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应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 之间各自会做什么，避免把修复模式混成“越猛越好”。","/docs/reference/doctor-repair-modes",[941,942,1109,1212,1105],"migrations",{"title":1214,"description":1215,"path":1216,"category":1099,"updatedAt":478,"sourceType":289,"tags":1217},"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",[805,327,507,1218,1105],"shell",{"title":1220,"description":1221,"path":1222,"category":1099,"updatedAt":427,"sourceType":311,"tags":1223},"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",[1224,1017,551,1225,1019],"sources","trust",{"title":257,"description":1227,"path":256,"category":1099,"updatedAt":384,"sourceType":289,"tags":1228},"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。",[314,1229,764,293,473],"rpc",{"title":1231,"description":1232,"path":1233,"category":1099,"updatedAt":478,"sourceType":289,"tags":1234},"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",[631,632,314,472,1105],{"title":1236,"description":1237,"path":1238,"category":1099,"updatedAt":862,"sourceType":289,"tags":1239},"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",[499,314,442,372,1105],{"title":1241,"description":1242,"path":1243,"category":1099,"updatedAt":505,"sourceType":289,"tags":1244},"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",[314,293,1245,1246,1105],"protocol","scopes",{"title":1248,"description":1249,"path":1250,"category":1099,"updatedAt":297,"sourceType":289,"tags":1251},"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",[498,1252,481,717,650],"mention",{"title":1254,"description":1255,"path":1256,"category":1099,"updatedAt":505,"sourceType":289,"tags":1257},"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",[915,1258,1259,1260,1105],"visibility","activeHours","alerts",{"title":245,"description":1262,"path":244,"category":1099,"updatedAt":297,"sourceType":289,"tags":1263},"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。",[292,293,294,314,1105],{"title":1265,"description":1266,"path":1267,"category":1099,"updatedAt":297,"sourceType":289,"tags":1268},"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",[327,1269,892,1270,1105],"include","arrays",{"title":1272,"description":1273,"path":1274,"category":1099,"updatedAt":478,"sourceType":289,"tags":1275},"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",[737,1276,606,362,1105],"invoke",{"title":1278,"description":1279,"path":1280,"category":1099,"updatedAt":505,"sourceType":289,"tags":1281},"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",[318,1282,1283,1284,1285,1105],"hybrid-search","ranking","mmr","retrieval",{"title":1287,"description":1288,"path":1289,"category":1099,"updatedAt":427,"sourceType":289,"tags":1290},"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",[435,1291,580,591,1105],"probe",{"title":1293,"description":1294,"path":1295,"category":1099,"updatedAt":800,"sourceType":289,"tags":1296},"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",[631,632,1133,1297,922],"credentials",{"title":1299,"description":1300,"path":1301,"category":1099,"updatedAt":427,"sourceType":289,"tags":1302},"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",[419,534,1303,1304,1019,1105],"npm","pin",{"title":1306,"description":1307,"path":1308,"category":1188,"updatedAt":384,"sourceType":289,"tags":1309},"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",[1190,1310,700,591,663],"raw-stream",{"title":1312,"description":1313,"path":1314,"category":1099,"updatedAt":505,"sourceType":289,"tags":1315},"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",[386,1316,580,314,1105],"tlsFingerprint",{"title":1318,"description":1319,"path":1320,"category":1099,"updatedAt":505,"sourceType":289,"tags":1321},"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",[498,1322,1323,1324,1105],"mentions","pending-history","reply",{"title":1326,"description":1327,"path":1328,"category":1099,"updatedAt":478,"sourceType":289,"tags":1329},"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",[1330,1331,1332,591,1105],"secrets","secretrefs","runtime",{"title":1334,"description":1335,"path":1336,"category":1099,"updatedAt":297,"sourceType":289,"tags":1337},"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",[499,336,1205,631,717],{"title":1339,"description":1340,"path":1341,"category":1099,"updatedAt":1342,"sourceType":289,"tags":1343},"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",[499,1344,1345,819,1105],"transcript","jsonl",{"title":1347,"description":1348,"path":1349,"category":1099,"updatedAt":1342,"sourceType":289,"tags":1350},"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",[619,764,1351,1043,335],"store",{"title":1353,"description":1354,"path":1355,"category":1099,"updatedAt":505,"sourceType":289,"tags":1356},"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",[336,1058,1043,1357,1105],"ingress",{"title":1359,"description":1360,"path":1361,"category":1099,"updatedAt":384,"sourceType":289,"tags":1362},"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",[764,950,1363,700,1364],"health","troubleshooting",{"title":1366,"description":1367,"path":1368,"category":1099,"updatedAt":1342,"sourceType":289,"tags":1369},"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",[1344,1370,591,1371,1105],"hygiene","tool-calls",{"title":1373,"description":1374,"path":1375,"category":1188,"updatedAt":368,"sourceType":289,"tags":1376},"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",[1364,941,950,700],{"title":1378,"description":1379,"path":1380,"category":1099,"updatedAt":478,"sourceType":289,"tags":1381},"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",[442,1382,1383,1344,1105],"history","inject",{"title":1385,"description":1386,"path":1387,"category":1388,"updatedAt":427,"sourceType":289,"tags":1389},"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",[1390,1391,1392,1393,969,970],"china","cloud","deployment","feishu",{"title":1395,"description":1396,"path":1397,"category":1388,"updatedAt":368,"sourceType":289,"tags":1398},"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",[1392,387,1399,1391,1400],"docker","wsl2",{"title":1402,"description":1403,"path":1404,"category":1388,"updatedAt":810,"sourceType":289,"tags":1405},"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",[370,1303,1406,1400],"install-script",{"title":1408,"description":1409,"path":1410,"category":1388,"updatedAt":384,"sourceType":289,"tags":1411},"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",[370,1412,1406,1413,1020],"updater","git",{"title":1415,"description":1416,"path":1417,"category":1388,"updatedAt":342,"sourceType":289,"tags":1418},"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",[370,1412,1419,941,1020],"uninstall",{"title":1421,"description":1422,"path":1423,"category":1388,"updatedAt":342,"sourceType":289,"tags":1424},"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",[1425,370,379,1426],"linux","server",{"title":1428,"description":1429,"path":1430,"category":1388,"updatedAt":342,"sourceType":289,"tags":1431},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[490,370,379,1432],"apple",{"title":1434,"description":1435,"path":1436,"category":1437,"updatedAt":368,"sourceType":289,"tags":1438},"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",[1439,1440,1017,1441],"migration","upgrade","checklist",{"title":1443,"description":1444,"path":1445,"category":1388,"updatedAt":342,"sourceType":289,"tags":1446},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 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不再像零散命令，而更像完整的设备授权生命周期。","/news/openclaw-device-token-lifecycle-watch-2026-03-25","https://docs.openclaw.ai/channels/pairing",[632,631,581,935,1763],"rotate",{"title":1765,"description":1766,"path":1767,"category":1663,"date":478,"updatedAt":478,"sourceType":289,"source":1768,"tags":1769},"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",[941,1109,942,1190,335],{"title":1771,"description":1772,"path":1773,"category":1663,"date":297,"updatedAt":297,"sourceType":289,"source":1768,"tags":1774},"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",[941,942,802,1020,1109],{"title":1776,"description":1777,"path":1778,"category":1779,"date":310,"updatedAt":310,"sourceType":551,"source":1780,"tags":1781},"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",[1782,1783,1784,1785],"education","adoption","ai-tutor","higher-education",{"title":1787,"description":1788,"path":1789,"category":1779,"date":310,"updatedAt":310,"sourceType":551,"source":1790,"tags":1791},"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",[334,1392,362,1390],{"title":1793,"description":1794,"path":1795,"category":1455,"date":384,"updatedAt":384,"sourceType":289,"source":1796,"tags":1797},"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",[328,534,419,421,553],{"title":1799,"description":1800,"path":1801,"category":1663,"date":297,"updatedAt":297,"sourceType":289,"source":1802,"tags":1803},"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",[314,631,1804,581,472],"pending",{"title":1806,"description":1807,"path":1808,"category":1663,"date":862,"updatedAt":862,"sourceType":289,"source":1809,"tags":1810},"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",[314,499,442,372,1811],"state",{"title":1813,"description":1814,"path":1815,"category":1663,"date":297,"updatedAt":297,"sourceType":289,"source":1816,"tags":1817},"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",[498,1252,717,650,481],{"title":1819,"description":1820,"path":1821,"category":1663,"date":505,"updatedAt":505,"sourceType":289,"source":1816,"tags":1822},"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",[498,1322,1823,497,743],"activation",{"title":1825,"description":1826,"path":1827,"category":1663,"date":297,"updatedAt":297,"sourceType":289,"source":1828,"tags":1829},"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",[327,1269,892,1270,335],{"title":1831,"description":1832,"path":1833,"category":1455,"date":384,"updatedAt":384,"sourceType":289,"source":1834,"tags":1835},"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",[1836,1392,1837,1838,1839],"showcase","home-assistant","nix","infrastructure",{"title":1841,"description":1842,"path":1843,"category":1663,"date":478,"updatedAt":478,"sourceType":289,"source":1844,"tags":1845},"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",[619,318,819,1732,743],{"title":1847,"description":1848,"path":1849,"category":1663,"date":478,"updatedAt":478,"sourceType":289,"source":1850,"tags":1851},"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",[1020,907,619,908,335],{"title":1853,"description":1854,"path":1855,"category":1482,"date":1456,"updatedAt":368,"sourceType":1155,"source":1484,"tags":1856},"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",[1017,1090,1018,328,336],{"title":1858,"description":1859,"path":1860,"category":1663,"date":427,"updatedAt":427,"sourceType":289,"source":1861,"tags":1862},"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",[1836,318,589,1873,1874],"vector-search","knowledge",{"title":1876,"description":1877,"path":1878,"category":1663,"date":297,"updatedAt":297,"sourceType":289,"source":1879,"tags":1880},"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",[1252,498,526,528,597],{"title":1882,"description":1883,"path":1884,"category":1663,"date":478,"updatedAt":478,"sourceType":289,"source":1885,"tags":1886},"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",[650,442,481,654,316],{"title":1888,"description":1889,"path":1890,"category":1663,"date":427,"updatedAt":427,"sourceType":289,"source":1718,"tags":1891},"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",[435,1291,591,580,979],{"title":1893,"description":1894,"path":1895,"category":1663,"date":297,"updatedAt":297,"sourceType":289,"source":1896,"tags":1897},"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",[472,630,314,631,632],{"title":1899,"description":1900,"path":1901,"category":1455,"date":384,"updatedAt":384,"sourceType":289,"source":1902,"tags":1903},"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",[371,1439,1904,1440,1020],"install",{"title":1906,"description":1907,"path":1908,"category":1663,"date":862,"updatedAt":862,"sourceType":289,"source":1737,"tags":1909},"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",[1032,582,560,631,386],{"title":1911,"description":1912,"path":1913,"category":1663,"date":505,"updatedAt":505,"sourceType":289,"source":1914,"tags":1915},"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",[372,442,293,1032,473],{"title":1917,"description":1918,"path":1919,"category":1663,"date":297,"updatedAt":297,"sourceType":289,"source":1761,"tags":1920},"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",[591,435,472,580,743],{"title":1946,"description":1947,"path":1948,"category":1663,"date":505,"updatedAt":505,"sourceType":289,"source":1949,"tags":1950},"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",[591,1104,435,314,335],{"title":1952,"description":1953,"path":1954,"category":1455,"date":384,"updatedAt":384,"sourceType":289,"source":1657,"tags":1955},"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",[1017,1018,1020,1019],{"title":1957,"description":1958,"path":1959,"category":1663,"date":478,"updatedAt":478,"sourceType":289,"source":1675,"tags":1960},"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",[372,631,472,386,922],{"title":1962,"description":1963,"path":1964,"category":1663,"date":297,"updatedAt":297,"sourceType":289,"source":1965,"tags":1966},"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",[481,480,1967,316,482],"threads",{"title":1969,"description":1970,"path":1971,"category":1663,"date":297,"updatedAt":297,"sourceType":289,"source":1972,"tags":1973},"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",[619,764,1351,1043,335],{"title":2014,"description":2015,"path":2016,"category":1663,"date":297,"updatedAt":297,"sourceType":289,"source":2017,"tags":2018},"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",[336,1058,1059,2019,314],"sandbox",{"title":2021,"description":2022,"path":2023,"category":1455,"date":384,"updatedAt":384,"sourceType":289,"source":1834,"tags":2024},"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",[1836,551,526,328,363],{"title":2026,"description":2027,"path":2028,"category":1663,"date":505,"updatedAt":505,"sourceType":289,"source":2017,"tags":2029},"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",[1058,1206,497,481,336],{"title":2031,"description":2032,"path":2033,"category":1663,"date":1342,"updatedAt":1342,"sourceType":289,"source":2034,"tags":2035},"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",[1344,591,1370,1371,2036],"compatibility",{"title":2038,"description":2039,"path":2040,"category":1663,"date":427,"updatedAt":427,"sourceType":289,"source":1694,"tags":2041},"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",[1078,336,386,314,580],{"title":2043,"description":2044,"path":2045,"category":1663,"date":862,"updatedAt":862,"sourceType":289,"source":1809,"tags":2046},"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",[314,442,292,1190,499],{"title":2048,"description":2049,"path":2050,"category":1663,"date":427,"updatedAt":427,"sourceType":289,"source":2051,"tags":2052},"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",[1419,1020,1121,314,1811],{"title":2054,"description":2055,"path":2056,"category":1663,"date":427,"updatedAt":427,"sourceType":289,"source":2057,"tags":2058},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 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级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[574,850,851,472,632],{"title":2073,"description":2074,"path":2075,"category":1455,"date":384,"updatedAt":384,"sourceType":289,"source":1675,"tags":2076},"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",[372,442,293,560,1750],{"title":2078,"description":2079,"path":2080,"category":1663,"date":862,"updatedAt":862,"sourceType":289,"source":2081,"tags":2082},"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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