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应该怎么一起用","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。","/docs/reference/dm-scope-and-identity-links",[505,1206,1207,486,1105],"dmScope","identityLinks",{"title":1209,"description":1210,"path":1211,"category":1099,"updatedAt":483,"sourceType":295,"tags":1212},"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",[299,946,1111,1213,1105],"migrations",{"title":1215,"description":1216,"path":1217,"category":1099,"updatedAt":483,"sourceType":295,"tags":1218},"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",[808,333,513,1219,1105],"shell",{"title":1221,"description":1222,"path":1223,"category":1099,"updatedAt":432,"sourceType":316,"tags":1224},"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",[1225,1018,557,1226,1020],"sources","trust",{"title":1228,"description":1229,"path":1230,"category":1099,"updatedAt":389,"sourceType":295,"tags":1231},"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",[319,1232,767,873,478],"rpc",{"title":1234,"description":1235,"path":1236,"category":1099,"updatedAt":483,"sourceType":295,"tags":1237},"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",[635,636,319,477,1105],{"title":1239,"description":1240,"path":1241,"category":1099,"updatedAt":865,"sourceType":295,"tags":1242},"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",[505,319,447,377,1105],{"title":1244,"description":1245,"path":1246,"category":1099,"updatedAt":511,"sourceType":295,"tags":1247},"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",[319,873,1248,1249,1105],"protocol","scopes",{"title":1251,"description":1252,"path":1253,"category":1099,"updatedAt":501,"sourceType":295,"tags":1254},"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",[504,1255,486,720,654],"mention",{"title":1257,"description":1258,"path":1259,"category":1099,"updatedAt":511,"sourceType":295,"tags":1260},"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",[920,1261,1262,1263,1105],"visibility","activeHours","alerts",{"title":1265,"description":1266,"path":1267,"category":1099,"updatedAt":501,"sourceType":295,"tags":1268},"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",[867,873,1269,319,1105],"sdk",{"title":1271,"description":1272,"path":1273,"category":1099,"updatedAt":501,"sourceType":295,"tags":1274},"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",[333,1275,897,1276,1105],"include","arrays",{"title":1278,"description":1279,"path":1280,"category":1099,"updatedAt":483,"sourceType":295,"tags":1281},"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",[740,1282,610,368,1105],"invoke",{"title":1284,"description":1285,"path":1286,"category":1099,"updatedAt":511,"sourceType":295,"tags":1287},"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",[323,1288,1289,1290,1291,1105],"hybrid-search","ranking","mmr","retrieval",{"title":1293,"description":1294,"path":1295,"category":1099,"updatedAt":432,"sourceType":295,"tags":1296},"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",[440,1297,584,595,1105],"probe",{"title":1299,"description":1300,"path":1301,"category":1099,"updatedAt":803,"sourceType":295,"tags":1302},"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",[635,636,1135,1303,927],"credentials",{"title":1305,"description":1306,"path":1307,"category":1099,"updatedAt":432,"sourceType":295,"tags":1308},"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",[424,540,1309,1310,1020,1105],"npm","pin",{"title":1312,"description":1313,"path":1314,"category":287,"updatedAt":389,"sourceType":295,"tags":1315},"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",[1191,1316,301,595,667],"raw-stream",{"title":1318,"description":1319,"path":1320,"category":1099,"updatedAt":511,"sourceType":295,"tags":1321},"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",[391,1322,584,319,1105],"tlsFingerprint",{"title":1324,"description":1325,"path":1326,"category":1099,"updatedAt":511,"sourceType":295,"tags":1327},"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",[504,1328,1329,1330,1105],"mentions","pending-history","reply",{"title":1332,"description":1333,"path":1334,"category":1099,"updatedAt":483,"sourceType":295,"tags":1335},"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",[1336,1337,1338,595,1105],"secrets","secretrefs","runtime",{"title":1340,"description":1341,"path":1342,"category":1099,"updatedAt":501,"sourceType":295,"tags":1343},"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",[505,342,1206,635,720],{"title":1345,"description":1346,"path":1347,"category":1099,"updatedAt":1348,"sourceType":295,"tags":1349},"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",[505,1350,1351,822,1105],"transcript","jsonl",{"title":1353,"description":1354,"path":1355,"category":1099,"updatedAt":1348,"sourceType":295,"tags":1356},"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",[623,767,1357,1043,341],"store",{"title":1359,"description":1360,"path":1361,"category":1099,"updatedAt":511,"sourceType":295,"tags":1362},"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",[342,1058,1043,1363,1105],"ingress",{"title":1365,"description":1366,"path":1367,"category":1099,"updatedAt":389,"sourceType":295,"tags":1368},"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",[767,300,1369,301,298],"health",{"title":1371,"description":1372,"path":1373,"category":1099,"updatedAt":1348,"sourceType":295,"tags":1374},"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",[1350,1375,595,1376,1105],"hygiene","tool-calls",{"title":5,"description":289,"path":293,"category":287,"updatedAt":302,"sourceType":295,"tags":1378},[298,299,300,301],{"title":1380,"description":1381,"path":1382,"category":1099,"updatedAt":483,"sourceType":295,"tags":1383},"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",[447,1384,1385,1350,1105],"history","inject",{"title":1387,"description":1388,"path":1389,"category":1390,"updatedAt":432,"sourceType":295,"tags":1391},"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",[1392,1393,1394,1395,972,973],"china","cloud","deployment","feishu",{"title":1397,"description":1398,"path":1399,"category":1390,"updatedAt":302,"sourceType":295,"tags":1400},"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",[1394,392,1401,1393,1402],"docker","wsl2",{"title":1404,"description":1405,"path":1406,"category":1390,"updatedAt":813,"sourceType":295,"tags":1407},"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",[375,1309,1408,1402],"install-script",{"title":1410,"description":1411,"path":1412,"category":1390,"updatedAt":389,"sourceType":295,"tags":1413},"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",[375,1414,1408,1415,1021],"updater","git",{"title":1417,"description":1418,"path":1419,"category":1390,"updatedAt":348,"sourceType":295,"tags":1420},"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",[375,1414,1421,299,1021],"uninstall",{"title":1423,"description":1424,"path":1425,"category":1390,"updatedAt":348,"sourceType":295,"tags":1426},"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",[1427,375,384,1428],"linux","server",{"title":1430,"description":1431,"path":1432,"category":1390,"updatedAt":348,"sourceType":295,"tags":1433},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[495,375,384,1434],"apple",{"title":188,"description":1436,"path":187,"category":1437,"updatedAt":302,"sourceType":295,"tags":1438},"在 OpenClaw 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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",[636,635,585,940,1765],"rotate",{"title":1767,"description":1768,"path":1769,"category":1663,"date":483,"updatedAt":483,"sourceType":295,"source":1770,"tags":1771},"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",[299,1111,946,1191,341],{"title":1773,"description":1774,"path":1775,"category":1663,"date":501,"updatedAt":501,"sourceType":295,"source":1770,"tags":1776},"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",[299,946,805,1021,1111],{"title":1778,"description":1779,"path":1780,"category":1781,"date":315,"updatedAt":315,"sourceType":557,"source":1782,"tags":1783},"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",[1784,1785,1786,1787],"education","adoption","ai-tutor","higher-education",{"title":1789,"description":1790,"path":1791,"category":1781,"date":315,"updatedAt":315,"sourceType":557,"source":1792,"tags":1793},"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",[340,1394,368,1392],{"title":1795,"description":1796,"path":1797,"category":1455,"date":389,"updatedAt":389,"sourceType":295,"source":1798,"tags":1799},"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",[334,540,424,426,559],{"title":1801,"description":1802,"path":1803,"category":1663,"date":501,"updatedAt":501,"sourceType":295,"source":1804,"tags":1805},"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",[319,635,1806,585,477],"pending",{"title":1808,"description":1809,"path":1810,"category":1663,"date":865,"updatedAt":865,"sourceType":295,"source":1811,"tags":1812},"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",[319,505,447,377,1813],"state",{"title":1815,"description":1816,"path":1817,"category":1663,"date":501,"updatedAt":501,"sourceType":295,"source":1818,"tags":1819},"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",[504,1255,720,654,486],{"title":1821,"description":1822,"path":1823,"category":1663,"date":511,"updatedAt":511,"sourceType":295,"source":1818,"tags":1824},"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",[504,1328,1825,503,746],"activation",{"title":1827,"description":1828,"path":1829,"category":1663,"date":501,"updatedAt":501,"sourceType":295,"source":1830,"tags":1831},"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",[333,1275,897,1276,341],{"title":1833,"description":1834,"path":1835,"category":1455,"date":389,"updatedAt":389,"sourceType":295,"source":1836,"tags":1837},"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",[1838,1394,1839,1840,1841],"showcase","home-assistant","nix","infrastructure",{"title":1843,"description":1844,"path":1845,"category":1663,"date":483,"updatedAt":483,"sourceType":295,"source":1846,"tags":1847},"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",[623,323,822,1734,746],{"title":1849,"description":1850,"path":1851,"category":1663,"date":483,"updatedAt":483,"sourceType":295,"source":1852,"tags":1853},"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",[1021,912,623,913,341],{"title":1855,"description":1856,"path":1857,"category":1482,"date":1456,"updatedAt":302,"sourceType":1157,"source":1484,"tags":1858},"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",[1018,1090,1019,334,342],{"title":1860,"description":1861,"path":1862,"category":1663,"date":432,"updatedAt":432,"sourceType":295,"source":1863,"tags":1864},"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",[1838,323,593,1875,1876],"vector-search","knowledge",{"title":1878,"description":1879,"path":1880,"category":1663,"date":501,"updatedAt":501,"sourceType":295,"source":1881,"tags":1882},"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",[1255,504,532,534,601],{"title":1884,"description":1885,"path":1886,"category":1663,"date":483,"updatedAt":483,"sourceType":295,"source":1887,"tags":1888},"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",[654,447,486,658,321],{"title":1890,"description":1891,"path":1892,"category":1663,"date":432,"updatedAt":432,"sourceType":295,"source":1720,"tags":1893},"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",[440,1297,595,584,982],{"title":1895,"description":1896,"path":1897,"category":1663,"date":501,"updatedAt":501,"sourceType":295,"source":1898,"tags":1899},"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",[1033,586,566,635,391],{"title":1913,"description":1914,"path":1915,"category":1663,"date":511,"updatedAt":511,"sourceType":295,"source":1916,"tags":1917},"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",[377,447,873,1033,478],{"title":1919,"description":1920,"path":1921,"category":1663,"date":501,"updatedAt":501,"sourceType":295,"source":1763,"tags":1922},"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",[595,440,477,584,746],{"title":1948,"description":1949,"path":1950,"category":1663,"date":511,"updatedAt":511,"sourceType":295,"source":1951,"tags":1952},"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",[595,1104,440,319,341],{"title":1954,"description":1955,"path":1956,"category":1455,"date":389,"updatedAt":389,"sourceType":295,"source":1657,"tags":1957},"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",[1018,1019,1021,1020],{"title":1959,"description":1960,"path":1961,"category":1663,"date":483,"updatedAt":483,"sourceType":295,"source":1677,"tags":1962},"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",[377,635,477,391,927],{"title":1964,"description":1965,"path":1966,"category":1663,"date":501,"updatedAt":501,"sourceType":295,"source":1967,"tags":1968},"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",[486,485,1969,321,487],"threads",{"title":1971,"description":1972,"path":1973,"category":1663,"date":501,"updatedAt":501,"sourceType":295,"source":1974,"tags":1975},"OpenClaw Secret 观察：active snapshot 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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",[1838,557,532,334,369],{"title":2028,"description":2029,"path":2030,"category":1663,"date":511,"updatedAt":511,"sourceType":295,"source":2019,"tags":2031},"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",[1058,1207,503,486,342],{"title":2033,"description":2034,"path":2035,"category":1663,"date":1348,"updatedAt":1348,"sourceType":295,"source":2036,"tags":2037},"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",[1350,595,1375,1376,2038],"compatibility",{"title":2040,"description":2041,"path":2042,"category":1663,"date":432,"updatedAt":432,"sourceType":295,"source":1696,"tags":2043},"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",[1078,342,391,319,584],{"title":2045,"description":2046,"path":2047,"category":1663,"date":865,"updatedAt":865,"sourceType":295,"source":1811,"tags":2048},"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 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