[{"data":1,"prerenderedAt":3916},["ShallowReactive",2],{"news:open-source-anniversary":3,"content-manifest":1271},{"id":4,"title":5,"author":6,"body":7,"category":1253,"date":1254,"description":1255,"extension":1256,"meta":1257,"navigation":1091,"path":1258,"seo":1259,"source":1260,"sourceName":1261,"sourceType":1262,"stem":1263,"tags":1264,"updatedAt":1269,"__hash__":1270},"news/news/open-source-anniversary.md","OpenClaw 开源一周年：回顾与展望","OpenClaw Team",{"type":8,"value":9,"toc":1205},"minimark",[10,14,18,22,114,117,128,131,135,164,168,194,198,224,228,254,257,260,321,324,394,397,458,461,464,470,473,548,551,565,568,571,643,646,666,669,672,732,735,761,764,767,817,820,831,834,837,840,910,913,916,936,939,942,953,956,960,965,979,983,997,1001,1015,1018,1021,1048,1051,1054,1056,1131,1134,1151,1154,1192,1195,1201],[11,12,13],"p",{},"2025年3月1日，OpenClaw 正式开源。一年后的今天，我们回顾这段旅程，感谢社区的每一位贡献者。",[15,16,17],"h2",{"id":17},"里程碑回顾",[19,20,21],"h3",{"id":21},"项目数据",[23,24,25,44],"table",{},[26,27,28],"thead",{},[29,30,31,35,38,41],"tr",{},[32,33,34],"th",{},"指标",[32,36,37],{},"开源时",[32,39,40],{},"一周年",[32,42,43],{},"增长",[45,46,47,62,76,90,102],"tbody",{},[29,48,49,53,56,59],{},[50,51,52],"td",{},"GitHub Stars",[50,54,55],{},"0",[50,57,58],{},"287,000",[50,60,61],{},"-",[29,63,64,67,70,73],{},[50,65,66],{},"贡献者",[50,68,69],{},"3",[50,71,72],{},"1,137+",[50,74,75],{},"379x",[29,77,78,81,84,87],{},[50,79,80],{},"代码提交",[50,82,83],{},"50",[50,85,86],{},"5,200+",[50,88,89],{},"104x",[29,91,92,95,97,100],{},[50,93,94],{},"Issue 处理",[50,96,55],{},[50,98,99],{},"3,500+",[50,101,61],{},[29,103,104,107,109,112],{},[50,105,106],{},"Pull Requests",[50,108,55],{},[50,110,111],{},"2,800+",[50,113,61],{},[19,115,116],{"id":116},"版本演进",[118,119,124],"pre",{"className":120,"code":122,"language":123},[121],"language-text","时间线：\n2025.03 ─── v0.1.0 (MVP)\n    │\n2025.06 ─── v0.5.0 (稳定版)\n    │\n2025.09 ─── v1.0.0 (正式版)\n    │\n2025.12 ─── v1.5.0 (Canvas)\n    │\n2026.03 ─── v2.0.0 (多Agent)\n","text",[125,126,122],"code",{"__ignoreMap":127},"",[15,129,130],{"id":130},"功能演进",[19,132,134],{"id":133},"第一阶段基础能力-2025-q1-q2","第一阶段：基础能力 (2025 Q1-Q2)",[136,137,138,146,152,158],"ul",{},[139,140,141,145],"li",{},[142,143,144],"strong",{},"核心架构"," - Gateway、Memory、Skills 基础框架",[139,147,148,151],{},[142,149,150],{},"基础渠道"," - Discord、Telegram、Slack",[139,153,154,157],{},[142,155,156],{},"模型支持"," - OpenAI GPT 系列",[139,159,160,163],{},[142,161,162],{},"CLI 工具"," - 命令行管理工具",[19,165,167],{"id":166},"第二阶段能力扩展-2025-q3","第二阶段：能力扩展 (2025 Q3)",[136,169,170,176,182,188],{},[139,171,172,175],{},[142,173,174],{},"多模型支持"," - Claude、本地模型",[139,177,178,181],{},[142,179,180],{},"渠道扩展"," - WhatsApp、Signal、飞书",[139,183,184,187],{},[142,185,186],{},"技能市场"," - ClawHub 上线",[139,189,190,193],{},[142,191,192],{},"API v1"," - 开发者 API 发布",[19,195,197],{"id":196},"第三阶段体验升级-2025-q4","第三阶段：体验升级 (2025 Q4)",[136,199,200,206,212,218],{},[139,201,202,205],{},[142,203,204],{},"Canvas"," - 可视化交互界面",[139,207,208,211],{},[142,209,210],{},"语音功能"," - 语音输入输出",[139,213,214,217],{},[142,215,216],{},"移动端"," - iOS/Android 应用",[139,219,220,223],{},[142,221,222],{},"企业版"," - 企业级部署方案",[19,225,227],{"id":226},"第四阶段智能化-2026-q1","第四阶段：智能化 (2026 Q1)",[136,229,230,236,242,248],{},[139,231,232,235],{},[142,233,234],{},"多 Agent"," - 协作式 AI 代理",[139,237,238,241],{},[142,239,240],{},"API v2"," - 全新开发者 API",[139,243,244,247],{},[142,245,246],{},"安全增强"," - 企业级安全特性",[139,249,250,253],{},[142,251,252],{},"性能优化"," - 全面性能提升",[15,255,256],{"id":256},"社区成长",[19,258,259],{"id":259},"贡献者分布",[23,261,262,275],{},[26,263,264],{},[29,265,266,269,272],{},[32,267,268],{},"地区",[32,270,271],{},"贡献者数量",[32,273,274],{},"占比",[45,276,277,288,299,310],{},[29,278,279,282,285],{},[50,280,281],{},"北美",[50,283,284],{},"380",[50,286,287],{},"33%",[29,289,290,293,296],{},[50,291,292],{},"欧洲",[50,294,295],{},"290",[50,297,298],{},"26%",[29,300,301,304,307],{},[50,302,303],{},"亚洲",[50,305,306],{},"320",[50,308,309],{},"28%",[29,311,312,315,318],{},[50,313,314],{},"其他",[50,316,317],{},"147",[50,319,320],{},"13%",[19,322,323],{"id":323},"贡献类型",[23,325,326,338],{},[26,327,328],{},[29,329,330,333,336],{},[32,331,332],{},"类型",[32,334,335],{},"数量",[32,337,274],{},[45,339,340,351,362,372,383],{},[29,341,342,345,348],{},[50,343,344],{},"代码贡献",[50,346,347],{},"2,800 PRs",[50,349,350],{},"45%",[29,352,353,356,359],{},[50,354,355],{},"文档改进",[50,357,358],{},"1,200 commits",[50,360,361],{},"20%",[29,363,364,367,370],{},[50,365,366],{},"技能开发",[50,368,369],{},"400+ skills",[50,371,361],{},[29,373,374,377,380],{},[50,375,376],{},"问题反馈",[50,378,379],{},"3,500 issues",[50,381,382],{},"10%",[29,384,385,388,391],{},[50,386,387],{},"翻译贡献",[50,389,390],{},"15 语言",[50,392,393],{},"5%",[19,395,396],{"id":396},"社区活动",[23,398,399,412],{},[26,400,401],{},[29,402,403,406,409],{},[32,404,405],{},"活动",[32,407,408],{},"场次",[32,410,411],{},"参与人数",[45,413,414,425,436,447],{},[29,415,416,419,422],{},[50,417,418],{},"线上 Meetup",[50,420,421],{},"24",[50,423,424],{},"12,000+",[29,426,427,430,433],{},[50,428,429],{},"技术分享",[50,431,432],{},"48",[50,434,435],{},"8,000+",[29,437,438,441,444],{},[50,439,440],{},"黑客松",[50,442,443],{},"4",[50,445,446],{},"2,000+",[29,448,449,452,455],{},[50,450,451],{},"线下聚会",[50,453,454],{},"12",[50,456,457],{},"3,000+",[15,459,460],{"id":460},"技术成就",[19,462,463],{"id":463},"架构演进",[118,465,468],{"className":466,"code":467,"language":123},[121],"v0.1.0 架构：\n┌─────────┐\n│  CLI    │\n└────┬────┘\n     │\n┌────┴────┐\n│ Gateway │\n└────┬────┘\n     │\n┌────┴────┐\n│   LLM   │\n└─────────┘\n\nv2.0.0 架构：\n┌────────┬────────┬────────┐\n│  CLI   │ Mobile │  Web   │\n└───┬────┴───┬────┴───┬────┘\n    │        │        │\n    └────────┴────────┘\n             │\n    ┌────────┴────────┐\n    │     Gateway     │\n    └────────┬────────┘\n             │\n    ┌────────┼────────┐\n    │        │        │\n┌───┴───┐ ┌──┴──┐ ┌───┴───┐\n│Memory │ │Skills│ │Agents │\n└───────┘ └──────┘ └───────┘\n",[125,469,467],{"__ignoreMap":127},[19,471,472],{"id":472},"性能提升",[23,474,475,490],{},[26,476,477],{},[29,478,479,481,484,487],{},[32,480,34],{},[32,482,483],{},"v0.1.0",[32,485,486],{},"v2.0.0",[32,488,489],{},"提升",[45,491,492,506,520,534],{},[29,493,494,497,500,503],{},[50,495,496],{},"响应延迟",[50,498,499],{},"2.5s",[50,501,502],{},"0.3s",[50,504,505],{},"88% ↓",[29,507,508,511,514,517],{},[50,509,510],{},"内存占用",[50,512,513],{},"500MB",[50,515,516],{},"150MB",[50,518,519],{},"70% ↓",[29,521,522,525,528,531],{},[50,523,524],{},"并发处理",[50,526,527],{},"10",[50,529,530],{},"1000",[50,532,533],{},"100x",[29,535,536,539,542,545],{},[50,537,538],{},"启动时间",[50,540,541],{},"15s",[50,543,544],{},"2s",[50,546,547],{},"87% ↓",[19,549,550],{"id":550},"安全改进",[136,552,553,556,559,562],{},[139,554,555],{},"安全审计：3 次外部审计",[139,557,558],{},"漏洞修复：47 个安全漏洞修复",[139,560,561],{},"认证方式：从单一密码到多因素认证",[139,563,564],{},"加密标准：从 TLS 1.2 升级到 TLS 1.3",[15,566,567],{"id":567},"企业采用",[19,569,570],{"id":570},"行业分布",[23,572,573,586],{},[26,574,575],{},[29,576,577,580,583],{},[32,578,579],{},"行业",[32,581,582],{},"企业数量",[32,584,585],{},"典型用例",[45,587,588,599,610,621,632],{},[29,589,590,593,596],{},[50,591,592],{},"科技",[50,594,595],{},"280",[50,597,598],{},"开发辅助、客服",[29,600,601,604,607],{},[50,602,603],{},"金融",[50,605,606],{},"150",[50,608,609],{},"数据分析、合规",[29,611,612,615,618],{},[50,613,614],{},"制造",[50,616,617],{},"120",[50,619,620],{},"流程自动化",[29,622,623,626,629],{},[50,624,625],{},"医疗",[50,627,628],{},"80",[50,630,631],{},"文档处理、诊断辅助",[29,633,634,637,640],{},[50,635,636],{},"教育",[50,638,639],{},"70",[50,641,642],{},"教学辅助、内容生成",[19,644,645],{"id":645},"知名用户",[136,647,648,654,660],{},[139,649,650,653],{},[142,651,652],{},"科技公司","：多家知名科技公司采用 OpenClaw 进行内部效率提升",[139,655,656,659],{},[142,657,658],{},"金融机构","：多家银行和保险公司用于客户服务和数据分析",[139,661,662,665],{},[142,663,664],{},"教育机构","：多所大学用于教学和研究辅助",[15,667,668],{"id":668},"开源生态",[19,670,671],{"id":671},"衍生项目",[23,673,674,687],{},[26,675,676],{},[29,677,678,681,684],{},[32,679,680],{},"项目",[32,682,683],{},"描述",[32,685,686],{},"Stars",[45,688,689,700,710,721],{},[29,690,691,694,697],{},[50,692,693],{},"openclaw-sdk",[50,695,696],{},"官方 SDK",[50,698,699],{},"15,000",[29,701,702,705,707],{},[50,703,704],{},"clawhub",[50,706,186],{},[50,708,709],{},"12,000",[29,711,712,715,718],{},[50,713,714],{},"openclaw-ui",[50,716,717],{},"Web UI",[50,719,720],{},"8,000",[29,722,723,726,729],{},[50,724,725],{},"openclaw-ansible",[50,727,728],{},"部署工具",[50,730,731],{},"5,000",[19,733,734],{"id":734},"社区项目",[136,736,737,743,749,755],{},[139,738,739,742],{},[142,740,741],{},"第三方客户端","：10+ 个社区开发的客户端",[139,744,745,748],{},[142,746,747],{},"技能包","：400+ 个社区贡献的技能",[139,750,751,754],{},[142,752,753],{},"集成插件","：50+ 个平台集成",[139,756,757,760],{},[142,758,759],{},"教程资源","：200+ 篇社区教程",[15,762,763],{"id":763},"荣誉与认可",[19,765,766],{"id":766},"开源奖项",[23,768,769,782],{},[26,770,771],{},[29,772,773,776,779],{},[32,774,775],{},"奖项",[32,777,778],{},"组织",[32,780,781],{},"时间",[45,783,784,795,806],{},[29,785,786,789,792],{},[50,787,788],{},"最佳开源项目",[50,790,791],{},"GitHub Universe",[50,793,794],{},"2025.10",[29,796,797,800,803],{},[50,798,799],{},"最具潜力项目",[50,801,802],{},"OSCON",[50,804,805],{},"2025.08",[29,807,808,811,814],{},[50,809,810],{},"开源之星",[50,812,813],{},"InfoWorld",[50,815,816],{},"2025.12",[19,818,819],{"id":819},"媒体报道",[136,821,822,825,828],{},[139,823,824],{},"TechCrunch: \"OpenClaw 正在重新定义 AI 助手\"",[139,826,827],{},"The Verge: \"开源 AI 的新标杆\"",[139,829,830],{},"Wired: \"为什么 OpenClaw 如此重要\"",[15,832,833],{"id":833},"感谢",[19,835,836],{"id":836},"核心贡献者",[11,838,839],{},"感谢以下核心贡献者的持续付出：",[23,841,842,854],{},[26,843,844],{},[29,845,846,848,851],{},[32,847,66],{},[32,849,850],{},"贡献领域",[32,852,853],{},"Commits",[45,855,856,866,877,888,899],{},[29,857,858,861,863],{},[50,859,860],{},"@core-dev-1",[50,862,144],{},[50,864,865],{},"500+",[29,867,868,871,874],{},[50,869,870],{},"@core-dev-2",[50,872,873],{},"技能系统",[50,875,876],{},"400+",[29,878,879,882,885],{},[50,880,881],{},"@core-dev-3",[50,883,884],{},"渠道集成",[50,886,887],{},"350+",[29,889,890,893,896],{},[50,891,892],{},"@core-dev-4",[50,894,895],{},"文档",[50,897,898],{},"300+",[29,900,901,904,907],{},[50,902,903],{},"@core-dev-5",[50,905,906],{},"测试",[50,908,909],{},"250+",[19,911,912],{"id":912},"企业赞助商",[11,914,915],{},"感谢以下企业的赞助支持：",[136,917,918,924,930],{},[139,919,920,923],{},[142,921,922],{},"铂金赞助商","：3 家",[139,925,926,929],{},[142,927,928],{},"金牌赞助商","：8 家",[139,931,932,935],{},[142,933,934],{},"银牌赞助商","：15 家",[19,937,938],{"id":938},"社区志愿者",[11,940,941],{},"感谢所有社区志愿者的无私奉献：",[136,943,944,947,950],{},[139,945,946],{},"文档翻译志愿者：100+",[139,948,949],{},"社区管理志愿者：50+",[139,951,952],{},"活动组织志愿者：30+",[15,954,955],{"id":955},"未来展望",[19,957,959],{"id":958},"_2026-路线图","2026 路线图",[961,962,964],"h4",{"id":963},"q2-2026","Q2 2026",[136,966,967,970,973,976],{},[139,968,969],{},"可视化工作流编辑器",[139,971,972],{},"Agent 学习和优化",[139,974,975],{},"更多本地模型支持",[139,977,978],{},"企业版功能增强",[961,980,982],{"id":981},"q3-2026","Q3 2026",[136,984,985,988,991,994],{},[139,986,987],{},"多租户支持",[139,989,990],{},"高级分析面板",[139,992,993],{},"边缘计算支持",[139,995,996],{},"更多行业解决方案",[961,998,1000],{"id":999},"q4-2026","Q4 2026",[136,1002,1003,1006,1009,1012],{},[139,1004,1005],{},"Agent 市场",[139,1007,1008],{},"联邦学习支持",[139,1010,1011],{},"更多 AI 模型集成",[139,1013,1014],{},"全球化部署优化",[19,1016,1017],{"id":1017},"长期愿景",[11,1019,1020],{},"OpenClaw 的长期愿景是成为：",[1022,1023,1024,1030,1036,1042],"ol",{},[139,1025,1026,1029],{},[142,1027,1028],{},"最开放的 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不是模型自己决定的。","/docs/manual/channel-routing-and-session-keys",[1483,1502,1288,1482,1501],{"title":1524,"description":1525,"path":1526,"category":1444,"updatedAt":1399,"sourceType":1262,"tags":1527},"OpenClaw 渠道能力概览","了解 OpenClaw 当前支持的主要聊天渠道、接入方式，以及第一次应该如何选择和配置渠道。","/docs/manual/channels-overview",[1288,1528,1529,1530],"telegram","whatsapp","discord",{"title":1532,"description":1533,"path":1534,"category":1444,"updatedAt":1480,"sourceType":1262,"tags":1535},"ClawHub 的搜索、信号和信任边界","基于最新官方 ClawHub 文档，整理技能注册表里的搜索、标签、下载信号、举报与 moderation 机制，以及中文用户挑选技能时最该看什么。","/docs/manual/clawhub-discovery-and-trust-signals",[704,1301,1536,1537,1538],"registry","moderation","discovery",{"title":1540,"description":1541,"path":1542,"category":1444,"updatedAt":1357,"sourceType":1262,"tags":1543},"ClawHub 的版本、锁文件和 sync 怎么理解","基于最新官方 ClawHub 文档，整理 skill bundle 的版本化、.clawhub/lock.json 的作用、sync 的扫描规则，以及为什么 ClawHub 不只是“安装站”。","/docs/manual/clawhub-versioning-and-sync",[704,1301,1544,1545,1546],"sync","lockfile","versioning",{"title":1548,"description":1549,"path":1550,"category":1444,"updatedAt":1357,"sourceType":1262,"tags":1551},"社区插件目录怎么用","基于最新官方插件文档，整理 Community plugins 页面里最重要的筛选思路，帮助你判断哪些第三方插件值得装、哪些只适合观察。","/docs/manual/community-plugins-directory",[1391,1267,1552,1553,1554],"ecosystem","extensions","directory",{"title":1556,"description":1557,"path":1558,"category":1507,"updatedAt":1508,"sourceType":1262,"tags":1559},"Control UI 的 Tools 面板为什么更像运行时目录，不是静态配置页","基于最新官方 WebChat 文档，解释 Control UI `/agents` 里的 Tools 面板如何通过 tools.catalog 拉取运行时目录、何时回退到静态列表，以及为什么真正的可用性最终仍由 allow/deny 和多层策略优先级决定。","/docs/manual/control-ui-tools-catalog-and-policy-precedence",[1560,1289,1561,1562,1433],"control-ui","catalog","policy",{"title":1564,"description":1565,"path":1566,"category":1281,"updatedAt":1349,"sourceType":1262,"tags":1567},"Control UI 是什么","理解 Control UI 在 OpenClaw 中承担的角色，以及首次安装、排错和长期运行时应该如何使用它。","/docs/manual/control-ui",[1344,1560,1286,1308],{"title":1569,"description":1570,"path":1571,"category":1382,"updatedAt":1349,"sourceType":1262,"tags":1572},"OpenClaw 核心能力总览","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。","/docs/manual/core-capabilities",[1573,1288,1301,1574],"capabilities","voice",{"title":1576,"description":1577,"path":1578,"category":1444,"updatedAt":1357,"sourceType":1262,"tags":1579},"Dashboard 快速打开与认证行为","基于最新官方 Dashboard 文档，整理 openclaw dashboard 的快速打开路径、token 在浏览器里的保存行为，以及本地与远程打开时最容易混淆的认证边界。","/docs/manual/dashboard-fast-path-and-auth",[1344,1560,1475,1580,1581],"token","browser",{"title":1583,"description":1584,"path":1585,"category":1444,"updatedAt":1357,"sourceType":1262,"tags":1586},"Deepgram 音频转录怎么接","基于最新官方 Deepgram provider 文档，整理 OpenClaw 里语音转录的接入方式、配置重点，以及它和聊天模型 provider 的边界。","/docs/manual/deepgram-audio-transcription",[1587,1588,1589,1574,1473],"deepgram","transcription","audio",{"title":1591,"description":1592,"path":1593,"category":1444,"updatedAt":1349,"sourceType":1262,"tags":1594},"Discord 与 Slack 接入重点","团队协作场景里，Discord 和 Slack 分别适合什么、和 Telegram/WhatsApp 的差别在哪里，以及群组响应策略该怎么收敛。","/docs/manual/discord-and-slack",[1288,1530,1595,1437,1596],"slack","team",{"title":1598,"description":1599,"path":1600,"category":1444,"updatedAt":1601,"sourceType":1262,"tags":1602},"Exec 工具、apply_patch 与执行审批","基于官方 exec、apply_patch 和 exec approvals 文档，解释高权限工具如何工作，为什么审批是硬边界，以及哪些配置最值得先看。","/docs/manual/exec-tools-and-approvals","2026-03-12",[1603,1604,1605,1289,1309],"exec","apply-patch","approvals",{"title":1607,"description":1608,"path":1609,"category":1444,"updatedAt":1508,"sourceType":1262,"tags":1610},"从 Skills 到 Workflows：OpenClaw 扩展栈完整地图","把 Skills、Tools、插件、Hooks、ClawHub、OpenProse、Lobster 和审批流程收成一张扩展地图，帮助你判断什么时候该引入哪一层复杂度。","/docs/manual/extension-stack-full-map",[1301,1289,1391,1393,1611,1605],"workflows",{"title":1613,"description":1614,"path":1615,"category":1444,"updatedAt":1460,"sourceType":1262,"tags":1616},"Feishu 扫码接入、群控边界与 Drive 评论流","基于最新官方 Feishu 文档，整理 OpenClaw 2026.4.10 之后的飞书扫码接入、群聊控制、Drive 评论事件和 reply_comment 工作流。","/docs/manual/feishu-qr-login-and-drive-comments",[1617,1618,1288,1619,1620,1621],"feishu","lark","drive","comments","collaboration",{"title":1623,"description":1624,"path":1625,"category":1507,"updatedAt":1508,"sourceType":1262,"tags":1626},"Telegram forum topic、群 session 和 thread key 应该怎么一起看","基于最新官方 Groups 与 Channel Routing 文档，整理 Telegram forum topic 在 OpenClaw 里的 session key 形态、topic 级上下文隔离和群触发边界，帮助团队理解“同一群里的不同 topic”为什么已经不是同一条会话。","/docs/manual/forum-topics-and-group-session-keys",[1528,1627,1439,1483,1433],"forum-topics",{"title":1629,"description":1630,"path":1631,"category":1444,"updatedAt":1508,"sourceType":1262,"tags":1632},"从第一次跑通到长期运行：OpenClaw 的完整系统地图","把安装、Gateway、控制面、渠道、模型、记忆、自动化和长期维护放到一条完整主线上，帮助你从“先跑起来”过渡到“长期稳定使用”。","/docs/manual/from-first-run-to-long-running-system",[1299,1286,1288,1407,1290,1336],{"title":1634,"description":1635,"path":1636,"category":1444,"updatedAt":1498,"sourceType":1262,"tags":1637},"Headless nodes 和设备宿主边界怎么分","基于最新官方 Nodes、Architecture 与 Pairing 文档，解释 headless nodes、普通设备节点和 Gateway 之间的职责差异，帮助团队理解“能力跑在哪台机器上”这条边界。","/docs/manual/headless-node-hosts-and-device-boundaries",[1454,1638,1639,1640,1286],"headless","pairing","devices",{"title":1642,"description":1643,"path":1644,"category":1444,"updatedAt":1357,"sourceType":1262,"tags":1645},"Hooks 生命周期与事件类型","基于最新官方 Hooks 文档，解释 agent:bootstrap、session start/end、/new、/reset 等生命周期事件分别适合放什么逻辑，以及什么时候该用 hook pack 或插件托管 hooks。","/docs/manual/hook-lifecycle-events",[1393,1646,1647,1336,1391],"lifecycle","events",{"title":1649,"description":1650,"path":1651,"category":1444,"updatedAt":1349,"sourceType":1262,"tags":1652},"Hooks 能做什么","从中文用户角度理解 OpenClaw 里的 hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[1393,1336,1611,1647],{"title":1654,"description":1655,"path":1656,"category":1444,"updatedAt":1480,"sourceType":1262,"tags":1657},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 各自解决什么问题，避免把“回复慢”都误判成模型问题。","/docs/manual/inbound-dedupe-and-debounce",[1658,1659,1660,1661,1662],"messages","queueing","dedupe","debounce","delivery",{"title":1664,"description":1665,"path":1666,"category":1444,"updatedAt":1399,"sourceType":1262,"tags":1667},"本地模型支持（Ollama）","使用 Ollama 在本地运行大语言模型，实现隐私优先、零成本的 AI 助手体验。","/docs/manual/local-models-ollama",[1668,1669,1670,1671,1384],"ollama","local-model","llm","privacy",{"title":1673,"description":1674,"path":1675,"category":1444,"updatedAt":1357,"sourceType":1262,"tags":1676},"节点位置能力怎么用","基于最新官方 Location Command 文档，整理 OpenClaw 的 location.get 能力、权限模式、精确位置开关，以及它和普通聊天入口的边界。","/docs/manual/location-command-nodes",[1677,1454,1517,1678,1679],"location","permissions","gps",{"title":1681,"description":1682,"path":1683,"category":1444,"updatedAt":1357,"sourceType":1262,"tags":1684},"记忆文件怎么分层加载","基于最新官方 Memory 文档，整理 OpenClaw 的 daily log、MEMORY.md、memory_search 和 memory_get 各自适合存什么，以及为什么群组上下文不该直接读长期记忆。","/docs/manual/memory-files-and-loading-boundaries",[1290,1685,1439,1686,1687],"markdown","memory_search","memory_get",{"title":1689,"description":1690,"path":1691,"category":1444,"updatedAt":1399,"sourceType":1262,"tags":1692},"memory plugin slot 和 Markdown source of truth 怎么配合","基于最新官方 Memory、CLI memory 与 Plugins 文档，解释为什么 OpenClaw 记忆的 source of truth 仍然是 Markdown 文件，以及 plugins.slots.memory 该怎么理解和切换。","/docs/manual/memory-plugin-slots-and-source-of-truth",[1290,1391,1693,1694,1685],"lancedb","memory-core",{"title":1696,"description":1697,"path":1698,"category":1444,"updatedAt":1601,"sourceType":1262,"tags":1699},"记忆搜索与索引机制","基于官方记忆概念和 memory CLI 文档，解释记忆文件、索引来源、provider 选择以及排障时该看什么。","/docs/manual/memory-search-and-indexing",[1290,1700,1701,1702,1693],"search","indexing","embeddings",{"title":1704,"description":1705,"path":1706,"category":1444,"updatedAt":1349,"sourceType":1445,"tags":1707},"OpenClaw 记忆系统怎么工作","理解 OpenClaw 的 SOUL、Tools、用户长期记忆和会话上下文如何协作，以及为什么它更像持续运行的系统而不是一次性聊天窗口。","/docs/manual/memory-system",[1290,1447,1502,1708],"logs",{"title":1710,"description":1711,"path":1712,"category":1444,"updatedAt":1349,"sourceType":1262,"tags":1713},"Memory、Tools、Skills 如何协同","记忆层负责保留什么，Tools 负责执行什么，Skills 负责组织什么，三者该怎么分工才不会让 OpenClaw 越用越乱。","/docs/manual/memory-tools-skills-playbook",[1290,1289,1301,1447,1335],{"title":1715,"description":1716,"path":1717,"category":1444,"updatedAt":1601,"sourceType":1262,"tags":1718},"消息投递、重试与响应行为","基于官方 retry、messages 和 FAQ 文档，解释消息发送失败时 OpenClaw 会重试什么，不会重试什么，以及为什么群聊和渠道行为会不同。","/docs/manual/message-retries-and-delivery",[1658,1719,1662,1528,1530],"retry",{"title":1721,"description":1722,"path":1723,"category":1507,"updatedAt":1508,"sourceType":1262,"tags":1724},"模型 allowlist、alias 和图片能力门控应该怎么理解","基于最新官方 Models CLI 文档，整理 agents.defaults.models、primary、fallbacks、imageModel 和 imageGenerationModel 的职责，帮助团队理解模型白名单和共享能力门控到底会影响什么。","/docs/manual/model-allowlists-and-capability-gating",[1407,1725,1726,1727,1728,1433],"allowlist","aliases","image","gating",{"title":1730,"description":1731,"path":1732,"category":1444,"updatedAt":1399,"sourceType":1262,"tags":1733},"OpenClaw 的 Models 应该怎么理解","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。","/docs/manual/models-overview",[1407,1670,1473,1483],{"title":1735,"description":1736,"path":1737,"category":1444,"updatedAt":1349,"sourceType":1262,"tags":1738},"Nodes 与设备能力","理解 OpenClaw 的 nodes 是什么、如何配对，以及相机、语音、屏幕、位置等设备能力在系统里的作用。","/docs/manual/nodes-and-device-actions",[1454,1517,1516,1574,1639],{"title":1740,"description":1741,"path":1742,"category":1433,"updatedAt":1434,"sourceType":1262,"tags":1743},"OAuth 认证与多账号管理","理解 OpenClaw 如何处理 OAuth 认证、Token 存储和多账号路由，以及常见问题排查。","/docs/manual/oauth-auth",[1744,1475,1745,1746,1747],"oauth","codex","claude","profiles",{"title":1749,"description":1750,"path":1751,"category":1444,"updatedAt":1399,"sourceType":1262,"tags":1752},"OpenProse 和 Lobster 的边界怎么分","基于最新官方 Lobster 文档，整理 OpenProse 与 Lobster 在多智能体准备、确定性执行和审批恢复上的分工，帮助中文团队判断什么时候该用 /prose，什么时候该转成工作流运行时。","/docs/manual/openprose-and-lobster-boundaries",[1753,1754,1392,1605,1335],"openprose","lobster",{"title":1756,"description":1757,"path":1758,"category":1433,"updatedAt":1759,"sourceType":1262,"tags":1760},"平台支持总览","OpenClaw 支持的操作系统和部署平台，包括 Gateway、桌面应用和移动节点。","/docs/manual/platforms-overview","2026-06-06",[1761,1492,1762,1763,1764,1765,1766],"platforms","ios","android","windows","linux","install",{"title":1768,"description":1769,"path":1770,"category":1444,"updatedAt":1357,"sourceType":1262,"tags":1771},"插件托管 hooks 与扩展能力边界","基于最新官方 Plugins 与 Hooks 文档，整理插件托管 hooks 的工作方式、显示位置、启停边界，以及为什么它和独立 hook pack 不是同一种治理对象。","/docs/manual/plugin-managed-hooks",[1391,1393,1336,1553,1772],"governance",{"title":1774,"description":1775,"path":1776,"category":1444,"updatedAt":1357,"sourceType":1262,"tags":1777},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 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等多人频道后，如何把频道、线程、私聊和长期记忆分开，避免上下文污染。","/docs/operations/team-channel-session-strategy",[1502,1530,1595,1298,2124,1308],"group-chat",{"title":2126,"description":2127,"path":2128,"category":1936,"updatedAt":1843,"sourceType":1262,"tags":2129},"Trusted Proxy Auth 怎么用","理解 OpenClaw 的 trusted-proxy 认证模式、适用场景、风险检查项，以及它和普通 TLS 反向代理的本质区别。","/docs/operations/trusted-proxy-auth",[2130,2131,1475,1286,1309],"trusted-proxy","reverse-proxy",{"title":2133,"description":2134,"path":2135,"category":1936,"updatedAt":1357,"sourceType":1262,"tags":2136},"Trusted Proxy 和 Tailscale Serve 怎么选","基于最新官方安全与 trusted proxy 文档，解释 OpenClaw 在 trusted-proxy、token/password 和 Tailscale Serve 之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[2130,1954,2131,1475,1286,1309],{"title":2138,"description":2139,"path":2140,"category":1936,"updatedAt":1399,"sourceType":1262,"tags":2141},"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 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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",[1605,1725,1603,1286,2169,2157],"node",{"title":2171,"description":2172,"path":2173,"category":2151,"updatedAt":1508,"sourceType":1262,"tags":2174},"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",[1475,1747,2156,1439,2157],{"title":2176,"description":2177,"path":2178,"category":2151,"updatedAt":1508,"sourceType":1262,"tags":2179},"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",[1639,2180,1528,1640,2157],"bootstrapToken",{"title":2182,"description":2183,"path":2184,"category":2157,"updatedAt":1434,"sourceType":1262,"tags":2185},"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",[2186,1438,1484,1447,2046,1437],"templates",{"title":2188,"description":2189,"path":2190,"category":2151,"updatedAt":1498,"sourceType":1262,"tags":2191},"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",[1639,2192,1288,2193,1975],"allowFrom","account",{"title":2195,"description":2196,"path":2197,"category":2151,"updatedAt":1601,"sourceType":1262,"tags":2198},"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",[1465,2157,2199,2200],"commands","terminal",{"title":2202,"description":2203,"path":2204,"category":2151,"updatedAt":1508,"sourceType":1262,"tags":2205},"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",[2206,2207,1475,1473,2157],"cloudflare-ai-gateway","headers",{"title":2209,"description":2210,"path":2211,"category":2212,"updatedAt":1399,"sourceType":1267,"tags":2213},"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",[1267,2214,2215,2216],"github","issues","feedback",{"title":2218,"description":2219,"path":2220,"category":2151,"updatedAt":1601,"sourceType":1262,"tags":2221},"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",[1300,2157,2222,2223],"settings","options",{"title":2225,"description":2226,"path":2227,"category":2151,"updatedAt":1357,"sourceType":1262,"tags":2228},"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",[1560,1639,1640,1581,1975],{"title":2230,"description":2231,"path":2232,"category":2151,"updatedAt":1508,"sourceType":1262,"tags":2233},"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",[1463,1719,2234,1805,2157],"scheduler",{"title":2236,"description":2237,"path":2238,"category":2151,"updatedAt":1914,"sourceType":1262,"tags":2239},"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",[1344,1580,2240,2241,1475],"secretref","sessionStorage",{"title":2243,"description":2244,"path":2245,"category":2246,"updatedAt":1601,"sourceType":1262,"tags":2247},"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",[2248,2249,2250,1994,1708],"debugging","debug","runtime-overrides",{"title":2252,"description":2253,"path":2254,"category":2151,"updatedAt":1480,"sourceType":1262,"tags":2255},"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",[2163,2256,2257,2249,2157],"logging","flags",{"title":2259,"description":2260,"path":2261,"category":2151,"updatedAt":1480,"sourceType":1262,"tags":2262},"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",[1502,2263,2264,1483,2157],"dmScope","identityLinks",{"title":2266,"description":2267,"path":2268,"category":2151,"updatedAt":1480,"sourceType":1262,"tags":2269},"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",[1994,1995,2163,2270,2157],"migrations",{"title":2272,"description":2273,"path":2274,"category":2151,"updatedAt":1480,"sourceType":1262,"tags":2275},"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",[1848,1300,1510,2276,2157],"shell",{"title":2278,"description":2279,"path":2280,"category":2151,"updatedAt":1399,"sourceType":1283,"tags":2281},"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",[2282,2069,1267,2283,2071],"sources","trust",{"title":2285,"description":2286,"path":2287,"category":2151,"updatedAt":1357,"sourceType":1262,"tags":2288},"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",[1286,2289,1465,1922,1455],"rpc",{"title":2291,"description":2292,"path":2293,"category":2151,"updatedAt":1480,"sourceType":1262,"tags":2294},"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",[1639,1640,1286,1454,2157],{"title":2296,"description":2297,"path":2298,"category":2151,"updatedAt":1914,"sourceType":1262,"tags":2299},"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",[1502,1286,1414,1344,2157],{"title":2301,"description":2302,"path":2303,"category":2151,"updatedAt":1508,"sourceType":1262,"tags":2304},"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",[1286,1922,2305,2306,2157],"protocol","scopes",{"title":2308,"description":2309,"path":2310,"category":2151,"updatedAt":1498,"sourceType":1262,"tags":2311},"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",[1501,2312,1483,1725,1658],"mention",{"title":2314,"description":2315,"path":2316,"category":2151,"updatedAt":1508,"sourceType":1262,"tags":2317},"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",[1968,2318,2319,2320,2157],"visibility","activeHours","alerts",{"title":2322,"description":2323,"path":2324,"category":2151,"updatedAt":1498,"sourceType":1262,"tags":2325},"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",[1916,1922,2326,1286,2157],"sdk",{"title":2328,"description":2329,"path":2330,"category":2151,"updatedAt":1498,"sourceType":1262,"tags":2331},"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",[1300,2332,1946,2333,2157],"include","arrays",{"title":2335,"description":2336,"path":2337,"category":2151,"updatedAt":1480,"sourceType":1262,"tags":2338},"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",[1754,2339,1605,1335,2157],"invoke",{"title":2341,"description":2342,"path":2343,"category":2151,"updatedAt":1508,"sourceType":1262,"tags":2344},"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",[1290,2345,2346,2347,2348,2157],"hybrid-search","ranking","mmr","retrieval",{"title":2350,"description":2351,"path":2352,"category":2151,"updatedAt":1399,"sourceType":1262,"tags":2353},"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",[1407,2354,1475,1473,2157],"probe",{"title":2356,"description":2357,"path":2358,"category":2151,"updatedAt":1843,"sourceType":1262,"tags":2359},"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",[1639,1640,2192,2360,1975],"credentials",{"title":2362,"description":2363,"path":2364,"category":2151,"updatedAt":1399,"sourceType":1262,"tags":2365},"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",[1391,704,2366,2367,2071,2157],"npm","pin",{"title":2369,"description":2370,"path":2371,"category":2246,"updatedAt":1357,"sourceType":1262,"tags":2372},"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",[2248,2373,1708,1473,1671],"raw-stream",{"title":2375,"description":2376,"path":2377,"category":2151,"updatedAt":1508,"sourceType":1262,"tags":2378},"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",[1359,2379,1475,1286,2157],"tlsFingerprint",{"title":2381,"description":2382,"path":2383,"category":2151,"updatedAt":1508,"sourceType":1262,"tags":2384},"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",[1501,2385,2386,2387,2157],"mentions","pending-history","reply",{"title":2389,"description":2390,"path":2391,"category":2151,"updatedAt":1480,"sourceType":1262,"tags":2392},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[2393,2394,1436,1473,2157],"secrets","secretrefs",{"title":2396,"description":2397,"path":2398,"category":2151,"updatedAt":1498,"sourceType":1262,"tags":2399},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 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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",[1344,1475,2726,1719,1982],"drift",{"title":2728,"description":2729,"path":2730,"category":2710,"date":1508,"updatedAt":1508,"sourceType":1262,"source":2731,"tags":2732},"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",[1336,1968,1463,2426,1308],{"title":2734,"description":2735,"path":2736,"category":2710,"date":1460,"updatedAt":1460,"sourceType":1262,"source":2737,"tags":2738},"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",[1462,1336,1463,1464,2095,1308],{"title":2740,"description":2741,"path":2742,"category":2710,"date":1460,"updatedAt":1460,"sourceType":1262,"source":2743,"tags":2744},"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",[1471,1472,1474,1473,1772],{"title":2746,"description":2747,"path":2748,"category":2710,"date":1498,"updatedAt":1498,"sourceType":1262,"source":2749,"tags":2750},"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",[1500,1484,1501,1483,1529],{"title":2752,"description":2753,"path":2754,"category":2710,"date":1508,"updatedAt":1508,"sourceType":1262,"source":2755,"tags":2756},"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",[1344,2130,1639,1359,1309],{"title":2758,"description":2759,"path":2760,"category":2710,"date":1399,"updatedAt":1399,"sourceType":1262,"source":2718,"tags":2761},"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",[1528,1530,1605,1288,2084],{"title":2763,"description":2764,"path":2765,"category":2570,"date":1282,"updatedAt":1282,"sourceType":1267,"source":2766,"tags":2767},"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",[2452,1552,2573,2526],{"title":2769,"description":2770,"path":2771,"category":2710,"date":1399,"updatedAt":1399,"sourceType":1262,"source":2772,"tags":2773},"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",[704,1301,1544,1545,2774,1536],"telemetry",{"title":2776,"description":2777,"path":2778,"category":2513,"date":1357,"updatedAt":1357,"sourceType":1262,"source":2779,"tags":2780},"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",[1465,1286,2289,1455,1308],{"title":2782,"description":2783,"path":2784,"category":2710,"date":1480,"updatedAt":1480,"sourceType":1262,"source":2785,"tags":2786},"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",[1300,1848,1482,2787,1308],"overrides",{"title":2789,"description":2790,"path":2791,"category":2513,"date":1357,"updatedAt":1357,"sourceType":1262,"source":2698,"tags":2792},"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",[1870,1871,1439,1290,2793],"continuity",{"title":2795,"description":2796,"path":2797,"category":2513,"date":1357,"updatedAt":1357,"sourceType":1262,"source":2798,"tags":2799},"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",[1560,1344,1954,1639,1359],{"title":2801,"description":2802,"path":2803,"category":2710,"date":1914,"updatedAt":1914,"sourceType":1262,"source":2724,"tags":2804},"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",[1344,1438,2240,1475,1560],{"title":2806,"description":2807,"path":2808,"category":2710,"date":1399,"updatedAt":1399,"sourceType":1262,"source":2724,"tags":2809},"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",[1344,1414,1580,2240,1483,2810],"web",{"title":2812,"description":2813,"path":2814,"category":2513,"date":1282,"updatedAt":1282,"sourceType":1267,"source":2815,"tags":2816},"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",[1297,1301,1552,2452],{"title":2818,"description":2819,"path":2820,"category":2710,"date":1498,"updatedAt":1498,"sourceType":1262,"source":2821,"tags":2822},"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",[1640,1639,1580,1988,2823],"rotate",{"title":2825,"description":2826,"path":2827,"category":2710,"date":1480,"updatedAt":1480,"sourceType":1262,"source":2828,"tags":2829},"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",[1994,2163,1995,2248,1308],{"title":2831,"description":2832,"path":2833,"category":2710,"date":1498,"updatedAt":1498,"sourceType":1262,"source":2828,"tags":2834},"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",[1994,1995,1845,2072,2163],{"title":2836,"description":2837,"path":2838,"category":2839,"date":1282,"updatedAt":1282,"sourceType":1267,"source":2840,"tags":2841},"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",[2842,2843,2844,2845],"education","adoption","ai-tutor","higher-education",{"title":2847,"description":2848,"path":2849,"category":2839,"date":1282,"updatedAt":1282,"sourceType":1267,"source":2850,"tags":2851},"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",[1307,2454,1335,2452],{"title":2853,"description":2854,"path":2855,"category":2513,"date":1357,"updatedAt":1357,"sourceType":1262,"source":2856,"tags":2857},"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",[1301,704,1391,1393,1553],{"title":2859,"description":2860,"path":2861,"category":2710,"date":1460,"updatedAt":1460,"sourceType":1262,"source":2862,"tags":2863},"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",[1617,1618,1619,1620,1288,1621],{"title":2865,"description":2866,"path":2867,"category":2710,"date":1498,"updatedAt":1498,"sourceType":1262,"source":2868,"tags":2869},"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",[1286,1639,2870,1580,1454],"pending",{"title":2872,"description":2873,"path":2874,"category":2710,"date":1914,"updatedAt":1914,"sourceType":1262,"source":2875,"tags":2876},"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",[1286,1502,1414,1344,2877],"state",{"title":2879,"description":2880,"path":2881,"category":2710,"date":1498,"updatedAt":1498,"sourceType":1262,"source":2882,"tags":2883},"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",[1501,2312,1725,1658,1483],{"title":2885,"description":2886,"path":2887,"category":2710,"date":1508,"updatedAt":1508,"sourceType":1262,"source":2882,"tags":2888},"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",[1501,2385,2889,1500,1772],"activation",{"title":2891,"description":2892,"path":2893,"category":2710,"date":1498,"updatedAt":1498,"sourceType":1262,"source":2894,"tags":2895},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[1300,2332,1946,2333,1308],{"title":2897,"description":2898,"path":2899,"category":2513,"date":1357,"updatedAt":1357,"sourceType":1262,"source":2900,"tags":2901},"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",[2902,2454,2903,2904,2905],"showcase","home-assistant","nix","infrastructure",{"title":2907,"description":2908,"path":2909,"category":2710,"date":1480,"updatedAt":1480,"sourceType":1262,"source":2910,"tags":2911},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[1439,1290,1871,2793,1772],{"title":2913,"description":2914,"path":2915,"category":2710,"date":1480,"updatedAt":1480,"sourceType":1262,"source":2916,"tags":2917},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[2072,1463,1439,1961,1308],{"title":2919,"description":2920,"path":2921,"category":2538,"date":2514,"updatedAt":1349,"sourceType":2214,"source":2540,"tags":2922},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[2069,2142,2070,1301,1309],{"title":2924,"description":2925,"path":2926,"category":2710,"date":1399,"updatedAt":1399,"sourceType":1262,"source":2927,"tags":2928},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 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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",[2902,1290,1588,2939,2940],"vector-search","knowledge",{"title":2942,"description":2943,"path":2944,"category":2710,"date":1498,"updatedAt":1498,"sourceType":1262,"source":2945,"tags":2946},"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",[2312,1501,1528,1530,1595],{"title":2948,"description":2949,"path":2950,"category":2710,"date":1480,"updatedAt":1480,"sourceType":1262,"source":2951,"tags":2952},"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",[1658,1414,1483,1662,1288],{"title":2954,"description":2955,"path":2956,"category":2710,"date":1399,"updatedAt":1399,"sourceType":1262,"source":2779,"tags":2957},"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",[1407,2354,1473,1475,2031],{"title":2959,"description":2960,"path":2961,"category":2710,"date":1498,"updatedAt":1498,"sourceType":1262,"source":2962,"tags":2963},"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",[1454,1638,1286,1639,1640],{"title":2965,"description":2966,"path":2967,"category":2513,"date":1357,"updatedAt":1357,"sourceType":1262,"source":2968,"tags":2969},"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",[1343,2498,1766,2499,2072],{"title":2971,"description":2972,"path":2973,"category":2710,"date":1914,"updatedAt":1914,"sourceType":1262,"source":2798,"tags":2974},"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",[2084,1581,1560,1639,1359],{"title":2976,"description":2977,"path":2978,"category":2710,"date":1508,"updatedAt":1508,"sourceType":1262,"source":2979,"tags":2980},"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",[1344,1414,1922,2084,1455],{"title":2982,"description":2983,"path":2984,"category":2710,"date":1498,"updatedAt":1498,"sourceType":1262,"source":2821,"tags":2985},"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",[1639,2192,1288,2193,1308],{"title":2987,"description":2988,"path":2989,"category":2513,"date":1357,"updatedAt":1357,"sourceType":1262,"source":2990,"tags":2991},"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",[1391,1552,1393,1267,1553],{"title":2993,"description":2994,"path":2995,"category":2710,"date":1399,"updatedAt":1399,"sourceType":1262,"source":2996,"tags":2997},"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",[1391,704,2366,2367,2071],{"title":2999,"description":3000,"path":3001,"category":2710,"date":1399,"updatedAt":1399,"sourceType":1262,"source":3002,"tags":3003},"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",[1753,1754,1335,1605,1392],{"title":3005,"description":3006,"path":3007,"category":2710,"date":1508,"updatedAt":1508,"sourceType":1262,"source":3008,"tags":3009},"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",[1473,1407,1454,1475,1772],{"title":3011,"description":3012,"path":3013,"category":2710,"date":1508,"updatedAt":1508,"sourceType":1262,"source":3014,"tags":3015},"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",[1473,2156,1407,1286,1308],{"title":3017,"description":3018,"path":3019,"category":2513,"date":1357,"updatedAt":1357,"sourceType":1262,"source":2698,"tags":3020},"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",[2069,2070,2072,2071],{"title":3022,"description":3023,"path":3024,"category":2710,"date":1480,"updatedAt":1480,"sourceType":1262,"source":2724,"tags":3025},"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",[1344,1639,1454,1359,1975],{"title":3027,"description":3028,"path":3029,"category":2710,"date":1498,"updatedAt":1498,"sourceType":1262,"source":3030,"tags":3031},"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",[1483,1482,3032,1288,1484],"threads",{"title":3034,"description":3035,"path":3036,"category":2710,"date":1460,"updatedAt":1460,"sourceType":1262,"source":3037,"tags":3038},"OpenClaw 把 SearXNG 推进 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入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[1502,1309,2263,1639,2110],{"title":3053,"description":3054,"path":3055,"category":2710,"date":1399,"updatedAt":1399,"sourceType":1262,"source":3056,"tags":3057},"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",[1309,2095,2097,2096,1308],{"title":3059,"description":3060,"path":3061,"category":3062,"date":1282,"updatedAt":1282,"sourceType":1267,"source":3063,"tags":3064},"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",[1309,3065,1671,1307],"compliance",{"title":3067,"description":3068,"path":3069,"category":2710,"date":1480,"updatedAt":1480,"sourceType":1262,"source":3043,"tags":3070},"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",[1309,2393,1605,3071,1308],"proxy",{"title":3073,"description":3074,"path":3075,"category":2710,"date":2404,"updatedAt":2404,"sourceType":1262,"source":3076,"tags":3077},"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",[1502,2407,1871,2406,1286],{"title":3079,"description":3080,"path":3081,"category":2710,"date":2404,"updatedAt":2404,"sourceType":1262,"source":3082,"tags":3083},"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",[1439,1465,2413,2095,1308],{"title":3085,"description":3086,"path":3087,"category":2710,"date":1498,"updatedAt":1498,"sourceType":1262,"source":3088,"tags":3089},"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",[1309,2110,2111,3090,1286],"sandbox",{"title":3092,"description":3093,"path":3094,"category":2513,"date":1357,"updatedAt":1357,"sourceType":1262,"source":2900,"tags":3095},"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",[2902,1267,1528,1301,1336],{"title":3097,"description":3098,"path":3099,"category":2710,"date":1508,"updatedAt":1508,"sourceType":1262,"source":3088,"tags":3100},"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 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