[{"data":1,"prerenderedAt":3092},["ShallowReactive",2],{"docs:manual/core-capabilities":3,"content-manifest":446},{"id":4,"title":5,"body":6,"category":429,"date":430,"description":431,"extension":432,"meta":433,"navigation":434,"path":435,"seo":436,"source":430,"sourceName":430,"sourceType":437,"stem":438,"tags":439,"updatedAt":444,"__hash__":445},"docs/docs/manual/core-capabilities.md","OpenClaw 核心能力总览",{"type":7,"value":8,"toc":408},"minimark",[9,13,17,22,25,28,41,44,48,51,84,87,91,94,120,123,127,130,162,166,169,189,193,196,228,232,235,249,253,256,288,292,295,298,312,316,319,322,326,329,332,336,339,350,353,357,360,363,366,369,384,387],[10,11,5],"h1",{"id":12},"openclaw-核心能力总览",[14,15,16],"p",{},"官方文档当前把 OpenClaw 的能力组织成若干块：开始使用、渠道、agents、tools、models、platforms、gateway 与运维、帮助与参考。对中文用户来说，这说明它不是单一功能，而是一整套围绕助手运行的结构。",[18,19,21],"h2",{"id":20},"_1-多渠道接入","1. 多渠道接入",[14,23,24],{},"OpenClaw 的一大特点是渠道能力。你不一定只通过一个网页和它交互，而可能通过不同消息入口与同一个助手体系连接。",[14,26,27],{},"这带来的意义是：",[29,30,31,35,38],"ul",{},[32,33,34],"li",{},"入口不再单一",[32,36,37],{},"助手能力更贴近日常通信方式",[32,39,40],{},"同一套配置和逻辑可以服务多个使用场景",[14,42,43],{},"当前支持超过 50+ 消息渠道，包括 WhatsApp、Telegram、Discord、Slack、Signal、飞书、 LINE、Microsoft Teams 等。",[18,45,47],{"id":46},"_2-语音交互","2. 语音交互",[14,49,50],{},"OpenClaw 支持完整的语音交互能力：",[29,52,53,60,66,72,78],{},[32,54,55,59],{},[56,57,58],"strong",{},"macOS/iOS 语音唤醒"," - 使用系统原生语音识别",[32,61,62,65],{},[56,63,64],{},"Android 连续语音"," - 支持长时间语音对话",[32,67,68,71],{},[56,69,70],{},"ElevenLabs 语音合成"," - 高质量 AI 语音输出",[32,73,74,77],{},[56,75,76],{},"系统 TTS"," - 兼容多种文字转语音引擎",[32,79,80,83],{},[56,81,82],{},"OpenAI Whisper"," - 先进的语音识别技术",[14,85,86],{},"这意味着你不仅可以打字聊天，还可以用语音与助手交互，特别适合驾驶、烹饪等双手不便的场景。",[18,88,90],{"id":89},"_3-实时-canvas","3. 实时 Canvas",[14,92,93],{},"OpenClaw 提供了由 AI 驱动的可视化工作区——Canvas：",[29,95,96,102,108,114],{},[32,97,98,101],{},[56,99,100],{},"A2UI 语法"," - 声明式 UI 生成",[32,103,104,107],{},[56,105,106],{},"实时协作"," - 多用户同时查看和交互",[32,109,110,113],{},[56,111,112],{},"动态内容"," - 支持图表、列表、表单等复杂组件",[32,115,116,119],{},[56,117,118],{},"可交互组件"," - 按钮、表单、图表等可直接操作",[14,121,122],{},"Canvas 让 AI 助手不仅仅返回文本，还能呈现结构化的可视化界面。",[18,124,126],{"id":125},"_4-多平台客户端","4. 多平台客户端",[14,128,129],{},"OpenClaw 提供原生客户端，覆盖主流平台：",[29,131,132,138,144,150,156],{},[32,133,134,137],{},[56,135,136],{},"macOS 菜单栏应用"," - 随时随地快速访问",[32,139,140,143],{},[56,141,142],{},"macOS 伴侣应用（Beta）"," - 专为 macOS 15+ 设计",[32,145,146,149],{},[56,147,148],{},"iOS 节点应用"," - iPhone 和 iPad 原生支持",[32,151,152,155],{},[56,153,154],{},"Android 节点应用"," - 安卓设备原生支持",[32,157,158,161],{},[56,159,160],{},"跨设备同步"," - 会话和状态跨设备保持一致",[18,163,165],{"id":164},"_5-浏览器控制","5. 浏览器控制",[14,167,168],{},"OpenClaw 支持专用的 Chrome/Chromium 控制能力：",[29,170,171,177,183],{},[32,172,173,176],{},[56,174,175],{},"自动化网页操作"," - 填写表单、点击按钮、截图",[32,178,179,182],{},[56,180,181],{},"数据抓取"," - 从网页提取所需信息",[32,184,185,188],{},[56,186,187],{},"工作流自动化"," - 重复性网页任务自动化",[18,190,192],{"id":191},"_6-技能平台","6. 技能平台",[14,194,195],{},"OpenClaw 提供灵活的技能系统：",[29,197,198,204,210,216,222],{},[32,199,200,203],{},[56,201,202],{},"捆绑技能（Bundled Skills）"," - 开箱即用的内置技能",[32,205,206,209],{},[56,207,208],{},"托管技能（Hosted Skills）"," - 用户自行部署的技能",[32,211,212,215],{},[56,213,214],{},"工作区技能（Workspace Skills）"," - 团队共享的技能",[32,217,218,221],{},[56,219,220],{},"自定义开发"," - 支持自行开发专属技能",[32,223,224,227],{},[56,225,226],{},"VirusTotal 安全验证"," - 与 VirusTotal 合作，提供技能安全扫描",[229,230,231],"h3",{"id":231},"技能安全验证",[14,233,234],{},"OpenClaw 已与 VirusTotal 合作，为所有提交到 ClawHub 的技能提供安全验证：",[29,236,237,240,243,246],{},[32,238,239],{},"静态代码分析",[32,241,242],{},"70+ 杀毒引擎扫描",[32,244,245],{},"行为监控",[32,247,248],{},"社区安全评分",[18,250,252],{"id":251},"_7-安全与隐私","7. 安全与隐私",[14,254,255],{},"OpenClaw 重视用户数据安全和隐私：",[29,257,258,264,270,276,282],{},[32,259,260,263],{},[56,261,262],{},"本地数据存储"," - 数据保留在用户设备上",[32,265,266,269],{},[56,267,268],{},"端到端加密"," - 敏感通信加密传输",[32,271,272,275],{},[56,273,274],{},"VirusTotal 集成"," - 技能安全验证",[32,277,278,281],{},[56,279,280],{},"细粒度权限控制"," - 按技能和渠道配置权限",[32,283,284,287],{},[56,285,286],{},"审计日志"," - 完整操作记录",[18,289,291],{"id":290},"_8-控制界面","8. 控制界面",[14,293,294],{},"除了聊天渠道，OpenClaw 还提供 Control UI 这类更适合管理和观察系统状态的入口。",[14,296,297],{},"这类入口通常更适合：",[29,299,300,303,306,309],{},[32,301,302],{},"首次完成配置",[32,304,305],{},"查看系统是否正常运行",[32,307,308],{},"调整能力和运行参数",[32,310,311],{},"做排查和检查",[18,313,315],{"id":314},"_9-引导与配置","9. 引导与配置",[14,317,318],{},"OpenClaw 官方文档强调 onboarding 和 setup 路径，这说明它希望用户先经过一轮可理解的初始化，而不是一开始就手写全部配置。",[14,320,321],{},"这对第一次使用很重要，因为它降低了理解系统结构时的门槛。",[18,323,325],{"id":324},"_10-工具与扩展","10. 工具与扩展",[14,327,328],{},"OpenClaw 的价值还在于它不是只调用模型。它还包含工具、hooks、平台能力以及后续可扩展的结构。",[14,330,331],{},"从中文站点角度看，这一层是后续最值得持续扩写的内容，因为很多用户真正卡住的地方，往往都在\"怎么接进去\"和\"怎么安全使用\"。",[18,333,335],{"id":334},"_11-模型与运行边界","11. 模型与运行边界",[14,337,338],{},"模型并不是 OpenClaw 的全部，但它是运行体系的一部分。更准确地说，OpenClaw 关心的是：",[29,340,341,344,347],{},[32,342,343],{},"模型从哪里来",[32,345,346],{},"怎么和工具、渠道、配置结合",[32,348,349],{},"如何在自己的部署边界里运行",[14,351,352],{},"支持 Anthropic Claude、OpenAI GPT 或本地模型。",[18,354,356],{"id":355},"_12-运维与网关","12. 运维与网关",[14,358,359],{},"当你开始把它长期运行起来，就会进入 gateway、远程访问、安全和运维问题。",[14,361,362],{},"很多用户会在这一层意识到：OpenClaw 不只是一个\"AI 功能集合\"，而是一套需要被管理的长期系统。",[18,364,365],{"id":365},"建议的理解顺序",[14,367,368],{},"最推荐的顺序是：",[370,371,372,375,378,381],"ol",{},[32,373,374],{},"先理解定位",[32,376,377],{},"再理解渠道和 Control UI",[32,379,380],{},"再理解 onboarding、工具和 hooks",[32,382,383],{},"最后再进入平台、模型和运维",[18,385,386],{"id":386},"下一步推荐",[29,388,389,396,402],{},[32,390,391],{},[392,393,395],"a",{"href":394},"/docs/manual/channels-overview","渠道能力概览",[32,397,398],{},[392,399,401],{"href":400},"/docs/manual/control-ui","Control UI 是什么",[32,403,404],{},[392,405,407],{"href":406},"/docs/manual/hooks-overview","Hooks 能做什么",{"title":409,"searchDepth":410,"depth":410,"links":411},"",2,[412,413,414,415,416,417,421,422,423,424,425,426,427,428],{"id":20,"depth":410,"text":21},{"id":46,"depth":410,"text":47},{"id":89,"depth":410,"text":90},{"id":125,"depth":410,"text":126},{"id":164,"depth":410,"text":165},{"id":191,"depth":410,"text":192,"children":418},[419],{"id":231,"depth":420,"text":231},3,{"id":251,"depth":410,"text":252},{"id":290,"depth":410,"text":291},{"id":314,"depth":410,"text":315},{"id":324,"depth":410,"text":325},{"id":334,"depth":410,"text":335},{"id":355,"depth":410,"text":356},{"id":365,"depth":410,"text":365},{"id":386,"depth":410,"text":386},"产品",null,"用一页理解 OpenClaw 当前最重要的能力结构，包括渠道、控制台、扩展和运行边界。","md",{},true,"/docs/manual/core-capabilities",{"title":5,"description":431},"official","docs/manual/core-capabilities",[440,441,442,443],"capabilities","channels","skills","voice","2026-03-11","WlEKjVBzX_BigFiQ0xFghxpNKvcsxH0Pr1HW_CRKDn4",{"generatedAt":447,"collections":448,"totals":3090},"2026-10-19T07:16:28.294Z",{"docs":449,"news":1671,"bestPractices":2431},{"count":450,"items":451},171,[452,465,475,484,493,498,503,510,518,525,534,541,550,558,567,574,581,587,594,601,612,620,628,638,648,657,666,675,683,690,695,702,711,719,728,736,739,741,748,756,763,772,778,788,794,799,807,814,817,827,836,844,852,859,867,873,878,884,893,898,903,912,919,931,937,945,952,957,964,972,979,984,990,997,1003,1013,1019,1028,1037,1043,1048,1053,1061,1068,1074,1081,1089,1096,1103,1112,1120,1127,1134,1140,1147,1153,1162,1168,1175,1180,1189,1196,1204,1213,1220,1227,1237,1243,1249,1254,1262,1269,1276,1283,1289,1296,1301,1311,1322,1328,1334,1339,1345,1351,1358,1365,1372,1381,1388,1393,1399,1406,1415,1422,1429,1435,1441,1448,1454,1459,1464,1471,1477,1485,1491,1498,1504,1513,1519,1525,1532,1538,1544,1552,1559,1564,1572,1578,1584,1591,1598,1603,1610,1619,1626,1632,1639,1645,1651,1657,1666],{"title":453,"description":454,"path":455,"category":456,"updatedAt":457,"sourceType":458,"tags":459},"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",[460,461,462,441,463,464],"concepts","gateway","agent","tools","memory",{"title":466,"description":467,"path":468,"category":456,"updatedAt":469,"sourceType":458,"tags":470},"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",[471,472,473,474,442],"developers","teams","architecture","configuration",{"title":476,"description":477,"path":478,"category":456,"updatedAt":469,"sourceType":458,"tags":479},"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",[480,481,461,482,483],"enterprise","operations","security","upgrades",{"title":485,"description":486,"path":487,"category":456,"updatedAt":488,"sourceType":437,"tags":489},"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",[462,490,491,492],"quickstart","tutorial","basics",{"title":494,"description":495,"path":496,"category":456,"updatedAt":488,"sourceType":437,"tags":497},"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",[441,490,491,492],{"title":499,"description":500,"path":501,"category":456,"updatedAt":488,"sourceType":437,"tags":502},"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",[442,490,491,492],{"title":504,"description":505,"path":506,"category":456,"updatedAt":488,"sourceType":437,"tags":507},"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",[508,509,490,491],"workflow","automation",{"title":511,"description":512,"path":513,"category":456,"updatedAt":488,"sourceType":437,"tags":514},"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",[490,515,516,517],"installation","onboarding","dashboard",{"title":519,"description":520,"path":521,"category":456,"updatedAt":444,"sourceType":437,"tags":522},"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",[516,523,524,461],"daemon","setup",{"title":526,"description":527,"path":528,"category":456,"updatedAt":529,"sourceType":437,"tags":530},"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",[516,531,532,461,533],"remote","local","wizard",{"title":535,"description":536,"path":537,"category":456,"updatedAt":469,"sourceType":458,"tags":538},"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",[539,540,517,441,442],"personal","getting-started",{"title":542,"description":543,"path":544,"category":545,"updatedAt":444,"sourceType":437,"tags":546},"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",[547,548,549,516],"reading-path","overview","docs",{"title":551,"description":552,"path":553,"category":429,"updatedAt":554,"sourceType":437,"tags":555},"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","2026-03-13",[548,556,441,557],"self-hosted","assistant",{"title":559,"description":560,"path":561,"category":456,"updatedAt":469,"sourceType":458,"tags":562},"我什么时候再上 Skills、Plugins 和多 Agent","帮你判断现在是否已经适合进入 Skills、Plugins、Hooks 或多 Agent 扩展，而不是在基础链路未稳定时过早堆复杂度。","/docs/getting-started/when-to-add-skills-plugins-and-multi-agent",[442,563,564,565,566],"plugins","multi-agent","hooks","decision",{"title":568,"description":569,"path":570,"category":456,"updatedAt":571,"sourceType":458,"tags":572},"我什么时候该开始接入渠道","帮你判断现在是否已经适合进入 Telegram、WhatsApp、飞书等渠道接入，而不是在最小链路未稳定时过早增加复杂度。","/docs/getting-started/when-to-connect-channels","2026-03-24",[441,516,566,461,573],"safety",{"title":575,"description":576,"path":577,"category":456,"updatedAt":571,"sourceType":458,"tags":578},"模型、配置和安全这三页分别什么时候看","用最短方式判断什么时候该去看模型选择、关键配置和安全实践，避免把问题带到错误页面里越看越乱。","/docs/getting-started/when-to-read-models-config-security",[579,580,482,566,540],"models","configurations",{"title":582,"description":583,"path":584,"category":456,"updatedAt":571,"sourceType":458,"tags":585},"Dashboard、WebChat 和聊天渠道分别什么时候用","把 OpenClaw 最常见的三个使用入口拆开，帮助你判断什么时候该进 Dashboard，什么时候该用 WebChat，什么时候才值得接入 Telegram、飞书或 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把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1317,1318,1319,1320,1321],"anthropic","429","context1m","failover","reference",{"title":1323,"description":1324,"path":1325,"category":1315,"updatedAt":444,"sourceType":437,"tags":1326},"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",[1321,637,1009,1327],"diagnostics",{"title":1329,"description":1330,"path":1331,"category":1315,"updatedAt":571,"sourceType":437,"tags":1332},"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",[771,889,769,461,1333,1321],"node",{"title":1335,"description":1336,"path":1337,"category":1315,"updatedAt":680,"sourceType":437,"tags":1338},"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",[647,911,1320,611,1321],{"title":1340,"description":1341,"path":1342,"category":1315,"updatedAt":680,"sourceType":437,"tags":1343},"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",[805,1344,699,806,1321],"bootstrapToken",{"title":1346,"description":1347,"path":1348,"category":1321,"updatedAt":606,"sourceType":437,"tags":1349},"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",[1350,610,656,619,1210,609],"templates",{"title":1352,"description":1353,"path":1354,"category":1315,"updatedAt":670,"sourceType":437,"tags":1355},"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",[805,1356,441,1357,1139],"allowFrom","account",{"title":1359,"description":1360,"path":1361,"category":1315,"updatedAt":767,"sourceType":437,"tags":1362},"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",[637,1321,1363,1364],"commands","terminal",{"title":1366,"description":1367,"path":1368,"category":1315,"updatedAt":680,"sourceType":437,"tags":1369},"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",[1370,1371,647,645,1321],"cloudflare-ai-gateway","headers",{"title":1373,"description":1374,"path":1375,"category":1376,"updatedAt":571,"sourceType":724,"tags":1377},"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",[724,1378,1379,1380],"github","issues","feedback",{"title":1382,"description":1383,"path":1384,"category":1315,"updatedAt":767,"sourceType":437,"tags":1385},"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",[474,1321,1386,1387],"settings","options",{"title":1389,"description":1390,"path":1391,"category":1315,"updatedAt":529,"sourceType":437,"tags":1392},"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",[733,805,806,747,1139],{"title":1394,"description":1395,"path":1396,"category":1315,"updatedAt":680,"sourceType":437,"tags":1397},"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",[635,883,1398,969,1321],"scheduler",{"title":1400,"description":1401,"path":1402,"category":1315,"updatedAt":1078,"sourceType":437,"tags":1403},"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",[517,746,1404,1405,647],"secretref","sessionStorage",{"title":1407,"description":1408,"path":1409,"category":1410,"updatedAt":767,"sourceType":437,"tags":1411},"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",[1412,1413,1414,1158,872],"debugging","debug","runtime-overrides",{"title":1416,"description":1417,"path":1418,"category":1315,"updatedAt":652,"sourceType":437,"tags":1419},"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",[1327,1420,1421,1413,1321],"logging","flags",{"title":1423,"description":1424,"path":1425,"category":1315,"updatedAt":652,"sourceType":437,"tags":1426},"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",[674,1427,1428,655,1321],"dmScope","identityLinks",{"title":1430,"description":1431,"path":1432,"category":1315,"updatedAt":652,"sourceType":437,"tags":1433},"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",[1158,1159,1327,1434,1321],"migrations",{"title":1436,"description":1437,"path":1438,"category":1315,"updatedAt":652,"sourceType":437,"tags":1439},"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",[1012,474,682,1440,1321],"shell",{"title":1442,"description":1443,"path":1444,"category":1315,"updatedAt":571,"sourceType":458,"tags":1445},"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",[1446,1233,724,1447,1235],"sources","trust",{"title":1449,"description":1450,"path":1451,"category":1315,"updatedAt":529,"sourceType":437,"tags":1452},"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",[461,1453,637,1086,627],"rpc",{"title":1455,"description":1456,"path":1457,"category":1315,"updatedAt":652,"sourceType":437,"tags":1458},"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",[805,806,461,626,1321],{"title":1460,"description":1461,"path":1462,"category":1315,"updatedAt":1078,"sourceType":437,"tags":1463},"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",[674,461,586,517,1321],{"title":1465,"description":1466,"path":1467,"category":1315,"updatedAt":680,"sourceType":437,"tags":1468},"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",[461,1086,1469,1470,1321],"protocol","scopes",{"title":1472,"description":1473,"path":1474,"category":1315,"updatedAt":670,"sourceType":437,"tags":1475},"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",[673,1476,655,889,822],"mention",{"title":1478,"description":1479,"path":1480,"category":1315,"updatedAt":680,"sourceType":437,"tags":1481},"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",[1132,1482,1483,1484,1321],"visibility","activeHours","alerts",{"title":1486,"description":1487,"path":1488,"category":1315,"updatedAt":670,"sourceType":437,"tags":1489},"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",[1080,1086,1490,461,1321],"sdk",{"title":1492,"description":1493,"path":1494,"category":1315,"updatedAt":670,"sourceType":437,"tags":1495},"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",[474,1496,1110,1497,1321],"include","arrays",{"title":1499,"description":1500,"path":1501,"category":1315,"updatedAt":652,"sourceType":437,"tags":1502},"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",[918,1503,771,508,1321],"invoke",{"title":1505,"description":1506,"path":1507,"category":1315,"updatedAt":680,"sourceType":437,"tags":1508},"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",[464,1509,1510,1511,1512,1321],"hybrid-search","ranking","mmr","retrieval",{"title":1514,"description":1515,"path":1516,"category":1315,"updatedAt":571,"sourceType":437,"tags":1517},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 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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",[1412,1537,872,645,835],"raw-stream",{"title":1539,"description":1540,"path":1541,"category":1315,"updatedAt":680,"sourceType":437,"tags":1542},"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",[531,1543,647,461,1321],"tlsFingerprint",{"title":1545,"description":1546,"path":1547,"category":1315,"updatedAt":680,"sourceType":437,"tags":1548},"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",[673,1549,1550,1551,1321],"mentions","pending-history","reply",{"title":1553,"description":1554,"path":1555,"category":1315,"updatedAt":652,"sourceType":437,"tags":1556},"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",[509,1132,635,1590,481],{"title":1909,"description":1910,"path":1911,"category":1885,"date":632,"updatedAt":632,"sourceType":437,"source":1912,"tags":1913},"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",[634,509,635,636,1259,481],{"title":1915,"description":1916,"path":1917,"category":1885,"date":632,"updatedAt":632,"sourceType":437,"source":1918,"tags":1919},"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 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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",[517,1294,805,531,482],{"title":1933,"description":1934,"path":1935,"category":1885,"date":571,"updatedAt":571,"sourceType":437,"source":1893,"tags":1936},"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",[699,701,771,441,1248],{"title":1938,"description":1939,"path":1940,"category":1736,"date":457,"updatedAt":457,"sourceType":724,"source":1941,"tags":1942},"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",[1616,725,1739,1692],{"title":1944,"description":1945,"path":1946,"category":1885,"date":571,"updatedAt":571,"sourceType":437,"source":1947,"tags":1948},"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",[707,442,716,717,1949,708],"telemetry",{"title":1951,"description":1952,"path":1953,"category":1678,"date":529,"updatedAt":529,"sourceType":437,"source":1954,"tags":1955},"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",[637,461,1453,627,481],{"title":1957,"description":1958,"path":1959,"category":1885,"date":652,"updatedAt":652,"sourceType":437,"source":1960,"tags":1961},"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",[474,1012,654,1962,481],"overrides",{"title":1964,"description":1965,"path":1966,"category":1678,"date":529,"updatedAt":529,"sourceType":437,"source":1873,"tags":1967},"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",[1034,1035,611,464,1968],"continuity",{"title":1970,"description":1971,"path":1972,"category":1678,"date":529,"updatedAt":529,"sourceType":437,"source":1973,"tags":1974},"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",[733,517,1118,805,531],{"title":1976,"description":1977,"path":1978,"category":1885,"date":1078,"updatedAt":1078,"sourceType":437,"source":1899,"tags":1979},"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",[471,442,725,1616],{"title":1993,"description":1994,"path":1995,"category":1885,"date":670,"updatedAt":670,"sourceType":437,"source":1996,"tags":1997},"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",[806,805,746,1152,1998],"rotate",{"title":2000,"description":2001,"path":2002,"category":1885,"date":652,"updatedAt":652,"sourceType":437,"source":2003,"tags":2004},"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",[2017,2018,2019,2020],"education","adoption","ai-tutor","higher-education",{"title":2022,"description":2023,"path":2024,"category":2014,"date":457,"updatedAt":457,"sourceType":724,"source":2025,"tags":2026},"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",[480,1618,508,1616],{"title":2028,"description":2029,"path":2030,"category":1678,"date":529,"updatedAt":529,"sourceType":437,"source":2031,"tags":2032},"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",[442,707,563,565,726],{"title":2034,"description":2035,"path":2036,"category":1885,"date":632,"updatedAt":632,"sourceType":437,"source":2037,"tags":2038},"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",[783,784,785,786,441,787],{"title":2040,"description":2041,"path":2042,"category":1885,"date":670,"updatedAt":670,"sourceType":437,"source":2043,"tags":2044},"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",[461,805,2045,746,626],"pending",{"title":2047,"description":2048,"path":2049,"category":1885,"date":1078,"updatedAt":1078,"sourceType":437,"source":2050,"tags":2051},"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",[461,674,586,517,2052],"state",{"title":2054,"description":2055,"path":2056,"category":1885,"date":670,"updatedAt":670,"sourceType":437,"source":2057,"tags":2058},"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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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",[2077,464,754,2114,2115],"vector-search","knowledge",{"title":2117,"description":2118,"path":2119,"category":1885,"date":670,"updatedAt":670,"sourceType":437,"source":2120,"tags":2121},"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",[1476,673,699,701,761],{"title":2123,"description":2124,"path":2125,"category":1885,"date":652,"updatedAt":652,"sourceType":437,"source":2126,"tags":2127},"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",[822,586,655,826,441],{"title":2129,"description":2130,"path":2131,"category":1885,"date":571,"updatedAt":571,"sourceType":437,"source":1954,"tags":2132},"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",[579,1518,645,647,1195],{"title":2134,"description":2135,"path":2136,"category":1885,"date":670,"updatedAt":670,"sourceType":437,"source":2137,"tags":2138},"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",[626,804,461,805,806],{"title":2140,"description":2141,"path":2142,"category":1678,"date":529,"updatedAt":529,"sourceType":437,"source":2143,"tags":2144},"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",[516,1663,930,1664,1236],{"title":2146,"description":2147,"path":2148,"category":1885,"date":1078,"updatedAt":1078,"sourceType":437,"source":1973,"tags":2149},"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",[1248,747,733,805,531],{"title":2151,"description":2152,"path":2153,"category":1885,"date":680,"updatedAt":680,"sourceType":437,"source":2154,"tags":2155},"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",[517,586,1086,1248,627],{"title":2157,"description":2158,"path":2159,"category":1885,"date":670,"updatedAt":670,"sourceType":437,"source":1996,"tags":2160},"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",[805,1356,441,1357,481],{"title":2162,"description":2163,"path":2164,"category":1678,"date":529,"updatedAt":529,"sourceType":437,"source":2165,"tags":2166},"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",[563,725,565,724,726],{"title":2168,"description":2169,"path":2170,"category":1885,"date":571,"updatedAt":571,"sourceType":437,"source":2171,"tags":2172},"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",[563,707,1530,1531,1235],{"title":2174,"description":2175,"path":2176,"category":1885,"date":571,"updatedAt":571,"sourceType":437,"source":2177,"tags":2178},"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",[917,918,508,771,564],{"title":2180,"description":2181,"path":2182,"category":1885,"date":680,"updatedAt":680,"sourceType":437,"source":2183,"tags":2184},"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",[645,579,626,647,936],{"title":2186,"description":2187,"path":2188,"category":1885,"date":680,"updatedAt":680,"sourceType":437,"source":2189,"tags":2190},"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",[645,1320,579,461,481],{"title":2192,"description":2193,"path":2194,"category":1678,"date":529,"updatedAt":529,"sourceType":437,"source":1873,"tags":2195},"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",[1233,1234,1236,1235],{"title":2197,"description":2198,"path":2199,"category":1885,"date":652,"updatedAt":652,"sourceType":437,"source":1899,"tags":2200},"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",[517,805,626,531,1139],{"title":2202,"description":2203,"path":2204,"category":1885,"date":670,"updatedAt":670,"sourceType":437,"source":2205,"tags":2206},"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",[655,654,2207,441,656],"threads",{"title":2209,"description":2210,"path":2211,"category":1885,"date":632,"updatedAt":632,"sourceType":437,"source":2212,"tags":2213},"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",[977,864,978,556,463],{"title":2215,"description":2216,"path":2217,"category":1885,"date":670,"updatedAt":670,"sourceType":437,"source":2218,"tags":2219},"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",[1558,2220,2221,1557,481],"snapshot","rotation",{"title":2223,"description":2224,"path":2225,"category":1885,"date":670,"updatedAt":670,"sourceType":437,"source":2085,"tags":2226},"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",[674,482,1427,805,1274],{"title":2228,"description":2229,"path":2230,"category":1885,"date":571,"updatedAt":571,"sourceType":437,"source":2231,"tags":2232},"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",[482,1259,1261,1260,481],{"title":2234,"description":2235,"path":2236,"category":2237,"date":457,"updatedAt":457,"sourceType":724,"source":2238,"tags":2239},"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",[482,2240,835,480],"compliance",{"title":2242,"description":2243,"path":2244,"category":1885,"date":652,"updatedAt":652,"sourceType":437,"source":2218,"tags":2245},"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",[482,1557,771,2246,481],"proxy",{"title":2248,"description":2249,"path":2250,"category":1885,"date":1568,"updatedAt":1568,"sourceType":437,"source":2251,"tags":2252},"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",[674,1571,1035,1570,461],{"title":2254,"description":2255,"path":2256,"category":1885,"date":1568,"updatedAt":1568,"sourceType":437,"source":2257,"tags":2258},"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",[611,637,1577,1259,481],{"title":2260,"description":2261,"path":2262,"category":1885,"date":670,"updatedAt":670,"sourceType":437,"source":2263,"tags":2264},"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",[482,1274,1275,2265,461],"sandbox",{"title":2267,"description":2268,"path":2269,"category":1678,"date":529,"updatedAt":529,"sourceType":437,"source":2075,"tags":2270},"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",[2077,724,699,442,509],{"title":2272,"description":2273,"path":2274,"category":1885,"date":680,"updatedAt":680,"sourceType":437,"source":2263,"tags":2275},"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",[1274,1428,672,655,482],{"title":2277,"description":2278,"path":2279,"category":1885,"date":1568,"updatedAt":1568,"sourceType":437,"source":2280,"tags":2281},"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",[1570,645,1596,1597,2282],"compatibility",{"title":2284,"description":2285,"path":2286,"category":1885,"date":571,"updatedAt":571,"sourceType":437,"source":1930,"tags":2287},"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",[1294,482,531,461,647],{"title":2289,"description":2290,"path":2291,"category":1885,"date":1078,"updatedAt":1078,"sourceType":437,"source":2050,"tags":2292},"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",[461,586,1080,1412,674],{"title":2294,"description":2295,"path":2296,"category":1885,"date":571,"updatedAt":571,"sourceType":437,"source":2297,"tags":2298},"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",[1644,1236,911,461,2052],{"title":2300,"description":2301,"path":2302,"category":1885,"date":571,"updatedAt":571,"sourceType":437,"source":2303,"tags":2304},"OpenClaw 更新观察：stable、beta、dev 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