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把切换后的验证场景跑全",[14,247,248],{},"至少验证这几组：",[18,250,251,254,257,260],{},[21,252,253],{},"Alice 和 Bob 分别私聊后，历史不互相污染",[21,255,256],{},"同一人跨两个渠道联系时，是否按预期折叠或分离",[21,258,259],{},"多账号环境下，相同 sender 在不同账号是否保持隔离",[21,261,262],{},"WebChat 是否仍只附着在你预期的 agent 主会话",[28,264,265],{"id":265},"一条更稳的上线顺序",[14,267,268],{},"建议按这个顺序走：",[270,271,272,275,278,281],"ol",{},[21,273,274],{},"先定义谁能进来",[21,276,277],{},"再定义 DM 应该按什么粒度隔离",[21,279,280],{},"再决定哪些跨渠道身份可以折叠",[21,282,283,284,287],{},"最后跑 ",[46,285,286],{},"security audit"," 和几组真实 DM 验证",[28,289,290],{"id":290},"下一步推荐",[18,292,293,300,306],{},[21,294,295],{},[296,297,299],"a",{"href":298},"/docs/reference/secure-dm-mode-and-owner-pinning","secure DM mode 和 owner pinning 应该怎么一起理解",[21,301,302],{},[296,303,305],{"href":304},"/docs/reference/dm-scope-and-identity-links","dmScope 和 identityLinks 应该怎么一起用",[21,307,308],{},[296,309,311],{"href":310},"/docs/operations/openclaw-security-best-practices","OpenClaw 安全最佳实践",[313,314,315],"style",{},"html pre.shiki code 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连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[959,761,1225,1226,1154],"scheduler","queue",{"title":1228,"description":1229,"path":1230,"category":1148,"updatedAt":912,"sourceType":342,"tags":1231},"Dashboard 的 SecretRef token、sessionStorage 和非 token 化 URL 应该怎么理解","基于最新官方 Dashboard 文档，解释 openclaw dashboard 在普通 token、SecretRef token 和远程入口下分别如何引导认证，以及为什么当前浏览器标签页的 sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[424,632,1232,1233,631],"secretref","sessionStorage",{"title":1235,"description":1236,"path":1237,"category":1238,"updatedAt":394,"sourceType":342,"tags":1239},"调试、运行时覆盖与开发排障","基于官方 debugging 和 FAQ 文档，整理 `/debug`、watch 模式、dev profile 以及排查流式输出异常时最值得先看的入口。","/docs/reference/debugging-and-runtime-overrides","排错",[1240,1241,1242,993,750],"debugging","debug","runtime-overrides",{"title":1244,"description":1245,"path":1246,"category":1148,"updatedAt":530,"sourceType":342,"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",[1160,1248,1249,1241,1154],"logging","flags",{"title":305,"description":1251,"path":304,"category":1148,"updatedAt":530,"sourceType":342,"tags":1252},"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。",[347,69,1253,533,1154],"identityLinks",{"title":1255,"description":1256,"path":1257,"category":1148,"updatedAt":530,"sourceType":342,"tags":1258},"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",[993,994,1160,1259,1154],"migrations",{"title":1261,"description":1262,"path":1263,"category":1148,"updatedAt":530,"sourceType":342,"tags":1264},"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",[855,380,558,1265,1154],"shell",{"title":1267,"description":1268,"path":1269,"category":1148,"updatedAt":479,"sourceType":363,"tags":1270},"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",[1271,1067,602,1272,1069],"sources","trust",{"title":1274,"description":1275,"path":1276,"category":1148,"updatedAt":436,"sourceType":342,"tags":1277},"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",[366,1278,814,920,525],"rpc",{"title":1280,"description":1281,"path":1282,"category":1148,"updatedAt":530,"sourceType":342,"tags":1283},"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",[346,682,366,524,1154],{"title":1285,"description":1286,"path":1287,"category":1148,"updatedAt":912,"sourceType":342,"tags":1288},"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",[347,366,494,424,1154],{"title":1290,"description":1291,"path":1292,"category":1148,"updatedAt":556,"sourceType":342,"tags":1293},"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",[366,920,1294,1295,1154],"protocol","scopes",{"title":1297,"description":1298,"path":1299,"category":1148,"updatedAt":349,"sourceType":342,"tags":1300},"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",[550,1301,533,767,700],"mention",{"title":1303,"description":1304,"path":1305,"category":1148,"updatedAt":556,"sourceType":342,"tags":1306},"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",[967,1307,1308,1309,1154],"visibility","activeHours","alerts",{"title":1311,"description":1312,"path":1313,"category":1148,"updatedAt":349,"sourceType":342,"tags":1314},"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",[914,920,1315,366,1154],"sdk",{"title":1317,"description":1318,"path":1319,"category":1148,"updatedAt":349,"sourceType":342,"tags":1320},"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",[380,1321,944,1322,1154],"include","arrays",{"title":1324,"description":1325,"path":1326,"category":1148,"updatedAt":530,"sourceType":342,"tags":1327},"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",[787,1328,657,414,1154],"invoke",{"title":1330,"description":1331,"path":1332,"category":1148,"updatedAt":556,"sourceType":342,"tags":1333},"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",[370,1334,1335,1336,1337,1154],"hybrid-search","ranking","mmr","retrieval",{"title":1339,"description":1340,"path":1341,"category":1148,"updatedAt":479,"sourceType":342,"tags":1342},"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",[487,1343,631,642,1154],"probe",{"title":1345,"description":1346,"path":1347,"category":1148,"updatedAt":850,"sourceType":342,"tags":1348},"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",[346,682,119,1349,974],"credentials",{"title":1351,"description":1352,"path":1353,"category":1148,"updatedAt":479,"sourceType":342,"tags":1354},"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",[471,585,1355,1356,1069,1154],"npm","pin",{"title":1358,"description":1359,"path":1360,"category":1238,"updatedAt":436,"sourceType":342,"tags":1361},"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",[1240,1362,750,642,713],"raw-stream",{"title":1364,"description":1365,"path":1366,"category":1148,"updatedAt":556,"sourceType":342,"tags":1367},"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",[438,1368,631,366,1154],"tlsFingerprint",{"title":1370,"description":1371,"path":1372,"category":1148,"updatedAt":556,"sourceType":342,"tags":1373},"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",[550,1374,1375,1376,1154],"mentions","pending-history","reply",{"title":1378,"description":1379,"path":1380,"category":1148,"updatedAt":530,"sourceType":342,"tags":1381},"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",[1382,1383,1384,642,1154],"secrets","secretrefs","runtime",{"title":299,"description":1386,"path":298,"category":1148,"updatedAt":349,"sourceType":342,"tags":1387},"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。",[347,345,69,346,767],{"title":1389,"description":1390,"path":1391,"category":1148,"updatedAt":1392,"sourceType":342,"tags":1393},"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",[347,1394,1395,869,1154],"transcript","jsonl",{"title":1397,"description":1398,"path":1399,"category":1148,"updatedAt":1392,"sourceType":342,"tags":1400},"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",[670,814,1401,1093,388],"store",{"title":1403,"description":1404,"path":1405,"category":1148,"updatedAt":556,"sourceType":342,"tags":1406},"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",[345,1108,1093,1407,1154],"ingress",{"title":1409,"description":1410,"path":1411,"category":1148,"updatedAt":436,"sourceType":342,"tags":1412},"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",[814,1002,1413,750,1414],"health","troubleshooting",{"title":1416,"description":1417,"path":1418,"category":1148,"updatedAt":1392,"sourceType":342,"tags":1419},"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",[1394,1420,642,1421,1154],"hygiene","tool-calls",{"title":1423,"description":1424,"path":1425,"category":1238,"updatedAt":420,"sourceType":342,"tags":1426},"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",[1414,993,1002,750],{"title":1428,"description":1429,"path":1430,"category":1148,"updatedAt":530,"sourceType":342,"tags":1431},"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",[494,1432,1433,1394,1154],"history","inject",{"title":1435,"description":1436,"path":1437,"category":1438,"updatedAt":479,"sourceType":342,"tags":1439},"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",[1440,1441,1442,1443,1021,1022],"china","cloud","deployment","feishu",{"title":1445,"description":1446,"path":1447,"category":1438,"updatedAt":420,"sourceType":342,"tags":1448},"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",[1442,439,1449,1441,1450],"docker","wsl2",{"title":1452,"description":1453,"path":1454,"category":1438,"updatedAt":860,"sourceType":342,"tags":1455},"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",[422,1355,1456,1450],"install-script",{"title":1458,"description":1459,"path":1460,"category":1438,"updatedAt":436,"sourceType":342,"tags":1461},"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",[422,1462,1456,1463,1070],"updater","git",{"title":1465,"description":1466,"path":1467,"category":1438,"updatedAt":394,"sourceType":342,"tags":1468},"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 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回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[424,494,632,1232,533,1801],"web",{"title":1803,"description":1804,"path":1805,"category":1505,"date":362,"updatedAt":362,"sourceType":602,"source":1806,"tags":1807},"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",[377,381,603,1440],{"title":1809,"description":1810,"path":1811,"category":1712,"date":349,"updatedAt":349,"sourceType":342,"source":1812,"tags":1813},"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",[682,346,632,987,1814],"rotate",{"title":1816,"description":1817,"path":1818,"category":1712,"date":530,"updatedAt":530,"sourceType":342,"source":1819,"tags":1820},"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",[993,1160,994,1240,388],{"title":1822,"description":1823,"path":1824,"category":1712,"date":349,"updatedAt":349,"sourceType":342,"source":1819,"tags":1825},"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",[993,994,852,1070,1160],{"title":1827,"description":1828,"path":1829,"category":1830,"date":362,"updatedAt":362,"sourceType":602,"source":1831,"tags":1832},"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",[1833,1834,1835,1836],"education","adoption","ai-tutor","higher-education",{"title":1838,"description":1839,"path":1840,"category":1830,"date":362,"updatedAt":362,"sourceType":602,"source":1841,"tags":1842},"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",[387,1442,414,1440],{"title":1844,"description":1845,"path":1846,"category":1505,"date":436,"updatedAt":436,"sourceType":342,"source":1847,"tags":1848},"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",[381,585,471,473,604],{"title":1850,"description":1851,"path":1852,"category":1712,"date":349,"updatedAt":349,"sourceType":342,"source":1853,"tags":1854},"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",[366,346,1855,632,524],"pending",{"title":1857,"description":1858,"path":1859,"category":1712,"date":912,"updatedAt":912,"sourceType":342,"source":1860,"tags":1861},"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",[366,347,494,424,1862],"state",{"title":1864,"description":1865,"path":1866,"category":1712,"date":349,"updatedAt":349,"sourceType":342,"source":1867,"tags":1868},"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",[550,1301,767,700,533],{"title":1870,"description":1871,"path":1872,"category":1712,"date":556,"updatedAt":556,"sourceType":342,"source":1867,"tags":1873},"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",[550,1374,1874,549,793],"activation",{"title":1876,"description":1877,"path":1878,"category":1712,"date":349,"updatedAt":349,"sourceType":342,"source":1879,"tags":1880},"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",[380,1321,944,1322,388],{"title":1882,"description":1883,"path":1884,"category":1505,"date":436,"updatedAt":436,"sourceType":342,"source":1885,"tags":1886},"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",[1887,1442,1888,1889,1890],"showcase","home-assistant","nix","infrastructure",{"title":1892,"description":1893,"path":1894,"category":1712,"date":530,"updatedAt":530,"sourceType":342,"source":1895,"tags":1896},"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",[670,370,869,1783,793],{"title":1898,"description":1899,"path":1900,"category":1712,"date":530,"updatedAt":530,"sourceType":342,"source":1901,"tags":1902},"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",[1070,959,670,960,388],{"title":1904,"description":1905,"path":1906,"category":1532,"date":1506,"updatedAt":420,"sourceType":1205,"source":1534,"tags":1907},"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",[1067,1140,1068,381,345],{"title":1909,"description":1910,"path":1911,"category":1712,"date":479,"updatedAt":479,"sourceType":342,"source":1912,"tags":1913},"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",[1887,370,640,1924,1925],"vector-search","knowledge",{"title":1927,"description":1928,"path":1929,"category":1712,"date":349,"updatedAt":349,"sourceType":342,"source":1930,"tags":1931},"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",[1301,550,577,579,648],{"title":1933,"description":1934,"path":1935,"category":1712,"date":530,"updatedAt":530,"sourceType":342,"source":1936,"tags":1937},"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",[700,494,533,704,368],{"title":1939,"description":1940,"path":1941,"category":1712,"date":479,"updatedAt":479,"sourceType":342,"source":1769,"tags":1942},"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",[487,1343,642,631,1031],{"title":1944,"description":1945,"path":1946,"category":1712,"date":349,"updatedAt":349,"sourceType":342,"source":1947,"tags":1948},"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",[524,681,366,346,682],{"title":1950,"description":1951,"path":1952,"category":1505,"date":436,"updatedAt":436,"sourceType":342,"source":1953,"tags":1954},"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",[423,1489,1955,1490,1070],"install",{"title":1957,"description":1958,"path":1959,"category":1712,"date":912,"updatedAt":912,"sourceType":342,"source":1788,"tags":1960},"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",[1082,633,611,346,438],{"title":1962,"description":1963,"path":1964,"category":1712,"date":556,"updatedAt":556,"sourceType":342,"source":1965,"tags":1966},"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",[424,494,920,1082,525],{"title":1968,"description":1969,"path":1970,"category":1712,"date":349,"updatedAt":349,"sourceType":342,"source":1812,"tags":1971},"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",[346,119,368,1184,388],{"title":1973,"description":1974,"path":1975,"category":1505,"date":436,"updatedAt":436,"sourceType":342,"source":1976,"tags":1977},"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",[471,603,473,602,604],{"title":1979,"description":1980,"path":1981,"category":1712,"date":479,"updatedAt":479,"sourceType":342,"source":1982,"tags":1983},"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",[471,585,1355,1356,1069],{"title":1985,"description":1986,"path":1987,"category":1712,"date":479,"updatedAt":479,"sourceType":342,"source":1988,"tags":1989},"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",[786,787,414,657,472],{"title":1991,"description":1992,"path":1993,"category":1712,"date":556,"updatedAt":556,"sourceType":342,"source":1994,"tags":1995},"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",[642,487,524,631,793],{"title":1997,"description":1998,"path":1999,"category":1712,"date":556,"updatedAt":556,"sourceType":342,"source":2000,"tags":2001},"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",[642,1153,487,366,388],{"title":2003,"description":2004,"path":2005,"category":1505,"date":436,"updatedAt":436,"sourceType":342,"source":1706,"tags":2006},"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",[1067,1068,1070,1069],{"title":2008,"description":2009,"path":2010,"category":1712,"date":530,"updatedAt":530,"sourceType":342,"source":1726,"tags":2011},"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",[424,346,524,438,974],{"title":2013,"description":2014,"path":2015,"category":1712,"date":349,"updatedAt":349,"sourceType":342,"source":2016,"tags":2017},"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",[533,532,2018,368,534],"threads",{"title":2020,"description":2021,"path":2022,"category":1712,"date":349,"updatedAt":349,"sourceType":342,"source":2023,"tags":2024},"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",[345,1093,1095,1094,388],{"title":2038,"description":2039,"path":2040,"category":2041,"date":362,"updatedAt":362,"sourceType":602,"source":2042,"tags":2043},"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",[345,2044,713,387],"compliance",{"title":2046,"description":2047,"path":2048,"category":1712,"date":530,"updatedAt":530,"sourceType":342,"source":2023,"tags":2049},"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",[345,1382,657,2050,388],"proxy",{"title":2052,"description":2053,"path":2054,"category":1712,"date":1392,"updatedAt":1392,"sourceType":342,"source":2055,"tags":2056},"OpenClaw 正在把 session transcript 从 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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",[345,1108,1109,2069,366],"sandbox",{"title":2071,"description":2072,"path":2073,"category":1505,"date":436,"updatedAt":436,"sourceType":342,"source":1885,"tags":2074},"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",[1887,602,577,381,415],{"title":2076,"description":2077,"path":2078,"category":1712,"date":556,"updatedAt":556,"sourceType":342,"source":2067,"tags":2079},"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",[1108,1253,549,533,345],{"title":2081,"description":2082,"path":2083,"category":1712,"date":1392,"updatedAt":1392,"sourceType":342,"source":2084,"tags":2085},"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",[1394,642,1420,1421,2086],"compatibility",{"title":2088,"description":2089,"path":2090,"category":1712,"date":479,"updatedAt":479,"sourceType":342,"source":1745,"tags":2091},"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",[1128,345,438,366,631],{"title":2093,"description":2094,"path":2095,"category":1712,"date":912,"updatedAt":912,"sourceType":342,"source":1860,"tags":2096},"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",[366,494,914,1240,347],{"title":2098,"description":2099,"path":2100,"category":1712,"date":479,"updatedAt":479,"sourceType":342,"source":2101,"tags":2102},"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",[1469,1070,1172,366,1862],{"title":2104,"description":2105,"path":2106,"category":1712,"date":479,"updatedAt":479,"sourceType":342,"source":2107,"tags":2108},"OpenClaw 更新观察：stable、beta、dev 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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",[625,900,901,524,682],{"title":2123,"description":2124,"path":2125,"category":1505,"date":436,"updatedAt":436,"sourceType":342,"source":1726,"tags":2126},"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",[424,494,920,611,1801],{"title":2128,"description":2129,"path":2130,"category":1712,"date":912,"updatedAt":912,"sourceType":342,"source":2131,"tags":2132},"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",[345,713,387,379],{"title":2176,"description":2177,"path":2178,"category":2179,"date":420,"updatedAt":420,"sourceType":602,"source":2180,"tags":2181},"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",[345,713,1052,481],{"title":2183,"description":2184,"path":2185,"category":1586,"date":1506,"updatedAt":420,"sourceType":342,"source":1507,"tags":2186},"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",[838,713,1588,397],{"title":2188,"description":2189,"path":2190,"category":1565,"date":1533,"updatedAt":394,"sourceType":1205,"source":1534,"tags":2191},"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",[381,1628,602,2192],"marketplace",{"title":2194,"description":2195,"path":2196,"category":1586,"date":1506,"updatedAt":420,"sourceType":342,"source":1507,"tags":2197},"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",[648,516,1588,397],{"title":2199,"description":2200,"path":2201,"category":1525,"date":1506,"updatedAt":420,"sourceType":342,"source":1507,"tags":2202},"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",[952,438,2203,345],"vpn",{"title":2205,"description":2206,"path":2207,"category":1586,"date":1506,"updatedAt":420,"sourceType":342,"source":1507,"tags":2208},"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",[577,876,1588,397],{"title":2210,"description":2211,"path":2212,"category":2213,"date":1506,"updatedAt":420,"sourceType":342,"source":1507,"tags":2214},"OpenClaw 与 VirusTotal 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