[{"data":1,"prerenderedAt":3058},["ShallowReactive",2],{"docs:setup/china-cloud-deployment":3,"content-manifest":552},{"id":4,"title":5,"body":6,"category":532,"date":533,"description":534,"extension":535,"meta":536,"navigation":537,"path":538,"seo":539,"source":540,"sourceName":541,"sourceType":542,"stem":543,"tags":544,"updatedAt":550,"__hash__":551},"docs/docs/setup/china-cloud-deployment.md","国内云部署思路",{"type":7,"value":8,"toc":513},"minimark",[9,12,16,29,32,37,40,51,54,57,71,75,78,82,85,96,99,102,105,116,119,122,153,156,160,163,166,170,173,181,184,187,201,204,208,211,225,228,239,242,246,249,252,281,283,294,298,301,312,315,327,330,334,337,340,365,368,379,399,402,413,417,420,434,437,448,451,454,471,474,477,509],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"中文用户在部署 OpenClaw 时，真正影响体验的通常不是“能不能跑起来”，而是：",[17,18,19,23,26],"ul",{},[20,21,22],"li",{},"入口是不是贴近自己的办公生态",[20,24,25],{},"模型端点在当前网络环境下是否稳定",[20,27,28],{},"长期在线后怎么做远程管理和安全收口",[13,30,31],{},"所以“国内云部署”更适合被理解成一套判断顺序，而不是某个固定模板。",[33,34,36],"h2",{"id":35},"第一步先判断你到底是不是需要云","第一步：先判断你到底是不是需要云",[13,38,39],{},"如果你只是：",[17,41,42,45,48],{},[20,43,44],{},"想先学习 OpenClaw",[20,46,47],{},"还没确定自己会不会长期用",[20,49,50],{},"主要想跑通最小链路",[13,52,53],{},"那本地先跑通通常更划算。",[13,55,56],{},"只有当你已经明确需要下面这些目标时，云环境才会开始体现价值：",[17,58,59,62,65,68],{},[20,60,61],{},"24/7 在线",[20,63,64],{},"多人协作",[20,66,67],{},"固定远程入口",[20,69,70],{},"渠道长期挂接",[33,72,74],{"id":73},"第二步先看入口生态再看机器价格","第二步：先看入口生态，再看机器价格",[13,76,77],{},"对中文团队来说，服务器本身只是底座。真正影响后续体验的，往往是你要接哪类入口。",[79,80,81],"h3",{"id":81},"更偏个人或技术团队",[13,83,84],{},"如果你主要依赖：",[17,86,87,90,93],{},[20,88,89],{},"Dashboard",[20,91,92],{},"WebChat",[20,94,95],{},"Telegram",[13,97,98],{},"那么海外或本地都可能够用，云只是在长期在线上更省心。",[79,100,101],{"id":101},"更偏中文办公协作",[13,103,104],{},"如果你主要想接：",[17,106,107,110,113],{},[20,108,109],{},"飞书",[20,111,112],{},"企业沟通群组",[20,114,115],{},"团队值班与通知流",[13,117,118],{},"那更应该先看飞书链路是否顺、管理面如何收口，而不是先挑最低价主机。",[13,120,121],{},"官方现在的飞书通道已经支持：",[17,123,124,127,134,137,143],{},[20,125,126],{},"onboarding 向导接入",[20,128,129,133],{},[130,131,132],"code",{},"openclaw channels add"," 交互式配置",[20,135,136],{},"长连接 WebSocket 事件订阅",[20,138,139,142],{},[130,140,141],{},"domain: \"lark\""," 国际租户切换",[20,144,145,148,149,152],{},[130,146,147],{},"typingIndicator"," / ",[130,150,151],{},"resolveSenderNames"," 两个额度优化开关",[13,154,155],{},"对中文团队来说，这意味着飞书接入已经不再是“先搭 webhook 公网入口”的老思路。",[33,157,159],{"id":158},"第三步模型端点要按网络环境分层选","第三步：模型端点要按网络环境分层选",[13,161,162],{},"很多人上云后第一反应是“机器稳定了”，但长期成本和可用性更容易受模型端点影响。",[13,164,165],{},"当前更值得中文用户关注的几类端点是：",[79,167,169],{"id":168},"moonshot-kimi","Moonshot / Kimi",[13,171,172],{},"官方已经区分了：",[17,174,175,178],{},[20,176,177],{},"Moonshot API",[20,179,180],{},"Kimi Coding",[13,182,183],{},"两者不是同一个 provider，密钥、端点和模型引用都不同。",[13,185,186],{},"如果你面向国内网络环境，官方文档已经明确给出：",[17,188,189,195],{},[20,190,191,192],{},"国际端点：",[130,193,194],{},"https://api.moonshot.ai/v1",[20,196,197,198],{},"中国端点：",[130,199,200],{},"https://api.moonshot.cn/v1",[13,202,203],{},"这类 provider 更适合你已经明确要把 Kimi 作为主力或备用模型时再接入。",[79,205,207],{"id":206},"qwen-oauth","Qwen OAuth",[13,209,210],{},"官方 Qwen provider 现在更像“低门槛试用入口”：",[17,212,213,216,222],{},[20,214,215],{},"走设备码 OAuth",[20,217,218,219],{},"默认是 ",[130,220,221],{},"qwen-portal",[20,223,224],{},"文档注明有每日请求额度上限",[13,226,227],{},"它更适合：",[17,229,230,233,236],{},[20,231,232],{},"本地测试",[20,234,235],{},"快速验证 Qwen 路由",[20,237,238],{},"轻量试用",[13,240,241],{},"但不太适合一开始就被当成唯一长期主力。",[79,243,245],{"id":244},"qianfan","Qianfan",[13,247,248],{},"如果你本来就在百度云体系里，Qianfan 是更像“统一 MaaS 入口”的路线。",[13,250,251],{},"官方接入方式也已经很直接：",[253,254,259],"pre",{"className":255,"code":256,"language":257,"meta":258,"style":258},"language-bash shiki shiki-themes github-light github-dark","openclaw onboard --auth-choice qianfan-api-key\n","bash","",[130,260,261],{"__ignoreMap":258},[262,263,266,270,274,278],"span",{"class":264,"line":265},"line",1,[262,267,269],{"class":268},"sScJk","openclaw",[262,271,273],{"class":272},"sZZnC"," onboard",[262,275,277],{"class":276},"sj4cs"," --auth-choice",[262,279,280],{"class":272}," qianfan-api-key\n",[13,282,227],{},[17,284,285,288,291],{},[20,286,287],{},"团队已经有百度云账号体系",[20,289,290],{},"想把模型接入放进统一平台",[20,292,293],{},"希望后续管理方式更接近企业 MaaS",[33,295,297],{"id":296},"第四步国内云最容易忽略的不是启动而是管理面","第四步：国内云最容易忽略的不是启动，而是管理面",[13,299,300],{},"机器跑起来后，真正容易出问题的通常是：",[17,302,303,306,309],{},[20,304,305],{},"直接暴露高权限入口",[20,307,308],{},"没有把 Dashboard / WebChat / 渠道边界拆开",[20,310,311],{},"没有定义谁能进浏览器控制面",[13,313,314],{},"更稳的顺序通常是：",[316,317,318,321,324],"ol",{},[20,319,320],{},"先把实例跑起来",[20,322,323],{},"先只开放你真正需要的入口",[20,325,326],{},"再补远程访问、配对、浏览器授权和 allowlist",[13,328,329],{},"不要把“云上能打开”当成“已经适合长期运行”。",[33,331,333],{"id":332},"_2026-年-3-月-24-日的外部中文资料信号","2026 年 3 月 24 日的外部中文资料信号",[13,335,336],{},"除了官方文档，近期公开可访问的中文教程站也在集中讨论国内云部署、企业微信 / 微信入口和国内模型端点。这些资料对判断“中文团队到底会怎么落地”很有帮助，但更适合补场景，不适合替代官方配置真值。",[13,338,339],{},"我这轮整理时重点参考了：",[17,341,342,351,358],{},[20,343,344],{},[345,346,350],"a",{"href":347,"rel":348},"https://openclawgithub.cc/guide/deploy/",[349],"nofollow","OpenClaw 中文教程：部署与 Docker",[20,352,353],{},[345,354,357],{"href":355,"rel":356},"https://openclawgithub.cc/guide/start/",[349],"OpenClaw 中文教程：快速开始",[20,359,360],{},[345,361,364],{"href":362,"rel":363},"https://openclawgithub.cc/guide/channels/wechat/",[349],"OpenClaw 中文教程：微信（WeChat）",[13,366,367],{},"从这些公开中文资料里，当前最明显的三个信号是：",[316,369,370,373,376],{},[20,371,372],{},"中文团队更常把“飞书 / 企业微信 / 微信入口”放在和“买哪台云主机”同等重要的位置",[20,374,375],{},"国内模型经常被和部署一起讨论，而不是等系统跑通后再选",[20,377,378],{},"很多中文教程仍会把“先开放端口再说”当成默认步骤",[13,380,381,382,385,386,389,390,393,394,398],{},"第三点尤其值得提醒：一些中文部署示例会直接开放 ",[130,383,384],{},"18789"," 端口甚至给出 ",[130,387,388],{},"0.0.0.0/0"," 的安全组示例。",[391,392],"br",{},"\n这类做法确实能更快验证联通性，但",[395,396,397],"strong",{},"按官方 2026 年 3 月的安全文档，更稳的默认方案仍然是 loopback + SSH tunnel / Tailscale Serve / 受控反向代理","，而不是直接把 Gateway 暴露成公网入口。",[13,400,401],{},"所以如果你在中文环境里参考外部教程，建议按这个顺序过滤：",[316,403,404,407,410],{},[20,405,406],{},"先用官方 docs 确认能力是否真实存在",[20,408,409],{},"再把中文教程当成“国内场景补充”",[20,411,412],{},"看到开放公网端口、宽松安全组、默认暴露控制面这类做法时，优先回到官方安全页重新核对",[33,414,416],{"id":415},"第五步一条更稳的中文团队迁移路径","第五步：一条更稳的中文团队迁移路径",[13,418,419],{},"对多数中文团队来说，更实际的顺序通常是：",[316,421,422,425,428,431],{},[20,423,424],{},"先本地跑通 onboarding、Dashboard 和最小会话",[20,426,427],{},"再确定主要入口是飞书、WebChat 还是其他渠道",[20,429,430],{},"再决定主力模型走 Moonshot、Qianfan、Qwen 还是混合策略",[20,432,433],{},"最后再把长期在线环境迁到云上",[13,435,436],{},"这样做的好处是：",[17,438,439,442,445],{},[20,440,441],{},"入口问题不会和云问题混在一起",[20,443,444],{},"模型问题不会和部署问题混在一起",[20,446,447],{},"成本也更容易分层看清",[33,449,450],{"id":450},"如果你是第一次为中文团队上云",[13,452,453],{},"优先确认这 5 件事：",[316,455,456,459,462,465,468],{},[20,457,458],{},"团队主要入口是不是飞书",[20,460,461],{},"主力模型是不是国内端点优先",[20,463,464],{},"远程访问准备用什么方式",[20,466,467],{},"浏览器控制面谁能进",[20,469,470],{},"升级、备份和回滚谁负责",[13,472,473],{},"只要这几件事没有明确，云环境通常还不算真正“准备好了”。",[33,475,476],{"id":476},"下一步推荐",[17,478,479,485,491,497,503],{},[20,480,481],{},[345,482,484],{"href":483},"/best-practices/feishu-bot-development","飞书 Bot 开发实战",[20,486,487],{},[345,488,490],{"href":489},"/docs/getting-started/when-to-use-dashboard-webchat-or-channels","Dashboard、WebChat 和聊天渠道分别什么时候用",[20,492,493],{},[345,494,496],{"href":495},"/docs/operations/model-strategy-and-cost","模型选型与成本控制",[20,498,499],{},[345,500,502],{"href":501},"/docs/operations/remote-access","远程访问",[20,504,505],{},[345,506,508],{"href":507},"/docs/reference/external-sources-and-trust-levels","如何结合官方文档、GitHub 和中文渠道跟踪 OpenClaw",[510,511,512],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, 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var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":258,"searchDepth":514,"depth":514,"links":515},2,[516,517,522,527,528,529,530,531],{"id":35,"depth":514,"text":36},{"id":73,"depth":514,"text":74,"children":518},[519,521],{"id":81,"depth":520,"text":81},3,{"id":101,"depth":520,"text":101},{"id":158,"depth":514,"text":159,"children":523},[524,525,526],{"id":168,"depth":520,"text":169},{"id":206,"depth":520,"text":207},{"id":244,"depth":520,"text":245},{"id":296,"depth":514,"text":297},{"id":332,"depth":514,"text":333},{"id":415,"depth":514,"text":416},{"id":450,"depth":514,"text":450},{"id":476,"depth":514,"text":476},"安装",null,"面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","md",{},true,"/docs/setup/china-cloud-deployment",{"title":5,"description":534},"https://docs.openclaw.ai/zh-CN/install","OpenClaw Docs","official","docs/setup/china-cloud-deployment",[545,546,547,548,549,244],"china","cloud","deployment","feishu","qwen","2026-03-24","-44OA7SbXVmGc4xxIhREHf1vL1IhP-JPdXFxcP2-1ao",{"generatedAt":553,"collections":554,"totals":3056},"2026-04-01T13:45:24.307Z",{"docs":555,"news":1694,"bestPractices":2432},{"count":556,"items":557},161,[558,572,583,592,601,606,611,618,627,634,643,650,659,668,677,683,690,694,701,708,717,725,734,743,752,761,768,773,781,790,798,807,815,820,827,835,844,851,859,865,872,877,885,892,897,907,916,924,932,939,947,953,958,964,973,978,983,990,996,1004,1011,1017,1024,1029,1035,1042,1048,1058,1064,1073,1079,1084,1089,1097,1104,1110,1117,1125,1132,1139,1148,1156,1164,1171,1177,1184,1190,1199,1205,1212,1217,1222,1230,1238,1247,1254,1261,1271,1276,1282,1287,1295,1302,1309,1316,1322,1329,1334,1344,1355,1361,1367,1373,1379,1386,1393,1400,1409,1416,1421,1428,1435,1444,1451,1458,1464,1470,1475,1481,1486,1491,1498,1504,1512,1518,1525,1531,1540,1546,1552,1559,1565,1571,1579,1587,1592,1600,1606,1612,1619,1626,1631,1638,1640,1647,1653,1660,1666,1673,1679,1688],{"title":559,"description":560,"path":561,"category":562,"updatedAt":563,"sourceType":564,"tags":565},"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",[566,567,568,569,570,571],"concepts","gateway","agent","channels","tools","memory",{"title":573,"description":574,"path":575,"category":562,"updatedAt":576,"sourceType":564,"tags":577},"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",[578,579,580,581,582],"developers","teams","architecture","configuration","skills",{"title":584,"description":585,"path":586,"category":562,"updatedAt":576,"sourceType":564,"tags":587},"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",[588,589,567,590,591],"enterprise","operations","security","upgrades",{"title":593,"description":594,"path":595,"category":562,"updatedAt":596,"sourceType":542,"tags":597},"创建第一个 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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",[751,780,849,579,1321,589],"group-chat",{"title":1323,"description":1324,"path":1325,"category":1136,"updatedAt":1052,"sourceType":542,"tags":1326},"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",[1327,1328,832,567,590],"trusted-proxy","reverse-proxy",{"title":1330,"description":1331,"path":1332,"category":1136,"updatedAt":638,"sourceType":542,"tags":1333},"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",[1327,1154,1328,832,567,590],{"title":1335,"description":1336,"path":1337,"category":1136,"updatedAt":550,"sourceType":542,"tags":1338},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 顺序。","/docs/operations/update-channels-and-safe-rollout",[1339,569,1340,1341,1342,1343],"update","stable","beta","dev","rollout",{"title":1345,"description":1346,"path":1347,"category":1348,"updatedAt":757,"sourceType":542,"tags":1349},"Anthropic context1m 的 429 和 fallback 应该怎么处理","基于最新官方 Gateway Troubleshooting 与 Model Failover 文档，解释 Anthropic 长上下文 429 为什么常只在长 session 里出现、什么时候该关掉 context1m，以及怎样用 fallback 把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1350,1351,1352,1353,1354],"anthropic","429","context1m","failover","reference",{"title":1356,"description":1357,"path":1358,"category":1348,"updatedAt":622,"sourceType":542,"tags":1359},"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",[1354,1016,1054,1360],"diagnostics",{"title":1362,"description":1363,"path":1364,"category":1348,"updatedAt":550,"sourceType":542,"tags":1365},"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",[858,969,856,567,1366,1354],"node",{"title":1368,"description":1369,"path":1370,"category":1348,"updatedAt":757,"sourceType":542,"tags":1371},"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",[832,1372,1353,871,1354],"profiles",{"title":1374,"description":1375,"path":1376,"category":1348,"updatedAt":757,"sourceType":542,"tags":1377},"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",[883,1378,778,884,1354],"bootstrapToken",{"title":1380,"description":1381,"path":1382,"category":1348,"updatedAt":747,"sourceType":542,"tags":1383},"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",[883,1384,569,1385,1176],"allowFrom","account",{"title":1387,"description":1388,"path":1389,"category":1348,"updatedAt":596,"sourceType":542,"tags":1390},"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",[1016,1354,1391,1392],"commands","terminal",{"title":1394,"description":1395,"path":1396,"category":1348,"updatedAt":757,"sourceType":542,"tags":1397},"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",[1398,1399,832,843,1354],"cloudflare-ai-gateway","headers",{"title":1401,"description":1402,"path":1403,"category":1404,"updatedAt":550,"sourceType":803,"tags":1405},"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",[803,1406,1407,1408],"github","issues","feedback",{"title":1410,"description":1411,"path":1412,"category":1348,"updatedAt":596,"sourceType":542,"tags":1413},"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",[581,1354,1414,1415],"settings","options",{"title":1417,"description":1418,"path":1419,"category":1348,"updatedAt":638,"sourceType":542,"tags":1420},"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",[812,883,884,834,1176],{"title":1422,"description":1423,"path":1424,"category":1348,"updatedAt":757,"sourceType":542,"tags":1425},"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",[1161,963,1426,1427,1354],"scheduler","queue",{"title":1429,"description":1430,"path":1431,"category":1348,"updatedAt":1114,"sourceType":542,"tags":1432},"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",[626,833,1433,1434,832],"secretref","sessionStorage",{"title":1436,"description":1437,"path":1438,"category":1439,"updatedAt":596,"sourceType":542,"tags":1440},"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",[1441,1442,1443,1195,952],"debugging","debug","runtime-overrides",{"title":1445,"description":1446,"path":1447,"category":1348,"updatedAt":729,"sourceType":542,"tags":1448},"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",[1360,1449,1450,1442,1354],"logging","flags",{"title":1452,"description":1453,"path":1454,"category":1348,"updatedAt":729,"sourceType":542,"tags":1455},"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",[751,1456,1457,732,1354],"dmScope","identityLinks",{"title":1459,"description":1460,"path":1461,"category":1348,"updatedAt":729,"sourceType":542,"tags":1462},"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",[1195,1196,1360,1463,1354],"migrations",{"title":1465,"description":1466,"path":1467,"category":1348,"updatedAt":729,"sourceType":542,"tags":1468},"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",[1057,581,759,1469,1354],"shell",{"title":508,"description":1471,"path":507,"category":1348,"updatedAt":550,"sourceType":564,"tags":1472},"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。",[1473,1267,803,1474,1269],"sources","trust",{"title":1476,"description":1477,"path":1478,"category":1348,"updatedAt":638,"sourceType":542,"tags":1479},"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",[567,1480,1016,1122,724],"rpc",{"title":1482,"description":1483,"path":1484,"category":1348,"updatedAt":729,"sourceType":542,"tags":1485},"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",[883,884,567,723,1354],{"title":1487,"description":1488,"path":1489,"category":1348,"updatedAt":1114,"sourceType":542,"tags":1490},"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",[751,567,693,626,1354],{"title":1492,"description":1493,"path":1494,"category":1348,"updatedAt":757,"sourceType":542,"tags":1495},"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",[567,1122,1496,1497,1354],"protocol","scopes",{"title":1499,"description":1500,"path":1501,"category":1348,"updatedAt":747,"sourceType":542,"tags":1502},"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",[750,1503,732,969,902],"mention",{"title":1505,"description":1506,"path":1507,"category":1348,"updatedAt":757,"sourceType":542,"tags":1508},"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",[1169,1509,1510,1511,1354],"visibility","activeHours","alerts",{"title":1513,"description":1514,"path":1515,"category":1348,"updatedAt":747,"sourceType":542,"tags":1516},"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",[1116,1122,1517,567,1354],"sdk",{"title":1519,"description":1520,"path":1521,"category":1348,"updatedAt":747,"sourceType":542,"tags":1522},"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",[581,1523,1146,1524,1354],"include","arrays",{"title":1526,"description":1527,"path":1528,"category":1348,"updatedAt":729,"sourceType":542,"tags":1529},"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",[989,1530,858,616,1354],"invoke",{"title":1532,"description":1533,"path":1534,"category":1348,"updatedAt":757,"sourceType":542,"tags":1535},"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",[571,1536,1537,1538,1539,1354],"hybrid-search","ranking","mmr","retrieval",{"title":1541,"description":1542,"path":1543,"category":1348,"updatedAt":550,"sourceType":542,"tags":1544},"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",[688,1545,832,843,1354],"probe",{"title":1547,"description":1548,"path":1549,"category":1348,"updatedAt":1052,"sourceType":542,"tags":1550},"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",[883,884,1384,1551,1176],"credentials",{"title":1553,"description":1554,"path":1555,"category":1348,"updatedAt":550,"sourceType":542,"tags":1556},"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",[673,786,1557,1558,1269,1354],"npm","pin",{"title":1560,"description":1561,"path":1562,"category":1439,"updatedAt":638,"sourceType":542,"tags":1563},"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 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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",[626,832,1924,963,1183],"drift",{"title":1926,"description":1927,"path":1928,"category":1908,"date":757,"updatedAt":757,"sourceType":542,"source":1929,"tags":1930},"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",[617,1169,1161,1618,589],{"title":1932,"description":1933,"path":1934,"category":1908,"date":747,"updatedAt":747,"sourceType":542,"source":1935,"tags":1936},"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",[749,733,750,732,779],{"title":1938,"description":1939,"path":1940,"category":1908,"date":757,"updatedAt":757,"sourceType":542,"source":1941,"tags":1942},"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",[626,1327,883,640,590],{"title":1944,"description":1945,"path":1946,"category":1908,"date":550,"updatedAt":550,"sourceType":542,"source":1916,"tags":1947},"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",[778,780,858,569,1281],{"title":1949,"description":1950,"path":1951,"category":1761,"date":563,"updatedAt":563,"sourceType":803,"source":1952,"tags":1953},"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",[545,804,1764,1716],{"title":1955,"description":1956,"path":1957,"category":1908,"date":550,"updatedAt":550,"sourceType":542,"source":1958,"tags":1959},"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",[786,582,795,796,1960,787],"telemetry",{"title":1962,"description":1963,"path":1964,"category":1701,"date":638,"updatedAt":638,"sourceType":542,"source":1965,"tags":1966},"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",[1016,567,1480,724,589],{"title":1968,"description":1969,"path":1970,"category":1908,"date":729,"updatedAt":729,"sourceType":542,"source":1971,"tags":1972},"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",[581,1057,731,1973,589],"overrides",{"title":1975,"description":1976,"path":1977,"category":1701,"date":638,"updatedAt":638,"sourceType":542,"source":1902,"tags":1978},"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",[1070,1071,871,571,1979],"continuity",{"title":1981,"description":1982,"path":1983,"category":1701,"date":638,"updatedAt":638,"sourceType":542,"source":1984,"tags":1985},"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",[812,626,1154,883,640],{"title":1987,"description":1988,"path":1989,"category":1908,"date":1114,"updatedAt":1114,"sourceType":542,"source":1922,"tags":1990},"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",[626,1991,1433,832,812],"bootstrap",{"title":1993,"description":1994,"path":1995,"category":1908,"date":550,"updatedAt":550,"sourceType":542,"source":1922,"tags":1996},"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",[626,693,833,1433,732,1997],"web",{"title":1999,"description":2000,"path":2001,"category":1701,"date":563,"updatedAt":563,"sourceType":803,"source":2002,"tags":2003},"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",[578,582,804,545],{"title":2005,"description":2006,"path":2007,"category":1908,"date":747,"updatedAt":747,"sourceType":542,"source":2008,"tags":2009},"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",[884,883,833,1189,2010],"rotate",{"title":2012,"description":2013,"path":2014,"category":1908,"date":729,"updatedAt":729,"sourceType":542,"source":2015,"tags":2016},"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",[1195,1360,1196,1441,589],{"title":2018,"description":2019,"path":2020,"category":1908,"date":747,"updatedAt":747,"sourceType":542,"source":2015,"tags":2021},"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",[1195,1196,1054,1270,1360],{"title":2023,"description":2024,"path":2025,"category":2026,"date":563,"updatedAt":563,"sourceType":803,"source":2027,"tags":2028},"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",[2029,2030,2031,2032],"education","adoption","ai-tutor","higher-education",{"title":2034,"description":2035,"path":2036,"category":2026,"date":563,"updatedAt":563,"sourceType":803,"source":2037,"tags":2038},"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",[588,547,616,545],{"title":2040,"description":2041,"path":2042,"category":1701,"date":638,"updatedAt":638,"sourceType":542,"source":2043,"tags":2044},"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",[582,786,673,675,805],{"title":2046,"description":2047,"path":2048,"category":1908,"date":747,"updatedAt":747,"sourceType":542,"source":2049,"tags":2050},"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",[567,883,2051,833,723],"pending",{"title":2053,"description":2054,"path":2055,"category":1908,"date":1114,"updatedAt":1114,"sourceType":542,"source":2056,"tags":2057},"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",[567,751,693,626,2058],"state",{"title":2060,"description":2061,"path":2062,"category":1908,"date":747,"updatedAt":747,"sourceType":542,"source":2063,"tags":2064},"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",[2083,571,841,2120,2121],"vector-search","knowledge",{"title":2123,"description":2124,"path":2125,"category":1908,"date":747,"updatedAt":747,"sourceType":542,"source":2126,"tags":2127},"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",[1503,750,778,780,849],{"title":2129,"description":2130,"path":2131,"category":1908,"date":729,"updatedAt":729,"sourceType":542,"source":2132,"tags":2133},"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",[902,693,732,906,569],{"title":2135,"description":2136,"path":2137,"category":1908,"date":550,"updatedAt":550,"sourceType":542,"source":1965,"tags":2138},"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",[688,1545,843,832,1229],{"title":2140,"description":2141,"path":2142,"category":1908,"date":747,"updatedAt":747,"sourceType":542,"source":2143,"tags":2144},"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",[723,882,567,883,884],{"title":2146,"description":2147,"path":2148,"category":1701,"date":638,"updatedAt":638,"sourceType":542,"source":2149,"tags":2150},"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",[625,1685,2151,1686,1270],"install",{"title":2153,"description":2154,"path":2155,"category":1908,"date":1114,"updatedAt":1114,"sourceType":542,"source":1984,"tags":2156},"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",[1281,834,812,883,640],{"title":2158,"description":2159,"path":2160,"category":1908,"date":757,"updatedAt":757,"sourceType":542,"source":2161,"tags":2162},"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",[626,693,1122,1281,724],{"title":2164,"description":2165,"path":2166,"category":1908,"date":747,"updatedAt":747,"sourceType":542,"source":2008,"tags":2167},"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",[883,1384,569,1385,589],{"title":2169,"description":2170,"path":2171,"category":1701,"date":638,"updatedAt":638,"sourceType":542,"source":2172,"tags":2173},"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",[673,804,675,803,805],{"title":2175,"description":2176,"path":2177,"category":1908,"date":550,"updatedAt":550,"sourceType":542,"source":2178,"tags":2179},"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",[673,786,1557,1558,1269],{"title":2181,"description":2182,"path":2183,"category":1908,"date":550,"updatedAt":550,"sourceType":542,"source":2184,"tags":2185},"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",[988,989,616,858,674],{"title":2187,"description":2188,"path":2189,"category":1908,"date":757,"updatedAt":757,"sourceType":542,"source":2190,"tags":2191},"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",[843,688,723,832,995],{"title":2193,"description":2194,"path":2195,"category":1908,"date":757,"updatedAt":757,"sourceType":542,"source":2196,"tags":2197},"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",[843,1353,688,567,589],{"title":2199,"description":2200,"path":2201,"category":1701,"date":638,"updatedAt":638,"sourceType":542,"source":1902,"tags":2202},"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",[1267,1268,1270,1269],{"title":2204,"description":2205,"path":2206,"category":1908,"date":729,"updatedAt":729,"sourceType":542,"source":1922,"tags":2207},"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",[626,883,723,640,1176],{"title":2209,"description":2210,"path":2211,"category":1908,"date":747,"updatedAt":747,"sourceType":542,"source":2212,"tags":2213},"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",[732,731,2214,569,733],"threads",{"title":2216,"description":2217,"path":2218,"category":1908,"date":747,"updatedAt":747,"sourceType":542,"source":2219,"tags":2220},"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",[1585,2221,2222,1584,589],"snapshot","rotation",{"title":2224,"description":2225,"path":2226,"category":1908,"date":747,"updatedAt":747,"sourceType":542,"source":2091,"tags":2227},"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",[751,590,1456,883,1307],{"title":2229,"description":2230,"path":2231,"category":1908,"date":550,"updatedAt":550,"sourceType":542,"source":2232,"tags":2233},"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",[590,1292,1294,1293,589],{"title":2235,"description":2236,"path":2237,"category":2238,"date":563,"updatedAt":563,"sourceType":803,"source":2239,"tags":2240},"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",[590,2241,915,588],"compliance",{"title":2243,"description":2244,"path":2245,"category":1908,"date":729,"updatedAt":729,"sourceType":542,"source":2219,"tags":2246},"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",[590,1584,858,2247,589],"proxy",{"title":2249,"description":2250,"path":2251,"category":1908,"date":1596,"updatedAt":1596,"sourceType":542,"source":2252,"tags":2253},"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",[751,1599,1071,1598,567],{"title":2255,"description":2256,"path":2257,"category":1908,"date":1596,"updatedAt":1596,"sourceType":542,"source":2258,"tags":2259},"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",[871,1016,1605,1292,589],{"title":2261,"description":2262,"path":2263,"category":1908,"date":747,"updatedAt":747,"sourceType":542,"source":2264,"tags":2265},"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",[590,1307,1308,2266,567],"sandbox",{"title":2268,"description":2269,"path":2270,"category":1701,"date":638,"updatedAt":638,"sourceType":542,"source":2081,"tags":2271},"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",[2083,803,778,582,617],{"title":2273,"description":2274,"path":2275,"category":1908,"date":757,"updatedAt":757,"sourceType":542,"source":2264,"tags":2276},"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",[1307,1457,749,732,590],{"title":2278,"description":2279,"path":2280,"category":1908,"date":1596,"updatedAt":1596,"sourceType":542,"source":2281,"tags":2282},"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",[1598,843,1624,1625,2283],"compatibility",{"title":2285,"description":2286,"path":2287,"category":1908,"date":550,"updatedAt":550,"sourceType":542,"source":1941,"tags":2288},"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",[1327,590,640,567,832],{"title":2290,"description":2291,"path":2292,"category":1908,"date":1114,"updatedAt":1114,"sourceType":542,"source":2056,"tags":2293},"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",[567,693,1116,1441,751],{"title":2295,"description":2296,"path":2297,"category":1908,"date":550,"updatedAt":550,"sourceType":542,"source":2298,"tags":2299},"OpenClaw 维护观察：卸载边界正在从“删包”变成“服务、状态、profile 与远程主机”的完整收口","基于 2026 年 3 月 24 日可见的官方 Updating 与 uninstall 文档，最近最值得关注的变化之一是 OpenClaw 的卸载和移除边界正在被官方主动写清，不再只是删除 CLI。","/news/openclaw-uninstall-boundaries-watch-2026-03-24","https://docs.openclaw.ai/cli/uninstall",[1665,1270,1372,567,2058],{"title":2301,"description":2302,"path":2303,"category":1908,"date":550,"updatedAt":550,"sourceType":542,"source":2304,"tags":2305},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 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