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更值得研究。",[14,30,31],{},"这类用户通常会关心：",[33,34,35,39,42,45,48],"ul",{},[36,37,38],"li",{},"能否长期运行",[36,40,41],{},"能否多渠道接入（微信、飞书、Telegram 等）",[36,43,44],{},"能否接工具或插件",[36,46,47],{},"能否保留自己的配置和边界",[36,49,50],{},"能否用语音交互",[22,52,54],{"id":53},"_2-技术团队和独立开发者","2. 技术团队和独立开发者",[14,56,57],{},"如果你想围绕 AI 助手做实验、做工作流、做团队内部工具，OpenClaw 的工程化结构会比消费级产品更合适。",[14,59,60],{},"这类场景通常重视：",[33,62,63,66,69,72,75],{},[36,64,65],{},"可自托管",[36,67,68],{},"可配置",[36,70,71],{},"可扩展",[36,73,74],{},"可与现有系统整合",[36,76,77],{},"可做浏览器自动化",[22,79,81],{"id":80},"_3-对隐私和控制权更敏感的用户","3. 对隐私和控制权更敏感的用户",[14,83,84],{},"OpenClaw 的一个核心吸引力，是让你更清楚地知道自己的入口、模型、工具和部署边界分别在哪里。",[14,86,87],{},"如果你不希望所有能力都锁在第三方平台里，这一点会很重要。",[22,89,91],{"id":90},"_4-需要多设备同步的用户","4. 需要多设备同步的用户",[14,93,94],{},"OpenClaw 支持多平台客户端（macOS、iOS、Android），并能跨设备同步会话和状态。",[14,96,97],{},"如果你需要在手机、电脑、平板等多个设备上使用 AI 助手，这种跨设备能力会很有价值。",[22,99,101],{"id":100},"_5-企业用户","5. 企业用户",[14,103,104],{},"对于需要将 AI 助手集成到企业环境的用户，OpenClaw 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allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[737,1290,402,1291,1073],"allowFrom","account",{"title":1293,"description":1294,"path":1295,"category":1249,"updatedAt":699,"sourceType":376,"tags":1296},"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",[563,1255,1297,1298],"commands","terminal",{"title":1300,"description":1301,"path":1302,"category":1249,"updatedAt":606,"sourceType":376,"tags":1303},"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",[1304,1305,573,571,1255],"cloudflare-ai-gateway","headers",{"title":1307,"description":1308,"path":1309,"category":1310,"updatedAt":502,"sourceType":651,"tags":1311},"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",[651,1312,1313,1314],"github","issues","feedback",{"title":1316,"description":1317,"path":1318,"category":1249,"updatedAt":699,"sourceType":376,"tags":1319},"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",[411,1255,1320,1321],"settings","options",{"title":1323,"description":1324,"path":1325,"category":1249,"updatedAt":465,"sourceType":376,"tags":1326},"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",[660,737,738,679,1073],{"title":1328,"description":1329,"path":1330,"category":1249,"updatedAt":606,"sourceType":376,"tags":1331},"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",[561,817,1332,903,1255],"scheduler",{"title":1334,"description":1335,"path":1336,"category":1249,"updatedAt":1012,"sourceType":376,"tags":1337},"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",[453,678,1338,1339,573],"secretref","sessionStorage",{"title":1341,"description":1342,"path":1343,"category":1344,"updatedAt":699,"sourceType":376,"tags":1345},"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",[1346,1347,1348,1092,806],"debugging","debug","runtime-overrides",{"title":1350,"description":1351,"path":1352,"category":1249,"updatedAt":578,"sourceType":376,"tags":1353},"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",[1261,1354,1355,1347,1255],"logging","flags",{"title":1357,"description":1358,"path":1359,"category":1249,"updatedAt":578,"sourceType":376,"tags":1360},"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",[600,1361,1362,581,1255],"dmScope","identityLinks",{"title":1364,"description":1365,"path":1366,"category":1249,"updatedAt":578,"sourceType":376,"tags":1367},"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",[1092,1093,1261,1368,1255],"migrations",{"title":1370,"description":1371,"path":1372,"category":1249,"updatedAt":578,"sourceType":376,"tags":1373},"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",[946,411,608,1374,1255],"shell",{"title":1376,"description":1377,"path":1378,"category":1249,"updatedAt":502,"sourceType":397,"tags":1379},"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",[1380,1167,651,1381,1169],"sources","trust",{"title":1383,"description":1384,"path":1385,"category":1249,"updatedAt":465,"sourceType":376,"tags":1386},"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 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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",[400,1020,1403,1404,1255],"protocol","scopes",{"title":1406,"description":1407,"path":1408,"category":1249,"updatedAt":596,"sourceType":376,"tags":1409},"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",[599,1410,581,823,756],"mention",{"title":1412,"description":1413,"path":1414,"category":1249,"updatedAt":606,"sourceType":376,"tags":1415},"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",[1066,1416,1417,1418,1255],"visibility","activeHours","alerts",{"title":1420,"description":1421,"path":1422,"category":1249,"updatedAt":596,"sourceType":376,"tags":1423},"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",[1014,1020,1424,400,1255],"sdk",{"title":1426,"description":1427,"path":1428,"category":1249,"updatedAt":596,"sourceType":376,"tags":1429},"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",[411,1430,1044,1431,1255],"include","arrays",{"title":1433,"description":1434,"path":1435,"category":1249,"updatedAt":578,"sourceType":376,"tags":1436},"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",[852,1437,703,444,1255],"invoke",{"title":1439,"description":1440,"path":1441,"category":1249,"updatedAt":606,"sourceType":376,"tags":1442},"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",[404,1443,1444,1445,1446,1255],"hybrid-search","ranking","mmr","retrieval",{"title":1448,"description":1449,"path":1450,"category":1249,"updatedAt":502,"sourceType":376,"tags":1451},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 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文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[600,1504,1505,969,1255],"transcript","jsonl",{"title":1507,"description":1508,"path":1509,"category":1249,"updatedAt":1502,"sourceType":376,"tags":1510},"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",[537,563,1511,1193,417],"store",{"title":1513,"description":1514,"path":1515,"category":1249,"updatedAt":606,"sourceType":376,"tags":1516},"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",[418,1208,1193,1517,1255],"ingress",{"title":1519,"description":1520,"path":1521,"category":1249,"updatedAt":465,"sourceType":376,"tags":1522},"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",[453,1228,737,467,418],{"title":1866,"description":1867,"path":1868,"category":1818,"date":502,"updatedAt":502,"sourceType":376,"source":1826,"tags":1869},"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",[626,628,703,402,1182],{"title":1871,"description":1872,"path":1873,"category":1669,"date":396,"updatedAt":396,"sourceType":651,"source":1874,"tags":1875},"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",[1550,652,1672,1625],{"title":1877,"description":1878,"path":1879,"category":1818,"date":502,"updatedAt":502,"sourceType":376,"source":1880,"tags":1881},"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",[634,412,643,644,1882,635],"telemetry",{"title":1884,"description":1885,"path":1886,"category":1611,"date":465,"updatedAt":465,"sourceType":376,"source":1887,"tags":1888},"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",[563,400,1387,553,417],{"title":1890,"description":1891,"path":1892,"category":1818,"date":578,"updatedAt":578,"sourceType":376,"source":1893,"tags":1894},"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",[411,946,580,1895,417],"overrides",{"title":1897,"description":1898,"path":1899,"category":1611,"date":465,"updatedAt":465,"sourceType":376,"source":1806,"tags":1900},"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",[968,969,537,404,1901],"continuity",{"title":1903,"description":1904,"path":1905,"category":1611,"date":465,"updatedAt":465,"sourceType":376,"source":1906,"tags":1907},"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",[660,453,1052,737,467],{"title":1909,"description":1910,"path":1911,"category":1818,"date":1012,"updatedAt":1012,"sourceType":376,"source":1832,"tags":1912},"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",[453,536,1338,573,660],{"title":1914,"description":1915,"path":1916,"category":1818,"date":502,"updatedAt":502,"sourceType":376,"source":1832,"tags":1917},"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",[453,517,678,1338,581,1918],"web",{"title":1920,"description":1921,"path":1922,"category":1611,"date":396,"updatedAt":396,"sourceType":651,"source":1923,"tags":1924},"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",[409,412,652,1550],{"title":1926,"description":1927,"path":1928,"category":1818,"date":596,"updatedAt":596,"sourceType":376,"source":1929,"tags":1930},"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",[738,737,678,1086,1931],"rotate",{"title":1933,"description":1934,"path":1935,"category":1818,"date":578,"updatedAt":578,"sourceType":376,"source":1936,"tags":1937},"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",[1092,1261,1093,1346,417],{"title":1939,"description":1940,"path":1941,"category":1818,"date":596,"updatedAt":596,"sourceType":376,"source":1936,"tags":1942},"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",[1092,1093,943,1170,1261],{"title":1944,"description":1945,"path":1946,"category":1947,"date":396,"updatedAt":396,"sourceType":651,"source":1948,"tags":1949},"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",[1950,1951,1952,1953],"education","adoption","ai-tutor","higher-education",{"title":1955,"description":1956,"path":1957,"category":1947,"date":396,"updatedAt":396,"sourceType":651,"source":1958,"tags":1959},"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",[416,1552,444,1550],{"title":1961,"description":1962,"path":1963,"category":1611,"date":465,"updatedAt":465,"sourceType":376,"source":1964,"tags":1965},"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",[412,634,494,496,653],{"title":1967,"description":1968,"path":1969,"category":1818,"date":558,"updatedAt":558,"sourceType":376,"source":1970,"tags":1971},"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",[715,716,717,718,402,719],{"title":1973,"description":1974,"path":1975,"category":1818,"date":596,"updatedAt":596,"sourceType":376,"source":1976,"tags":1977},"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",[400,737,1978,678,552],"pending",{"title":1980,"description":1981,"path":1982,"category":1818,"date":1012,"updatedAt":1012,"sourceType":376,"source":1983,"tags":1984},"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",[400,600,517,453,1985],"state",{"title":1987,"description":1988,"path":1989,"category":1818,"date":596,"updatedAt":596,"sourceType":376,"source":1990,"tags":1991},"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",[1182,679,660,737,467],{"title":2084,"description":2085,"path":2086,"category":1818,"date":606,"updatedAt":606,"sourceType":376,"source":2087,"tags":2088},"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",[453,517,1020,1182,553],{"title":2090,"description":2091,"path":2092,"category":1818,"date":596,"updatedAt":596,"sourceType":376,"source":1929,"tags":2093},"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",[571,510,552,573,870],{"title":2119,"description":2120,"path":2121,"category":1818,"date":606,"updatedAt":606,"sourceType":376,"source":2122,"tags":2123},"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",[571,1254,510,400,417],{"title":2125,"description":2126,"path":2127,"category":1611,"date":465,"updatedAt":465,"sourceType":376,"source":1806,"tags":2128},"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",[1167,1168,1170,1169],{"title":2130,"description":2131,"path":2132,"category":1818,"date":578,"updatedAt":578,"sourceType":376,"source":1832,"tags":2133},"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",[453,737,552,467,1073],{"title":2135,"description":2136,"path":2137,"category":1818,"date":596,"updatedAt":596,"sourceType":376,"source":2138,"tags":2139},"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",[581,580,2140,402,582],"threads",{"title":2142,"description":2143,"path":2144,"category":1818,"date":558,"updatedAt":558,"sourceType":376,"source":2145,"tags":2146},"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",[911,798,912,382,403],{"title":2148,"description":2149,"path":2150,"category":1818,"date":596,"updatedAt":596,"sourceType":376,"source":2151,"tags":2152},"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",[1492,2153,2154,1491,417],"snapshot","rotation",{"title":2156,"description":2157,"path":2158,"category":1818,"date":596,"updatedAt":596,"sourceType":376,"source":2018,"tags":2159},"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",[418,2173,769,416],"compliance",{"title":2175,"description":2176,"path":2177,"category":1818,"date":578,"updatedAt":578,"sourceType":376,"source":2151,"tags":2178},"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",[418,1491,703,2179,417],"proxy",{"title":2181,"description":2182,"path":2183,"category":1818,"date":1502,"updatedAt":1502,"sourceType":376,"source":2184,"tags":2185},"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 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硬化拆成更清楚的治理面。","/news/openclaw-team-ingress-governance-watch-2026-03-29",[1208,1362,598,581,418],{"title":2210,"description":2211,"path":2212,"category":1818,"date":1502,"updatedAt":1502,"sourceType":376,"source":2213,"tags":2214},"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",[1504,571,1530,1531,2215],"compatibility",{"title":2217,"description":2218,"path":2219,"category":1818,"date":502,"updatedAt":502,"sourceType":376,"source":1863,"tags":2220},"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",[1228,418,467,400,573],{"title":2222,"description":2223,"path":2224,"category":1818,"date":1012,"updatedAt":1012,"sourceType":376,"source":1983,"tags":2225},"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",[400,517,1014,1346,600],{"title":2227,"description":2228,"path":2229,"category":1818,"date":502,"updatedAt":502,"sourceType":376,"source":2230,"tags":2231},"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",[1577,1170,845,400,1985],{"title":2233,"description":2234,"path":2235,"category":1818,"date":502,"updatedAt":502,"sourceType":376,"source":2236,"tags":2237},"OpenClaw 更新观察：stable、beta、dev 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