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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",[910,911,1079,1186,1073],"migrations",{"title":1188,"description":1189,"path":1190,"category":1067,"updatedAt":403,"sourceType":187,"tags":1191},"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",[764,224,433,1192,1073],"shell",{"title":1194,"description":1195,"path":1196,"category":1067,"updatedAt":178,"sourceType":208,"tags":1197},"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",[1198,985,476,1199,987],"sources","trust",{"title":1201,"description":1202,"path":1203,"category":1067,"updatedAt":281,"sourceType":187,"tags":1204},"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",[211,1205,388,838,378],"rpc",{"title":1207,"description":1208,"path":1209,"category":1067,"updatedAt":403,"sourceType":187,"tags":1210},"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",[564,565,211,377,1073],{"title":1212,"description":1213,"path":1214,"category":1067,"updatedAt":830,"sourceType":187,"tags":1215},"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",[425,211,337,268,1073],{"title":1217,"description":1218,"path":1219,"category":1067,"updatedAt":431,"sourceType":187,"tags":1220},"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",[211,838,1221,1222,1073],"protocol","scopes",{"title":1224,"description":1225,"path":1226,"category":1067,"updatedAt":421,"sourceType":187,"tags":1227},"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",[424,1228,406,641,583],"mention",{"title":1230,"description":1231,"path":1232,"category":1067,"updatedAt":431,"sourceType":187,"tags":1233},"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",[884,1234,1235,1236,1073],"visibility","activeHours","alerts",{"title":1238,"description":1239,"path":1240,"category":1067,"updatedAt":421,"sourceType":187,"tags":1241},"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",[832,838,1242,211,1073],"sdk",{"title":1244,"description":1245,"path":1246,"category":1067,"updatedAt":421,"sourceType":187,"tags":1247},"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",[224,1248,862,1249,1073],"include","arrays",{"title":1251,"description":1252,"path":1253,"category":1067,"updatedAt":403,"sourceType":187,"tags":1254},"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",[670,1255,530,259,1073],"invoke",{"title":1257,"description":1258,"path":1259,"category":1067,"updatedAt":431,"sourceType":187,"tags":1260},"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",[190,1261,1262,1263,1264,1073],"hybrid-search","ranking","mmr","retrieval",{"title":1266,"description":1267,"path":1268,"category":1067,"updatedAt":178,"sourceType":187,"tags":1269},"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",[330,1270,398,396,1073],"probe",{"title":1272,"description":1273,"path":1274,"category":1067,"updatedAt":759,"sourceType":187,"tags":1275},"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",[564,565,1108,1276,891],"credentials",{"title":1278,"description":1279,"path":1280,"category":1067,"updatedAt":178,"sourceType":187,"tags":1281},"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",[191,459,1282,1283,987,1073],"npm","pin",{"title":1285,"description":1286,"path":1287,"category":1162,"updatedAt":281,"sourceType":187,"tags":1288},"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",[1164,1289,624,396,596],"raw-stream",{"title":1291,"description":1292,"path":1293,"category":1067,"updatedAt":431,"sourceType":187,"tags":1294},"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",[283,1295,398,211,1073],"tlsFingerprint",{"title":1297,"description":1298,"path":1299,"category":1067,"updatedAt":431,"sourceType":187,"tags":1300},"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",[424,1301,1302,1303,1073],"mentions","pending-history","reply",{"title":1305,"description":1306,"path":1307,"category":1067,"updatedAt":403,"sourceType":187,"tags":1308},"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",[1309,1310,359,396,1073],"secrets","secretrefs",{"title":1312,"description":1313,"path":1314,"category":1067,"updatedAt":421,"sourceType":187,"tags":1315},"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",[425,233,1179,564,641],{"title":1317,"description":1318,"path":1319,"category":1067,"updatedAt":1320,"sourceType":187,"tags":1321},"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",[425,1322,1323,787,1073],"transcript","jsonl",{"title":1325,"description":1326,"path":1327,"category":1067,"updatedAt":1320,"sourceType":187,"tags":1328},"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",[362,388,1329,1011,232],"store",{"title":1331,"description":1332,"path":1333,"category":1067,"updatedAt":431,"sourceType":187,"tags":1334},"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",[233,1026,1011,1335,1073],"ingress",{"title":1337,"description":1338,"path":1339,"category":1067,"updatedAt":281,"sourceType":187,"tags":1340},"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",[388,919,1341,624,1342],"health","troubleshooting",{"title":1344,"description":1345,"path":1346,"category":1067,"updatedAt":1320,"sourceType":187,"tags":1347},"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",[1322,1348,396,1349,1073],"hygiene","tool-calls",{"title":1351,"description":1352,"path":1353,"category":1162,"updatedAt":273,"sourceType":187,"tags":1354},"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",[1342,910,919,624],{"title":1356,"description":1357,"path":1358,"category":1067,"updatedAt":403,"sourceType":187,"tags":1359},"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",[337,1360,1361,1322,1073],"history","inject",{"title":1363,"description":1364,"path":1365,"category":1366,"updatedAt":178,"sourceType":187,"tags":1367},"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",[1368,1369,1370,542,938,939],"china","cloud","deployment",{"title":1372,"description":1373,"path":1374,"category":1366,"updatedAt":273,"sourceType":187,"tags":1375},"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",[1370,284,1376,1369,1377],"docker","wsl2",{"title":1379,"description":1380,"path":1381,"category":1366,"updatedAt":769,"sourceType":187,"tags":1382},"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",[266,1282,1383,1377],"install-script",{"title":1385,"description":1386,"path":1387,"category":1366,"updatedAt":281,"sourceType":187,"tags":1388},"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",[266,1389,1383,1390,988],"updater","git",{"title":1392,"description":1393,"path":1394,"category":1366,"updatedAt":526,"sourceType":187,"tags":1395},"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",[266,1389,1396,910,988],"uninstall",{"title":1398,"description":1399,"path":1400,"category":1366,"updatedAt":526,"sourceType":187,"tags":1401},"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",[681,266,276,1402],"server",{"title":1404,"description":1405,"path":1406,"category":1366,"updatedAt":526,"sourceType":187,"tags":1407},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[415,266,276,1408],"apple",{"title":1410,"description":1411,"path":1412,"category":1413,"updatedAt":273,"sourceType":187,"tags":1414},"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",[1415,1416,985,1417],"migration","upgrade","checklist",{"title":1419,"description":1420,"path":1421,"category":1366,"updatedAt":526,"sourceType":187,"tags":1422},"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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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",[221,225,477,1368],{"title":1744,"description":1745,"path":1746,"category":177,"date":421,"updatedAt":421,"sourceType":187,"source":1747,"tags":1748},"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",[565,564,505,904,1749],"rotate",{"title":1751,"description":1752,"path":1753,"category":177,"date":403,"updatedAt":403,"sourceType":187,"source":1754,"tags":1755},"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",[910,1079,911,1164,232],{"title":1757,"description":1758,"path":1759,"category":177,"date":421,"updatedAt":421,"sourceType":187,"source":1754,"tags":1760},"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",[910,911,761,988,1079],{"title":1762,"description":1763,"path":1764,"category":1765,"date":207,"updatedAt":207,"sourceType":476,"source":1766,"tags":1767},"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",[1768,1769,1770,1771],"education","adoption","ai-tutor","higher-education",{"title":1773,"description":1774,"path":1775,"category":1765,"date":207,"updatedAt":207,"sourceType":476,"source":1776,"tags":1777},"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",[231,1370,259,1368],{"title":1779,"description":1780,"path":1781,"category":1430,"date":281,"updatedAt":281,"sourceType":187,"source":1782,"tags":1783},"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",[225,459,191,317,478],{"title":1785,"description":1786,"path":1787,"category":177,"date":383,"updatedAt":383,"sourceType":187,"source":1788,"tags":1789},"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",[542,543,544,545,213,546],{"title":1791,"description":1792,"path":1793,"category":177,"date":421,"updatedAt":421,"sourceType":187,"source":1794,"tags":1795},"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",[211,564,1796,505,377],"pending",{"title":1798,"description":1799,"path":1800,"category":177,"date":830,"updatedAt":830,"sourceType":187,"source":1801,"tags":1802},"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",[211,425,337,268,1803],"state",{"title":1805,"description":1806,"path":1807,"category":177,"date":421,"updatedAt":421,"sourceType":187,"source":1808,"tags":1809},"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",[424,1228,641,583,406],{"title":1811,"description":1812,"path":1813,"category":177,"date":431,"updatedAt":431,"sourceType":187,"source":1808,"tags":1814},"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",[424,1301,1815,423,688],"activation",{"title":1817,"description":1818,"path":1819,"category":177,"date":421,"updatedAt":421,"sourceType":187,"source":1820,"tags":1821},"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",[224,1248,862,1249,232],{"title":1823,"description":1824,"path":1825,"category":1430,"date":281,"updatedAt":281,"sourceType":187,"source":1826,"tags":1827},"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",[1828,1370,1829,1830,1831],"showcase","home-assistant","nix","infrastructure",{"title":1833,"description":1834,"path":1835,"category":177,"date":403,"updatedAt":403,"sourceType":187,"source":1836,"tags":1837},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 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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",[583,337,406,587,213],{"title":1876,"description":1877,"path":1878,"category":177,"date":178,"updatedAt":178,"sourceType":187,"source":1705,"tags":1879},"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",[330,1270,396,398,947],{"title":1881,"description":1882,"path":1883,"category":177,"date":421,"updatedAt":421,"sourceType":187,"source":1884,"tags":1885},"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",[1000,506,485,564,283],{"title":1898,"description":1899,"path":1900,"category":177,"date":431,"updatedAt":431,"sourceType":187,"source":1901,"tags":1902},"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",[268,337,838,1000,378],{"title":1904,"description":1905,"path":1906,"category":177,"date":421,"updatedAt":421,"sourceType":187,"source":1747,"tags":1907},"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",[396,330,377,398,688],{"title":1933,"description":1934,"path":1935,"category":177,"date":431,"updatedAt":431,"sourceType":187,"source":1936,"tags":1937},"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",[396,1072,330,211,232],{"title":1939,"description":1940,"path":1941,"category":1430,"date":281,"updatedAt":281,"sourceType":187,"source":1625,"tags":1942},"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",[985,986,988,987],{"title":1944,"description":1945,"path":1946,"category":177,"date":403,"updatedAt":403,"sourceType":187,"source":1650,"tags":1947},"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",[268,564,377,283,891],{"title":1949,"description":1950,"path":1951,"category":177,"date":421,"updatedAt":421,"sourceType":187,"source":1952,"tags":1953},"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",[406,405,1954,213,407],"threads",{"title":1956,"description":1957,"path":1958,"category":177,"date":383,"updatedAt":383,"sourceType":187,"source":1959,"tags":1960},"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",[729,194,730,309,214],{"title":1962,"description":1963,"path":1964,"category":177,"date":421,"updatedAt":421,"sourceType":187,"source":1965,"tags":1966},"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",[1310,1967,1968,1309,232],"snapshot","rotation",{"title":1970,"description":1971,"path":1972,"category":177,"date":421,"updatedAt":421,"sourceType":187,"source":1836,"tags":1973},"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",[425,233,1179,564,1026],{"title":1975,"description":1976,"path":1977,"category":177,"date":178,"updatedAt":178,"sourceType":187,"source":1978,"tags":1979},"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",[233,1011,1013,1012,232],{"title":1981,"description":1982,"path":1983,"category":1984,"date":207,"updatedAt":207,"sourceType":476,"source":1985,"tags":1986},"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",[233,1987,596,231],"compliance",{"title":1989,"description":1990,"path":1991,"category":177,"date":403,"updatedAt":403,"sourceType":187,"source":1965,"tags":1992},"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",[233,1309,530,1993,232],"proxy",{"title":1995,"description":1996,"path":1997,"category":177,"date":1320,"updatedAt":1320,"sourceType":187,"source":1998,"tags":1999},"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",[425,1323,787,1322,211],{"title":2001,"description":2002,"path":2003,"category":177,"date":1320,"updatedAt":1320,"sourceType":187,"source":2004,"tags":2005},"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",[362,388,1329,1011,232],{"title":2007,"description":2008,"path":2009,"category":177,"date":421,"updatedAt":421,"sourceType":187,"source":2010,"tags":2011},"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",[233,1026,1027,2012,211],"sandbox",{"title":2014,"description":2015,"path":2016,"category":1430,"date":281,"updatedAt":281,"sourceType":187,"source":1826,"tags":2017},"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",[1828,476,451,225,260],{"title":2019,"description":2020,"path":2021,"category":177,"date":431,"updatedAt":431,"sourceType":187,"source":2010,"tags":2022},"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",[1026,1180,423,406,233],{"title":2024,"description":2025,"path":2026,"category":177,"date":1320,"updatedAt":1320,"sourceType":187,"source":2027,"tags":2028},"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",[1322,396,1348,1349,2029],"compatibility",{"title":2031,"description":2032,"path":2033,"category":177,"date":178,"updatedAt":178,"sourceType":187,"source":1681,"tags":2034},"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",[1046,233,283,211,398],{"title":2036,"description":2037,"path":2038,"category":177,"date":830,"updatedAt":830,"sourceType":187,"source":1801,"tags":2039},"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",[211,337,832,1164,425],{"title":2041,"description":2042,"path":2043,"category":177,"date":178,"updatedAt":178,"sourceType":187,"source":2044,"tags":2045},"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",[1396,988,663,211,1803],{"title":2047,"description":2048,"path":2049,"category":177,"date":178,"updatedAt":178,"sourceType":187,"source":2050,"tags":2051},"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",[1058,1059,1060,1061,1062],{"title":2053,"description":2054,"path":2055,"category":1430,"date":281,"updatedAt":281,"sourceType":187,"source":1826,"tags":2056},"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",[1828,499,2057,2058,513],"phone","tts",{"title":2060,"description":2061,"path":2062,"category":177,"date":421,"updatedAt":421,"sourceType":187,"source":2063,"tags":2064},"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",[499,818,819,377,565],{"title":2066,"description":2067,"path":2068,"category":1430,"date":281,"updatedAt":281,"sourceType":187,"source":1650,"tags":2069},"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",[268,337,838,485,1736],{"title":2071,"description":2072,"path":2073,"category":177,"date":830,"updatedAt":830,"sourceType":187,"source":2074,"tags":2075},"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 更像结构化集成面，入口分工正在变得更稳定。","/news/openclaw-webchat-control-surface-watch-2026-03-26","https://docs.openclaw.ai/web/webchat",[337,268,832,211,536],{"title":2077,"description":2078,"path":2079,"category":177,"date":403,"updatedAt":403,"sourceType":187,"source":1924,"tags":2080},"OpenClaw 工作流治理能力继续成型","官方最近的 ClawHub、Lobster、OpenProse 与 Exec approvals 文档，正在把技能发现、确定性执行和审批恢复串成更完整的一条线。","/news/openclaw-workflow-governance-watch-2026-03-22",[259,670,459,530,688],{"title":2082,"description":2083,"path":2084,"category":2085,"date":2086,"updatedAt":2086,"sourceType":208,"source":2087,"tags":2088},"OpenClaw 中文站本周更新：扩展能力地图、案例展示重构与周更内容节奏启动","本周中文站完成扩展目录重排、案例展示页重构，并开始按“教程 + 更新 + 案例”三类节奏持续发布内容。","/news/openclawcn-weekly-update-2026-03-15","站点更新","2026-03-15","openclawcn.xyz",[2089,2090,214,1828,2091],"site-update","content","weekly",{"title":2093,"description":2094,"path":2095,"category":2096,"date":1431,"updatedAt":273,"sourceType":187,"source":1432,"tags":2097},"OpenClaw 隐私优先：数据保留在本地设备","OpenClaw 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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",[233,596,231,223],{"title":2119,"description":2120,"path":2121,"category":2122,"date":273,"updatedAt":273,"sourceType":476,"source":2123,"tags":2124},"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",[233,596,970,324],{"title":2126,"description":2127,"path":2128,"category":1509,"date":1431,"updatedAt":273,"sourceType":187,"source":1432,"tags":2129},"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",[747,596,1511,242],{"title":2131,"description":2132,"path":2133,"category":1488,"date":1457,"updatedAt":526,"sourceType":1130,"source":1458,"tags":2134},"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 个，覆盖更多应用场景。","/news/skills-marketplace-400",[225,1550,476,2135],"marketplace",{"title":2137,"description":2138,"path":2139,"category":1509,"date":1431,"updatedAt":273,"sourceType":187,"source":1432,"tags":2140},"OpenClaw Slack 工作区集成","了解如何将 OpenClaw 集成到 Slack 工作区，实现团队协作。","/news/slack-workspace",[520,360,1511,242],{"title":2142,"description":2143,"path":2144,"category":1449,"date":1431,"updatedAt":273,"sourceType":187,"source":1432,"tags":2145},"OpenClaw Tailscale 远程访问完全指南","了解如何使用 Tailscale 安全远程访问 OpenClaw，包括 Serve、Funnel 和身份认证。","/news/tailscale-integration",[870,283,2146,233],"vpn",{"title":2148,"description":2149,"path":2150,"category":1509,"date":1431,"updatedAt":273,"sourceType":187,"source":1432,"tags":2151},"OpenClaw Telegram Bot 配置指南","了解如何创建和配置 Telegram Bot 连接到 OpenClaw。","/news/telegram-bot",[451,794,1511,242],{"title":2153,"description":2154,"path":2155,"category":2156,"date":1431,"updatedAt":273,"sourceType":187,"source":1432,"tags":2157},"OpenClaw 与 VirusTotal 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