"date":525,"updatedAt":525,"sourceType":430,"source":1944,"tags":1945},"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",[629,454,1447,619,476],{"title":1947,"description":1948,"path":1949,"category":1875,"date":643,"updatedAt":643,"sourceType":430,"source":1950,"tags":1951},"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",[468,1006,645,1952,476],"overrides",{"title":1954,"description":1955,"path":1956,"category":1668,"date":525,"updatedAt":525,"sourceType":430,"source":1863,"tags":1957},"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",[1028,1029,606,458,1958],"continuity",{"title":1960,"description":1961,"path":1962,"category":1668,"date":525,"updatedAt":525,"sourceType":430,"source":1963,"tags":1964},"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",[724,512,1112,803,527],{"title":1966,"description":1967,"path":1968,"category":1875,"date":1072,"updatedAt":1072,"sourceType":430,"source":1889,"tags":1969},"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",[465,469,716,1608],{"title":1983,"description":1984,"path":1985,"category":1875,"date":660,"updatedAt":660,"sourceType":430,"source":1986,"tags":1987},"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",[804,803,744,1146,1988],"rotate",{"title":1990,"description":1991,"path":1992,"category":1875,"date":643,"updatedAt":643,"sourceType":430,"source":1993,"tags":1994},"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 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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",[2007,2008,2009,2010],"education","adoption","ai-tutor","higher-education",{"title":2012,"description":2013,"path":2014,"category":2004,"date":450,"updatedAt":450,"sourceType":715,"source":2015,"tags":2016},"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",[475,1610,503,1608],{"title":2018,"description":2019,"path":2020,"category":1668,"date":525,"updatedAt":525,"sourceType":430,"source":2021,"tags":2022},"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",[469,698,560,562,717],{"title":2024,"description":2025,"path":2026,"category":1875,"date":624,"updatedAt":624,"sourceType":430,"source":2027,"tags":2028},"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",[781,782,783,784,456,785],{"title":2030,"description":2031,"path":2032,"category":1875,"date":660,"updatedAt":660,"sourceType":430,"source":2033,"tags":2034},"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",[454,803,2035,744,618],"pending",{"title":2037,"description":2038,"path":2039,"category":1875,"date":1072,"updatedAt":1072,"sourceType":430,"source":2040,"tags":2041},"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",[454,664,581,512,2042],"state",{"title":2044,"description":2045,"path":2046,"category":1875,"date":660,"updatedAt":660,"sourceType":430,"source":2047,"tags":2048},"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",[663,1470,886,820,436],{"title":2050,"description":2051,"path":2052,"category":1875,"date":670,"updatedAt":670,"sourceType":430,"source":2047,"tags":2053},"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",[663,1543,2054,662,930],"activation",{"title":2056,"description":2057,"path":2058,"category":1875,"date":660,"updatedAt":660,"sourceType":430,"source":2059,"tags":2060},"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 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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",[2067,458,752,2104,2105],"vector-search","knowledge",{"title":2107,"description":2108,"path":2109,"category":1875,"date":660,"updatedAt":660,"sourceType":430,"source":2110,"tags":2111},"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",[1470,663,690,692,759],{"title":2113,"description":2114,"path":2115,"category":1875,"date":643,"updatedAt":643,"sourceType":430,"source":2116,"tags":2117},"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",[820,581,436,824,456],{"title":2119,"description":2120,"path":2121,"category":1875,"date":437,"updatedAt":437,"sourceType":430,"source":1944,"tags":2122},"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",[433,1512,435,638,1189],{"title":2124,"description":2125,"path":2126,"category":1875,"date":660,"updatedAt":660,"sourceType":430,"source":2127,"tags":2128},"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",[618,802,454,803,804],{"title":2130,"description":2131,"path":2132,"category":1668,"date":525,"updatedAt":525,"sourceType":430,"source":2133,"tags":2134},"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",[511,1653,924,1654,1230],{"title":2136,"description":2137,"path":2138,"category":1875,"date":1072,"updatedAt":1072,"sourceType":430,"source":1963,"tags":2139},"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",[1242,745,724,803,527],{"title":2141,"description":2142,"path":2143,"category":1875,"date":670,"updatedAt":670,"sourceType":430,"source":2144,"tags":2145},"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",[512,581,1080,1242,619],{"title":2147,"description":2148,"path":2149,"category":1875,"date":660,"updatedAt":660,"sourceType":430,"source":1986,"tags":2150},"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",[803,1350,456,1351,476],{"title":2152,"description":2153,"path":2154,"category":1668,"date":525,"updatedAt":525,"sourceType":430,"source":2155,"tags":2156},"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",[560,716,562,715,717],{"title":2158,"description":2159,"path":2160,"category":1875,"date":437,"updatedAt":437,"sourceType":430,"source":2161,"tags":2162},"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",[560,698,1524,1525,1229],{"title":2164,"description":2165,"path":2166,"category":1875,"date":437,"updatedAt":437,"sourceType":430,"source":2167,"tags":2168},"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",[911,912,503,769,561],{"title":2170,"description":2171,"path":2172,"category":1875,"date":670,"updatedAt":670,"sourceType":430,"source":2173,"tags":2174},"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",[435,433,618,638,930],{"title":2176,"description":2177,"path":2178,"category":1875,"date":670,"updatedAt":670,"sourceType":430,"source":2179,"tags":2180},"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",[435,1314,433,454,476],{"title":2182,"description":2183,"path":2184,"category":1668,"date":525,"updatedAt":525,"sourceType":430,"source":1863,"tags":2185},"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",[1227,1228,1230,1229],{"title":2187,"description":2188,"path":2189,"category":1875,"date":643,"updatedAt":643,"sourceType":430,"source":1889,"tags":2190},"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",[512,803,618,527,1133],{"title":2192,"description":2193,"path":2194,"category":1875,"date":660,"updatedAt":660,"sourceType":430,"source":2195,"tags":2196},"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",[436,645,2197,456,646],"threads",{"title":2199,"description":2200,"path":2201,"category":1875,"date":624,"updatedAt":624,"sourceType":430,"source":2202,"tags":2203},"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",[971,861,972,553,457],{"title":2205,"description":2206,"path":2207,"category":1875,"date":660,"updatedAt":660,"sourceType":430,"source":2208,"tags":2209},"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",[1552,2210,2211,1551,476],"snapshot","rotation",{"title":2213,"description":2214,"path":2215,"category":1875,"date":660,"updatedAt":660,"sourceType":430,"source":2075,"tags":2216},"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",[664,477,1421,803,1268],{"title":2218,"description":2219,"path":2220,"category":1875,"date":437,"updatedAt":437,"sourceType":430,"source":2221,"tags":2222},"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",[477,1253,1255,1254,476],{"title":2224,"description":2225,"path":2226,"category":2227,"date":450,"updatedAt":450,"sourceType":715,"source":2228,"tags":2229},"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",[477,2230,832,475],"compliance",{"title":2232,"description":2233,"path":2234,"category":1875,"date":643,"updatedAt":643,"sourceType":430,"source":2208,"tags":2235},"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",[477,1551,769,2236,476],"proxy",{"title":2238,"description":2239,"path":2240,"category":1875,"date":1562,"updatedAt":1562,"sourceType":430,"source":2241,"tags":2242},"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",[664,1565,1029,1564,454],{"title":2244,"description":2245,"path":2246,"category":1875,"date":1562,"updatedAt":1562,"sourceType":430,"source":2247,"tags":2248},"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",[606,629,1571,1253,476],{"title":2250,"description":2251,"path":2252,"category":1875,"date":660,"updatedAt":660,"sourceType":430,"source":2253,"tags":2254},"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",[477,1268,1269,2255,454],"sandbox",{"title":2257,"description":2258,"path":2259,"category":1668,"date":525,"updatedAt":525,"sourceType":430,"source":2065,"tags":2260},"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",[2067,715,690,469,504],{"title":2262,"description":2263,"path":2264,"category":1875,"date":670,"updatedAt":670,"sourceType":430,"source":2253,"tags":2265},"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",[1268,1422,662,436,477],{"title":2267,"description":2268,"path":2269,"category":1875,"date":1562,"updatedAt":1562,"sourceType":430,"source":2270,"tags":2271},"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",[1564,435,1590,1591,2272],"compatibility",{"title":2274,"description":2275,"path":2276,"category":1875,"date":437,"updatedAt":437,"sourceType":430,"source":1920,"tags":2277},"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",[1288,477,527,454,638],{"title":2279,"description":2280,"path":2281,"category":1875,"date":1072,"updatedAt":1072,"sourceType":430,"source":2040,"tags":2282},"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",[454,581,1074,1406,664],{"title":2284,"description":2285,"path":2286,"category":1875,"date":437,"updatedAt":437,"sourceType":430,"source":2287,"tags":2288},"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",[1634,1230,905,454,2042],{"title":2290,"description":2291,"path":2292,"category":1875,"date":437,"updatedAt":437,"sourceType":430,"source":2293,"tags":2294},"OpenClaw 更新观察：stable、beta、dev 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