[{"data":1,"prerenderedAt":3073},["ShallowReactive",2],{"best-practices:per-agent-allowlist-governance":3,"content-manifest":433},{"id":4,"title":5,"body":6,"category":413,"date":414,"description":415,"difficulty":416,"extension":417,"meta":418,"navigation":419,"path":420,"seo":421,"source":422,"sourceName":423,"sourceType":424,"stem":425,"tags":426,"updatedAt":431,"__hash__":432},"bestPractices/best-practices/per-agent-allowlist-governance.md","团队里如何做 per-agent 执行白名单治理",{"type":7,"value":8,"toc":387},"minimark",[9,13,21,28,31,36,39,44,47,50,62,66,72,80,83,87,90,107,110,113,122,125,130,138,141,152,155,174,177,194,198,204,209,212,217,220,223,250,253,256,261,264,272,277,280,291,301,304,315,318,326,329,333,336,340,343,346,349,363,366],[10,11,5],"h1",{"id":12},"团队里如何做-per-agent-执行白名单治理",[14,15,16,17,20],"p",{},"官方最近把 Exec Approvals 的 per-agent allowlist、safe bins 和 approvals CLI 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全部塞进去当快捷白名单",[40,195,197],{"id":196},"第五原则审批日志要能追溯到-agent","第五原则：审批日志要能追溯到 agent",[14,199,200,201,203],{},"官方文档已经把 allowlist 条目的最近使用信息、最近命中命令和解析路径都做出来了。",[18,202],{},"\n这意味着团队运维时不该只问：",[22,205,206],{},[25,207,208],{},"“这条命令有人批过吗”",[14,210,211],{},"更该问：",[22,213,214],{},[25,215,216],{},"“哪个 agent 在什么宿主上频繁用这条命令”",[40,218,219],{"id":219},"一个更稳的默认策略",[14,221,222],{},"对多数团队，一个实用的起点通常是：",[224,225,226,231,237,242,247],"ol",{},[25,227,228],{},[55,229,230],{},"defaults.security=deny",[25,232,233,234],{},"核心 agent 用 ",[55,235,236],{},"allowlist",[25,238,239],{},[55,240,241],{},"ask=on-miss",[25,243,244],{},[55,245,246],{},"askFallback=deny",[25,248,249],{},"inline eval 保留显式审批",[14,251,252],{},"这样既不会把整个执行面一次性放开，也不会让值守团队被每次低风险命令都反复打断。",[40,254,255],{"id":255},"推荐的落地分层",[257,258,259],"h3",{"id":57},[55,260,57],{},[14,262,263],{},"只放：",[22,265,266,269],{},[25,267,268],{},"常规只读诊断",[25,270,271],{},"少量稳定工具路径",[257,273,275],{"id":274},"ops",[55,276,274],{},[14,278,279],{},"放：",[22,281,282,285,288],{},[25,283,284],{},"运维巡检",[25,286,287],{},"服务状态检查",[25,289,290],{},"有明确宿主边界的固定命令",[257,292,294,297,298],{"id":293},"content-research",[55,295,296],{},"content"," / ",[55,299,300],{},"research",[14,302,303],{},"尽量少放，必要时更多依赖：",[22,305,306,309,312],{},[25,307,308],{},"safe bins",[25,310,311],{},"allow-once",[25,313,314],{},"审批转发",[40,316,317],{"id":317},"最容易踩的三个坑",[257,319,321,322,325],{"id":320},"_1-直接给-放宽路径","1. 直接给 ",[55,323,324],{},"\"*\""," 放宽路径",[14,327,328],{},"后面几乎一定会出现权限外溢。",[257,330,332],{"id":331},"_2-把-allowlist-当成完整身份控制","2. 把 allowlist 当成完整身份控制",[14,334,335],{},"官方已经明确提醒它不是 per-user auth boundary。",[257,337,339],{"id":338},"_3-只顾效率不看漂移风险","3. 只顾效率，不看漂移风险",[14,341,342],{},"解释器、wrapper、runtime file 这些地方最容易让“原本以为允许的是 A，最后跑的是 B”。",[40,344,345],{"id":345},"一条实用的审计顺序",[14,347,348],{},"每次审 approvals，可以按这条线走：",[224,350,351,354,357,360],{},[25,352,353],{},"先看宿主是 Gateway 还是 Node",[25,355,356],{},"再看命中的是哪个 agent",[25,358,359],{},"再看是 allowlist、safe bins 还是 ask 放行",[25,361,362],{},"最后再决定是否继续长期保留",[40,364,365],{"id":365},"下一步推荐",[22,367,368,375,381],{},[25,369,370],{},[371,372,374],"a",{"href":373},"/docs/reference/approvals-cli-and-allowlist","approvals CLI、网关与节点 allowlist 怎么管理",[25,376,377],{},[371,378,380],{"href":379},"/docs/manual/exec-tools-and-approvals","Exec 工具、apply_patch 与执行审批",[25,382,383],{},[371,384,386],{"href":385},"/news/openclaw-approvals-surface-watch-2026-03-24","OpenClaw 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往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[636,905,1313,600,1314],{"title":1330,"description":1331,"path":1332,"category":1308,"updatedAt":669,"sourceType":424,"tags":1333},"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",[798,1334,689,799,1314],"bootstrapToken",{"title":1336,"description":1337,"path":1338,"category":1314,"updatedAt":595,"sourceType":424,"tags":1339},"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",[1340,599,645,608,1203,598],"templates",{"title":1342,"description":1343,"path":1344,"category":1308,"updatedAt":659,"sourceType":424,"tags":1345},"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",[798,1346,450,1347,1132],"allowFrom","account",{"title":1349,"description":1350,"path":1351,"category":1308,"updatedAt":762,"sourceType":424,"tags":1352},"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",[626,1314,1353,1354],"commands","terminal",{"title":1356,"description":1357,"path":1358,"category":1308,"updatedAt":669,"sourceType":424,"tags":1359},"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",[1360,1361,636,634,1314],"cloudflare-ai-gateway","headers",{"title":1363,"description":1364,"path":1365,"category":1366,"updatedAt":431,"sourceType":714,"tags":1367},"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",[714,1368,1369,1370],"github","issues","feedback",{"title":1372,"description":1373,"path":1374,"category":1308,"updatedAt":762,"sourceType":424,"tags":1375},"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",[462,1314,1376,1377],"settings","options",{"title":1379,"description":1380,"path":1381,"category":1308,"updatedAt":518,"sourceType":424,"tags":1382},"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",[723,798,799,744,1132],{"title":1384,"description":1385,"path":1386,"category":1308,"updatedAt":669,"sourceType":424,"tags":1387},"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",[624,878,1388,962,1314],"scheduler",{"title":1390,"description":1391,"path":1392,"category":1308,"updatedAt":1071,"sourceType":424,"tags":1393},"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",[505,743,1394,1395,636],"secretref","sessionStorage",{"title":1397,"description":1398,"path":1399,"category":1400,"updatedAt":762,"sourceType":424,"tags":1401},"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",[1402,1403,1404,1151,867],"debugging","debug","runtime-overrides",{"title":1406,"description":1407,"path":1408,"category":1308,"updatedAt":641,"sourceType":424,"tags":1409},"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",[1320,1410,1411,1403,1314],"logging","flags",{"title":1413,"description":1414,"path":1415,"category":1308,"updatedAt":641,"sourceType":424,"tags":1416},"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",[663,1417,1418,644,1314],"dmScope","identityLinks",{"title":1420,"description":1421,"path":1422,"category":1308,"updatedAt":641,"sourceType":424,"tags":1423},"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",[1151,1152,1320,1424,1314],"migrations",{"title":1426,"description":1427,"path":1428,"category":1308,"updatedAt":641,"sourceType":424,"tags":1429},"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",[1005,462,671,1430,1314],"shell",{"title":1432,"description":1433,"path":1434,"category":1308,"updatedAt":431,"sourceType":445,"tags":1435},"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",[1436,1226,714,1437,1228],"sources","trust",{"title":1439,"description":1440,"path":1441,"category":1308,"updatedAt":518,"sourceType":424,"tags":1442},"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",[448,1443,626,1079,616],"rpc",{"title":1445,"description":1446,"path":1447,"category":1308,"updatedAt":641,"sourceType":424,"tags":1448},"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",[798,799,448,615,1314],{"title":1450,"description":1451,"path":1452,"category":1308,"updatedAt":1071,"sourceType":424,"tags":1453},"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",[663,448,575,505,1314],{"title":1455,"description":1456,"path":1457,"category":1308,"updatedAt":669,"sourceType":424,"tags":1458},"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",[448,1079,1459,1460,1314],"protocol","scopes",{"title":1462,"description":1463,"path":1464,"category":1308,"updatedAt":659,"sourceType":424,"tags":1465},"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",[662,1466,644,236,817],"mention",{"title":1468,"description":1469,"path":1470,"category":1308,"updatedAt":669,"sourceType":424,"tags":1471},"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",[1125,1472,1473,1474,1314],"visibility","activeHours","alerts",{"title":1476,"description":1477,"path":1478,"category":1308,"updatedAt":659,"sourceType":424,"tags":1479},"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",[1073,1079,1480,448,1314],"sdk",{"title":1482,"description":1483,"path":1484,"category":1308,"updatedAt":659,"sourceType":424,"tags":1485},"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",[462,1486,1103,1487,1314],"include","arrays",{"title":1489,"description":1490,"path":1491,"category":1308,"updatedAt":641,"sourceType":424,"tags":1492},"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",[912,1493,427,496,1314],"invoke",{"title":1495,"description":1496,"path":1497,"category":1308,"updatedAt":669,"sourceType":424,"tags":1498},"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",[452,1499,1500,1501,1502,1314],"hybrid-search","ranking","mmr","retrieval",{"title":1504,"description":1505,"path":1506,"category":1308,"updatedAt":431,"sourceType":424,"tags":1507},"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",[568,1508,636,634,1314],"probe",{"title":1510,"description":1511,"path":1512,"category":1308,"updatedAt":1000,"sourceType":424,"tags":1513},"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",[798,799,1346,1514,1132],"credentials",{"title":1516,"description":1517,"path":1518,"category":1308,"updatedAt":431,"sourceType":424,"tags":1519},"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",[553,697,1520,1521,1228,1314],"npm","pin",{"title":1523,"description":1524,"path":1525,"category":1400,"updatedAt":518,"sourceType":424,"tags":1526},"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",[1402,1527,867,634,830],"raw-stream",{"title":1529,"description":1530,"path":1531,"category":1308,"updatedAt":669,"sourceType":424,"tags":1532},"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",[520,1533,636,448,1314],"tlsFingerprint",{"title":1535,"description":1536,"path":1537,"category":1308,"updatedAt":669,"sourceType":424,"tags":1538},"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",[662,1539,1540,1541,1314],"mentions","pending-history","reply",{"title":1543,"description":1544,"path":1545,"category":1308,"updatedAt":641,"sourceType":424,"tags":1546},"SecretRefs 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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",[663,1560,1561,1028,1314],"transcript","jsonl",{"title":1563,"description":1564,"path":1565,"category":1308,"updatedAt":1558,"sourceType":424,"tags":1566},"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",[600,626,1567,1252,470],"store",{"title":1569,"description":1570,"path":1571,"category":1308,"updatedAt":669,"sourceType":424,"tags":1572},"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",[429,1267,1252,1573,1314],"ingress",{"title":1575,"description":1576,"path":1577,"category":1308,"updatedAt":518,"sourceType":424,"tags":1578},"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",[505,1287,798,520,429],{"title":1921,"description":1922,"path":1923,"category":1875,"date":431,"updatedAt":431,"sourceType":424,"source":422,"tags":1924},"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",[689,691,427,450,1241],{"title":1926,"description":1927,"path":1928,"category":1726,"date":444,"updatedAt":444,"sourceType":714,"source":1929,"tags":1930},"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",[1606,715,1729,1682],{"title":1932,"description":1933,"path":1934,"category":1875,"date":431,"updatedAt":431,"sourceType":424,"source":1935,"tags":1936},"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",[697,463,706,707,1937,698],"telemetry",{"title":1939,"description":1940,"path":1941,"category":1668,"date":518,"updatedAt":518,"sourceType":424,"source":1942,"tags":1943},"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",[626,448,1443,616,470],{"title":1945,"description":1946,"path":1947,"category":1875,"date":641,"updatedAt":641,"sourceType":424,"source":1948,"tags":1949},"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",[462,1005,643,1950,470],"overrides",{"title":1952,"description":1953,"path":1954,"category":1668,"date":518,"updatedAt":518,"sourceType":424,"source":1863,"tags":1955},"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",[1027,1028,600,452,1956],"continuity",{"title":1958,"description":1959,"path":1960,"category":1668,"date":518,"updatedAt":518,"sourceType":424,"source":1961,"tags":1962},"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",[723,505,1111,798,520],{"title":1964,"description":1965,"path":1966,"category":1875,"date":1071,"updatedAt":1071,"sourceType":424,"source":1887,"tags":1967},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 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开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[459,463,715,1606],{"title":1981,"description":1982,"path":1983,"category":1875,"date":659,"updatedAt":659,"sourceType":424,"source":1984,"tags":1985},"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",[799,798,743,1145,1986],"rotate",{"title":1988,"description":1989,"path":1990,"category":1875,"date":641,"updatedAt":641,"sourceType":424,"source":1991,"tags":1992},"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",[1151,1320,1152,1402,470],{"title":1994,"description":1995,"path":1996,"category":1875,"date":659,"updatedAt":659,"sourceType":424,"source":1991,"tags":1997},"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",[1151,1152,1002,1229,1320],{"title":1999,"description":2000,"path":2001,"category":2002,"date":444,"updatedAt":444,"sourceType":714,"source":2003,"tags":2004},"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",[2005,2006,2007,2008],"education","adoption","ai-tutor","higher-education",{"title":2010,"description":2011,"path":2012,"category":2002,"date":444,"updatedAt":444,"sourceType":714,"source":2013,"tags":2014},"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",[469,1608,496,1606],{"title":2016,"description":2017,"path":2018,"category":1668,"date":518,"updatedAt":518,"sourceType":424,"source":2019,"tags":2020},"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",[463,697,553,555,716],{"title":2022,"description":2023,"path":2024,"category":1875,"date":621,"updatedAt":621,"sourceType":424,"source":2025,"tags":2026},"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",[776,777,778,779,450,780],{"title":2028,"description":2029,"path":2030,"category":1875,"date":659,"updatedAt":659,"sourceType":424,"source":2031,"tags":2032},"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",[448,798,2033,743,615],"pending",{"title":2035,"description":2036,"path":2037,"category":1875,"date":1071,"updatedAt":1071,"sourceType":424,"source":2038,"tags":2039},"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",[448,663,575,505,2040],"state",{"title":2042,"description":2043,"path":2044,"category":1875,"date":659,"updatedAt":659,"sourceType":424,"source":2045,"tags":2046},"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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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1241,744,723,798,520],{"title":2139,"description":2140,"path":2141,"category":1875,"date":669,"updatedAt":669,"sourceType":424,"source":2142,"tags":2143},"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",[505,575,1079,1241,616],{"title":2145,"description":2146,"path":2147,"category":1875,"date":659,"updatedAt":659,"sourceType":424,"source":1984,"tags":2148},"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 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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",[634,568,615,636,430],{"title":2174,"description":2175,"path":2176,"category":1875,"date":669,"updatedAt":669,"sourceType":424,"source":2177,"tags":2178},"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",[634,1313,568,448,470],{"title":2180,"description":2181,"path":2182,"category":1668,"date":518,"updatedAt":518,"sourceType":424,"source":1863,"tags":2183},"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",[1226,1227,1229,1228],{"title":2185,"description":2186,"path":2187,"category":1875,"date":641,"updatedAt":641,"sourceType":424,"source":1887,"tags":2188},"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",[505,798,615,520,1132],{"title":2190,"description":2191,"path":2192,"category":1875,"date":659,"updatedAt":659,"sourceType":424,"source":2193,"tags":2194},"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",[644,643,2195,450,645],"threads",{"title":2197,"description":2198,"path":2199,"category":1875,"date":621,"updatedAt":621,"sourceType":424,"source":2200,"tags":2201},"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",[970,859,971,546,451],{"title":2203,"description":2204,"path":2205,"category":1875,"date":659,"updatedAt":659,"sourceType":424,"source":2206,"tags":2207},"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",[1548,2208,2209,1547,470],"snapshot","rotation",{"title":2211,"description":2212,"path":2213,"category":1875,"date":659,"updatedAt":659,"sourceType":424,"source":2073,"tags":2214},"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 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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",[429,2228,830,469],"compliance",{"title":386,"description":2230,"path":2231,"category":1875,"date":641,"updatedAt":641,"sourceType":424,"source":2206,"tags":2232},"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",[429,1547,427,2233,470],"proxy",{"title":2235,"description":2236,"path":2237,"category":1875,"date":1558,"updatedAt":1558,"sourceType":424,"source":2238,"tags":2239},"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",[663,1561,1028,1560,448],{"title":2241,"description":2242,"path":2243,"category":1875,"date":1558,"updatedAt":1558,"sourceType":424,"source":2244,"tags":2245},"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",[600,626,1567,1252,470],{"title":2247,"description":2248,"path":2249,"category":1875,"date":659,"updatedAt":659,"sourceType":424,"source":2250,"tags":2251},"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 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硬化拆成更清楚的治理面。","/news/openclaw-team-ingress-governance-watch-2026-03-29",[1267,1418,661,644,429],{"title":2264,"description":2265,"path":2266,"category":1875,"date":1558,"updatedAt":1558,"sourceType":424,"source":2267,"tags":2268},"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",[1560,634,1586,1587,2269],"compatibility",{"title":2271,"description":2272,"path":2273,"category":1875,"date":431,"updatedAt":431,"sourceType":424,"source":1918,"tags":2274},"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",[1287,429,520,448,636],{"title":2276,"description":2277,"path":2278,"category":1875,"date":1071,"updatedAt":1071,"sourceType":424,"source":2038,"tags":2279},"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",[448,575,1073,1402,663],{"title":2281,"description":2282,"path":2283,"category":1875,"date":431,"updatedAt":431,"sourceType":424,"source":2284,"tags":2285},"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",[1634,1229,905,448,2040],{"title":2287,"description":2288,"path":2289,"category":1875,"date":431,"updatedAt":431,"sourceType":424,"source":2290,"tags":2291},"OpenClaw 更新观察：stable、beta、dev 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