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vLLM、本地自动发现和手动模型声明各自适合什么场景。","/docs/manual/vllm-local-model-provider",[766,767,515,337,768],"vllm","local-models","inference",{"title":770,"description":771,"path":772,"category":384,"updatedAt":294,"sourceType":215,"tags":773},"语音唤醒与 Talk Mode","理解 OpenClaw 的 voice wake 是怎么和 Gateway、nodes、客户端一起工作的，以及什么时候值得启用它。","/docs/manual/voice-wake-and-talk-mode",[498,774,775,395,439],"wake-word","talk-mode",{"title":777,"description":778,"path":779,"category":384,"updatedAt":351,"sourceType":215,"tags":780},"WebChat 与 message CLI","理解 OpenClaw 除聊天渠道外的两类直接交互入口：Gateway WebSocket 上的 WebChat 和统一的 openclaw message 命令。","/docs/manual/webchat-and-message-cli",[220,781,688,218,241],"message",{"title":181,"description":783,"path":180,"category":384,"updatedAt":223,"sourceType":215,"tags":784},"基于最新官方 WebChat、Session 和 API 文档，解释 WebChat 为什么更像会话 UI、HTTP API 为什么更像结构化管理面，以及 Dashboard 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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",[218,790,1169,1170,1027],"protocol","scopes",{"title":1172,"description":1173,"path":1174,"category":1021,"updatedAt":419,"sourceType":215,"tags":1175},"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",[422,1176,404,641,574],"mention",{"title":1178,"description":1179,"path":1180,"category":1021,"updatedAt":429,"sourceType":215,"tags":1181},"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",[837,1182,1183,1184,1027],"visibility","activeHours","alerts",{"title":1186,"description":1187,"path":1188,"category":1021,"updatedAt":419,"sourceType":215,"tags":1189},"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",[221,790,1190,218,1027],"sdk",{"title":1192,"description":1193,"path":1194,"category":1021,"updatedAt":419,"sourceType":215,"tags":1195},"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",[253,1196,814,1197,1027],"include","arrays",{"title":1199,"description":1200,"path":1201,"category":1021,"updatedAt":401,"sourceType":215,"tags":1202},"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",[661,1203,530,288,1027],"invoke",{"title":1205,"description":1206,"path":1207,"category":1021,"updatedAt":429,"sourceType":215,"tags":1208},"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",[243,1209,1210,1211,1212,1027],"hybrid-search","ranking","mmr","retrieval",{"title":1214,"description":1215,"path":1216,"category":1021,"updatedAt":351,"sourceType":215,"tags":1217},"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",[359,1218,504,515,1027],"probe",{"title":1220,"description":1221,"path":1222,"category":1021,"updatedAt":724,"sourceType":215,"tags":1223},"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",[555,556,1057,1224,844],"credentials",{"title":1226,"description":1227,"path":1228,"category":1021,"updatedAt":351,"sourceType":215,"tags":1229},"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",[344,458,1230,1231,941,1027],"npm","pin",{"title":1233,"description":1234,"path":1235,"category":1112,"updatedAt":309,"sourceType":215,"tags":1236},"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",[1114,1237,624,515,587],"raw-stream",{"title":1239,"description":1240,"path":1241,"category":1021,"updatedAt":429,"sourceType":215,"tags":1242},"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",[311,1243,504,218,1027],"tlsFingerprint",{"title":1245,"description":1246,"path":1247,"category":1021,"updatedAt":429,"sourceType":215,"tags":1248},"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",[422,1249,1250,1251,1027],"mentions","pending-history","reply",{"title":1253,"description":1254,"path":1255,"category":1021,"updatedAt":401,"sourceType":215,"tags":1256},"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",[1257,1258,1259,515,1027],"secrets","secretrefs","runtime",{"title":1261,"description":1262,"path":1263,"category":1021,"updatedAt":419,"sourceType":215,"tags":1264},"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",[423,262,1129,555,641],{"title":1266,"description":1267,"path":1268,"category":1021,"updatedAt":1269,"sourceType":215,"tags":1270},"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",[423,1271,1272,743,1027],"transcript","jsonl",{"title":1274,"description":1275,"path":1276,"category":1021,"updatedAt":1269,"sourceType":215,"tags":1277},"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",[543,688,1278,965,261],"store",{"title":1280,"description":1281,"path":1282,"category":1021,"updatedAt":429,"sourceType":215,"tags":1283},"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",[262,980,965,1284,1027],"ingress",{"title":1286,"description":1287,"path":1288,"category":1021,"updatedAt":309,"sourceType":215,"tags":1289},"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",[688,872,1290,624,1291],"health","troubleshooting",{"title":1293,"description":1294,"path":1295,"category":1021,"updatedAt":1269,"sourceType":215,"tags":1296},"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",[1271,1297,515,1298,1027],"hygiene","tool-calls",{"title":1300,"description":1301,"path":1302,"category":1112,"updatedAt":294,"sourceType":215,"tags":1303},"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",[1291,863,872,624],{"title":1305,"description":1306,"path":1307,"category":1021,"updatedAt":401,"sourceType":215,"tags":1308},"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",[220,1309,1310,1271,1027],"history","inject",{"title":1312,"description":1313,"path":1314,"category":1315,"updatedAt":351,"sourceType":215,"tags":1316},"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",[1317,1318,1319,1320,891,892],"china","cloud","deployment","feishu",{"title":1322,"description":1323,"path":1324,"category":1315,"updatedAt":294,"sourceType":215,"tags":1325},"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",[1319,312,1326,1318,1327],"docker","wsl2",{"title":1329,"description":1330,"path":1331,"category":1315,"updatedAt":734,"sourceType":215,"tags":1332},"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",[296,1230,1333,1327],"install-script",{"title":1335,"description":1336,"path":1337,"category":1315,"updatedAt":309,"sourceType":215,"tags":1338},"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",[296,1339,1333,1340,942],"updater","git",{"title":1342,"description":1343,"path":1344,"category":1315,"updatedAt":268,"sourceType":215,"tags":1345},"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",[296,1339,1346,863,942],"uninstall",{"title":1348,"description":1349,"path":1350,"category":1315,"updatedAt":268,"sourceType":215,"tags":1351},"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",[1352,296,304,1353],"linux","server",{"title":1355,"description":1356,"path":1357,"category":1315,"updatedAt":268,"sourceType":215,"tags":1358},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[413,296,304,1359],"apple",{"title":1361,"description":1362,"path":1363,"category":1364,"updatedAt":294,"sourceType":215,"tags":1365},"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",[1366,1367,939,1368],"migration","upgrade","checklist",{"title":1370,"description":1371,"path":1372,"category":1315,"updatedAt":268,"sourceType":215,"tags":1373},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 WSL2。","/docs/setup/windows-installation",[1374,296,304,1327],"windows",{"count":1376,"latestDate":1269,"items":1377},111,[1378,1386,1398,1405,1415,1424,1429,1438,1446,1452,1459,1466,1473,1481,1487,1497,1507,1514,1520,1530,1542,1552,1558,1565,1571,1579,1586,1594,1600,1607,1613,1619,1625,1630,1636,1643,1649,1656,1662,1668,1674,1680,1686,1693,1699,1704,1715,1721,1727,1734,1741,1747,1753,1759,1769,1775,1781,1786,1792,1797,1804,1810,1816,1821,1827,1834,1839,1845,1850,1856,1862,1868,1874,1880,1885,1890,1897,1905,1910,1916,1924,1930,1936,1942,1949,1954,1959,1966,1971,1976,1982,1988,1995,2001,2006,2011,2016,2027,2035,2040,2048,2053,2060,2065,2071,2076,2082,2087,2095,2101,2107],{"title":1379,"description":1380,"path":1381,"category":1382,"date":1383,"updatedAt":294,"sourceType":215,"source":1384,"tags":1385},"OpenClaw 支持超过 50 个集成平台","OpenClaw 宣布已支持超过 50 个消息和生产力平台集成，成为最全面的 AI 助手解决方案。","/news/50-integrations","生态动态","2026-03-09","openclaw.ai",[799,241,476],{"title":1387,"description":1388,"path":1389,"category":1390,"date":1391,"updatedAt":335,"sourceType":215,"source":1384,"tags":1392},"OpenClaw 与主流 AI 模型对比分析","深入对比 OpenClaw 支持的各类 AI 模型，帮助用户选择最适合自己需求的模型配置。","/news/ai-model-comparison","技术深度","2026-03-07",[359,1393,1394,1395,1396,1397],"comparison","gpt","claude","llama","analysis",{"title":1399,"description":1400,"path":1401,"category":1402,"date":1383,"updatedAt":294,"sourceType":215,"source":1384,"tags":1403},"OpenClaw 支持多种 AI 模型选择","OpenClaw 支持 Anthropic Claude、OpenAI GPT 和本地模型，为用户提供灵活的 AI 选择。","/news/ai-model-flexibility","功能介绍",[1404,359,1395,1394,312],"ai",{"title":1406,"description":1407,"path":1408,"category":1409,"date":1410,"updatedAt":335,"sourceType":1079,"source":1411,"tags":1412},"OpenClaw API v2 正式发布","OpenClaw 发布全新 API v2 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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",[260,1319,288,1317],{"title":1722,"description":1723,"path":1724,"category":1382,"date":309,"updatedAt":309,"sourceType":215,"source":1725,"tags":1726},"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",[254,458,344,346,477],{"title":1728,"description":1729,"path":1730,"category":1590,"date":419,"updatedAt":419,"sourceType":215,"source":1731,"tags":1732},"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",[218,555,1733,505,395],"pending",{"title":1735,"description":1736,"path":1737,"category":1590,"date":223,"updatedAt":223,"sourceType":215,"source":1738,"tags":1739},"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",[218,423,220,219,1740],"state",{"title":1742,"description":1743,"path":1744,"category":1590,"date":419,"updatedAt":419,"sourceType":215,"source":1745,"tags":1746},"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 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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",[253,1196,814,1197,261],{"title":1760,"description":1761,"path":1762,"category":1382,"date":309,"updatedAt":309,"sourceType":215,"source":1763,"tags":1764},"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",[1765,1319,1766,1767,1768],"showcase","home-assistant","nix","infrastructure",{"title":1770,"description":1771,"path":1772,"category":1590,"date":401,"updatedAt":401,"sourceType":215,"source":1773,"tags":1774},"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",[543,243,743,1661,667],{"title":1776,"description":1777,"path":1778,"category":1590,"date":401,"updatedAt":401,"sourceType":215,"source":1779,"tags":1780},"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",[942,829,543,830,261],{"title":1782,"description":1783,"path":1784,"category":1409,"date":1383,"updatedAt":294,"sourceType":1079,"source":1411,"tags":1785},"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",[939,1012,940,254,262],{"title":1787,"description":1788,"path":1789,"category":1590,"date":351,"updatedAt":351,"sourceType":215,"source":1790,"tags":1791},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 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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",[1765,243,513,1802,1803],"vector-search","knowledge",{"title":1805,"description":1806,"path":1807,"category":1590,"date":419,"updatedAt":419,"sourceType":215,"source":1808,"tags":1809},"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",[1176,422,450,452,521],{"title":1811,"description":1812,"path":1813,"category":1590,"date":401,"updatedAt":401,"sourceType":215,"source":1814,"tags":1815},"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",[574,220,404,578,241],{"title":1817,"description":1818,"path":1819,"category":1590,"date":351,"updatedAt":351,"sourceType":215,"source":1647,"tags":1820},"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",[359,1218,515,504,901],{"title":1822,"description":1823,"path":1824,"category":1590,"date":419,"updatedAt":419,"sourceType":215,"source":1825,"tags":1826},"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",[395,554,218,555,556],{"title":1828,"description":1829,"path":1830,"category":1382,"date":309,"updatedAt":309,"sourceType":215,"source":1831,"tags":1832},"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",[297,1366,1833,1367,942],"install",{"title":1835,"description":1836,"path":1837,"category":1590,"date":223,"updatedAt":223,"sourceType":215,"source":1666,"tags":1838},"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",[954,506,484,555,311],{"title":1840,"description":1841,"path":1842,"category":1590,"date":429,"updatedAt":429,"sourceType":215,"source":1843,"tags":1844},"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",[219,220,790,954,396],{"title":1846,"description":1847,"path":1848,"category":1590,"date":419,"updatedAt":419,"sourceType":215,"source":1690,"tags":1849},"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",[555,1057,241,1058,261],{"title":1851,"description":1852,"path":1853,"category":1382,"date":309,"updatedAt":309,"sourceType":215,"source":1854,"tags":1855},"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",[344,476,346,475,477],{"title":1857,"description":1858,"path":1859,"category":1590,"date":351,"updatedAt":351,"sourceType":215,"source":1860,"tags":1861},"OpenClaw 插件观察：安装 spec 和 update tracking 正在决定插件后续会沿哪条轨道走","基于 2026 年 3 月 24 日可见的官方 plugins CLI 文档，最近插件层最值得关注的变化之一是 install spec、--pin 与 plugins.installs 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执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[515,359,395,504,667],{"title":1875,"description":1876,"path":1877,"category":1590,"date":429,"updatedAt":429,"sourceType":215,"source":1878,"tags":1879},"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",[515,1026,359,218,261],{"title":1881,"description":1882,"path":1883,"category":1382,"date":309,"updatedAt":309,"sourceType":215,"source":1584,"tags":1884},"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",[939,940,942,941],{"title":1886,"description":1887,"path":1888,"category":1590,"date":401,"updatedAt":401,"sourceType":215,"source":1604,"tags":1889},"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",[219,555,395,311,844],{"title":1891,"description":1892,"path":1893,"category":1590,"date":419,"updatedAt":419,"sourceType":215,"source":1894,"tags":1895},"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",[404,403,1896,241,405],"threads",{"title":1898,"description":1899,"path":1900,"category":1590,"date":419,"updatedAt":419,"sourceType":215,"source":1901,"tags":1902},"OpenClaw Secret 观察：active snapshot 正在把密钥轮换从“即时取值”收成“原子切换”","基于 2026 年 3 月 25 日可见的官方 Secrets Management 文档，最近 secrets 层最值得关注的变化之一是 active snapshot 与 last-known-good 的边界越来越清楚。","/news/openclaw-secret-snapshot-watch-2026-03-25","https://docs.openclaw.ai/gateway/secrets",[1258,1903,1904,1257,261],"snapshot","rotation",{"title":1906,"description":1907,"path":1908,"category":1590,"date":419,"updatedAt":419,"sourceType":215,"source":1773,"tags":1909},"OpenClaw 正在把 secure DM mode 写成共享入口的默认安全心智","官方最近围绕 Session、Security 和 CLI Security 的更新，正在把 secure DM mode 从一个可选技巧，推成多人 DM 入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[423,262,1129,555,980],{"title":1911,"description":1912,"path":1913,"category":1590,"date":351,"updatedAt":351,"sourceType":215,"source":1914,"tags":1915},"OpenClaw 安全观察：security audit 已经从提醒工具继续长成加固入口","基于 2026 年 3 月 24 日可见的官方安全文档，最近最值得关注的信号是 openclaw security audit 不再只是列问题，而是在形成 audit、deep、fix 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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",[1765,475,450,254,289],{"title":1955,"description":1956,"path":1957,"category":1590,"date":429,"updatedAt":429,"sourceType":215,"source":1946,"tags":1958},"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",[980,1130,421,404,262],{"title":1960,"description":1961,"path":1962,"category":1590,"date":1269,"updatedAt":1269,"sourceType":215,"source":1963,"tags":1964},"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 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