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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",[933,934,1101,1203,1095],"migrations",{"title":1205,"description":1206,"path":1207,"category":1089,"updatedAt":475,"sourceType":287,"tags":1208},"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",[795,325,503,1209,1095],"shell",{"title":1211,"description":1212,"path":1213,"category":1089,"updatedAt":424,"sourceType":309,"tags":1214},"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",[1215,1009,545,1216,1011],"sources","trust",{"title":1218,"description":1219,"path":1220,"category":1089,"updatedAt":295,"sourceType":287,"tags":1221},"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",[312,1222,754,860,470],"rpc",{"title":1224,"description":1225,"path":1226,"category":1089,"updatedAt":475,"sourceType":287,"tags":1227},"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",[624,625,312,469,1095],{"title":1229,"description":1230,"path":1231,"category":1089,"updatedAt":852,"sourceType":287,"tags":1232},"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",[495,312,439,370,1095],{"title":1234,"description":1235,"path":1236,"category":1089,"updatedAt":501,"sourceType":287,"tags":1237},"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",[312,860,1238,1239,1095],"protocol","scopes",{"title":1241,"description":1242,"path":1243,"category":1089,"updatedAt":492,"sourceType":287,"tags":1244},"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",[292,1245,294,707,643],"mention",{"title":1247,"description":1248,"path":1249,"category":1089,"updatedAt":501,"sourceType":287,"tags":1250},"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",[907,1251,1252,1253,1095],"visibility","activeHours","alerts",{"title":1255,"description":1256,"path":1257,"category":1089,"updatedAt":492,"sourceType":287,"tags":1258},"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",[854,860,1259,312,1095],"sdk",{"title":1261,"description":1262,"path":1263,"category":1089,"updatedAt":492,"sourceType":287,"tags":1264},"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",[325,1265,884,1266,1095],"include","arrays",{"title":1268,"description":1269,"path":1270,"category":1089,"updatedAt":475,"sourceType":287,"tags":1271},"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",[727,1272,600,360,1095],"invoke",{"title":1274,"description":1275,"path":1276,"category":1089,"updatedAt":501,"sourceType":287,"tags":1277},"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",[290,1278,1279,1280,1281,1095],"hybrid-search","ranking","mmr","retrieval",{"title":1283,"description":1284,"path":1285,"category":1089,"updatedAt":424,"sourceType":287,"tags":1286},"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",[432,1287,574,585,1095],"probe",{"title":1289,"description":1290,"path":1291,"category":1089,"updatedAt":790,"sourceType":287,"tags":1292},"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",[624,625,153,1293,914],"credentials",{"title":1295,"description":1296,"path":1297,"category":1089,"updatedAt":424,"sourceType":287,"tags":1298},"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",[416,528,1299,1300,1011,1095],"npm","pin",{"title":1302,"description":1303,"path":1304,"category":1179,"updatedAt":295,"sourceType":287,"tags":1305},"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",[1181,1306,690,585,293],"raw-stream",{"title":1308,"description":1309,"path":1310,"category":1089,"updatedAt":501,"sourceType":287,"tags":1311},"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",[383,1312,574,312,1095],"tlsFingerprint",{"title":1314,"description":1315,"path":1316,"category":1089,"updatedAt":501,"sourceType":287,"tags":1317},"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",[292,1318,1319,1320,1095],"mentions","pending-history","reply",{"title":1322,"description":1323,"path":1324,"category":1089,"updatedAt":475,"sourceType":287,"tags":1325},"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",[1326,1327,1328,585,1095],"secrets","secretrefs","runtime",{"title":1330,"description":1331,"path":1332,"category":1089,"updatedAt":492,"sourceType":287,"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",[495,334,1196,624,707],{"title":1335,"description":1336,"path":1337,"category":1089,"updatedAt":1338,"sourceType":287,"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",[495,1340,1341,809,1095],"transcript","jsonl",{"title":1343,"description":1344,"path":1345,"category":1089,"updatedAt":1338,"sourceType":287,"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",[291,754,1347,1035,333],"store",{"title":1349,"description":1350,"path":1351,"category":1089,"updatedAt":501,"sourceType":287,"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",[334,1050,1035,1353,1095],"ingress",{"title":1355,"description":1356,"path":1357,"category":1089,"updatedAt":295,"sourceType":287,"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",[754,942,1359,690,1360],"health","troubleshooting",{"title":1362,"description":1363,"path":1364,"category":1089,"updatedAt":1338,"sourceType":287,"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",[1340,1366,585,1367,1095],"hygiene","tool-calls",{"title":1369,"description":1370,"path":1371,"category":1179,"updatedAt":366,"sourceType":287,"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",[1360,933,942,690],{"title":1374,"description":1375,"path":1376,"category":1089,"updatedAt":475,"sourceType":287,"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",[439,1378,1379,1340,1095],"history","inject",{"title":1381,"description":1382,"path":1383,"category":1384,"updatedAt":424,"sourceType":287,"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",[1386,1387,1388,1389,961,962],"china","cloud","deployment","feishu",{"title":1391,"description":1392,"path":1393,"category":1384,"updatedAt":366,"sourceType":287,"tags":1394},"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",[1388,384,1395,1387,1396],"docker","wsl2",{"title":1398,"description":1399,"path":1400,"category":1384,"updatedAt":800,"sourceType":287,"tags":1401},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[368,1299,1402,1396],"install-script",{"title":1404,"description":1405,"path":1406,"category":1384,"updatedAt":295,"sourceType":287,"tags":1407},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[368,1408,1402,1409,1012],"updater","git",{"title":1411,"description":1412,"path":1413,"category":1384,"updatedAt":340,"sourceType":287,"tags":1414},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 从首次安装到原地升级、服务移除和彻底卸载的完整维护路径。","/docs/setup/installer-update-and-uninstall",[368,1408,1415,933,1012],"uninstall",{"title":1417,"description":1418,"path":1419,"category":1384,"updatedAt":340,"sourceType":287,"tags":1420},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 的详细指南。","/docs/setup/linux-installation",[1421,368,377,1422],"linux","server",{"title":1424,"description":1425,"path":1426,"category":1384,"updatedAt":340,"sourceType":287,"tags":1427},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[486,368,377,1428],"apple",{"title":1430,"description":1431,"path":1432,"category":1433,"updatedAt":366,"sourceType":287,"tags":1434},"版本迁移与升级检查单","在 OpenClaw 版本升级前后，优先检查配置、CLI、认证和入口层变化，避免把升级直接变成线上事故。","/docs/setup/migration-guide","迁移",[1435,1436,1009,1437],"migration","upgrade","checklist",{"title":1439,"description":1440,"path":1441,"category":1384,"updatedAt":340,"sourceType":287,"tags":1442},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 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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",[625,624,575,927,1761],"rotate",{"title":1763,"description":1764,"path":1765,"category":1659,"date":475,"updatedAt":475,"sourceType":287,"source":1766,"tags":1767},"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",[933,1101,934,1181,333],{"title":1769,"description":1770,"path":1771,"category":1659,"date":492,"updatedAt":492,"sourceType":287,"source":1766,"tags":1772},"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",[933,934,792,1012,1101],{"title":1774,"description":1775,"path":1776,"category":1777,"date":308,"updatedAt":308,"sourceType":545,"source":1778,"tags":1779},"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",[1780,1781,1782,1783],"education","adoption","ai-tutor","higher-education",{"title":1785,"description":1786,"path":1787,"category":1777,"date":308,"updatedAt":308,"sourceType":545,"source":1788,"tags":1789},"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",[332,1388,360,1386],{"title":1791,"description":1792,"path":1793,"category":1451,"date":295,"updatedAt":295,"sourceType":287,"source":1794,"tags":1795},"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",[326,528,416,418,547],{"title":1797,"description":1798,"path":1799,"category":1659,"date":492,"updatedAt":492,"sourceType":287,"source":1800,"tags":1801},"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",[312,624,1802,575,469],"pending",{"title":1804,"description":1805,"path":1806,"category":1659,"date":852,"updatedAt":852,"sourceType":287,"source":1807,"tags":1808},"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",[312,495,439,370,1809],"state",{"title":1811,"description":1812,"path":1813,"category":1659,"date":492,"updatedAt":492,"sourceType":287,"source":1814,"tags":1815},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 顺序写得更完整了，也让“没回”和“没进系统”首次更容易区分。","/news/openclaw-group-policy-watch-2026-03-25","https://docs.openclaw.ai/channels/groups",[292,1245,707,643,294],{"title":1817,"description":1818,"path":1819,"category":1659,"date":501,"updatedAt":501,"sourceType":287,"source":1814,"tags":1820},"OpenClaw 正在把群触发从“@一下就行”写成更完整的治理链","官方最近围绕 Groups、Group Messages 和 Broadcast Groups 的文档更新，正在把 reply-to implicit mention、pending history、forum topic session key 和 shared-group rollout 写成更完整的群入口治理链。","/news/openclaw-group-trigger-governance-watch-2026-03-29",[292,1318,1821,494,733],"activation",{"title":1823,"description":1824,"path":1825,"category":1659,"date":492,"updatedAt":492,"sourceType":287,"source":1826,"tags":1827},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[325,1265,884,1266,333],{"title":1829,"description":1830,"path":1831,"category":1451,"date":295,"updatedAt":295,"sourceType":287,"source":1832,"tags":1833},"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",[1834,1388,1835,1836,1837],"showcase","home-assistant","nix","infrastructure",{"title":1839,"description":1840,"path":1841,"category":1659,"date":475,"updatedAt":475,"sourceType":287,"source":1842,"tags":1843},"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 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[291,290,809,1730,733],{"title":1845,"description":1846,"path":1847,"category":1659,"date":475,"updatedAt":475,"sourceType":287,"source":1848,"tags":1849},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1012,899,291,900,333],{"title":1851,"description":1852,"path":1853,"category":1478,"date":1452,"updatedAt":366,"sourceType":1146,"source":1480,"tags":1854},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[1009,1080,1010,326,334],{"title":1856,"description":1857,"path":1858,"category":1659,"date":424,"updatedAt":424,"sourceType":287,"source":285,"tags":1859},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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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",[1834,290,583,1870,1871],"vector-search","knowledge",{"title":1873,"description":1874,"path":1875,"category":1659,"date":492,"updatedAt":492,"sourceType":287,"source":1876,"tags":1877},"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",[1245,292,520,522,591],{"title":1879,"description":1880,"path":1881,"category":1659,"date":475,"updatedAt":475,"sourceType":287,"source":1882,"tags":1883},"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",[643,439,294,647,314],{"title":1885,"description":1886,"path":1887,"category":1659,"date":424,"updatedAt":424,"sourceType":287,"source":1716,"tags":1888},"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",[432,1287,585,574,971],{"title":1890,"description":1891,"path":1892,"category":1659,"date":492,"updatedAt":492,"sourceType":287,"source":1893,"tags":1894},"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",[469,623,312,624,625],{"title":1896,"description":1897,"path":1898,"category":1451,"date":295,"updatedAt":295,"sourceType":287,"source":1899,"tags":1900},"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",[369,1435,1901,1436,1012],"install",{"title":1903,"description":1904,"path":1905,"category":1659,"date":852,"updatedAt":852,"sourceType":287,"source":1735,"tags":1906},"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",[1024,576,554,624,383],{"title":1908,"description":1909,"path":1910,"category":1659,"date":501,"updatedAt":501,"sourceType":287,"source":1911,"tags":1912},"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",[370,439,860,1024,470],{"title":1914,"description":1915,"path":1916,"category":1659,"date":492,"updatedAt":492,"sourceType":287,"source":1759,"tags":1917},"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",[624,153,314,1125,333],{"title":1919,"description":1920,"path":1921,"category":1451,"date":295,"updatedAt":295,"sourceType":287,"source":1922,"tags":1923},"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",[416,546,418,545,547],{"title":1925,"description":1926,"path":1927,"category":1659,"date":424,"updatedAt":424,"sourceType":287,"source":1928,"tags":1929},"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 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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",[585,432,469,574,733],{"title":1943,"description":1944,"path":1945,"category":1659,"date":501,"updatedAt":501,"sourceType":287,"source":1946,"tags":1947},"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",[585,1094,432,312,333],{"title":1949,"description":1950,"path":1951,"category":1451,"date":295,"updatedAt":295,"sourceType":287,"source":1653,"tags":1952},"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",[1009,1010,1012,1011],{"title":1954,"description":1955,"path":1956,"category":1659,"date":475,"updatedAt":475,"sourceType":287,"source":1673,"tags":1957},"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",[370,624,469,383,914],{"title":1959,"description":1960,"path":1961,"category":1659,"date":492,"updatedAt":492,"sourceType":287,"source":1962,"tags":1963},"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",[294,477,1964,314,478],"threads",{"title":1966,"description":1967,"path":1968,"category":1659,"date":492,"updatedAt":492,"sourceType":287,"source":1969,"tags":1970},"OpenClaw Secret 观察：active snapshot 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三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[334,1035,1037,1036,333],{"title":1985,"description":1986,"path":1987,"category":1988,"date":308,"updatedAt":308,"sourceType":545,"source":1989,"tags":1990},"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",[334,1991,293,332],"compliance",{"title":1993,"description":1994,"path":1995,"category":1659,"date":475,"updatedAt":475,"sourceType":287,"source":1969,"tags":1996},"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",[291,754,1347,1035,333],{"title":2011,"description":2012,"path":2013,"category":1659,"date":492,"updatedAt":492,"sourceType":287,"source":2014,"tags":2015},"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",[334,1050,1051,2016,312],"sandbox",{"title":2018,"description":2019,"path":2020,"category":1451,"date":295,"updatedAt":295,"sourceType":287,"source":1832,"tags":2021},"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",[1834,545,520,326,361],{"title":2023,"description":2024,"path":2025,"category":1659,"date":501,"updatedAt":501,"sourceType":287,"source":2014,"tags":2026},"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",[1050,1197,494,294,334],{"title":2028,"description":2029,"path":2030,"category":1659,"date":1338,"updatedAt":1338,"sourceType":287,"source":2031,"tags":2032},"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",[1340,585,1366,1367,2033],"compatibility",{"title":2035,"description":2036,"path":2037,"category":1659,"date":424,"updatedAt":424,"sourceType":287,"source":1692,"tags":2038},"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",[1068,334,383,312,574],{"title":2040,"description":2041,"path":2042,"category":1659,"date":852,"updatedAt":852,"sourceType":287,"source":1807,"tags":2043},"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",[312,439,854,1181,495],{"title":2045,"description":2046,"path":2047,"category":1659,"date":424,"updatedAt":424,"sourceType":287,"source":2048,"tags":2049},"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",[1415,1012,1113,312,1809],{"title":2051,"description":2052,"path":2053,"category":1659,"date":424,"updatedAt":424,"sourceType":287,"source":2054,"tags":2055},"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 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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",[568,840,841,469,625],{"title":2070,"description":2071,"path":2072,"category":1451,"date":295,"updatedAt":295,"sourceType":287,"source":1673,"tags":2073},"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",[370,439,860,554,1748],{"title":2075,"description":2076,"path":2077,"category":1659,"date":852,"updatedAt":852,"sourceType":287,"source":2078,"tags":2079},"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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的安全设计理念、数据保护机制和企业级安全特性。","/news/security-architecture",[334,293,332,324],{"title":2123,"description":2124,"path":2125,"category":2126,"date":366,"updatedAt":366,"sourceType":545,"source":2127,"tags":2128},"OpenClaw 安全最佳实践：保护你的 AI 助手免受风险","随着 OpenClaw 的普及，安全问题日益受到关注。本文整理了保护本地 AI 助手的关键安全措施和最佳实践。","/news/security-best-practices","安全公告","安全社区",[334,293,994,426],{"title":2130,"description":2131,"path":2132,"category":1532,"date":1452,"updatedAt":366,"sourceType":287,"source":1453,"tags":2133},"OpenClaw Signal 隐私通讯集成","了解如何将 OpenClaw 连接到 Signal，实现隐私通讯。","/news/signal-privacy",[778,293,1534,343],{"title":2135,"description":2136,"path":2137,"category":1511,"date":1479,"updatedAt":340,"sourceType":1146,"source":1480,"tags":2138},"OpenClaw 技能市场突破 400 个技能","OpenClaw 技能市场迎来重要里程碑，社区贡献的技能数量突破 400 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