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连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[398,653,1168,739,1091],"scheduler",{"title":1170,"description":1171,"path":1172,"category":1085,"updatedAt":848,"sourceType":199,"tags":1173},"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",[281,514,1174,1175,410],"secretref","sessionStorage",{"title":1177,"description":1178,"path":1179,"category":1180,"updatedAt":535,"sourceType":199,"tags":1181},"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",[1182,1183,1184,928,642],"debugging","debug","runtime-overrides",{"title":1186,"description":1187,"path":1188,"category":1085,"updatedAt":415,"sourceType":199,"tags":1189},"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",[1097,1190,1191,1183,1091],"logging","flags",{"title":1193,"description":1194,"path":1195,"category":1085,"updatedAt":415,"sourceType":199,"tags":1196},"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",[437,1197,1198,418,1091],"dmScope","identityLinks",{"title":1200,"description":1201,"path":1202,"category":1085,"updatedAt":415,"sourceType":199,"tags":1203},"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",[928,929,1097,1204,1091],"migrations",{"title":1206,"description":1207,"path":1208,"category":1085,"updatedAt":415,"sourceType":199,"tags":1209},"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",[782,237,445,1210,1091],"shell",{"title":1212,"description":1213,"path":1214,"category":1085,"updatedAt":334,"sourceType":220,"tags":1215},"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",[1216,1003,205,1217,1005],"sources","trust",{"title":1219,"description":1220,"path":1221,"category":1085,"updatedAt":190,"sourceType":199,"tags":1222},"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",[223,1223,400,856,390],"rpc",{"title":1225,"description":1226,"path":1227,"category":1085,"updatedAt":415,"sourceType":199,"tags":1228},"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",[573,574,223,389,1091],{"title":1230,"description":1231,"path":1232,"category":1085,"updatedAt":848,"sourceType":199,"tags":1233},"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",[437,223,349,281,1091],{"title":1235,"description":1236,"path":1237,"category":1085,"updatedAt":443,"sourceType":199,"tags":1238},"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",[223,856,1239,1240,1091],"protocol","scopes",{"title":1242,"description":1243,"path":1244,"category":1085,"updatedAt":433,"sourceType":199,"tags":1245},"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",[436,1246,418,659,592],"mention",{"title":1248,"description":1249,"path":1250,"category":1085,"updatedAt":443,"sourceType":199,"tags":1251},"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",[902,1252,1253,1254,1091],"visibility","activeHours","alerts",{"title":1256,"description":1257,"path":1258,"category":1085,"updatedAt":433,"sourceType":199,"tags":1259},"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",[850,856,1260,223,1091],"sdk",{"title":1262,"description":1263,"path":1264,"category":1085,"updatedAt":433,"sourceType":199,"tags":1265},"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",[237,1266,880,1267,1091],"include","arrays",{"title":1269,"description":1270,"path":1271,"category":1085,"updatedAt":415,"sourceType":199,"tags":1272},"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",[688,1273,539,272,1091],"invoke",{"title":1275,"description":1276,"path":1277,"category":1085,"updatedAt":443,"sourceType":199,"tags":1278},"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",[227,1279,1280,1281,1282,1091],"hybrid-search","ranking","mmr","retrieval",{"title":1284,"description":1285,"path":1286,"category":1085,"updatedAt":334,"sourceType":199,"tags":1287},"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",[342,1288,410,408,1091],"probe",{"title":1290,"description":1291,"path":1292,"category":1085,"updatedAt":777,"sourceType":199,"tags":1293},"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",[573,574,1126,1294,909],"credentials",{"title":1296,"description":1297,"path":1298,"category":1085,"updatedAt":334,"sourceType":199,"tags":1299},"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",[202,471,1300,1301,1005,1091],"npm","pin",{"title":1303,"description":1304,"path":1305,"category":1180,"updatedAt":190,"sourceType":199,"tags":1306},"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",[1182,1307,642,408,605],"raw-stream",{"title":1309,"description":1310,"path":1311,"category":1085,"updatedAt":443,"sourceType":199,"tags":1312},"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",[295,1313,410,223,1091],"tlsFingerprint",{"title":1315,"description":1316,"path":1317,"category":1085,"updatedAt":443,"sourceType":199,"tags":1318},"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",[436,1319,1320,1321,1091],"mentions","pending-history","reply",{"title":1323,"description":1324,"path":1325,"category":1085,"updatedAt":415,"sourceType":199,"tags":1326},"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",[1327,1328,371,408,1091],"secrets","secretrefs",{"title":1330,"description":1331,"path":1332,"category":1085,"updatedAt":433,"sourceType":199,"tags":1333},"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",[437,246,1197,573,659],{"title":1335,"description":1336,"path":1337,"category":1085,"updatedAt":1338,"sourceType":199,"tags":1339},"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",[437,1340,1341,805,1091],"transcript","jsonl",{"title":1343,"description":1344,"path":1345,"category":1085,"updatedAt":1338,"sourceType":199,"tags":1346},"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",[374,400,1347,1029,245],"store",{"title":1349,"description":1350,"path":1351,"category":1085,"updatedAt":443,"sourceType":199,"tags":1352},"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",[246,1044,1029,1353,1091],"ingress",{"title":1355,"description":1356,"path":1357,"category":1085,"updatedAt":190,"sourceType":199,"tags":1358},"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",[400,937,1359,642,1360],"health","troubleshooting",{"title":1362,"description":1363,"path":1364,"category":1085,"updatedAt":1338,"sourceType":199,"tags":1365},"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",[1340,1366,408,1367,1091],"hygiene","tool-calls",{"title":1369,"description":1370,"path":1371,"category":1180,"updatedAt":286,"sourceType":199,"tags":1372},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[1360,928,937,642],{"title":1374,"description":1375,"path":1376,"category":1085,"updatedAt":415,"sourceType":199,"tags":1377},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[349,1378,1379,1340,1091],"history","inject",{"title":1381,"description":1382,"path":1383,"category":1384,"updatedAt":334,"sourceType":199,"tags":1385},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[1386,1387,1388,551,956,957],"china","cloud","deployment",{"title":1390,"description":1391,"path":1392,"category":1384,"updatedAt":286,"sourceType":199,"tags":1393},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[1388,296,1394,1387,1395],"docker","wsl2",{"title":1397,"description":1398,"path":1399,"category":1384,"updatedAt":787,"sourceType":199,"tags":1400},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 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保真，以及它们对长期使用的意义。","/news/openclaw-context-compaction-watch-2026-03-21",[804,805,374,227,1737],"continuity",{"title":1739,"description":1740,"path":1741,"category":189,"date":190,"updatedAt":190,"sourceType":199,"source":1742,"tags":1743},"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",[494,281,888,573,295],{"title":1745,"description":1746,"path":1747,"category":1654,"date":848,"updatedAt":848,"sourceType":199,"source":1668,"tags":1748},"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",[281,373,1174,410,494],{"title":1750,"description":1751,"path":1752,"category":1654,"date":334,"updatedAt":334,"sourceType":199,"source":1668,"tags":1753},"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",[281,349,514,1174,418,1754],"web",{"title":1756,"description":1757,"path":1758,"category":189,"date":219,"updatedAt":219,"sourceType":205,"source":1759,"tags":1760},"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",[234,238,203,1386],{"title":1762,"description":1763,"path":1764,"category":1654,"date":433,"updatedAt":433,"sourceType":199,"source":1765,"tags":1766},"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",[574,573,514,922,1767],"rotate",{"title":1769,"description":1770,"path":1771,"category":1654,"date":415,"updatedAt":415,"sourceType":199,"source":1772,"tags":1773},"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",[928,1097,929,1182,245],{"title":1775,"description":1776,"path":1777,"category":1654,"date":433,"updatedAt":433,"sourceType":199,"source":1772,"tags":1778},"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",[928,929,779,1006,1097],{"title":1780,"description":1781,"path":1782,"category":1783,"date":219,"updatedAt":219,"sourceType":205,"source":1784,"tags":1785},"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",[1786,1787,1788,1789],"education","adoption","ai-tutor","higher-education",{"title":1791,"description":1792,"path":1793,"category":1783,"date":219,"updatedAt":219,"sourceType":205,"source":1794,"tags":1795},"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",[244,1388,272,1386],{"title":1797,"description":1798,"path":1799,"category":189,"date":190,"updatedAt":190,"sourceType":199,"source":1800,"tags":1801},"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",[238,471,202,204,206],{"title":1803,"description":1804,"path":1805,"category":1654,"date":395,"updatedAt":395,"sourceType":199,"source":1806,"tags":1807},"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",[551,552,553,554,225,555],{"title":1809,"description":1810,"path":1811,"category":1654,"date":433,"updatedAt":433,"sourceType":199,"source":1812,"tags":1813},"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",[223,573,1814,514,389],"pending",{"title":1816,"description":1817,"path":1818,"category":1654,"date":848,"updatedAt":848,"sourceType":199,"source":1819,"tags":1820},"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",[223,437,349,281,1821],"state",{"title":1823,"description":1824,"path":1825,"category":1654,"date":433,"updatedAt":433,"sourceType":199,"source":1826,"tags":1827},"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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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",[1846,227,522,1883,1884],"vector-search","knowledge",{"title":1886,"description":1887,"path":1888,"category":1654,"date":433,"updatedAt":433,"sourceType":199,"source":1889,"tags":1890},"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",[1246,436,463,465,529],{"title":1892,"description":1893,"path":1894,"category":1654,"date":415,"updatedAt":415,"sourceType":199,"source":1895,"tags":1896},"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",[592,349,418,596,225],{"title":1898,"description":1899,"path":1900,"category":1654,"date":334,"updatedAt":334,"sourceType":199,"source":1723,"tags":1901},"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",[342,1288,408,410,965],{"title":1903,"description":1904,"path":1905,"category":1654,"date":433,"updatedAt":433,"sourceType":199,"source":1906,"tags":1907},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1018,515,494,573,295],{"title":1920,"description":1921,"path":1922,"category":1654,"date":443,"updatedAt":443,"sourceType":199,"source":1923,"tags":1924},"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",[281,349,856,1018,390],{"title":1926,"description":1927,"path":1928,"category":1654,"date":433,"updatedAt":433,"sourceType":199,"source":1765,"tags":1929},"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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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",[687,688,272,539,328],{"title":1945,"description":1946,"path":1947,"category":1654,"date":443,"updatedAt":443,"sourceType":199,"source":1948,"tags":1949},"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",[408,342,389,410,706],{"title":1951,"description":1952,"path":1953,"category":1654,"date":443,"updatedAt":443,"sourceType":199,"source":1954,"tags":1955},"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",[408,1090,342,223,245],{"title":1957,"description":1958,"path":1959,"category":189,"date":190,"updatedAt":190,"sourceType":199,"source":1642,"tags":1960},"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",[1003,1004,1006,1005],{"title":1962,"description":1963,"path":1964,"category":1654,"date":415,"updatedAt":415,"sourceType":199,"source":1668,"tags":1965},"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",[281,573,389,295,909],{"title":1967,"description":1968,"path":1969,"category":1654,"date":433,"updatedAt":433,"sourceType":199,"source":1970,"tags":1971},"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",[418,417,1972,225,419],"threads",{"title":1974,"description":1975,"path":1976,"category":1654,"date":395,"updatedAt":395,"sourceType":199,"source":1977,"tags":1978},"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",[747,634,748,321,226],{"title":1980,"description":1981,"path":1982,"category":1654,"date":433,"updatedAt":433,"sourceType":199,"source":1983,"tags":1984},"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",[1328,1985,1986,1327,245],"snapshot","rotation",{"title":1988,"description":1989,"path":1990,"category":1654,"date":433,"updatedAt":433,"sourceType":199,"source":1854,"tags":1991},"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",[437,246,1197,573,1044],{"title":1993,"description":1994,"path":1995,"category":1654,"date":334,"updatedAt":334,"sourceType":199,"source":1996,"tags":1997},"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",[246,1029,1031,1030,245],{"title":1999,"description":2000,"path":2001,"category":2002,"date":219,"updatedAt":219,"sourceType":205,"source":2003,"tags":2004},"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",[246,2005,605,244],"compliance",{"title":2007,"description":2008,"path":2009,"category":1654,"date":415,"updatedAt":415,"sourceType":199,"source":1983,"tags":2010},"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 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巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[374,400,1347,1029,245],{"title":2025,"description":2026,"path":2027,"category":1654,"date":433,"updatedAt":433,"sourceType":199,"source":2028,"tags":2029},"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",[246,1044,1045,2030,223],"sandbox",{"title":2032,"description":2033,"path":2034,"category":189,"date":190,"updatedAt":190,"sourceType":199,"source":1844,"tags":2035},"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",[1846,205,463,238,273],{"title":2037,"description":2038,"path":2039,"category":1654,"date":443,"updatedAt":443,"sourceType":199,"source":2028,"tags":2040},"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",[1044,1198,435,418,246],{"title":2042,"description":2043,"path":2044,"category":1654,"date":1338,"updatedAt":1338,"sourceType":199,"source":2045,"tags":2046},"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",[1340,408,1366,1367,2047],"compatibility",{"title":2049,"description":2050,"path":2051,"category":1654,"date":334,"updatedAt":334,"sourceType":199,"source":1699,"tags":2052},"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",[1064,246,295,223,410],{"title":2054,"description":2055,"path":2056,"category":1654,"date":848,"updatedAt":848,"sourceType":199,"source":1819,"tags":2057},"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",[223,349,850,1182,437],{"title":2059,"description":2060,"path":2061,"category":1654,"date":334,"updatedAt":334,"sourceType":199,"source":2062,"tags":2063},"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",[1414,1006,681,223,1821],{"title":2065,"description":2066,"path":2067,"category":1654,"date":334,"updatedAt":334,"sourceType":199,"source":2068,"tags":2069},"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",[1076,1077,1078,1079,1080],{"title":2071,"description":2072,"path":2073,"category":189,"date":190,"updatedAt":190,"sourceType":199,"source":1844,"tags":2074},"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",[1846,508,2075,2076,522],"phone","tts",{"title":2078,"description":2079,"path":2080,"category":1654,"date":433,"updatedAt":433,"sourceType":199,"source":2081,"tags":2082},"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",[508,836,837,389,574],{"title":2084,"description":2085,"path":2086,"category":189,"date":190,"updatedAt":190,"sourceType":199,"source":1668,"tags":2087},"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",[281,349,856,494,1754],{"title":2089,"description":2090,"path":2091,"category":1654,"date":848,"updatedAt":848,"sourceType":199,"source":2092,"tags":2093},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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