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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",[235,1121,1122,1123,893],"mentions","pending-history","reply",{"title":1125,"description":1126,"path":1127,"category":887,"updatedAt":214,"sourceType":48,"tags":1128},"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",[1129,1130,170,207,893],"secrets","secretrefs",{"title":1132,"description":1133,"path":1134,"category":887,"updatedAt":232,"sourceType":48,"tags":1135},"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",[236,41,999,375,461],{"title":1137,"description":1138,"path":1139,"category":887,"updatedAt":1140,"sourceType":48,"tags":1141},"session 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信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[41,846,831,1155,893],"ingress",{"title":1157,"description":1158,"path":1159,"category":887,"updatedAt":90,"sourceType":48,"tags":1160},"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",[199,739,1161,444,1162],"health","troubleshooting",{"title":1164,"description":1165,"path":1166,"category":887,"updatedAt":1140,"sourceType":48,"tags":1167},"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",[1142,1168,207,1169,893],"hygiene","tool-calls",{"title":1171,"description":1172,"path":1173,"category":982,"updatedAt":82,"sourceType":48,"tags":1174},"故障排除与诊断思路","把 OpenClaw 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的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[33,270,125,127,289],{"title":1606,"description":1607,"path":1608,"category":1457,"date":194,"updatedAt":194,"sourceType":48,"source":1609,"tags":1610},"OpenClaw 的 Feishu 入口正在从聊天机器人走向文档协作流","官方近期更新的 Feishu 文档，把扫码接入、群控边界和 Drive 评论线程动作都写进了主线，说明 Feishu 已经不只是简单聊天入口。","/news/openclaw-feishu-drive-comments-watch-2026-04-30","https://docs.openclaw.ai/channels/feishu",[353,354,355,356,20,357],{"title":1612,"description":1613,"path":1614,"category":1457,"date":232,"updatedAt":232,"sourceType":48,"source":1615,"tags":1616},"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",[18,375,1617,316,188],"pending",{"title":1619,"description":1620,"path":1621,"category":1457,"date":650,"updatedAt":650,"sourceType":48,"source":1622,"tags":1623},"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",[18,236,148,77,1624],"state",{"title":1626,"description":1627,"path":1628,"category":1457,"date":232,"updatedAt":232,"sourceType":48,"source":1629,"tags":1630},"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",[235,1048,461,394,217],{"title":1632,"description":1633,"path":1634,"category":1457,"date":242,"updatedAt":242,"sourceType":48,"source":1629,"tags":1635},"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",[235,1121,1636,234,508],"activation",{"title":1638,"description":1639,"path":1640,"category":1457,"date":232,"updatedAt":232,"sourceType":48,"source":1641,"tags":1642},"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",[32,1068,682,1069,40],{"title":1644,"description":1645,"path":1646,"category":1250,"date":90,"updatedAt":90,"sourceType":48,"source":1647,"tags":1648},"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",[1649,1190,1650,1651,1652],"showcase","home-assistant","nix","infrastructure",{"title":1654,"description":1655,"path":1656,"category":1457,"date":214,"updatedAt":214,"sourceType":48,"source":1657,"tags":1658},"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",[173,22,607,1540,508],{"title":1660,"description":1661,"path":1662,"category":1457,"date":214,"updatedAt":214,"sourceType":48,"source":1663,"tags":1664},"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",[808,197,173,697,40],{"title":1666,"description":1667,"path":1668,"category":1276,"date":1251,"updatedAt":82,"sourceType":950,"source":1278,"tags":1669},"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",[805,878,806,33,41],{"title":1671,"description":1672,"path":1673,"category":1457,"date":133,"updatedAt":133,"sourceType":48,"source":1674,"tags":1675},"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 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[22,125,429,421,436],{"title":1677,"description":1678,"path":1679,"category":1457,"date":242,"updatedAt":242,"sourceType":48,"source":1674,"tags":1680},"OpenClaw 正在把记忆检索从“向量搜索”写成一条完整流水线","官方最近围绕 Memory 和 memory CLI 的文档更新，正在把 hybrid search、重排、temporal decay、session indexing 和 embedding cache 逐步写成一条更完整的检索链。","/news/openclaw-memory-retrieval-pipeline-watch-2026-03-29",[22,1084,1081,437,561],{"title":1682,"description":1683,"path":1684,"category":1250,"date":90,"updatedAt":90,"sourceType":48,"source":1647,"tags":1685},"OpenClaw 官方 Showcase 记忆观察：WhatsApp Memory Vault、Karakeep 与中文学习 Skill 正在把语音和知识流转成长期资产","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记忆与知识类案例，观察 OpenClaw 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",[1649,22,324,1686,1687],"vector-search","knowledge",{"title":1689,"description":1690,"path":1691,"category":1457,"date":232,"updatedAt":232,"sourceType":48,"source":1692,"tags":1693},"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",[1048,235,262,264,331],{"title":1695,"description":1696,"path":1697,"category":1457,"date":214,"updatedAt":214,"sourceType":48,"source":1698,"tags":1699},"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",[394,148,217,398,20],{"title":1701,"description":1702,"path":1703,"category":1457,"date":133,"updatedAt":133,"sourceType":48,"source":1526,"tags":1704},"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",[141,1090,207,209,767],{"title":1706,"description":1707,"path":1708,"category":1457,"date":232,"updatedAt":232,"sourceType":48,"source":1709,"tags":1710},"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",[188,374,18,375,376],{"title":1712,"description":1713,"path":1714,"category":1250,"date":90,"updatedAt":90,"sourceType":48,"source":1715,"tags":1716},"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",[76,1235,502,1236,808],{"title":1718,"description":1719,"path":1720,"category":1457,"date":650,"updatedAt":650,"sourceType":48,"source":1545,"tags":1721},"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",[820,317,296,375,92],{"title":1723,"description":1724,"path":1725,"category":1457,"date":242,"updatedAt":242,"sourceType":48,"source":1726,"tags":1727},"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",[77,148,658,820,189],{"title":1729,"description":1730,"path":1731,"category":1457,"date":232,"updatedAt":232,"sourceType":48,"source":1568,"tags":1732},"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",[375,928,20,929,40],{"title":1734,"description":1735,"path":1736,"category":1250,"date":90,"updatedAt":90,"sourceType":48,"source":1737,"tags":1738},"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",[125,288,127,287,289],{"title":1740,"description":1741,"path":1742,"category":1457,"date":133,"updatedAt":133,"sourceType":48,"source":1743,"tags":1744},"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",[125,270,1102,1103,807],{"title":1746,"description":1747,"path":1748,"category":1457,"date":133,"updatedAt":133,"sourceType":48,"source":1749,"tags":1750},"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",[489,490,68,341,126],{"title":1752,"description":1753,"path":1754,"category":1457,"date":242,"updatedAt":242,"sourceType":48,"source":1755,"tags":1756},"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",[207,141,188,209,508],{"title":1758,"description":1759,"path":1760,"category":1457,"date":242,"updatedAt":242,"sourceType":48,"source":1761,"tags":1762},"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",[207,892,141,18,40],{"title":1764,"description":1765,"path":1766,"category":1250,"date":90,"updatedAt":90,"sourceType":48,"source":1445,"tags":1767},"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",[805,806,808,807],{"title":1769,"description":1770,"path":1771,"category":1457,"date":214,"updatedAt":214,"sourceType":48,"source":1471,"tags":1772},"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",[77,375,188,92,711],{"title":1774,"description":1775,"path":1776,"category":1457,"date":232,"updatedAt":232,"sourceType":48,"source":1777,"tags":1778},"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",[217,216,1779,20,218],"threads",{"title":1781,"description":1782,"path":1783,"category":1457,"date":194,"updatedAt":194,"sourceType":48,"source":1784,"tags":1785},"OpenClaw 把 SearXNG 推进 bundled web_search provider，搜索层开始更适合自托管","官方近期上线的 SearXNG Search 文档，说明 OpenClaw 的 web_search 已经不只适合外部 API，也开始正式支持自托管聚合搜索。","/news/openclaw-searxng-search-watch-2026-04-30","https://docs.openclaw.ai/tools/searxng-search",[549,436,550,118,21],{"title":1787,"description":1788,"path":1789,"category":1457,"date":232,"updatedAt":232,"sourceType":48,"source":1790,"tags":1791},"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",[1130,1792,1793,1129,40],"snapshot","rotation",{"title":1795,"description":1796,"path":1797,"category":1457,"date":232,"updatedAt":232,"sourceType":48,"source":1657,"tags":1798},"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",[236,41,999,375,846],{"title":1800,"description":1801,"path":1802,"category":1457,"date":133,"updatedAt":133,"sourceType":48,"source":1803,"tags":1804},"OpenClaw 安全观察：security audit 已经从提醒工具继续长成加固入口","基于 2026 年 3 月 24 日可见的官方安全文档，最近最值得关注的信号是 openclaw security audit 不再只是列问题，而是在形成 audit、deep、fix 三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[41,831,833,832,40],{"title":1806,"description":1807,"path":1808,"category":1809,"date":14,"updatedAt":14,"sourceType":287,"source":1810,"tags":1811},"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 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