[{"data":1,"prerenderedAt":3041},["ShallowReactive",2],{"docs:reference/heartbeat-ack-and-visibility-controls":3,"content-manifest":396},{"id":4,"title":5,"body":6,"category":377,"date":378,"description":379,"extension":380,"meta":381,"navigation":382,"path":383,"seo":384,"source":385,"sourceName":386,"sourceType":387,"stem":388,"tags":389,"updatedAt":394,"__hash__":395},"docs/docs/reference/heartbeat-ack-and-visibility-controls.md","HEARTBEAT_OK、可见性控制和 quiet-hours 应该怎么一起看",{"type":7,"value":8,"toc":358},"minimark",[9,13,17,24,27,30,41,50,53,70,73,78,81,87,90,101,104,110,120,123,131,134,138,149,152,160,163,170,173,181,188,191,198,200,215,218,225,228,234,237,245,248,255,258,264,267,278,281,284,287,290,331,334,337],[10,11,5],"h1",{"id":12},"heartbeat_ok可见性控制和-quiet-hours-应该怎么一起看",[14,15,16],"p",{},"OpenClaw 官方最近把 Heartbeat 文档和自动化排障页写细之后，一个特别容易混淆的问题变清楚了：",[18,19,20],"ul",{},[21,22,23],"li",{},"heartbeat 没发消息",[14,25,26],{},"这并不总是故障，也不总意味着没跑。",[14,28,29],{},"因为 heartbeat 现在至少有三层需要分开看：",[18,31,32,35,38],{},[21,33,34],{},"这次 run 有没有执行",[21,36,37],{},"执行后是否被当作 ack 丢弃",[21,39,40],{},"即使有内容，当前可见性策略是否允许外发",[42,43,45,49],"h2",{"id":44},"heartbeat_ok-是正式-ack不是普通字符串",[46,47,48],"code",{},"HEARTBEAT_OK"," 是正式 ack，不是普通字符串",[14,51,52],{},"官方 Heartbeat 文档现在明确规定：",[18,54,55,60,63],{},[21,56,57,58],{},"如果没什么需要提醒，回复 ",[46,59,48],{},[21,61,62],{},"当它出现在开头或结尾时，会被当成 ack",[21,64,65,66,69],{},"如果剩余内容长度不超过 ",[46,67,68],{},"ackMaxChars","，整条回复会被丢弃",[14,71,72],{},"这说明 heartbeat 的默认设计就是：",[18,74,75],{},[21,76,77],{},"没事时尽量安静",[14,79,80],{},"所以“没有收到消息”本身不等于“这轮没跑”。",[42,82,84,86],{"id":83},"heartbeat_ok-放中间不会被特殊处理",[46,85,48],{}," 放中间不会被特殊处理",[14,88,89],{},"官方还专门补了一条边界：",[18,91,92,98],{},[21,93,94,95,97],{},"如果 ",[46,96,48],{}," 出现在消息中间",[21,99,100],{},"就不会被当作特殊 token",[14,102,103],{},"这意味着它不是任意位置都生效的魔法词，而是一种明确的 ack contract。",[42,105,107,109],{"id":106},"ackmaxchars-在控制什么",[46,108,68],{}," 在控制什么",[14,111,112,113,115,116,119],{},"默认情况下，官方给出的 ",[46,114,68],{}," 是 ",[46,117,118],{},"300","。",[14,121,122],{},"它的意义不是“消息最大长度”，而是：",[18,124,125,128],{},[21,126,127],{},"如果 ack 之外只剩一点很短的尾巴",[21,129,130],{},"系统会认为这仍然属于“无需提醒”",[14,132,133],{},"所以一条表面上“有一点输出”的 heartbeat，仍然可能被静默吞掉。",[42,135,137],{"id":136},"可见性控制是另一层不是执行层","可见性控制是另一层，不是执行层",[14,139,140,141,144,145,148],{},"官方 Heartbeat 文档把 ",[46,142,143],{},"target","、",[46,146,147],{},"directPolicy"," 和相关 channel 可见性配置分得很清楚。",[14,150,151],{},"最关键的是：",[18,153,154,157],{},[21,155,156],{},"heartbeat 可以运行",[21,158,159],{},"但外发仍然可能被 visibility policy 抑制",[14,161,162],{},"官方自动化排障页里就给出了一个典型信号：",[18,164,165],{},[21,166,167],{},[46,168,169],{},"alerts-disabled",[14,171,172],{},"这通常表示：",[18,174,175,178],{},[21,176,177],{},"不是 heartbeat 本身坏了",[21,179,180],{},"而是当前配置不允许把这轮结果向外送",[42,182,184,187],{"id":183},"quiet-hours-也不是故障",[46,185,186],{},"quiet-hours"," 也不是故障",[14,189,190],{},"自动化排障页还把另一类非常常见的跳过原因写明了：",[18,192,193],{},[21,194,195],{},[46,196,197],{},"reason=quiet-hours",[14,199,172],{},[18,201,202,209,212],{},[21,203,204,205,208],{},"当前已经落在 ",[46,206,207],{},"activeHours"," 之外",[21,210,211],{},"这轮会被跳过",[21,213,214],{},"等下一个进入时间窗的 tick 再恢复",[14,216,217],{},"如果你本来就配置了营业时间型 heartbeat，这其实是“按设计工作”。",[42,219,221,224],{"id":220},"requests-in-flight-更像主-lane-忙",[46,222,223],{},"requests-in-flight"," 更像主 lane 忙",[14,226,227],{},"官方还列出一个很值钱的信号：",[18,229,230],{},[21,231,232],{},[46,233,223],{},[14,235,236],{},"它更接近：",[18,238,239,242],{},[21,240,241],{},"主会话当前忙",[21,243,244],{},"heartbeat 被延后",[14,246,247],{},"这类情况更像 lane 协调问题，不该一上来就改 heartbeat 文件。",[42,249,251,254],{"id":250},"empty-heartbeat-file-也说明它在按-contract-行动",[46,252,253],{},"empty-heartbeat-file"," 也说明它在按 contract 行动",[14,256,257],{},"排障页里还有另一条容易被误判的原因：",[18,259,260],{},[21,261,262],{},[46,263,253],{},[14,265,266],{},"意思是：",[18,268,269,275],{},[21,270,271,274],{},[46,272,273],{},"HEARTBEAT.md"," 没有可执行内容",[21,276,277],{},"当前也没有 tagged cron event 在排队",[14,279,280],{},"因此 interval heartbeat 被跳过。",[14,282,283],{},"这不是模型失灵，而是你把它配置成了“没有需要做的事”。",[42,285,286],{"id":286},"更稳的判断顺序",[14,288,289],{},"看到“没发消息”时，更适合按这个顺序排：",[291,292,293,298,311,316,325],"ol",{},[21,294,295],{},[46,296,297],{},"openclaw system heartbeat last",[21,299,300,301,144,304,144,306,308,309],{},"看 last result 是 ",[46,302,303],{},"ran",[46,305,186],{},[46,307,223],{}," 还是 ",[46,310,253],{},[21,312,313],{},[46,314,315],{},"openclaw config get agents.defaults.heartbeat",[21,317,318,319,144,321,144,323],{},"看 ",[46,320,143],{},[46,322,147],{},[46,324,207],{},[21,326,327,328],{},"再结合 ",[46,329,330],{},"openclaw logs --follow",[14,332,333],{},"这样能把“没跑”“跑了但被 ack 丢掉”“跑了但被 visibility suppress”分开。",[42,335,336],{"id":336},"下一步推荐",[18,338,339,346,352],{},[21,340,341],{},[342,343,345],"a",{"href":344},"/docs/operations/cron-vs-heartbeat","定时任务与心跳怎么选",[21,347,348],{},[342,349,351],{"href":350},"/docs/reference/troubleshooting","自动化故障排查",[21,353,354],{},[342,355,357],{"href":356},"/best-practices/heartbeat-cron-composition","用 Heartbeat 和 Cron 做低噪音自动化",{"title":359,"searchDepth":360,"depth":360,"links":361},"",2,[362,364,366,368,369,371,373,375,376],{"id":44,"depth":360,"text":363},"HEARTBEAT_OK 是正式 ack，不是普通字符串",{"id":83,"depth":360,"text":365},"HEARTBEAT_OK 放中间不会被特殊处理",{"id":106,"depth":360,"text":367},"ackMaxChars 在控制什么",{"id":136,"depth":360,"text":137},{"id":183,"depth":360,"text":370},"quiet-hours 也不是故障",{"id":220,"depth":360,"text":372},"requests-in-flight 更像主 lane 忙",{"id":250,"depth":360,"text":374},"empty-heartbeat-file 也说明它在按 contract 行动",{"id":286,"depth":360,"text":286},{"id":336,"depth":360,"text":336},"参考",null,"基于最新官方 Heartbeat 与 Automation 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Gateway 之间的职责差异，帮助团队理解“能力跑在哪台机器上”这条边界。","/docs/manual/headless-node-hosts-and-device-boundaries",[580,765,766,767,411],"headless","pairing","devices",{"title":769,"description":770,"path":771,"category":570,"updatedAt":482,"sourceType":387,"tags":772},"Hooks 生命周期与事件类型","基于最新官方 Hooks 文档，解释 agent:bootstrap、session start/end、/new、/reset 等生命周期事件分别适合放什么逻辑，以及什么时候该用 hook pack 或插件托管 hooks。","/docs/manual/hook-lifecycle-events",[519,773,774,461,517],"lifecycle","events",{"title":776,"description":777,"path":778,"category":570,"updatedAt":474,"sourceType":387,"tags":779},"Hooks 能做什么","从中文用户角度理解 OpenClaw 里的 hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[519,461,738,774],{"title":781,"description":782,"path":783,"category":570,"updatedAt":606,"sourceType":387,"tags":784},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 各自解决什么问题，避免把“回复慢”都误判成模型问题。","/docs/manual/inbound-dedupe-and-debounce",[785,786,787,788,789],"messages","queueing","dedupe","debounce","delivery",{"title":791,"description":792,"path":793,"category":570,"updatedAt":525,"sourceType":387,"tags":794},"本地模型支持（Ollama）","使用 Ollama 在本地运行大语言模型，实现隐私优先、零成本的 AI 助手体验。","/docs/manual/local-models-ollama",[795,796,797,798,510],"ollama","local-model","llm","privacy",{"title":800,"description":801,"path":802,"category":570,"updatedAt":482,"sourceType":387,"tags":803},"节点位置能力怎么用","基于最新官方 Location Command 文档，整理 OpenClaw 的 location.get 能力、权限模式、精确位置开关，以及它和普通聊天入口的边界。","/docs/manual/location-command-nodes",[804,580,642,805,806],"location","permissions","gps",{"title":808,"description":809,"path":810,"category":570,"updatedAt":482,"sourceType":387,"tags":811},"记忆文件怎么分层加载","基于最新官方 Memory 文档，整理 OpenClaw 的 daily log、MEMORY.md、memory_search 和 memory_get 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命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[591,393,1321,1322],"commands","terminal",{"title":1324,"description":1325,"path":1326,"category":377,"updatedAt":394,"sourceType":387,"tags":1327},"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",[1328,1329,601,599,393],"cloudflare-ai-gateway","headers",{"title":1331,"description":1332,"path":1333,"category":1334,"updatedAt":525,"sourceType":678,"tags":1335},"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",[678,1336,1337,1338],"github","issues","feedback",{"title":1340,"description":1341,"path":1342,"category":377,"updatedAt":728,"sourceType":387,"tags":1343},"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",[425,393,1344,1345],"settings","options",{"title":1347,"description":1348,"path":1349,"category":377,"updatedAt":482,"sourceType":387,"tags":1350},"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",[687,766,767,708,1099],{"title":1352,"description":1353,"path":1354,"category":377,"updatedAt":394,"sourceType":387,"tags":1355},"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",[589,846,1356,932,393],"scheduler",{"title":1358,"description":1359,"path":1360,"category":377,"updatedAt":1041,"sourceType":387,"tags":1361},"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",[469,707,1362,1363,601],"secretref","sessionStorage",{"title":1365,"description":1366,"path":1367,"category":1368,"updatedAt":728,"sourceType":387,"tags":1369},"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",[1370,1371,1372,1118,835],"debugging","debug","runtime-overrides",{"title":1374,"description":1375,"path":1376,"category":377,"updatedAt":606,"sourceType":387,"tags":1377},"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",[1285,1378,1379,1371,393],"logging","flags",{"title":1381,"description":1382,"path":1383,"category":377,"updatedAt":606,"sourceType":387,"tags":1384},"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",[628,1385,1386,609,393],"dmScope","identityLinks",{"title":1388,"description":1389,"path":1390,"category":377,"updatedAt":606,"sourceType":387,"tags":1391},"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",[1118,1119,1285,1392,393],"migrations",{"title":1394,"description":1395,"path":1396,"category":377,"updatedAt":606,"sourceType":387,"tags":1397},"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",[975,425,635,1398,393],"shell",{"title":1400,"description":1401,"path":1402,"category":377,"updatedAt":525,"sourceType":408,"tags":1403},"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",[1404,1193,678,1405,1195],"sources","trust",{"title":1407,"description":1408,"path":1409,"category":377,"updatedAt":482,"sourceType":387,"tags":1410},"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",[411,1411,591,1049,581],"rpc",{"title":1413,"description":1414,"path":1415,"category":377,"updatedAt":606,"sourceType":387,"tags":1416},"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",[766,767,411,580,393],{"title":1418,"description":1419,"path":1420,"category":377,"updatedAt":1041,"sourceType":387,"tags":1421},"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",[628,411,540,469,393],{"title":1423,"description":1424,"path":1425,"category":377,"updatedAt":394,"sourceType":387,"tags":1426},"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",[411,1049,1427,1428,393],"protocol","scopes",{"title":1430,"description":1431,"path":1432,"category":377,"updatedAt":624,"sourceType":387,"tags":1433},"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",[627,1434,609,852,785],"mention",{"title":5,"description":379,"path":383,"category":377,"updatedAt":394,"sourceType":387,"tags":1436},[390,391,207,392,393],{"title":1438,"description":1439,"path":1440,"category":377,"updatedAt":624,"sourceType":387,"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",[1043,1049,1442,411,393],"sdk",{"title":1444,"description":1445,"path":1446,"category":377,"updatedAt":624,"sourceType":387,"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",[425,1448,1073,1449,393],"include","arrays",{"title":1451,"description":1452,"path":1453,"category":377,"updatedAt":606,"sourceType":387,"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",[881,1455,732,460,393],"invoke",{"title":1457,"description":1458,"path":1459,"category":377,"updatedAt":394,"sourceType":387,"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",[415,1461,1462,1463,1464,393],"hybrid-search","ranking","mmr","retrieval",{"title":1466,"description":1467,"path":1468,"category":377,"updatedAt":525,"sourceType":387,"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",[533,1470,601,599,393],"probe",{"title":1472,"description":1473,"path":1474,"category":377,"updatedAt":970,"sourceType":387,"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",[766,767,1314,1476,1099],"credentials",{"title":1478,"description":1479,"path":1480,"category":377,"updatedAt":525,"sourceType":387,"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",[517,661,1482,1483,1195,393],"npm","pin",{"title":1485,"description":1486,"path":1487,"category":1368,"updatedAt":482,"sourceType":387,"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 日志分别该在什么场景开启，以及如何避免把调试日志变成隐私风险。","/docs/reference/raw-stream-debugging",[1370,1489,835,599,798],"raw-stream",{"title":1491,"description":1492,"path":1493,"category":377,"updatedAt":394,"sourceType":387,"tags":1494},"remote auth fallback 和 tlsFingerprint 应该什么时候用","基于最新官方 Remote Access 文档，解释 gateway.remote 这套远程连接参数什么时候只是兜底、什么时候会 fail closed，以及 tlsFingerprint 在 wss 场景里真正保护什么。","/docs/reference/remote-auth-fallback-and-tls-fingerprint",[484,1495,601,411,393],"tlsFingerprint",{"title":1497,"description":1498,"path":1499,"category":377,"updatedAt":394,"sourceType":387,"tags":1500},"回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文","基于最新官方 Groups 与 Group Messages 文档，解释 OpenClaw 在群聊里怎样把 reply metadata 当成隐式 mention，以及未触发回复的群消息何时只进入 pending history、何时会被彻底丢弃。","/docs/reference/reply-mention-and-pending-history",[627,1501,1502,1503,393],"mentions","pending-history","reply",{"title":1505,"description":1506,"path":1507,"category":377,"updatedAt":606,"sourceType":387,"tags":1508},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[1509,1510,562,599,393],"secrets","secretrefs",{"title":1512,"description":1513,"path":1514,"category":377,"updatedAt":624,"sourceType":387,"tags":1515},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[628,434,1385,766,852],{"title":1517,"description":1518,"path":1519,"category":377,"updatedAt":1520,"sourceType":387,"tags":1521},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[628,1522,1523,998,393],"transcript","jsonl",{"title":1525,"description":1526,"path":1527,"category":377,"updatedAt":1520,"sourceType":387,"tags":1528},"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",[565,591,1529,1219,433],"store",{"title":1531,"description":1532,"path":1533,"category":377,"updatedAt":394,"sourceType":387,"tags":1534},"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",[434,1234,1219,1535,393],"ingress",{"title":1537,"description":1538,"path":1539,"category":377,"updatedAt":482,"sourceType":387,"tags":1540},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[591,1127,1541,835,1542],"health","troubleshooting",{"title":1544,"description":1545,"path":1546,"category":377,"updatedAt":1520,"sourceType":387,"tags":1547},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1522,1548,599,1549,393],"hygiene","tool-calls",{"title":1551,"description":1552,"path":350,"category":1368,"updatedAt":474,"sourceType":387,"tags":1553},"故障排除与诊断思路","把 OpenClaw 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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",[1567,679,1690,1643],{"title":1895,"description":1896,"path":1897,"category":1836,"date":525,"updatedAt":525,"sourceType":387,"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",[661,426,670,671,1900,662],"telemetry",{"title":1902,"description":1903,"path":1904,"category":1629,"date":482,"updatedAt":482,"sourceType":387,"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",[591,411,1411,581,433],{"title":1908,"description":1909,"path":1910,"category":1836,"date":606,"updatedAt":606,"sourceType":387,"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",[425,975,608,1913,433],"overrides",{"title":1915,"description":1916,"path":1917,"category":1629,"date":482,"updatedAt":482,"sourceType":387,"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",[997,998,565,415,1919],"continuity",{"title":1921,"description":1922,"path":1923,"category":1629,"date":482,"updatedAt":482,"sourceType":387,"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",[687,469,1081,766,484],{"title":1927,"description":1928,"path":1929,"category":1836,"date":1041,"updatedAt":1041,"sourceType":387,"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 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",[469,564,1362,601,687],{"title":1932,"description":1933,"path":1934,"category":1836,"date":525,"updatedAt":525,"sourceType":387,"source":1850,"tags":1935},"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",[469,540,707,1362,609,1936],"web",{"title":1938,"description":1939,"path":1940,"category":1629,"date":407,"updatedAt":407,"sourceType":678,"source":1941,"tags":1942},"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",[422,426,679,1567],{"title":1944,"description":1945,"path":1946,"category":1836,"date":624,"updatedAt":624,"sourceType":387,"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",[767,766,707,1112,1949],"rotate",{"title":1951,"description":1952,"path":1953,"category":1836,"date":606,"updatedAt":606,"sourceType":387,"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 ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[1118,1285,1119,1370,433],{"title":1957,"description":1958,"path":1959,"category":1836,"date":624,"updatedAt":624,"sourceType":387,"source":1954,"tags":1960},"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",[1118,1119,972,1196,1285],{"title":1962,"description":1963,"path":1964,"category":1965,"date":407,"updatedAt":407,"sourceType":678,"source":1966,"tags":1967},"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",[1968,1969,1970,1971],"education","adoption","ai-tutor","higher-education",{"title":1973,"description":1974,"path":1975,"category":1965,"date":407,"updatedAt":407,"sourceType":678,"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",[432,1569,460,1567],{"title":1979,"description":1980,"path":1981,"category":1629,"date":482,"updatedAt":482,"sourceType":387,"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",[426,661,517,519,680],{"title":1985,"description":1986,"path":1987,"category":1836,"date":586,"updatedAt":586,"sourceType":387,"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",[744,745,746,747,413,748],{"title":1991,"description":1992,"path":1993,"category":1836,"date":624,"updatedAt":624,"sourceType":387,"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",[411,766,1996,707,580],"pending",{"title":1998,"description":1999,"path":2000,"category":1836,"date":1041,"updatedAt":1041,"sourceType":387,"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",[411,628,540,469,2003],"state",{"title":2005,"description":2006,"path":2007,"category":1836,"date":624,"updatedAt":624,"sourceType":387,"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",[627,1434,852,785,609],{"title":2011,"description":2012,"path":2013,"category":1836,"date":394,"updatedAt":394,"sourceType":387,"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",[627,1501,2015,626,899],"activation",{"title":2017,"description":2018,"path":2019,"category":1836,"date":624,"updatedAt":624,"sourceType":387,"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",[425,1448,1073,1449,433],{"title":2023,"description":2024,"path":2025,"category":1629,"date":482,"updatedAt":482,"sourceType":387,"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",[2028,1569,2029,2030,2031],"showcase","home-assistant","nix","infrastructure",{"title":2033,"description":2034,"path":2035,"category":1836,"date":606,"updatedAt":606,"sourceType":387,"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",[2028,415,715,2065,2066],"vector-search","knowledge",{"title":2068,"description":2069,"path":2070,"category":1836,"date":624,"updatedAt":624,"sourceType":387,"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",[1434,627,653,655,722],{"title":2074,"description":2075,"path":2076,"category":1836,"date":606,"updatedAt":606,"sourceType":387,"source":2077,"tags":2078},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 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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",[1208,708,687,766,484],{"title":2102,"description":2103,"path":2104,"category":1836,"date":394,"updatedAt":394,"sourceType":387,"source":2105,"tags":2106},"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",[469,540,1049,1208,581],{"title":2108,"description":2109,"path":2110,"category":1836,"date":624,"updatedAt":624,"sourceType":387,"source":1947,"tags":2111},"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",[766,1314,413,1315,433],{"title":2113,"description":2114,"path":2115,"category":1629,"date":482,"updatedAt":482,"sourceType":387,"source":2116,"tags":2117},"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",[517,679,519,678,680],{"title":2119,"description":2120,"path":2121,"category":1836,"date":525,"updatedAt":525,"sourceType":387,"source":2122,"tags":2123},"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",[517,661,1482,1483,1195],{"title":2125,"description":2126,"path":2127,"category":1836,"date":525,"updatedAt":525,"sourceType":387,"source":2128,"tags":2129},"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",[880,881,460,732,518],{"title":2131,"description":2132,"path":2133,"category":1836,"date":394,"updatedAt":394,"sourceType":387,"source":2134,"tags":2135},"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",[599,533,580,601,899],{"title":2137,"description":2138,"path":2139,"category":1836,"date":394,"updatedAt":394,"sourceType":387,"source":2140,"tags":2141},"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",[599,1279,533,411,433],{"title":2143,"description":2144,"path":2145,"category":1629,"date":482,"updatedAt":482,"sourceType":387,"source":1824,"tags":2146},"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",[1193,1194,1196,1195],{"title":2148,"description":2149,"path":2150,"category":1836,"date":606,"updatedAt":606,"sourceType":387,"source":1850,"tags":2151},"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",[469,766,580,484,1099],{"title":2153,"description":2154,"path":2155,"category":1836,"date":624,"updatedAt":624,"sourceType":387,"source":2156,"tags":2157},"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",[609,608,2158,413,610],"threads",{"title":2160,"description":2161,"path":2162,"category":1836,"date":586,"updatedAt":586,"sourceType":387,"source":2163,"tags":2164},"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",[940,827,941,510,414],{"title":2166,"description":2167,"path":2168,"category":1836,"date":624,"updatedAt":624,"sourceType":387,"source":2169,"tags":2170},"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",[1510,2171,2172,1509,433],"snapshot","rotation",{"title":2174,"description":2175,"path":2176,"category":1836,"date":624,"updatedAt":624,"sourceType":387,"source":2036,"tags":2177},"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",[628,434,1385,766,1234],{"title":2179,"description":2180,"path":2181,"category":1836,"date":525,"updatedAt":525,"sourceType":387,"source":2182,"tags":2183},"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",[434,1219,1221,1220,433],{"title":2185,"description":2186,"path":2187,"category":2188,"date":407,"updatedAt":407,"sourceType":678,"source":2189,"tags":2190},"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",[434,2191,798,432],"compliance",{"title":2193,"description":2194,"path":2195,"category":1836,"date":606,"updatedAt":606,"sourceType":387,"source":2169,"tags":2196},"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",[434,1509,732,2197,433],"proxy",{"title":2199,"description":2200,"path":2201,"category":1836,"date":1520,"updatedAt":1520,"sourceType":387,"source":2202,"tags":2203},"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",[628,1523,998,1522,411],{"title":2205,"description":2206,"path":2207,"category":1836,"date":1520,"updatedAt":1520,"sourceType":387,"source":2208,"tags":2209},"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",[565,591,1529,1219,433],{"title":2211,"description":2212,"path":2213,"category":1836,"date":624,"updatedAt":624,"sourceType":387,"source":2214,"tags":2215},"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",[434,1234,1235,2216,411],"sandbox",{"title":2218,"description":2219,"path":2220,"category":1629,"date":482,"updatedAt":482,"sourceType":387,"source":2026,"tags":2221},"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",[2028,678,653,426,461],{"title":2223,"description":2224,"path":2225,"category":1836,"date":394,"updatedAt":394,"sourceType":387,"source":2214,"tags":2226},"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",[1234,1386,626,609,434],{"title":2228,"description":2229,"path":2230,"category":1836,"date":1520,"updatedAt":1520,"sourceType":387,"source":2231,"tags":2232},"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",[1522,599,1548,1549,2233],"compatibility",{"title":2235,"description":2236,"path":2237,"category":1836,"date":525,"updatedAt":525,"sourceType":387,"source":1881,"tags":2238},"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",[1254,434,484,411,601],{"title":2240,"description":2241,"path":2242,"category":1836,"date":1041,"updatedAt":1041,"sourceType":387,"source":2001,"tags":2243},"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",[411,540,1043,1370,628],{"title":2245,"description":2246,"path":2247,"category":1836,"date":525,"updatedAt":525,"sourceType":387,"source":2248,"tags":2249},"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",[1595,1196,874,411,2003],{"title":2251,"description":2252,"path":2253,"category":1836,"date":525,"updatedAt":525,"sourceType":387,"source":2254,"tags":2255},"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",[1266,1267,1268,1269,1270],{"title":2257,"description":2258,"path":2259,"category":1629,"date":482,"updatedAt":482,"sourceType":387,"source":2026,"tags":2260},"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",[2028,701,2261,2262,715],"phone","tts",{"title":2264,"description":2265,"path":2266,"category":1836,"date":624,"updatedAt":624,"sourceType":387,"source":2267,"tags":2268},"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",[701,1029,1030,580,767],{"title":2270,"description":2271,"path":2272,"category":1629,"date":482,"updatedAt":482,"sourceType":387,"source":1850,"tags":2273},"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",[469,540,1049,687,1936],{"title":2275,"description":2276,"path":2277,"category":1836,"date":1041,"updatedAt":1041,"sourceType":387,"source":2278,"tags":2279},"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 更像结构化集成面，入口分工正在变得更稳定。","/news/openclaw-webchat-control-surface-watch-2026-03-26","https://docs.openclaw.ai/web/webchat",[540,469,1043,411,738],{"title":2281,"description":2282,"path":2283,"category":1836,"date":606,"updatedAt":606,"sourceType":387,"source":2128,"tags":2284},"OpenClaw 工作流治理能力继续成型","官方最近的 ClawHub、Lobster、OpenProse 与 Exec approvals 文档，正在把技能发现、确定性执行和审批恢复串成更完整的一条线。","/news/openclaw-workflow-governance-watch-2026-03-22",[460,881,661,732,899],{"title":2286,"description":2287,"path":2288,"category":2289,"date":2290,"updatedAt":2290,"sourceType":408,"source":2291,"tags":2292},"OpenClaw 中文站本周更新：扩展能力地图、案例展示重构与周更内容节奏启动","本周中文站完成扩展目录重排、案例展示页重构，并开始按“教程 + 更新 + 案例”三类节奏持续发布内容。","/news/openclawcn-weekly-update-2026-03-15","站点更新","2026-03-15","openclawcn.xyz",[2293,2294,414,2028,2295],"site-update","content","weekly",{"title":2297,"description":2298,"path":2299,"category":2300,"date":1630,"updatedAt":474,"sourceType":387,"source":1631,"tags":2301},"OpenClaw 隐私优先：数据保留在本地设备","OpenClaw 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