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的网络设计并不是“设备能连上就行”。官方把网络、发现、配对、身份和节点运维拆成一整组文档，说明这套体系本身就是产品能力的一部分。",[14,18,19],{},"如果只记一个结论，更适合记这句：",[21,22,23,27,30],"ul",{},[24,25,26],"li",{},"发现负责找到彼此",[24,28,29],{},"传输负责建立连接",[24,31,32],{},"配对负责决定谁被允许进入",[14,34,35],{},"把这三层混在一起，是远程部署最常见的理解偏差。",[37,38,40],"h2",{"id":39},"gateway-是网络中心","Gateway 是网络中心",[14,42,43],{},"官方中文网络中心把 Gateway 放在整个系统的中心位置。它不仅是一个 WebSocket 端点，还承担：",[21,45,46,49,52,55],{},[24,47,48],{},"设备和客户端接入入口",[24,50,51],{},"节点连接和转发中心",[24,53,54],{},"配对请求的审批来源",[24,56,57],{},"身份和认证边界",[14,59,60],{},"所以很多“网络问题”本质上其实是 Gateway 的绑定、配对或认证问题。",[37,62,64],{"id":63},"发现传输配对分别是什么","发现、传输、配对分别是什么",[66,67,68],"h3",{"id":68},"发现",[14,70,71],{},"发现解决的是“设备怎么知道彼此存在”。",[14,73,74],{},"官方网络页列出的相关主题包括：",[21,76,77,80,83,86],{},[24,78,79],{},"Bonjour / mDNS",[24,81,82],{},"局域网发现",[24,84,85],{},"tailnet 场景",[24,87,88],{},"远程访问入口",[14,90,91],{},"发现能成功，只代表双方能找到对方。",[66,93,94],{"id":94},"传输",[14,96,97],{},"传输解决的是“找到之后通过什么协议通信”。",[14,99,100],{},"在当前体系里，更应该优先围绕 Gateway 的 WebSocket 连接去理解，而不是沿用旧的桥接思路。官方文档也明确把旧版 TCP bridge 视为已弃用或移除的历史路径。",[66,102,103],{"id":103},"配对",[14,105,106],{},"配对解决的是“即使连上了，是否允许加入”。",[14,108,109],{},"官方把配对定义成显式 owner approval，也就是所有权审批步骤。它至少出现于两类场景：",[21,111,112,115],{},[24,113,114],{},"DM pairing：谁可以给机器人发私信",[24,116,117],{},"Node pairing：哪些设备或节点可以加入 Gateway 网络",[37,119,120],{"id":120},"本地信任是怎么工作的",[14,122,123],{},"官方中文网络页提到一个很关键的机制：本地连接可以自动批准配对，以保持同主机体验流畅。",[14,125,126],{},"更准确地说，通常满足这类条件的请求更可能被视为本地：",[21,128,129,132],{},[24,130,131],{},"loopback",[24,133,134],{},"Gateway 主机自己的 tailnet 地址",[14,136,137],{},"而非本地的 tailnet 或局域网客户端，通常仍然需要显式审批。",[14,139,140],{},"这点很重要，因为很多人会误以为“都在同一个 tailnet 里”就等于自动信任。官方文档并不是这么定义的。",[37,142,143],{"id":143},"配对码和审批模型要怎么理解",[14,145,146],{},"官方 pairing 文档给出了一套很明确的审批模型：",[21,148,149,157,160,163],{},[24,150,151,152,156],{},"未知发送方在 DM policy 为 ",[153,154,155],"code",{},"pairing"," 时，会先收到配对码",[24,158,159],{},"配对码默认 8 位、1 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当正式控制面，而不是“仅供调试”的附属工具。它通常适合做这些事：",[21,229,230,233,236,239],{},[24,231,232],{},"列出待审批配对请求",[24,234,235],{},"审批或拒绝 DM pairing",[24,237,238],{},"轮换或管理设备 token",[24,240,241],{},"对节点和连接状态做排查",[14,243,244],{},"如果你准备做远程多设备运维，CLI 通常会比只盯着 UI 更可靠。",[37,246,247],{"id":247},"更稳的网络理解顺序",[14,249,250],{},"建议把 OpenClaw 的网络理解拆成这条路径：",[252,253,254,257,260,263],"ol",{},[24,255,256],{},"先确定 Gateway 绑定模式",[24,258,259],{},"再确认设备如何发现它",[24,261,262],{},"再确认连接协议和入口",[24,264,265],{},"最后再看配对审批和 token 轮换",[14,267,268],{},"如果把顺序倒过来，排障时会一直混淆“连不上”和“没批准”。",[37,270,271],{"id":271},"中文站建议的配对排查顺序",[14,273,274],{},"当你遇到“设备明明能看到 Gateway，但就是不好用”时，更建议按下面的顺序排：",[252,276,277,280,283,286,289],{},[24,278,279],{},"确认 Gateway 当前 bind 和访问模式",[24,281,282],{},"确认是 localhost、局域网、tailnet 还是公网场景",[24,284,285],{},"确认是否属于本地信任范围",[24,287,288],{},"检查是否存在待审批 DM / Node pairing 请求",[24,290,291],{},"再检查 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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",[1240,1241,1242,1001,761],"debugging","debug","runtime-overrides",{"title":1244,"description":1245,"path":1246,"category":1147,"updatedAt":539,"sourceType":351,"tags":1247},"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",[1159,1248,1249,1241,1153],"logging","flags",{"title":1251,"description":1252,"path":1253,"category":1147,"updatedAt":539,"sourceType":351,"tags":1254},"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",[561,1255,1256,542,1153],"dmScope","identityLinks",{"title":1258,"description":1259,"path":1260,"category":1147,"updatedAt":539,"sourceType":351,"tags":1261},"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",[1001,1002,1159,1262,1153],"migrations",{"title":1264,"description":1265,"path":1266,"category":1147,"updatedAt":539,"sourceType":351,"tags":1267},"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",[864,389,569,1268,1153],"shell",{"title":1270,"description":1271,"path":1272,"category":1147,"updatedAt":488,"sourceType":372,"tags":1273},"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",[1274,1069,613,1275,1071],"sources","trust",{"title":1277,"description":1278,"path":1279,"category":1147,"updatedAt":445,"sourceType":351,"tags":1280},"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",[375,1281,825,929,534],"rpc",{"title":1283,"description":1284,"path":1285,"category":1147,"updatedAt":539,"sourceType":351,"tags":1286},"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",[155,693,375,533,1153],{"title":1288,"description":1289,"path":1290,"category":1147,"updatedAt":921,"sourceType":351,"tags":1291},"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",[561,375,503,433,1153],{"title":1293,"description":1294,"path":1295,"category":1147,"updatedAt":567,"sourceType":351,"tags":1296},"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",[375,929,1297,1298,1153],"protocol","scopes",{"title":1300,"description":1301,"path":1302,"category":1147,"updatedAt":557,"sourceType":351,"tags":1303},"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",[560,1304,542,778,711],"mention",{"title":1306,"description":1307,"path":1308,"category":1147,"updatedAt":567,"sourceType":351,"tags":1309},"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",[975,1310,1311,1312,1153],"visibility","activeHours","alerts",{"title":1314,"description":1315,"path":1316,"category":1147,"updatedAt":557,"sourceType":351,"tags":1317},"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",[923,929,1318,375,1153],"sdk",{"title":1320,"description":1321,"path":1322,"category":1147,"updatedAt":557,"sourceType":351,"tags":1323},"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",[389,1324,952,1325,1153],"include","arrays",{"title":1327,"description":1328,"path":1329,"category":1147,"updatedAt":539,"sourceType":351,"tags":1330},"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",[798,1331,668,423,1153],"invoke",{"title":1333,"description":1334,"path":1335,"category":1147,"updatedAt":567,"sourceType":351,"tags":1336},"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",[379,1337,1338,1339,1340,1153],"hybrid-search","ranking","mmr","retrieval",{"title":1342,"description":1343,"path":1344,"category":1147,"updatedAt":488,"sourceType":351,"tags":1345},"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",[496,1346,642,653,1153],"probe",{"title":1348,"description":1349,"path":1350,"category":1147,"updatedAt":859,"sourceType":351,"tags":1351},"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",[155,693,1183,1352,982],"credentials",{"title":1354,"description":1355,"path":1356,"category":1147,"updatedAt":488,"sourceType":351,"tags":1357},"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",[480,596,1358,1359,1071,1153],"npm","pin",{"title":1361,"description":1362,"path":1363,"category":1238,"updatedAt":445,"sourceType":351,"tags":1364},"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",[1240,1365,761,653,724],"raw-stream",{"title":1367,"description":1368,"path":1369,"category":1147,"updatedAt":567,"sourceType":351,"tags":1370},"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",[447,1371,642,375,1153],"tlsFingerprint",{"title":1373,"description":1374,"path":1375,"category":1147,"updatedAt":567,"sourceType":351,"tags":1376},"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",[560,1377,1378,1379,1153],"mentions","pending-history","reply",{"title":1381,"description":1382,"path":1383,"category":1147,"updatedAt":539,"sourceType":351,"tags":1384},"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",[1385,1386,1387,653,1153],"secrets","secretrefs","runtime",{"title":1389,"description":1390,"path":1391,"category":1147,"updatedAt":557,"sourceType":351,"tags":1392},"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",[561,398,1255,155,778],{"title":1394,"description":1395,"path":1396,"category":1147,"updatedAt":1397,"sourceType":351,"tags":1398},"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",[561,1399,1400,878,1153],"transcript","jsonl",{"title":1402,"description":1403,"path":1404,"category":1147,"updatedAt":1397,"sourceType":351,"tags":1405},"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",[681,825,1406,1093,397],"store",{"title":1408,"description":1409,"path":1410,"category":1147,"updatedAt":567,"sourceType":351,"tags":1411},"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",[398,1108,1093,1412,1153],"ingress",{"title":1414,"description":1415,"path":1416,"category":1147,"updatedAt":445,"sourceType":351,"tags":1417},"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",[825,1010,1418,761,1419],"health","troubleshooting",{"title":1421,"description":1422,"path":1423,"category":1147,"updatedAt":1397,"sourceType":351,"tags":1424},"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",[1399,1425,653,1426,1153],"hygiene","tool-calls",{"title":1428,"description":1429,"path":1430,"category":1238,"updatedAt":429,"sourceType":351,"tags":1431},"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",[1419,1001,1010,761],{"title":1433,"description":1434,"path":1435,"category":1147,"updatedAt":539,"sourceType":351,"tags":1436},"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",[503,1437,1438,1399,1153],"history","inject",{"title":1440,"description":1441,"path":1442,"category":1443,"updatedAt":488,"sourceType":351,"tags":1444},"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",[1445,1446,1447,1448,1029,1030],"china","cloud","deployment","feishu",{"title":1450,"description":1451,"path":1452,"category":1443,"updatedAt":429,"sourceType":351,"tags":1453},"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",[1447,448,1454,1446,1455],"docker","wsl2",{"title":1457,"description":1458,"path":1459,"category":1443,"updatedAt":869,"sourceType":351,"tags":1460},"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",[431,1358,1461,1455],"install-script",{"title":1463,"description":1464,"path":1465,"category":1443,"updatedAt":445,"sourceType":351,"tags":1466},"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",[431,1467,1461,1468,1072],"updater","git",{"title":1470,"description":1471,"path":1472,"category":1443,"updatedAt":358,"sourceType":351,"tags":1473},"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",[431,1467,1474,1001,1072],"uninstall",{"title":1476,"description":1477,"path":1478,"category":1443,"updatedAt":358,"sourceType":351,"tags":1479},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 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回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[433,503,643,1232,542,1807],"web",{"title":1809,"description":1810,"path":1811,"category":1510,"date":371,"updatedAt":371,"sourceType":613,"source":1812,"tags":1813},"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",[386,390,614,1445],{"title":1815,"description":1816,"path":1817,"category":1718,"date":557,"updatedAt":557,"sourceType":351,"source":1818,"tags":1819},"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",[693,155,643,995,1820],"rotate",{"title":1822,"description":1823,"path":1824,"category":1718,"date":539,"updatedAt":539,"sourceType":351,"source":1825,"tags":1826},"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",[1001,1159,1002,1240,397],{"title":1828,"description":1829,"path":1830,"category":1718,"date":557,"updatedAt":557,"sourceType":351,"source":1825,"tags":1831},"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",[1001,1002,861,1072,1159],{"title":1833,"description":1834,"path":1835,"category":1836,"date":371,"updatedAt":371,"sourceType":613,"source":1837,"tags":1838},"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",[1839,1840,1841,1842],"education","adoption","ai-tutor","higher-education",{"title":1844,"description":1845,"path":1846,"category":1836,"date":371,"updatedAt":371,"sourceType":613,"source":1847,"tags":1848},"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",[396,1447,423,1445],{"title":1850,"description":1851,"path":1852,"category":1510,"date":445,"updatedAt":445,"sourceType":351,"source":1853,"tags":1854},"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",[390,596,480,482,615],{"title":1856,"description":1857,"path":1858,"category":1718,"date":557,"updatedAt":557,"sourceType":351,"source":1859,"tags":1860},"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",[375,155,1861,643,533],"pending",{"title":1863,"description":1864,"path":1865,"category":1718,"date":921,"updatedAt":921,"sourceType":351,"source":1866,"tags":1867},"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",[375,561,503,433,1868],"state",{"title":1870,"description":1871,"path":1872,"category":1718,"date":557,"updatedAt":557,"sourceType":351,"source":1873,"tags":1874},"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",[560,1304,778,711,542],{"title":1876,"description":1877,"path":1878,"category":1718,"date":567,"updatedAt":567,"sourceType":351,"source":1873,"tags":1879},"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",[560,1377,1880,559,804],"activation",{"title":1882,"description":1883,"path":1884,"category":1718,"date":557,"updatedAt":557,"sourceType":351,"source":1885,"tags":1886},"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",[389,1324,952,1325,397],{"title":1888,"description":1889,"path":1890,"category":1510,"date":445,"updatedAt":445,"sourceType":351,"source":1891,"tags":1892},"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",[1893,1447,1894,1895,1896],"showcase","home-assistant","nix","infrastructure",{"title":1898,"description":1899,"path":1900,"category":1718,"date":539,"updatedAt":539,"sourceType":351,"source":1901,"tags":1902},"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",[681,379,878,1789,804],{"title":1904,"description":1905,"path":1906,"category":1718,"date":539,"updatedAt":539,"sourceType":351,"source":1907,"tags":1908},"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",[1072,967,681,968,397],{"title":1910,"description":1911,"path":1912,"category":1537,"date":1511,"updatedAt":429,"sourceType":1205,"source":1539,"tags":1913},"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",[1069,1138,1070,390,398],{"title":1915,"description":1916,"path":1917,"category":1718,"date":488,"updatedAt":488,"sourceType":351,"source":1918,"tags":1919},"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",[1893,379,651,1930,1931],"vector-search","knowledge",{"title":1933,"description":1934,"path":1935,"category":1718,"date":557,"updatedAt":557,"sourceType":351,"source":1936,"tags":1937},"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",[1304,560,588,590,659],{"title":1939,"description":1940,"path":1941,"category":1718,"date":539,"updatedAt":539,"sourceType":351,"source":1942,"tags":1943},"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",[711,503,542,715,377],{"title":1945,"description":1946,"path":1947,"category":1718,"date":488,"updatedAt":488,"sourceType":351,"source":1775,"tags":1948},"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",[496,1346,653,642,1039],{"title":1950,"description":1951,"path":1952,"category":1718,"date":557,"updatedAt":557,"sourceType":351,"source":1953,"tags":1954},"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",[533,692,375,155,693],{"title":1956,"description":1957,"path":1958,"category":1510,"date":445,"updatedAt":445,"sourceType":351,"source":1959,"tags":1960},"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",[432,1494,1961,1495,1072],"install",{"title":1963,"description":1964,"path":1965,"category":1718,"date":921,"updatedAt":921,"sourceType":351,"source":1794,"tags":1966},"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",[1082,644,622,155,447],{"title":1968,"description":1969,"path":1970,"category":1718,"date":567,"updatedAt":567,"sourceType":351,"source":1971,"tags":1972},"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",[433,503,929,1082,534],{"title":1974,"description":1975,"path":1976,"category":1718,"date":557,"updatedAt":557,"sourceType":351,"source":1818,"tags":1977},"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",[155,1183,377,1184,397],{"title":1979,"description":1980,"path":1981,"category":1510,"date":445,"updatedAt":445,"sourceType":351,"source":1982,"tags":1983},"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",[480,614,482,613,615],{"title":1985,"description":1986,"path":1987,"category":1718,"date":488,"updatedAt":488,"sourceType":351,"source":1988,"tags":1989},"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 正在被官方主动连成一条生命周期链。","/news/openclaw-plugin-install-tracking-watch-2026-03-24","https://docs.openclaw.ai/cli/plugins",[480,596,1358,1359,1071],{"title":1991,"description":1992,"path":1993,"category":1718,"date":488,"updatedAt":488,"sourceType":351,"source":1994,"tags":1995},"OpenClaw 工作流观察：OpenProse 与 Lobster 的上下层分工正在变清楚","基于 2026 年 3 月 24 日可见的官方 Lobster 文档，最近最值得关注的信号是 OpenProse 与 Lobster 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",[797,798,423,668,481],{"title":1997,"description":1998,"path":1999,"category":1718,"date":567,"updatedAt":567,"sourceType":351,"source":2000,"tags":2001},"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",[653,496,533,642,804],{"title":2003,"description":2004,"path":2005,"category":1718,"date":567,"updatedAt":567,"sourceType":351,"source":2006,"tags":2007},"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",[653,1152,496,375,397],{"title":2009,"description":2010,"path":2011,"category":1510,"date":445,"updatedAt":445,"sourceType":351,"source":1712,"tags":2012},"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",[1069,1070,1072,1071],{"title":2014,"description":2015,"path":2016,"category":1718,"date":539,"updatedAt":539,"sourceType":351,"source":1732,"tags":2017},"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",[433,155,533,447,982],{"title":2019,"description":2020,"path":2021,"category":1718,"date":557,"updatedAt":557,"sourceType":351,"source":2022,"tags":2023},"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",[542,541,2024,377,543],"threads",{"title":2026,"description":2027,"path":2028,"category":1718,"date":557,"updatedAt":557,"sourceType":351,"source":2029,"tags":2030},"OpenClaw Secret 观察：active snapshot 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巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[681,825,1406,1093,397],{"title":2071,"description":2072,"path":2073,"category":1718,"date":557,"updatedAt":557,"sourceType":351,"source":2074,"tags":2075},"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",[398,1108,1109,2076,375],"sandbox",{"title":2078,"description":2079,"path":2080,"category":1510,"date":445,"updatedAt":445,"sourceType":351,"source":1891,"tags":2081},"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",[1893,613,588,390,424],{"title":2083,"description":2084,"path":2085,"category":1718,"date":567,"updatedAt":567,"sourceType":351,"source":2074,"tags":2086},"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",[1108,1256,559,542,398],{"title":2088,"description":2089,"path":2090,"category":1718,"date":1397,"updatedAt":1397,"sourceType":351,"source":2091,"tags":2092},"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",[1399,653,1425,1426,2093],"compatibility",{"title":2095,"description":2096,"path":2097,"category":1718,"date":488,"updatedAt":488,"sourceType":351,"source":1751,"tags":2098},"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",[1126,398,447,375,642],{"title":2100,"description":2101,"path":2102,"category":1718,"date":921,"updatedAt":921,"sourceType":351,"source":1866,"tags":2103},"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",[375,503,923,1240,561],{"title":2105,"description":2106,"path":2107,"category":1718,"date":488,"updatedAt":488,"sourceType":351,"source":2108,"tags":2109},"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",[1474,1072,1171,375,1868],{"title":2111,"description":2112,"path":2113,"category":1718,"date":488,"updatedAt":488,"sourceType":351,"source":2114,"tags":2115},"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",[1138,1139,1140,1141,1142],{"title":2117,"description":2118,"path":2119,"category":1510,"date":445,"updatedAt":445,"sourceType":351,"source":1891,"tags":2120},"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",[1893,636,2121,2122,651],"phone","tts",{"title":2124,"description":2125,"path":2126,"category":1718,"date":557,"updatedAt":557,"sourceType":351,"source":2127,"tags":2128},"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",[636,909,910,533,693],{"title":2130,"description":2131,"path":2132,"category":1510,"date":445,"updatedAt":445,"sourceType":351,"source":1732,"tags":2133},"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",[433,503,929,622,1807],{"title":2135,"description":2136,"path":2137,"category":1718,"date":921,"updatedAt":921,"sourceType":351,"source":2138,"tags":2139},"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",[398,724,396,388],{"title":2183,"description":2184,"path":2185,"category":2186,"date":429,"updatedAt":429,"sourceType":613,"source":2187,"tags":2188},"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",[398,724,1054,490],{"title":2190,"description":2191,"path":2192,"category":1591,"date":1511,"updatedAt":429,"sourceType":351,"source":1512,"tags":2193},"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",[847,724,1593,406],{"title":2195,"description":2196,"path":2197,"category":1570,"date":1538,"updatedAt":358,"sourceType":1205,"source":1539,"tags":2198},"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",[390,1633,613,2199],"marketplace",{"title":2201,"description":2202,"path":2203,"category":1591,"date":1511,"updatedAt":429,"sourceType":351,"source":1512,"tags":2204},"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",[659,525,1593,406],{"title":2206,"description":2207,"path":2208,"category":1530,"date":1511,"updatedAt":429,"sourceType":351,"source":1512,"tags":2209},"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",[960,447,2210,398],"vpn",{"title":2212,"description":2213,"path":2214,"category":1591,"date":1511,"updatedAt":429,"sourceType":351,"source":1512,"tags":2215},"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",[588,885,1593,406],{"title":2217,"description":2218,"path":2219,"category":2220,"date":1511,"updatedAt":429,"sourceType":351,"source":1512,"tags":2221},"OpenClaw 与 VirusTotal 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