[{"data":1,"prerenderedAt":3042},["ShallowReactive",2],{"docs:manual/inbound-dedupe-and-debounce":3,"content-manifest":402},{"id":4,"title":5,"body":6,"category":382,"date":383,"description":384,"extension":385,"meta":386,"navigation":387,"path":388,"seo":389,"source":390,"sourceName":391,"sourceType":392,"stem":393,"tags":394,"updatedAt":400,"__hash__":401},"docs/docs/manual/inbound-dedupe-and-debounce.md","消息入口的去重、合并和排队是怎么工作的",{"type":7,"value":8,"toc":362},"minimark",[9,13,17,24,27,31,34,45,48,56,60,63,68,71,88,91,94,99,102,105,116,119,124,128,135,140,143,148,151,155,158,169,172,176,179,184,187,192,195,199,202,216,219,223,226,234,237,240,251,254,258,265,267,275,278,290,293,298,301,305,308,312,315,318,321,338,341],[10,11,5],"h1",{"id":12},"消息入口的去重合并和排队是怎么工作的",[14,15,16],"p",{},"站里已经有一页在讲消息投递和重试，但官方最近的 Messages 文档其实把更前面的一层也讲清楚了：",[18,19,20],"ul",{},[21,22,23],"li",{},"消息进入系统前，会先经过 dedupe、debounce 和 queueing",[14,25,26],{},"这很关键，因为很多“为什么它没立刻回”“为什么几条消息像被合并了”的问题，根本还没到模型输出那一层。",[28,29,30],"h2",{"id":30},"先看官方给出的高层流",[14,32,33],{},"Messages 文档现在把链路写得很直白：",[35,36,42],"pre",{"className":37,"code":39,"language":40,"meta":41},[38],"language-text","Inbound message\n  -> routing / bindings\n  -> session key\n  -> queue (if a run is active)\n  -> agent run\n  -> outbound replies\n","text","",[43,44,39],"code",{"__ignoreMap":41},[14,46,47],{},"这说明：",[18,49,50,53],{},[21,51,52],{},"不是每条进来的消息都会立刻单独开跑",[21,54,55],{},"也不是一生成就一定马上送出去",[28,57,59],{"id":58},"inbound-dedupe-在解决什么","inbound dedupe 在解决什么",[14,61,62],{},"官方文档明确提到：",[18,64,65],{},[21,66,67],{},"某些渠道在重连或恢复时会重复投递同一条消息",[14,69,70],{},"为了避免重复触发 agent run，OpenClaw 会做一个短时 dedupe cache，按：",[18,72,73,76,79,82,85],{},[21,74,75],{},"channel",[21,77,78],{},"account",[21,80,81],{},"peer",[21,83,84],{},"session",[21,86,87],{},"message id",[14,89,90],{},"这类维度去认同一条消息。",[14,92,93],{},"这意味着：",[18,95,96],{},[21,97,98],{},"“同一条消息被渠道补发一次”不该再触发第二轮 agent",[28,100,101],{"id":101},"为什么这点特别重要",[14,103,104],{},"因为如果没有这层，很多渠道场景都会出现：",[18,106,107,110,113],{},[21,108,109],{},"机器人重复回复",[21,111,112],{},"同一条输入被多次处理",[21,114,115],{},"工具副作用重复发生",[14,117,118],{},"所以 dedupe 本质上是在保护：",[18,120,121],{},[21,122,123],{},"输入幂等性",[28,125,127],{"id":126},"inbound-debounce-又在解决什么","inbound debounce 又在解决什么",[14,129,130,131,134],{},"dedupe 处理的是“同一条消息重复送达”。",[132,133],"br",{},"\ndebounce 处理的是另一类问题：",[18,136,137],{},[21,138,139],{},"同一个 sender 在很短时间内连续发多条补充消息",[14,141,142],{},"官方当前文档说明：",[18,144,145],{},[21,146,147],{},"rapid consecutive messages can be batched into a single agent turn",[14,149,150],{},"也就是说，它允许系统把短时间内连续到来的几条消息收成一轮输入，而不是每条都马上开一次新 run。",[28,152,154],{"id":153},"哪些场景最容易看到-debounce","哪些场景最容易看到 debounce",[14,156,157],{},"更常见的通常是：",[18,159,160,163,166],{},[21,161,162],{},"用户连发三四句补充",[21,164,165],{},"先发一句，再立刻补一张图或一句说明",[21,167,168],{},"移动端输入习惯导致多条短消息拼成一个意思",[14,170,171],{},"在这些场景里，debounce 往往会比“每条都独立响应”更像人类对话节奏。",[28,173,175],{"id":174},"queueing-为什么不是卡住而是保序","queueing 为什么不是卡住，而是保序",[14,177,178],{},"Messages 文档还明确提到：",[18,180,181],{},[21,182,183],{},"如果当前 session 已经有 active run，新消息可能先进队列",[14,185,186],{},"这不是 bug，而是在保护：",[18,188,189],{},[21,190,191],{},"同一 session 内的顺序性",[14,193,194],{},"如果一个 session 里当前还在跑工具、流式输出还没结束，后面新消息不一定马上并发插进去，而可能等前一轮结束或按系统规则排队。",[28,196,198],{"id":197},"为什么回复慢不一定是模型慢","为什么“回复慢”不一定是模型慢",[14,200,201],{},"从这条链看，延迟可能来自很多层：",[18,203,204,207,210,213],{},[21,205,206],{},"消息先被 debounce 等待合并",[21,208,209],{},"当前 session 正在 active run，后面消息在排队",[21,211,212],{},"渠道重复投递被 dedupe",[21,214,215],{},"outbound 还要走 chunking 和 channel caps",[14,217,218],{},"所以看到“不是秒回”，不要只查模型。",[28,220,222],{"id":221},"outbound-chunking-在后面又做了什么","outbound chunking 在后面又做了什么",[14,224,225],{},"官方 Messages 文档还把 outbound 这层写得更细：",[18,227,228,231],{},[21,229,230],{},"不同渠道有不同长度上限",[21,232,233],{},"系统会做 chunking / block streaming / 渠道级 caps",[14,235,236],{},"这说明“生成出来一大段文本”也不等于“渠道一定按原样一次发完”。",[14,238,239],{},"尤其在 Telegram、Discord、Web surfaces 这类入口里，最终展示经常还会再受：",[18,241,242,245,248],{},[21,243,244],{},"渠道长度限制",[21,246,247],{},"流式开关",[21,249,250],{},"多段发送策略",[14,252,253],{},"影响。",[28,255,257],{"id":256},"mention-group-规则为什么也要一起看","mention / group 规则为什么也要一起看",[14,259,260,261,264],{},"如果是群聊场景，官方还把 ",[43,262,263],{},"messages.*"," 里的群组行为和 mention 规则并列出来。",[14,266,93],{},[18,268,269,272],{},[21,270,271],{},"有些“没进入 dedupe/debounce/queue”的问题",[21,273,274],{},"实际上更早就被 mention / group policy 挡住了",[14,276,277],{},"所以群聊排障时，更稳的顺序是：",[279,280,281,284,287],"ol",{},[21,282,283],{},"先看消息有没有被允许进入处理链",[21,285,286],{},"再看有没有被 debounce / queue",[21,288,289],{},"最后再看生成和投递",[28,291,292],{"id":292},"中文用户最容易踩的坑",[294,295,297],"h3",{"id":296},"_1-以为每条输入都应该立刻独立开跑","1. 以为每条输入都应该立刻独立开跑",[14,299,300],{},"实际系统会为了稳定性和连续性做合并和排队。",[294,302,304],{"id":303},"_2-看到重复消息就怪模型抽风","2. 看到重复消息就怪模型“抽风”",[14,306,307],{},"很多时候渠道本身就在重复投递，dedupe 只是帮你拦住。",[294,309,311],{"id":310},"_3-只排-outbound不看-inbound","3. 只排 outbound，不看 inbound",[14,313,314],{},"回复问题很可能在进入系统前就已经决定了节奏。",[28,316,317],{"id":317},"一条更稳的理解顺序",[14,319,320],{},"建议按这个顺序看消息入口：",[279,322,323,326,329,332,335],{},[21,324,325],{},"routing 和 session key 决定进哪个上下文桶",[21,327,328],{},"dedupe 决定是不是重复消息",[21,330,331],{},"debounce 决定要不要合并成一轮",[21,333,334],{},"queueing 决定何时真正开始 agent run",[21,336,337],{},"outbound chunking 决定怎样发出去",[28,339,340],{"id":340},"下一步推荐",[18,342,343,350,356],{},[21,344,345],{},[346,347,349],"a",{"href":348},"/docs/manual/message-retries-and-delivery","消息投递、重试与响应行为",[21,351,352],{},[346,353,355],{"href":354},"/docs/manual/channel-routing-and-session-keys","频道与 Session 路由怎么决定上下文边界",[21,357,358],{},[346,359,361],{"href":360},"/docs/manual/webchat-session-and-readonly-mode","WebChat 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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",[606,866,1273,571,1274],{"title":1293,"description":1294,"path":1295,"category":1268,"updatedAt":637,"sourceType":392,"tags":1296},"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",[768,1297,655,769,1274],"bootstrapToken",{"title":1299,"description":1300,"path":1301,"category":1274,"updatedAt":566,"sourceType":392,"tags":1302},"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",[1303,570,614,578,1163,569],"templates",{"title":1305,"description":1306,"path":1307,"category":1268,"updatedAt":628,"sourceType":392,"tags":1308},"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",[768,1309,419,78,1092],"allowFrom",{"title":1311,"description":1312,"path":1313,"category":1268,"updatedAt":730,"sourceType":392,"tags":1314},"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",[596,1274,1315,1316],"commands","terminal",{"title":1318,"description":1319,"path":1320,"category":1268,"updatedAt":637,"sourceType":392,"tags":1321},"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",[1322,1323,606,604,1274],"cloudflare-ai-gateway","headers",{"title":1325,"description":1326,"path":1327,"category":1328,"updatedAt":531,"sourceType":680,"tags":1329},"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",[680,1330,1331,1332],"github","issues","feedback",{"title":1334,"description":1335,"path":1336,"category":1268,"updatedAt":730,"sourceType":392,"tags":1337},"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",[431,1274,1338,1339],"settings","options",{"title":1341,"description":1342,"path":1343,"category":1268,"updatedAt":488,"sourceType":392,"tags":1344},"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",[689,768,769,710,1092],{"title":1346,"description":1347,"path":1348,"category":1268,"updatedAt":637,"sourceType":392,"tags":1349},"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",[594,838,1350,924,1274],"scheduler",{"title":1352,"description":1353,"path":1354,"category":1268,"updatedAt":1033,"sourceType":392,"tags":1355},"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",[475,709,1356,1357,606],"secretref","sessionStorage",{"title":1359,"description":1360,"path":1361,"category":1362,"updatedAt":730,"sourceType":392,"tags":1363},"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",[1364,1365,1366,1111,829],"debugging","debug","runtime-overrides",{"title":1368,"description":1369,"path":1370,"category":1268,"updatedAt":400,"sourceType":392,"tags":1371},"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",[1280,1372,1373,1365,1274],"logging","flags",{"title":1375,"description":1376,"path":1377,"category":1268,"updatedAt":400,"sourceType":392,"tags":1378},"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",[84,1379,1380,613,1274],"dmScope","identityLinks",{"title":1382,"description":1383,"path":1384,"category":1268,"updatedAt":400,"sourceType":392,"tags":1385},"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",[1111,1112,1280,1386,1274],"migrations",{"title":1388,"description":1389,"path":1390,"category":1268,"updatedAt":400,"sourceType":392,"tags":1391},"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",[967,431,639,1392,1274],"shell",{"title":1394,"description":1395,"path":1396,"category":1268,"updatedAt":531,"sourceType":414,"tags":1397},"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",[1398,1186,680,1399,1188],"sources","trust",{"title":1401,"description":1402,"path":1403,"category":1268,"updatedAt":488,"sourceType":392,"tags":1404},"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",[417,1405,596,1039,586],"rpc",{"title":1407,"description":1408,"path":1409,"category":1268,"updatedAt":400,"sourceType":392,"tags":1410},"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",[768,769,417,585,1274],{"title":1412,"description":1413,"path":1414,"category":1268,"updatedAt":1033,"sourceType":392,"tags":1415},"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",[84,417,546,475,1274],{"title":1417,"description":1418,"path":1419,"category":1268,"updatedAt":637,"sourceType":392,"tags":1420},"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",[417,1039,1421,1422,1274],"protocol","scopes",{"title":1424,"description":1425,"path":1426,"category":1268,"updatedAt":628,"sourceType":392,"tags":1427},"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",[631,1428,613,844,395],"mention",{"title":1430,"description":1431,"path":1432,"category":1268,"updatedAt":637,"sourceType":392,"tags":1433},"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",[1085,1434,1435,1436,1274],"visibility","activeHours","alerts",{"title":1438,"description":1439,"path":1440,"category":1268,"updatedAt":628,"sourceType":392,"tags":1441},"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",[1035,1039,1442,417,1274],"sdk",{"title":1444,"description":1445,"path":1446,"category":1268,"updatedAt":628,"sourceType":392,"tags":1447},"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",[431,1448,1063,1449,1274],"include","arrays",{"title":1451,"description":1452,"path":1453,"category":1268,"updatedAt":400,"sourceType":392,"tags":1454},"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",[873,1455,734,466,1274],"invoke",{"title":1457,"description":1458,"path":1459,"category":1268,"updatedAt":637,"sourceType":392,"tags":1460},"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",[421,1461,1462,1463,1464,1274],"hybrid-search","ranking","mmr","retrieval",{"title":1466,"description":1467,"path":1468,"category":1268,"updatedAt":531,"sourceType":392,"tags":1469},"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",[539,1470,606,604,1274],"probe",{"title":1472,"description":1473,"path":1474,"category":1268,"updatedAt":962,"sourceType":392,"tags":1475},"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",[768,769,1309,1476,1092],"credentials",{"title":1478,"description":1479,"path":1480,"category":1268,"updatedAt":531,"sourceType":392,"tags":1481},"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",[523,663,1482,1483,1188,1274],"npm","pin",{"title":1485,"description":1486,"path":1487,"category":1362,"updatedAt":488,"sourceType":392,"tags":1488},"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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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",[475,1247,768,490,440],{"title":1884,"description":1885,"path":1886,"category":1836,"date":531,"updatedAt":531,"sourceType":392,"source":1844,"tags":1887},"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",[655,657,734,419,1201],{"title":1889,"description":1890,"path":1891,"category":1688,"date":413,"updatedAt":413,"sourceType":680,"source":1892,"tags":1893},"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",[1568,681,1691,1644],{"title":1895,"description":1896,"path":1897,"category":1836,"date":531,"updatedAt":531,"sourceType":392,"source":1898,"tags":1899},"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",[663,432,672,673,1900,664],"telemetry",{"title":1902,"description":1903,"path":1904,"category":1630,"date":488,"updatedAt":488,"sourceType":392,"source":1905,"tags":1906},"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",[596,417,1405,586,439],{"title":1908,"description":1909,"path":1910,"category":1836,"date":400,"updatedAt":400,"sourceType":392,"source":1911,"tags":1912},"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",[431,967,612,1913,439],"overrides",{"title":1915,"description":1916,"path":1917,"category":1630,"date":488,"updatedAt":488,"sourceType":392,"source":1824,"tags":1918},"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",[989,990,571,421,1919],"continuity",{"title":1921,"description":1922,"path":1923,"category":1630,"date":488,"updatedAt":488,"sourceType":392,"source":1924,"tags":1925},"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",[689,475,1071,768,490],{"title":1927,"description":1928,"path":1929,"category":1836,"date":1033,"updatedAt":1033,"sourceType":392,"source":1850,"tags":1930},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 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开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[428,432,681,1568],{"title":1944,"description":1945,"path":1946,"category":1836,"date":628,"updatedAt":628,"sourceType":392,"source":1947,"tags":1948},"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",[769,768,709,1105,1949],"rotate",{"title":1951,"description":1952,"path":1953,"category":1836,"date":400,"updatedAt":400,"sourceType":392,"source":1954,"tags":1955},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair 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在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[1968,1969,1970,1971],"education","adoption","ai-tutor","higher-education",{"title":1973,"description":1974,"path":1975,"category":1965,"date":413,"updatedAt":413,"sourceType":680,"source":1976,"tags":1977},"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",[438,1570,466,1568],{"title":1979,"description":1980,"path":1981,"category":1630,"date":488,"updatedAt":488,"sourceType":392,"source":1982,"tags":1983},"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",[432,663,523,525,682],{"title":1985,"description":1986,"path":1987,"category":1836,"date":591,"updatedAt":591,"sourceType":392,"source":1988,"tags":1989},"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",[746,747,748,749,419,750],{"title":1991,"description":1992,"path":1993,"category":1836,"date":628,"updatedAt":628,"sourceType":392,"source":1994,"tags":1995},"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",[417,768,1996,709,585],"pending",{"title":1998,"description":1999,"path":2000,"category":1836,"date":1033,"updatedAt":1033,"sourceType":392,"source":2001,"tags":2002},"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",[417,84,546,475,2003],"state",{"title":2005,"description":2006,"path":2007,"category":1836,"date":628,"updatedAt":628,"sourceType":392,"source":2008,"tags":2009},"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",[631,1428,844,395,613],{"title":2011,"description":2012,"path":2013,"category":1836,"date":637,"updatedAt":637,"sourceType":392,"source":2008,"tags":2014},"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",[631,1501,2015,630,891],"activation",{"title":2017,"description":2018,"path":2019,"category":1836,"date":628,"updatedAt":628,"sourceType":392,"source":2020,"tags":2021},"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",[431,1448,1063,1449,439],{"title":2023,"description":2024,"path":2025,"category":1630,"date":488,"updatedAt":488,"sourceType":392,"source":2026,"tags":2027},"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",[2028,1570,2029,2030,2031],"showcase","home-assistant","nix","infrastructure",{"title":2033,"description":2034,"path":2035,"category":1836,"date":400,"updatedAt":400,"sourceType":392,"source":2036,"tags":2037},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[2028,421,717,2065,2066],"vector-search","knowledge",{"title":2068,"description":2069,"path":2070,"category":1836,"date":628,"updatedAt":628,"sourceType":392,"source":2071,"tags":2072},"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",[1428,631,655,657,724],{"title":2074,"description":2075,"path":2076,"category":1836,"date":400,"updatedAt":400,"sourceType":392,"source":390,"tags":2077},"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",[395,546,613,399,419],{"title":2079,"description":2080,"path":2081,"category":1836,"date":531,"updatedAt":531,"sourceType":392,"source":1905,"tags":2082},"OpenClaw 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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",[474,1615,885,1616,1189],{"title":2096,"description":2097,"path":2098,"category":1836,"date":1033,"updatedAt":1033,"sourceType":392,"source":1924,"tags":2099},"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",[1201,710,689,768,490],{"title":2101,"description":2102,"path":2103,"category":1836,"date":637,"updatedAt":637,"sourceType":392,"source":2104,"tags":2105},"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",[475,546,1039,1201,586],{"title":2107,"description":2108,"path":2109,"category":1836,"date":628,"updatedAt":628,"sourceType":392,"source":1947,"tags":2110},"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",[768,1309,419,78,439],{"title":2112,"description":2113,"path":2114,"category":1630,"date":488,"updatedAt":488,"sourceType":392,"source":2115,"tags":2116},"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",[523,681,525,680,682],{"title":2118,"description":2119,"path":2120,"category":1836,"date":531,"updatedAt":531,"sourceType":392,"source":2121,"tags":2122},"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",[523,663,1482,1483,1188],{"title":2124,"description":2125,"path":2126,"category":1836,"date":531,"updatedAt":531,"sourceType":392,"source":2127,"tags":2128},"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",[872,873,466,734,524],{"title":2130,"description":2131,"path":2132,"category":1836,"date":637,"updatedAt":637,"sourceType":392,"source":2133,"tags":2134},"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",[604,539,585,606,891],{"title":2136,"description":2137,"path":2138,"category":1836,"date":637,"updatedAt":637,"sourceType":392,"source":2139,"tags":2140},"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",[604,1273,539,417,439],{"title":2142,"description":2143,"path":2144,"category":1630,"date":488,"updatedAt":488,"sourceType":392,"source":1824,"tags":2145},"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",[1186,1187,1189,1188],{"title":2147,"description":2148,"path":2149,"category":1836,"date":400,"updatedAt":400,"sourceType":392,"source":1850,"tags":2150},"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",[475,768,585,490,1092],{"title":2152,"description":2153,"path":2154,"category":1836,"date":628,"updatedAt":628,"sourceType":392,"source":2155,"tags":2156},"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",[613,612,2157,419,614],"threads",{"title":2159,"description":2160,"path":2161,"category":1836,"date":591,"updatedAt":591,"sourceType":392,"source":2162,"tags":2163},"OpenClaw 把 SearXNG 推进 bundled web_search provider，搜索层开始更适合自托管","官方近期上线的 SearXNG Search 文档，说明 OpenClaw 的 web_search 已经不只适合外部 API，也开始正式支持自托管聚合搜索。","/news/openclaw-searxng-search-watch-2026-04-30","https://docs.openclaw.ai/tools/searxng-search",[932,821,933,516,420],{"title":2165,"description":2166,"path":2167,"category":1836,"date":628,"updatedAt":628,"sourceType":392,"source":2168,"tags":2169},"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",[1510,2170,2171,1509,439],"snapshot","rotation",{"title":2173,"description":2174,"path":2175,"category":1836,"date":628,"updatedAt":628,"sourceType":392,"source":2036,"tags":2176},"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",[84,440,1379,768,1227],{"title":2178,"description":2179,"path":2180,"category":1836,"date":531,"updatedAt":531,"sourceType":392,"source":2181,"tags":2182},"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",[440,1212,1214,1213,439],{"title":2184,"description":2185,"path":2186,"category":2187,"date":413,"updatedAt":413,"sourceType":680,"source":2188,"tags":2189},"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",[440,2190,792,438],"compliance",{"title":2192,"description":2193,"path":2194,"category":1836,"date":400,"updatedAt":400,"sourceType":392,"source":2168,"tags":2195},"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",[440,1509,734,2196,439],"proxy",{"title":2198,"description":2199,"path":2200,"category":1836,"date":1520,"updatedAt":1520,"sourceType":392,"source":2201,"tags":2202},"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",[84,1523,990,1522,417],{"title":2204,"description":2205,"path":2206,"category":1836,"date":1520,"updatedAt":1520,"sourceType":392,"source":2207,"tags":2208},"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",[571,596,1529,1212,439],{"title":2210,"description":2211,"path":2212,"category":1836,"date":628,"updatedAt":628,"sourceType":392,"source":2213,"tags":2214},"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",[440,1227,1228,2215,417],"sandbox",{"title":2217,"description":2218,"path":2219,"category":1630,"date":488,"updatedAt":488,"sourceType":392,"source":2026,"tags":2220},"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",[2028,680,655,432,467],{"title":2222,"description":2223,"path":2224,"category":1836,"date":637,"updatedAt":637,"sourceType":392,"source":2213,"tags":2225},"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",[1227,1380,630,613,440],{"title":2227,"description":2228,"path":2229,"category":1836,"date":1520,"updatedAt":1520,"sourceType":392,"source":2230,"tags":2231},"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",[1522,604,1548,1549,2232],"compatibility",{"title":2234,"description":2235,"path":2236,"category":1836,"date":531,"updatedAt":531,"sourceType":392,"source":1881,"tags":2237},"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",[1247,440,490,417,606],{"title":2239,"description":2240,"path":2241,"category":1836,"date":1033,"updatedAt":1033,"sourceType":392,"source":2001,"tags":2242},"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",[417,546,1035,1364,84],{"title":2244,"description":2245,"path":2246,"category":1836,"date":531,"updatedAt":531,"sourceType":392,"source":2247,"tags":2248},"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",[1596,1189,866,417,2003],{"title":2250,"description":2251,"path":2252,"category":1836,"date":531,"updatedAt":531,"sourceType":392,"source":2253,"tags":2254},"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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