[{"data":1,"prerenderedAt":3064},["ShallowReactive",2],{"docs:manual/broadcast-groups-and-routing-boundaries":3,"content-manifest":421},{"id":4,"title":5,"body":6,"category":401,"date":402,"description":403,"extension":404,"meta":405,"navigation":406,"path":407,"seo":408,"source":409,"sourceName":410,"sourceType":411,"stem":412,"tags":413,"updatedAt":419,"__hash__":420},"docs/docs/manual/broadcast-groups-and-routing-boundaries.md","Broadcast Groups 和普通 routing 的边界怎么区分",{"type":7,"value":8,"toc":377},"minimark",[9,13,17,24,27,32,35,40,43,48,51,54,59,63,66,71,74,82,85,90,93,96,107,110,115,118,123,127,130,144,147,152,156,159,164,167,172,175,183,186,190,193,201,204,209,212,217,220,223,228,231,239,242,254,257,267,270,275,278,286,290,292,300,303,306,310,313,317,320,324,327,330,333,353,356],[10,11,5],"h1",{"id":12},"broadcast-groups-和普通-routing-的边界怎么区分",[14,15,16],"p",{},"官方最近把 Broadcast Groups 单独拉成了一页文档，这很值，因为它把一件以前容易被想当然处理的事讲清楚了：",[18,19,20],"ul",{},[21,22,23],"li",{},"“多个 agent 在同一群里一起工作”",[14,25,26],{},"并不等于：",[18,28,29],{},[21,30,31],{},"“把原来的 bindings 多写几条”",[14,33,34],{},"Broadcast Groups 和普通 routing 解决的是两类不同问题。",[36,37,39],"h2",{"id":38},"普通-routing-先回答的是什么","普通 routing 先回答的是什么",[14,41,42],{},"Channel Routing 文档当前说得很清楚：",[18,44,45],{},[21,46,47],{},"routing 为每条入站消息挑一个 agent",[14,49,50],{},"而且命中顺序是固定的，从精确 peer、父级 peer 继承、guild/team/account/channel 一路往下，最后才到默认 agent。",[14,52,53],{},"所以普通 routing 的核心问题一直是：",[18,55,56],{},[21,57,58],{},"这条消息到底归谁处理",[36,60,62],{"id":61},"broadcast-groups-在额外改变什么","Broadcast Groups 在额外改变什么",[14,64,65],{},"Broadcast Groups 改的不是“哪条 binding 命中”，而是：",[18,67,68],{},[21,69,70],{},"当这个 peer 已经符合处理条件时，让多个 agent 一起运行",[14,72,73],{},"官方现在明确写的是：",[18,75,76,79],{},[21,77,78],{},"它在 channel allowlist 和 group activation rules 之后生效",[21,80,81],{},"在 WhatsApp 群组里，只有当 OpenClaw 本来就会回复时，broadcast 才会发生",[14,83,84],{},"换句话说：",[18,86,87],{},[21,88,89],{},"它不会绕过 mention、激活命令或群组准入规则",[36,91,92],{"id":92},"当前适用范围为什么要先记住",[14,94,95],{},"截至当前官方文档，Broadcast Groups 仍然是：",[18,97,98,101,104],{},[21,99,100],{},"Experimental",[21,102,103],{},"2026.1.9 新增",[21,105,106],{},"当前范围限于 WhatsApp web channel",[14,108,109],{},"这意味着更适合把它当成：",[18,111,112],{},[21,113,114],{},"特定协作入口",[14,116,117],{},"而不是：",[18,119,120],{},[21,121,122],{},"所有渠道的默认多 agent 编排方式",[36,124,126],{"id":125},"什么场景下更适合用-broadcast-groups","什么场景下更适合用 Broadcast Groups",[14,128,129],{},"根据官方当前给的 use case，更像下面几类：",[18,131,132,135,138,141],{},[21,133,134],{},"同一群里让不同 agent 给出不同专业视角",[21,136,137],{},"多语种支持",[21,139,140],{},"质检或审阅型双 agent",[21,142,143],{},"任务协同和记录型 agent 组合",[14,145,146],{},"这些场景的共通点是：",[18,148,149],{},[21,150,151],{},"你就是希望同一条消息被多个 agent 各自处理",[36,153,155],{"id":154},"它为什么不是-bindings-的替代品","它为什么不是 bindings 的替代品",[14,157,158],{},"bindings 的核心职责仍然是：",[18,160,161],{},[21,162,163],{},"在普通入站场景里决定哪个 agent 接管",[14,165,166],{},"Broadcast Groups 的核心职责则是：",[18,168,169],{},[21,170,171],{},"对特定 peer 指定一组要一起运行的 agent",[14,173,174],{},"所以更准确的理解是：",[18,176,177,180],{},[21,178,179],{},"bindings 负责单 agent 路由",[21,181,182],{},"broadcast 负责特定 peer 的多 agent 扩展",[14,184,185],{},"如果你只是想把某个群固定交给一个 agent，还是更适合用 bindings。",[36,187,189],{"id":188},"session-隔离为什么是这个能力成立的前提","session 隔离为什么是这个能力成立的前提",[14,191,192],{},"官方文档当前把这点写得非常清楚：",[18,194,195,198],{},[21,196,197],{},"每个 broadcast agent 都有自己的 session key",[21,199,200],{},"各自的历史、workspace、工具权限和 memory 都是隔离的",[14,202,203],{},"这意味着：",[18,205,206],{},[21,207,208],{},"多 agent 同群，不等于多 agent 共用一个上下文桶",[14,210,211],{},"它更像：",[18,213,214],{},[21,215,216],{},"多个 agent 看到同一条群消息，各自基于自己的状态独立运行",[36,218,219],{"id":219},"哪些东西是共享的",[14,221,222],{},"官方也补了一条很关键的边界：",[18,224,225],{},[21,226,227],{},"recent group context buffer 是按 peer 共享的",[14,229,230],{},"所以更准确的画法是：",[18,232,233,236],{},[21,234,235],{},"触发上下文来自同一个群聊现场",[21,237,238],{},"但 agent 的长期历史、工具边界和个体记忆仍然分开",[14,240,241],{},"这也解释了为什么 Broadcast Groups 适合做“多视角回答”，而不是做“一个主 agent + 一堆共享脑子”的协同系统。",[36,243,245,249,250,253],{"id":244},"parallel-和-sequential-该怎么选",[246,247,248],"code",{},"parallel"," 和 ",[246,251,252],{},"sequential"," 该怎么选",[14,255,256],{},"官方给了两种 strategy：",[18,258,259,263],{},[21,260,261],{},[246,262,248],{},[21,264,265],{},[246,266,252],{},[14,268,269],{},"更适合这样理解：",[271,272,273],"h3",{"id":248},[246,274,248],{},[14,276,277],{},"适合：",[18,279,280,283],{},[21,281,282],{},"你要更快得到多个独立回答",[21,284,285],{},"agent 之间没有明显先后依赖",[271,287,288],{"id":252},[246,289,252],{},[14,291,277],{},[18,293,294,297],{},[21,295,296],{},"你希望按固定顺序产出",[21,298,299],{},"后面的 agent 主要承担追加、审核或整理角色",[14,301,302],{},"但即便 sequential，也不代表 agent 之间共享会话历史。",[36,304,305],{"id":305},"中文用户最容易踩的坑",[271,307,309],{"id":308},"_1-把-broadcast-groups-当成高级-bindings","1. 把 Broadcast Groups 当成“高级 bindings”",[14,311,312],{},"它不是用来替代普通 routing 的。",[271,314,316],{"id":315},"_2-忘了-mention-激活规则还在前面","2. 忘了 mention / 激活规则还在前面",[14,318,319],{},"如果群里根本没触发 OpenClaw，本来就不会进入 broadcast。",[271,321,323],{"id":322},"_3-一上来就挂很多全能-agent","3. 一上来就挂很多全能 agent",[14,325,326],{},"官方建议更像是小而专的 agent 组合，而不是在一个群里塞一排泛化助手。",[36,328,329],{"id":329},"一条更稳的使用顺序",[14,331,332],{},"建议按这个顺序做判断：",[334,335,336,339,342,345],"ol",{},[21,337,338],{},"先确定这个群在普通模式下何时会触发回复",[21,340,341],{},"再确认是不是确实需要多 agent 同时运行",[21,343,344],{},"如果需要，优先把 agent 做成职责单一的组合",[21,346,347,348,350,351],{},"最后再决定 ",[246,349,248],{}," 还是 ",[246,352,252],{},[36,354,355],{"id":355},"下一步推荐",[18,357,358,365,371],{},[21,359,360],{},[361,362,364],"a",{"href":363},"/docs/manual/bindings-precedence-and-agent-selection","bindings 的优先级怎么影响 agent 选择",[21,366,367],{},[361,368,370],{"href":369},"/docs/manual/channel-routing-and-session-keys","频道与 Session 路由怎么决定上下文边界",[21,372,373],{},[361,374,376],{"href":375},"/docs/operations/team-channel-session-strategy","团队频道里的 Session 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session、工具和响应顺序边界。","md",{},true,"/docs/manual/broadcast-groups-and-routing-boundaries",{"title":5,"description":403},"https://docs.openclaw.ai/channels/broadcast-groups","OpenClaw 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开始，而不是一上来就把整套能力全部接齐。","/docs/getting-started/personal-user-entry",[517,518,494,438,451],"personal","getting-started",{"title":520,"description":521,"path":522,"category":523,"updatedAt":499,"sourceType":411,"tags":524},"如何开始系统理解 OpenClaw","给第一次接触 OpenClaw 的中文用户一条更清晰的阅读顺序，先建立整体认知，再进入安装、接入和运维细节。","/docs/getting-started/reading-path","使用指南",[525,526,527,493],"reading-path","overview","docs",{"title":529,"description":530,"path":531,"category":532,"updatedAt":533,"sourceType":411,"tags":534},"OpenClaw 是什么","用中文快速理解 OpenClaw 的定位、使用方式和它与普通聊天产品的差别。","/docs/getting-started/what-is-openclaw","产品","2026-03-13",[526,535,438,536],"self-hosted","assistant",{"title":538,"description":539,"path":540,"category":431,"updatedAt":445,"sourceType":433,"tags":541},"我什么时候再上 Skills、Plugins 和多 Agent","帮你判断现在是否已经适合进入 Skills、Plugins、Hooks 或多 Agent 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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",[625,886,1293,590,1294],{"title":1313,"description":1314,"path":1315,"category":1288,"updatedAt":647,"sourceType":411,"tags":1316},"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",[778,1317,665,779,1294],"bootstrapToken",{"title":1319,"description":1320,"path":1321,"category":1294,"updatedAt":585,"sourceType":411,"tags":1322},"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",[1323,589,417,597,1185,588],"templates",{"title":1325,"description":1326,"path":1327,"category":1288,"updatedAt":419,"sourceType":411,"tags":1328},"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",[778,1329,438,1330,1114],"allowFrom","account",{"title":1332,"description":1333,"path":1334,"category":1288,"updatedAt":740,"sourceType":411,"tags":1335},"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",[615,1294,1336,1337],"commands","terminal",{"title":1339,"description":1340,"path":1341,"category":1288,"updatedAt":647,"sourceType":411,"tags":1342},"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",[1343,1344,625,623,1294],"cloudflare-ai-gateway","headers",{"title":1346,"description":1347,"path":1348,"category":1349,"updatedAt":550,"sourceType":690,"tags":1350},"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",[690,1351,1352,1353],"github","issues","feedback",{"title":1355,"description":1356,"path":1357,"category":1288,"updatedAt":740,"sourceType":411,"tags":1358},"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",[450,1294,1359,1360],"settings","options",{"title":1362,"description":1363,"path":1364,"category":1288,"updatedAt":507,"sourceType":411,"tags":1365},"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",[699,778,779,720,1114],{"title":1367,"description":1368,"path":1369,"category":1288,"updatedAt":647,"sourceType":411,"tags":1370},"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",[613,858,1371,944,1294],"scheduler",{"title":1373,"description":1374,"path":1375,"category":1288,"updatedAt":1053,"sourceType":411,"tags":1376},"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",[494,719,1377,1378,625],"secretref","sessionStorage",{"title":1380,"description":1381,"path":1382,"category":1383,"updatedAt":740,"sourceType":411,"tags":1384},"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",[1385,1386,1387,1133,847],"debugging","debug","runtime-overrides",{"title":1389,"description":1390,"path":1391,"category":1288,"updatedAt":628,"sourceType":411,"tags":1392},"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",[1300,1393,1394,1386,1294],"logging","flags",{"title":1396,"description":1397,"path":1398,"category":1288,"updatedAt":628,"sourceType":411,"tags":1399},"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",[418,1400,1401,415,1294],"dmScope","identityLinks",{"title":1403,"description":1404,"path":1405,"category":1288,"updatedAt":628,"sourceType":411,"tags":1406},"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",[1133,1134,1300,1407,1294],"migrations",{"title":1409,"description":1410,"path":1411,"category":1288,"updatedAt":628,"sourceType":411,"tags":1412},"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",[987,450,649,1413,1294],"shell",{"title":1415,"description":1416,"path":1417,"category":1288,"updatedAt":550,"sourceType":433,"tags":1418},"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",[1419,1208,690,1420,1210],"sources","trust",{"title":1422,"description":1423,"path":1424,"category":1288,"updatedAt":507,"sourceType":411,"tags":1425},"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",[436,1426,615,1061,605],"rpc",{"title":1428,"description":1429,"path":1430,"category":1288,"updatedAt":628,"sourceType":411,"tags":1431},"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",[778,779,436,604,1294],{"title":1433,"description":1434,"path":1435,"category":1288,"updatedAt":1053,"sourceType":411,"tags":1436},"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",[418,436,565,494,1294],{"title":1438,"description":1439,"path":1440,"category":1288,"updatedAt":647,"sourceType":411,"tags":1441},"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",[436,1061,1442,1443,1294],"protocol","scopes",{"title":1445,"description":1446,"path":1447,"category":1288,"updatedAt":419,"sourceType":411,"tags":1448},"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",[416,1449,415,864,797],"mention",{"title":1451,"description":1452,"path":1453,"category":1288,"updatedAt":647,"sourceType":411,"tags":1454},"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",[1107,1455,1456,1457,1294],"visibility","activeHours","alerts",{"title":1459,"description":1460,"path":1461,"category":1288,"updatedAt":419,"sourceType":411,"tags":1462},"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",[1055,1061,1463,436,1294],"sdk",{"title":1465,"description":1466,"path":1467,"category":1288,"updatedAt":419,"sourceType":411,"tags":1468},"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",[450,1469,1085,1470,1294],"include","arrays",{"title":1472,"description":1473,"path":1474,"category":1288,"updatedAt":628,"sourceType":411,"tags":1475},"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",[893,1476,744,485,1294],"invoke",{"title":1478,"description":1479,"path":1480,"category":1288,"updatedAt":647,"sourceType":411,"tags":1481},"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",[440,1482,1483,1484,1485,1294],"hybrid-search","ranking","mmr","retrieval",{"title":1487,"description":1488,"path":1489,"category":1288,"updatedAt":550,"sourceType":411,"tags":1490},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 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文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[418,1543,1544,1010,1294],"transcript","jsonl",{"title":1546,"description":1547,"path":1548,"category":1288,"updatedAt":1541,"sourceType":411,"tags":1549},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[590,615,1550,1234,458],"store",{"title":1552,"description":1553,"path":1554,"category":1288,"updatedAt":647,"sourceType":411,"tags":1555},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[459,1249,1234,1556,1294],"ingress",{"title":1558,"description":1559,"path":1560,"category":1288,"updatedAt":507,"sourceType":411,"tags":1561},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 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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",[494,1267,778,509,459],{"title":1905,"description":1906,"path":1907,"category":1858,"date":550,"updatedAt":550,"sourceType":411,"source":1866,"tags":1908},"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",[665,667,744,438,1223],{"title":1910,"description":1911,"path":1912,"category":1709,"date":432,"updatedAt":432,"sourceType":690,"source":1913,"tags":1914},"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",[1589,691,1712,1665],{"title":1916,"description":1917,"path":1918,"category":1858,"date":550,"updatedAt":550,"sourceType":411,"source":1919,"tags":1920},"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",[673,451,682,683,1921,674],"telemetry",{"title":1923,"description":1924,"path":1925,"category":1651,"date":507,"updatedAt":507,"sourceType":411,"source":1926,"tags":1927},"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",[615,436,1426,605,458],{"title":1929,"description":1930,"path":1931,"category":1858,"date":628,"updatedAt":628,"sourceType":411,"source":1932,"tags":1933},"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",[450,987,630,1934,458],"overrides",{"title":1936,"description":1937,"path":1938,"category":1651,"date":507,"updatedAt":507,"sourceType":411,"source":1846,"tags":1939},"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",[1009,1010,590,440,1940],"continuity",{"title":1942,"description":1943,"path":1944,"category":1651,"date":507,"updatedAt":507,"sourceType":411,"source":1945,"tags":1946},"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",[699,494,1093,778,509],{"title":1948,"description":1949,"path":1950,"category":1858,"date":1053,"updatedAt":1053,"sourceType":411,"source":1872,"tags":1951},"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",[494,589,1377,625,699],{"title":1953,"description":1954,"path":1955,"category":1858,"date":550,"updatedAt":550,"sourceType":411,"source":1872,"tags":1956},"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",[494,565,719,1377,415,1957],"web",{"title":1959,"description":1960,"path":1961,"category":1651,"date":432,"updatedAt":432,"sourceType":690,"source":1962,"tags":1963},"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",[447,451,691,1589],{"title":1965,"description":1966,"path":1967,"category":1858,"date":419,"updatedAt":419,"sourceType":411,"source":1968,"tags":1969},"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",[779,778,719,1127,1970],"rotate",{"title":1972,"description":1973,"path":1974,"category":1858,"date":628,"updatedAt":628,"sourceType":411,"source":1975,"tags":1976},"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",[1133,1300,1134,1385,458],{"title":1978,"description":1979,"path":1980,"category":1858,"date":419,"updatedAt":419,"sourceType":411,"source":1975,"tags":1981},"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",[1133,1134,984,1211,1300],{"title":1983,"description":1984,"path":1985,"category":1986,"date":432,"updatedAt":432,"sourceType":690,"source":1987,"tags":1988},"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",[1989,1990,1991,1992],"education","adoption","ai-tutor","higher-education",{"title":1994,"description":1995,"path":1996,"category":1986,"date":432,"updatedAt":432,"sourceType":690,"source":1997,"tags":1998},"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",[457,1591,485,1589],{"title":2000,"description":2001,"path":2002,"category":1651,"date":507,"updatedAt":507,"sourceType":411,"source":2003,"tags":2004},"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",[451,673,542,544,692],{"title":2006,"description":2007,"path":2008,"category":1858,"date":610,"updatedAt":610,"sourceType":411,"source":2009,"tags":2010},"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",[756,757,758,759,438,760],{"title":2012,"description":2013,"path":2014,"category":1858,"date":419,"updatedAt":419,"sourceType":411,"source":2015,"tags":2016},"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",[436,778,2017,719,604],"pending",{"title":2019,"description":2020,"path":2021,"category":1858,"date":1053,"updatedAt":1053,"sourceType":411,"source":2022,"tags":2023},"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",[436,418,565,494,2024],"state",{"title":2026,"description":2027,"path":2028,"category":1858,"date":419,"updatedAt":419,"sourceType":411,"source":2029,"tags":2030},"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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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",[797,565,415,801,438],{"title":2101,"description":2102,"path":2103,"category":1858,"date":550,"updatedAt":550,"sourceType":411,"source":1926,"tags":2104},"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",[558,1491,623,625,1170],{"title":2106,"description":2107,"path":2108,"category":1858,"date":419,"updatedAt":419,"sourceType":411,"source":2109,"tags":2110},"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 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1223,720,699,778,509],{"title":2123,"description":2124,"path":2125,"category":1858,"date":647,"updatedAt":647,"sourceType":411,"source":2126,"tags":2127},"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",[494,565,1061,1223,605],{"title":2129,"description":2130,"path":2131,"category":1858,"date":419,"updatedAt":419,"sourceType":411,"source":1968,"tags":2132},"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",[778,1329,438,1330,458],{"title":2134,"description":2135,"path":2136,"category":1651,"date":507,"updatedAt":507,"sourceType":411,"source":2137,"tags":2138},"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",[542,691,544,690,692],{"title":2140,"description":2141,"path":2142,"category":1858,"date":550,"updatedAt":550,"sourceType":411,"source":2143,"tags":2144},"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",[542,673,1503,1504,1210],{"title":2146,"description":2147,"path":2148,"category":1858,"date":550,"updatedAt":550,"sourceType":411,"source":2149,"tags":2150},"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",[892,893,485,744,543],{"title":2152,"description":2153,"path":2154,"category":1858,"date":647,"updatedAt":647,"sourceType":411,"source":2155,"tags":2156},"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",[623,558,604,625,911],{"title":2158,"description":2159,"path":2160,"category":1858,"date":647,"updatedAt":647,"sourceType":411,"source":2161,"tags":2162},"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",[623,1293,558,436,458],{"title":2164,"description":2165,"path":2166,"category":1651,"date":507,"updatedAt":507,"sourceType":411,"source":1846,"tags":2167},"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",[1208,1209,1211,1210],{"title":2169,"description":2170,"path":2171,"category":1858,"date":628,"updatedAt":628,"sourceType":411,"source":1872,"tags":2172},"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",[494,778,604,509,1114],{"title":2174,"description":2175,"path":2176,"category":1858,"date":419,"updatedAt":419,"sourceType":411,"source":2177,"tags":2178},"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",[415,630,2179,438,417],"threads",{"title":2181,"description":2182,"path":2183,"category":1858,"date":610,"updatedAt":610,"sourceType":411,"source":2184,"tags":2185},"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",[952,839,953,535,439],{"title":2187,"description":2188,"path":2189,"category":1858,"date":419,"updatedAt":419,"sourceType":411,"source":2190,"tags":2191},"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",[1531,2192,2193,1530,458],"snapshot","rotation",{"title":2195,"description":2196,"path":2197,"category":1858,"date":419,"updatedAt":419,"sourceType":411,"source":2057,"tags":2198},"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",[418,459,1400,778,1249],{"title":2200,"description":2201,"path":2202,"category":1858,"date":550,"updatedAt":550,"sourceType":411,"source":2203,"tags":2204},"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",[459,1234,1236,1235,458],{"title":2206,"description":2207,"path":2208,"category":2209,"date":432,"updatedAt":432,"sourceType":690,"source":2210,"tags":2211},"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",[459,2212,810,457],"compliance",{"title":2214,"description":2215,"path":2216,"category":1858,"date":628,"updatedAt":628,"sourceType":411,"source":2190,"tags":2217},"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",[459,1530,744,2218,458],"proxy",{"title":2220,"description":2221,"path":2222,"category":1858,"date":1541,"updatedAt":1541,"sourceType":411,"source":2223,"tags":2224},"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",[418,1544,1010,1543,436],{"title":2226,"description":2227,"path":2228,"category":1858,"date":1541,"updatedAt":1541,"sourceType":411,"source":2229,"tags":2230},"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",[590,615,1550,1234,458],{"title":2232,"description":2233,"path":2234,"category":1858,"date":419,"updatedAt":419,"sourceType":411,"source":2235,"tags":2236},"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",[459,1249,1250,2237,436],"sandbox",{"title":2239,"description":2240,"path":2241,"category":1651,"date":507,"updatedAt":507,"sourceType":411,"source":2047,"tags":2242},"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",[2049,690,665,451,486],{"title":2244,"description":2245,"path":2246,"category":1858,"date":647,"updatedAt":647,"sourceType":411,"source":2235,"tags":2247},"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",[1249,1401,414,415,459],{"title":2249,"description":2250,"path":2251,"category":1858,"date":1541,"updatedAt":1541,"sourceType":411,"source":2252,"tags":2253},"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",[1543,623,1569,1570,2254],"compatibility",{"title":2256,"description":2257,"path":2258,"category":1858,"date":550,"updatedAt":550,"sourceType":411,"source":1902,"tags":2259},"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",[1267,459,509,436,625],{"title":2261,"description":2262,"path":2263,"category":1858,"date":1053,"updatedAt":1053,"sourceType":411,"source":2022,"tags":2264},"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",[436,565,1055,1385,418],{"title":2266,"description":2267,"path":2268,"category":1858,"date":550,"updatedAt":550,"sourceType":411,"source":2269,"tags":2270},"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",[1617,1211,886,436,2024],{"title":2272,"description":2273,"path":2274,"category":1858,"date":550,"updatedAt":550,"sourceType":411,"source":2275,"tags":2276},"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 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1279,1280,1281,1282,1283],{"title":2278,"description":2279,"path":2280,"category":1651,"date":507,"updatedAt":507,"sourceType":411,"source":2047,"tags":2281},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","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语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[2049,713,2282,2283,727],"phone","tts",{"title":2285,"description":2286,"path":2287,"category":1858,"date":419,"updatedAt":419,"sourceType":411,"source":2288,"tags":2289},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[713,1041,1042,604,779],{"title":2291,"description":2292,"path":2293,"category":1651,"date":507,"updatedAt":507,"sourceType":411,"source":1872,"tags":2294},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[494,565,1061,699,1957],{"title":2296,"description":2297,"path":2298,"category":1858,"date":1053,"updatedAt":1053,"sourceType":411,"source":2299,"tags":2300},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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