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setting",[21,187,188],{},"验证某个 responsePrefix / runtime 行为",[21,190,191],{},"想快速回退",[14,193,194],{},"它最不适合做的，就是：",[18,196,197],{},[21,198,199],{},"被当成正式配置管理手段",[45,201,203],{"id":202},"第五原则不要让临时-override-成为看不见的真相来源","第五原则：不要让临时 override 成为“看不见的真相来源”",[14,205,206],{},"长期环境里最危险的一种情况是：",[18,208,209,212,215,218],{},[21,210,211],{},"磁盘配置写的是 A",[21,213,214],{},"进程环境里是 B",[21,216,217],{},"当前命令又临时改成 C",[21,219,220,221,223],{},"聊天 session 里还有个 ",[53,222,118],{}," 的 D",[14,225,226],{},"最后没有人能快速回答：",[18,228,229],{},[21,230,231],{},"现在到底是谁在生效",[14,233,234],{},"所以更稳的做法是：",[18,236,237],{},[21,238,239],{},"每一层都只承担自己的职责",[45,241,243],{"id":242},"第六原则日志与诊断尤其适合一次性-override","第六原则：日志与诊断尤其适合一次性 override",[14,245,246],{},"像：",[18,248,249,254],{},[21,250,251],{},[53,252,253],{},"OPENCLAW_LOG_LEVEL",[21,255,256],{},[53,257,258],{},"OPENCLAW_DIAGNOSTICS",[14,260,261],{},"这类官方明确支持的 env 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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1321,1145,1322,667,479,500],{"title":1329,"description":1330,"path":1331,"category":1128,"updatedAt":591,"sourceType":454,"tags":1332},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 顺序。","/docs/operations/update-channels-and-safe-rollout",[1333,481,1334,1335,1336,1337],"update","stable","beta","dev","rollout",{"title":1339,"description":1340,"path":1341,"category":1342,"updatedAt":699,"sourceType":454,"tags":1343},"Anthropic context1m 的 429 和 fallback 应该怎么处理","基于最新官方 Gateway Troubleshooting 与 Model Failover 文档，解释 Anthropic 长上下文 429 为什么常只在长 session 里出现、什么时候该关掉 context1m，以及怎样用 fallback 把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1344,1345,1346,1347,1348],"anthropic","429","context1m","failover","reference",{"title":1350,"description":1351,"path":1352,"category":1342,"updatedAt":540,"sourceType":454,"tags":1353},"API 与参考资料阅读入口","说明 OpenClaw 的参考资料应如何阅读，以及中文用户在查 CLI、配置、诊断和模块说明时该怎么找信息。","/docs/reference/api-reference-overview",[1348,657,1038,1354],"diagnostics",{"title":1356,"description":1357,"path":1358,"category":1342,"updatedAt":591,"sourceType":454,"tags":1359},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec Approvals 文档，解释 openclaw approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[798,918,796,479,1360,1348],"node",{"title":1362,"description":1363,"path":1364,"category":1342,"updatedAt":699,"sourceType":454,"tags":1365},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 cooldown，以及为什么同一个 session 往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[667,940,1347,631,1348],{"title":1367,"description":1368,"path":1369,"category":1342,"updatedAt":699,"sourceType":454,"tags":1370},"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",[832,1371,719,833,1348],"bootstrapToken",{"title":1373,"description":1374,"path":1375,"category":1348,"updatedAt":626,"sourceType":454,"tags":1376},"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",[1377,630,675,639,1237,629],"templates",{"title":1379,"description":1380,"path":1381,"category":1342,"updatedAt":689,"sourceType":454,"tags":1382},"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",[832,1383,481,1384,1166],"allowFrom","account",{"title":1386,"description":1387,"path":1388,"category":1342,"updatedAt":794,"sourceType":454,"tags":1389},"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",[657,1348,1390,1391],"commands","terminal",{"title":1393,"description":1394,"path":1395,"category":1342,"updatedAt":699,"sourceType":454,"tags":1396},"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",[1397,1398,667,665,1348],"cloudflare-ai-gateway","headers",{"title":1400,"description":1401,"path":1402,"category":1403,"updatedAt":591,"sourceType":744,"tags":1404},"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",[744,1405,1406,1407],"github","issues","feedback",{"title":1409,"description":1410,"path":1411,"category":1342,"updatedAt":794,"sourceType":454,"tags":1412},"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",[457,1348,1413,1414],"settings","options",{"title":1416,"description":1417,"path":1418,"category":1342,"updatedAt":548,"sourceType":454,"tags":1419},"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",[753,832,833,774,1166],{"title":1421,"description":1422,"path":1423,"category":1342,"updatedAt":699,"sourceType":454,"tags":1424},"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",[655,912,1425,998,1348],"scheduler",{"title":1427,"description":1428,"path":1429,"category":1342,"updatedAt":1106,"sourceType":454,"tags":1430},"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",[535,773,1431,1432,667],"secretref","sessionStorage",{"title":420,"description":1434,"path":419,"category":1435,"updatedAt":794,"sourceType":454,"tags":1436},"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。","排错",[460,1437,1438,1185,901],"debug","runtime-overrides",{"title":1440,"description":1441,"path":1442,"category":1342,"updatedAt":462,"sourceType":454,"tags":1443},"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",[1354,1444,1445,1437,1348],"logging","flags",{"title":1447,"description":1448,"path":1449,"category":1342,"updatedAt":462,"sourceType":454,"tags":1450},"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",[693,1451,1452,674,1348],"dmScope","identityLinks",{"title":1454,"description":1455,"path":1456,"category":1342,"updatedAt":462,"sourceType":454,"tags":1457},"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",[1185,1186,1354,1458,1348],"migrations",{"title":408,"description":1460,"path":407,"category":1342,"updatedAt":462,"sourceType":454,"tags":1461},"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。",[458,457,701,1462,1348],"shell",{"title":1464,"description":1465,"path":1466,"category":1342,"updatedAt":591,"sourceType":476,"tags":1467},"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",[1468,1260,744,1469,1262],"sources","trust",{"title":1471,"description":1472,"path":1473,"category":1342,"updatedAt":548,"sourceType":454,"tags":1474},"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",[479,1475,657,1114,647],"rpc",{"title":1477,"description":1478,"path":1479,"category":1342,"updatedAt":462,"sourceType":454,"tags":1480},"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",[832,833,479,646,1348],{"title":1482,"description":1483,"path":1484,"category":1342,"updatedAt":1106,"sourceType":454,"tags":1485},"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",[693,479,606,535,1348],{"title":1487,"description":1488,"path":1489,"category":1342,"updatedAt":699,"sourceType":454,"tags":1490},"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",[479,1114,1491,1492,1348],"protocol","scopes",{"title":1494,"description":1495,"path":1496,"category":1342,"updatedAt":689,"sourceType":454,"tags":1497},"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",[692,1498,674,918,851],"mention",{"title":1500,"description":1501,"path":1502,"category":1342,"updatedAt":699,"sourceType":454,"tags":1503},"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",[1159,1504,1505,1506,1348],"visibility","activeHours","alerts",{"title":1508,"description":1509,"path":1510,"category":1342,"updatedAt":689,"sourceType":454,"tags":1511},"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",[1108,1114,1512,479,1348],"sdk",{"title":1514,"description":1515,"path":1516,"category":1342,"updatedAt":689,"sourceType":454,"tags":1517},"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",[457,1518,1137,1519,1348],"include","arrays",{"title":1521,"description":1522,"path":1523,"category":1342,"updatedAt":462,"sourceType":454,"tags":1524},"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",[947,1525,798,526,1348],"invoke",{"title":1527,"description":1528,"path":1529,"category":1342,"updatedAt":699,"sourceType":454,"tags":1530},"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",[483,1531,1532,1533,1534,1348],"hybrid-search","ranking","mmr","retrieval",{"title":1536,"description":1537,"path":1538,"category":1342,"updatedAt":591,"sourceType":454,"tags":1539},"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",[599,1540,667,665,1348],"probe",{"title":1542,"description":1543,"path":1544,"category":1342,"updatedAt":1036,"sourceType":454,"tags":1545},"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",[832,833,1383,1546,1166],"credentials",{"title":1548,"description":1549,"path":1550,"category":1342,"updatedAt":591,"sourceType":454,"tags":1551},"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",[583,727,1552,1553,1262,1348],"npm","pin",{"title":1555,"description":1556,"path":1557,"category":1435,"updatedAt":548,"sourceType":454,"tags":1558},"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",[460,1559,901,665,864],"raw-stream",{"title":1561,"description":1562,"path":1563,"category":1342,"updatedAt":699,"sourceType":454,"tags":1564},"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",[550,1565,667,479,1348],"tlsFingerprint",{"title":1567,"description":1568,"path":1569,"category":1342,"updatedAt":699,"sourceType":454,"tags":1570},"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",[692,1571,1572,1573,1348],"mentions","pending-history","reply",{"title":1575,"description":1576,"path":1577,"category":1342,"updatedAt":462,"sourceType":454,"tags":1578},"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",[1579,1580,628,665,1348],"secrets","secretrefs",{"title":1582,"description":1583,"path":1584,"category":1342,"updatedAt":689,"sourceType":454,"tags":1585},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 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的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[527,1159,655,1612,461],{"title":1931,"description":1932,"path":1933,"category":1907,"date":652,"updatedAt":652,"sourceType":454,"source":1934,"tags":1935},"OpenClaw 正在把 /tasks 做成后台工作总账本，而不是聊天里的附属提示","官方近期补全的 Background Tasks 与 tasks CLI 文档，说明 OpenClaw 的后台任务体系已经从隐式执行，转向更正式的 ledger、审计和清理模型。","/news/openclaw-background-tasks-watch-2026-04-30","https://docs.openclaw.ai/automation/tasks",[654,527,655,656,1286,461],{"title":1937,"description":1938,"path":1939,"category":1907,"date":652,"updatedAt":652,"sourceType":454,"source":1940,"tags":1941},"OpenClaw 的 Amazon Bedrock 接入开始把 Guardrails 正式推到 provider 层","官方近期完善的 Amazon Bedrock 文档，把 AWS credential chain、自动发现和 Guardrails 全部写到了同一页里，说明 Bedrock 正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[663,664,666,665,965],{"title":1943,"description":1944,"path":1945,"category":1907,"date":689,"updatedAt":689,"sourceType":454,"source":1946,"tags":1947},"OpenClaw 开始把 Broadcast Groups 从路由技巧推进成多代理协作入口","官方最新 Broadcast Groups 文档把多 agent 同群运行的触发条件、session 隔离和处理策略写得更完整了，也让它和普通 bindings 的分工更清楚。","/news/openclaw-broadcast-groups-watch-2026-03-25","https://docs.openclaw.ai/channels/broadcast-groups",[691,675,692,674,720],{"title":1949,"description":1950,"path":1951,"category":1907,"date":699,"updatedAt":699,"sourceType":454,"source":1952,"tags":1953},"OpenClaw 的浏览器管理员面正在收成一条完整信任链","官方最近围绕 Pairing、Remote Access、Trusted Proxy Auth 和 Dashboard 的文档更新，正在把浏览器入口从“页面能打开”收敛成“地址、认证、设备与 operator 权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[535,1321,832,550,500],{"title":1955,"description":1956,"path":1957,"category":1907,"date":591,"updatedAt":591,"sourceType":454,"source":1915,"tags":1958},"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",[719,721,798,481,1275],{"title":1960,"description":1961,"path":1962,"category":1758,"date":475,"updatedAt":475,"sourceType":744,"source":1963,"tags":1964},"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",[1638,745,1761,1714],{"title":1966,"description":1967,"path":1968,"category":1907,"date":591,"updatedAt":591,"sourceType":454,"source":1969,"tags":1970},"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",[727,493,736,737,1971,728],"telemetry",{"title":1973,"description":1974,"path":1975,"category":1700,"date":548,"updatedAt":548,"sourceType":454,"source":1976,"tags":1977},"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",[657,479,1475,647,461],{"title":1979,"description":1980,"path":1981,"category":1907,"date":462,"updatedAt":462,"sourceType":454,"source":1982,"tags":1983},"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",[457,458,673,459,461],{"title":1985,"description":1986,"path":1987,"category":1700,"date":548,"updatedAt":548,"sourceType":454,"source":1895,"tags":1988},"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",[1062,1063,631,483,1989],"continuity",{"title":1991,"description":1992,"path":1993,"category":1700,"date":548,"updatedAt":548,"sourceType":454,"source":1994,"tags":1995},"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",[753,535,1145,832,550],{"title":1997,"description":1998,"path":1999,"category":1907,"date":1106,"updatedAt":1106,"sourceType":454,"source":1921,"tags":2000},"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",[535,630,1431,667,753],{"title":2002,"description":2003,"path":2004,"category":1907,"date":591,"updatedAt":591,"sourceType":454,"source":1921,"tags":2005},"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",[535,606,773,1431,674,2006],"web",{"title":2008,"description":2009,"path":2010,"category":1700,"date":475,"updatedAt":475,"sourceType":744,"source":2011,"tags":2012},"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",[490,493,745,1638],{"title":2014,"description":2015,"path":2016,"category":1907,"date":689,"updatedAt":689,"sourceType":454,"source":2017,"tags":2018},"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",[833,832,773,1179,2019],"rotate",{"title":2021,"description":2022,"path":2023,"category":1907,"date":462,"updatedAt":462,"sourceType":454,"source":2024,"tags":2025},"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",[1185,1354,1186,460,461],{"title":2027,"description":2028,"path":2029,"category":1907,"date":689,"updatedAt":689,"sourceType":454,"source":2024,"tags":2030},"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",[1185,1186,1038,1263,1354],{"title":2032,"description":2033,"path":2034,"category":2035,"date":475,"updatedAt":475,"sourceType":744,"source":2036,"tags":2037},"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",[2038,2039,2040,2041],"education","adoption","ai-tutor","higher-education",{"title":2043,"description":2044,"path":2045,"category":2035,"date":475,"updatedAt":475,"sourceType":744,"source":2046,"tags":2047},"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",[499,1640,526,1638],{"title":2049,"description":2050,"path":2051,"category":1700,"date":548,"updatedAt":548,"sourceType":454,"source":2052,"tags":2053},"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",[493,727,583,585,746],{"title":2055,"description":2056,"path":2057,"category":1907,"date":652,"updatedAt":652,"sourceType":454,"source":2058,"tags":2059},"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",[810,811,812,813,481,814],{"title":2061,"description":2062,"path":2063,"category":1907,"date":689,"updatedAt":689,"sourceType":454,"source":2064,"tags":2065},"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",[479,832,2066,773,646],"pending",{"title":2068,"description":2069,"path":2070,"category":1907,"date":1106,"updatedAt":1106,"sourceType":454,"source":2071,"tags":2072},"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",[479,693,606,535,2073],"state",{"title":2075,"description":2076,"path":2077,"category":1907,"date":689,"updatedAt":689,"sourceType":454,"source":2078,"tags":2079},"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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的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25",[457,1518,1137,1519,461],{"title":2092,"description":2093,"path":2094,"category":1700,"date":548,"updatedAt":548,"sourceType":454,"source":2095,"tags":2096},"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",[2097,1640,2098,2099,2100],"showcase","home-assistant","nix","infrastructure",{"title":2102,"description":2103,"path":2104,"category":1907,"date":462,"updatedAt":462,"sourceType":454,"source":2105,"tags":2106},"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",[2097,483,781,2134,2135],"vector-search","knowledge",{"title":2137,"description":2138,"path":2139,"category":1907,"date":689,"updatedAt":689,"sourceType":454,"source":2140,"tags":2141},"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",[1498,692,719,721,788],{"title":2143,"description":2144,"path":2145,"category":1907,"date":462,"updatedAt":462,"sourceType":454,"source":2146,"tags":2147},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 的文档更新，正在把消息入口、上下文桶、历史展示和投递节奏拆成更明确的几层。","/news/openclaw-message-surface-watch-2026-03-22","https://docs.openclaw.ai/messages",[851,606,674,855,481],{"title":2149,"description":2150,"path":2151,"category":1907,"date":591,"updatedAt":591,"sourceType":454,"source":1976,"tags":2152},"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",[599,1540,665,667,1222],{"title":2154,"description":2155,"path":2156,"category":1907,"date":689,"updatedAt":689,"sourceType":454,"source":2157,"tags":2158},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 文档，最近节点层最值得关注的变化之一是能力宿主边界正在被主动拆清。","/news/openclaw-node-host-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes",[646,831,479,832,833],{"title":2160,"description":2161,"path":2162,"category":1700,"date":548,"updatedAt":548,"sourceType":454,"source":2163,"tags":2164},"OpenClaw 接入观察：从 2026.1.29 的迁移信号到现在的 Onboarding Wizard，官方已经把“第一次跑通”做成更完整链路","基于 2026 年 3 月 21 日可见的官方 Onboarding、Install 与 Releases 页面，整理 OpenClaw 从命名迁移、路径自动迁移到本地/远程 wizard 分流这条接入链路最近最值得注意的变化。","/news/openclaw-onboarding-migration-watch-2026-03-21","https://docs.openclaw.ai/start/wizard",[534,1685,959,1686,1263],{"title":2166,"description":2167,"path":2168,"category":1907,"date":1106,"updatedAt":1106,"sourceType":454,"source":1994,"tags":2169},"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",[1275,774,753,832,550],{"title":2171,"description":2172,"path":2173,"category":1907,"date":699,"updatedAt":699,"sourceType":454,"source":2174,"tags":2175},"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",[535,606,1114,1275,647],{"title":2177,"description":2178,"path":2179,"category":1907,"date":689,"updatedAt":689,"sourceType":454,"source":2017,"tags":2180},"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",[832,1383,481,1384,461],{"title":2182,"description":2183,"path":2184,"category":1700,"date":548,"updatedAt":548,"sourceType":454,"source":2185,"tags":2186},"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",[583,745,585,744,746],{"title":2188,"description":2189,"path":2190,"category":1907,"date":591,"updatedAt":591,"sourceType":454,"source":2191,"tags":2192},"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",[583,727,1552,1553,1262],{"title":2194,"description":2195,"path":2196,"category":1907,"date":591,"updatedAt":591,"sourceType":454,"source":2197,"tags":2198},"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",[946,947,526,798,584],{"title":2200,"description":2201,"path":2202,"category":1907,"date":699,"updatedAt":699,"sourceType":454,"source":2203,"tags":2204},"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",[665,599,646,667,965],{"title":2206,"description":2207,"path":2208,"category":1907,"date":699,"updatedAt":699,"sourceType":454,"source":2209,"tags":2210},"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",[665,1347,599,479,461],{"title":2212,"description":2213,"path":2214,"category":1700,"date":548,"updatedAt":548,"sourceType":454,"source":1895,"tags":2215},"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",[1260,1261,1263,1262],{"title":2217,"description":2218,"path":2219,"category":1907,"date":462,"updatedAt":462,"sourceType":454,"source":1921,"tags":2220},"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",[535,832,646,550,1166],{"title":2222,"description":2223,"path":2224,"category":1907,"date":689,"updatedAt":689,"sourceType":454,"source":2225,"tags":2226},"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",[674,673,2227,481,675],"threads",{"title":2229,"description":2230,"path":2231,"category":1907,"date":652,"updatedAt":652,"sourceType":454,"source":2232,"tags":2233},"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",[1006,893,1007,576,482],{"title":2235,"description":2236,"path":2237,"category":1907,"date":689,"updatedAt":689,"sourceType":454,"source":2238,"tags":2239},"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",[1580,2240,2241,1579,461],"snapshot","rotation",{"title":2243,"description":2244,"path":2245,"category":1907,"date":689,"updatedAt":689,"sourceType":454,"source":2105,"tags":2246},"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",[693,500,1451,832,1301],{"title":2248,"description":2249,"path":2250,"category":1907,"date":591,"updatedAt":591,"sourceType":454,"source":2251,"tags":2252},"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",[500,1286,1288,1287,461],{"title":2254,"description":2255,"path":2256,"category":2257,"date":475,"updatedAt":475,"sourceType":744,"source":2258,"tags":2259},"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",[500,2260,864,499],"compliance",{"title":2262,"description":2263,"path":2264,"category":1907,"date":462,"updatedAt":462,"sourceType":454,"source":2238,"tags":2265},"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",[500,1579,798,2266,461],"proxy",{"title":2268,"description":2269,"path":2270,"category":1907,"date":1590,"updatedAt":1590,"sourceType":454,"source":2271,"tags":2272},"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",[693,1593,1063,1592,479],{"title":2274,"description":2275,"path":2276,"category":1907,"date":1590,"updatedAt":1590,"sourceType":454,"source":2277,"tags":2278},"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",[631,657,1599,1286,461],{"title":2280,"description":2281,"path":2282,"category":1907,"date":689,"updatedAt":689,"sourceType":454,"source":2283,"tags":2284},"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",[500,1301,1302,2285,479],"sandbox",{"title":2287,"description":2288,"path":2289,"category":1700,"date":548,"updatedAt":548,"sourceType":454,"source":2095,"tags":2290},"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",[2097,744,719,493,527],{"title":2292,"description":2293,"path":2294,"category":1907,"date":699,"updatedAt":699,"sourceType":454,"source":2283,"tags":2295},"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",[1301,1452,691,674,500],{"title":2297,"description":2298,"path":2299,"category":1907,"date":1590,"updatedAt":1590,"sourceType":454,"source":2300,"tags":2301},"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",[1592,665,1618,1619,2302],"compatibility",{"title":2304,"description":2305,"path":2306,"category":1907,"date":591,"updatedAt":591,"sourceType":454,"source":1952,"tags":2307},"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",[1321,500,550,479,667],{"title":2309,"description":2310,"path":2311,"category":1907,"date":1106,"updatedAt":1106,"sourceType":454,"source":2071,"tags":2312},"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",[479,606,1108,460,693],{"title":2314,"description":2315,"path":2316,"category":1907,"date":591,"updatedAt":591,"sourceType":454,"source":2317,"tags":2318},"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",[1666,1263,940,479,2073],{"title":2320,"description":2321,"path":2322,"category":1907,"date":591,"updatedAt":591,"sourceType":454,"source":2323,"tags":2324},"OpenClaw 更新观察：stable、beta、dev 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