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各自在修正什么问题。","/docs/reference/memory-hybrid-search-and-ranking-pipeline",[230,1202,1203,1204,1205,1018],"hybrid-search","ranking","mmr","retrieval",{"title":1207,"description":1208,"path":1209,"category":1012,"updatedAt":338,"sourceType":202,"tags":1210},"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",[346,1211,492,503,1018],"probe",{"title":1213,"description":1214,"path":1215,"category":1012,"updatedAt":711,"sourceType":202,"tags":1216},"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",[543,544,1048,1217,835],"credentials",{"title":1219,"description":1220,"path":1221,"category":1012,"updatedAt":338,"sourceType":202,"tags":1222},"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",[330,446,1223,1224,932,1018],"npm","pin",{"title":1226,"description":1227,"path":1228,"category":1103,"updatedAt":295,"sourceType":202,"tags":1229},"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",[1105,1230,611,503,205],"raw-stream",{"title":1232,"description":1233,"path":1234,"category":1012,"updatedAt":417,"sourceType":202,"tags":1235},"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",[297,1236,492,226,1018],"tlsFingerprint",{"title":1238,"description":1239,"path":1240,"category":1012,"updatedAt":417,"sourceType":202,"tags":1241},"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",[410,1242,1243,1244,1018],"mentions","pending-history","reply",{"title":1246,"description":1247,"path":1248,"category":1012,"updatedAt":389,"sourceType":202,"tags":1249},"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",[1250,1251,1252,503,1018],"secrets","secretrefs","runtime",{"title":1254,"description":1255,"path":1256,"category":1012,"updatedAt":407,"sourceType":202,"tags":1257},"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",[411,207,1120,543,628],{"title":1259,"description":1260,"path":1261,"category":1012,"updatedAt":1262,"sourceType":202,"tags":1263},"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",[411,1264,1265,730,1018],"transcript","jsonl",{"title":1267,"description":1268,"path":1269,"category":1012,"updatedAt":1262,"sourceType":202,"tags":1270},"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",[531,675,1271,956,248],"store",{"title":1273,"description":1274,"path":1275,"category":1012,"updatedAt":417,"sourceType":202,"tags":1276},"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",[207,971,956,1277,1018],"ingress",{"title":1279,"description":1280,"path":1281,"category":1012,"updatedAt":295,"sourceType":202,"tags":1282},"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",[675,863,1283,611,1284],"health","troubleshooting",{"title":1286,"description":1287,"path":1288,"category":1012,"updatedAt":1262,"sourceType":202,"tags":1289},"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",[1264,1290,503,1291,1018],"hygiene","tool-calls",{"title":1293,"description":1294,"path":1295,"category":1103,"updatedAt":209,"sourceType":202,"tags":1296},"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",[1284,854,863,611],{"title":1298,"description":1299,"path":1300,"category":1012,"updatedAt":389,"sourceType":202,"tags":1301},"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",[353,1302,1303,1264,1018],"history","inject",{"title":1305,"description":1306,"path":1307,"category":1308,"updatedAt":338,"sourceType":202,"tags":1309},"国内云部署思路","面向中文团队整理 OpenClaw 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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",[226,543,1724,493,383],"pending",{"title":1726,"description":1727,"path":1728,"category":1581,"date":773,"updatedAt":773,"sourceType":202,"source":1729,"tags":1730},"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",[226,411,353,283,1731],"state",{"title":1733,"description":1734,"path":1735,"category":1581,"date":407,"updatedAt":407,"sourceType":202,"source":1736,"tags":1737},"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",[240,1189,805,1190,248],{"title":1751,"description":1752,"path":1753,"category":1375,"date":295,"updatedAt":295,"sourceType":202,"source":1754,"tags":1755},"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",[1756,1312,1757,1758,1759],"showcase","home-assistant","nix","infrastructure",{"title":1761,"description":1762,"path":1763,"category":1581,"date":389,"updatedAt":389,"sourceType":202,"source":1764,"tags":1765},"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",[531,230,730,1652,654],{"title":1767,"description":1768,"path":1769,"category":1581,"date":389,"updatedAt":389,"sourceType":202,"source":1770,"tags":1771},"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",[933,820,531,821,248],{"title":1773,"description":1774,"path":1775,"category":1400,"date":194,"updatedAt":209,"sourceType":1070,"source":1402,"tags":1776},"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",[930,1003,931,241,207],{"title":1778,"description":1779,"path":1780,"category":1581,"date":338,"updatedAt":338,"sourceType":202,"source":1781,"tags":1782},"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",[1756,230,501,1793,1794],"vector-search","knowledge",{"title":1796,"description":1797,"path":1798,"category":1581,"date":407,"updatedAt":407,"sourceType":202,"source":1799,"tags":1800},"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",[1169,410,438,440,509],{"title":1802,"description":1803,"path":1804,"category":1581,"date":389,"updatedAt":389,"sourceType":202,"source":1805,"tags":1806},"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",[562,353,392,566,228],{"title":1808,"description":1809,"path":1810,"category":1581,"date":338,"updatedAt":338,"sourceType":202,"source":1638,"tags":1811},"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",[346,1211,503,492,892],{"title":1813,"description":1814,"path":1815,"category":1581,"date":407,"updatedAt":407,"sourceType":202,"source":1816,"tags":1817},"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 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[945,494,472,543,297],{"title":1831,"description":1832,"path":1833,"category":1581,"date":417,"updatedAt":417,"sourceType":202,"source":1834,"tags":1835},"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",[283,353,781,945,384],{"title":1837,"description":1838,"path":1839,"category":1581,"date":407,"updatedAt":407,"sourceType":202,"source":1681,"tags":1840},"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",[543,1048,228,1049,248],{"title":1842,"description":1843,"path":1844,"category":1375,"date":295,"updatedAt":295,"sourceType":202,"source":1845,"tags":1846},"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",[330,464,332,463,465],{"title":1848,"description":1849,"path":1850,"category":1581,"date":338,"updatedAt":338,"sourceType":202,"source":1851,"tags":1852},"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",[503,346,383,492,654],{"title":1866,"description":1867,"path":1868,"category":1581,"date":417,"updatedAt":417,"sourceType":202,"source":1869,"tags":1870},"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",[503,1017,346,226,248],{"title":1872,"description":1873,"path":1874,"category":1375,"date":295,"updatedAt":295,"sourceType":202,"source":1575,"tags":1875},"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",[930,931,933,932],{"title":1877,"description":1878,"path":1879,"category":1581,"date":389,"updatedAt":389,"sourceType":202,"source":1595,"tags":1880},"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",[283,543,383,297,835],{"title":1882,"description":1883,"path":1884,"category":1581,"date":407,"updatedAt":407,"sourceType":202,"source":1885,"tags":1886},"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",[392,391,1887,228,393],"threads",{"title":1889,"description":1890,"path":1891,"category":1581,"date":407,"updatedAt":407,"sourceType":202,"source":1892,"tags":1893},"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",[1251,1894,1895,1250,248],"snapshot","rotation",{"title":1897,"description":1898,"path":1899,"category":1581,"date":407,"updatedAt":407,"sourceType":202,"source":1764,"tags":1900},"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",[411,207,1120,543,971],{"title":1902,"description":1903,"path":1904,"category":1581,"date":338,"updatedAt":338,"sourceType":202,"source":1905,"tags":1906},"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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