[{"data":1,"prerenderedAt":2845},["ShallowReactive",2],{"docs:manual/session-memory-search-and-index-refresh":3,"content-manifest":337},{"id":4,"title":5,"body":6,"category":317,"date":318,"description":319,"extension":320,"meta":321,"navigation":322,"path":323,"seo":324,"source":325,"sourceName":326,"sourceType":327,"stem":328,"tags":329,"updatedAt":335,"__hash__":336},"docs/docs/manual/session-memory-search-and-index-refresh.md","session memory search 什么时候值得开，什么时候先别开",{"type":7,"value":8,"toc":305},"minimark",[9,13,26,33,36,41,45,48,62,65,68,80,84,87,98,101,106,109,112,126,129,140,143,146,160,163,168,171,176,179,184,188,191,203,206,217,220,224,227,239,242,247,250,253,256,278,281,284],[10,11,5],"h1",{"id":12},"session-memory-search-什么时候值得开什么时候先别开",[14,15,16,17,21,22,25],"p",{},"OpenClaw 最近的 ",[18,19,20],"code",{},"Memory"," 和 ",[18,23,24],{},"memory CLI"," 文档，已经把一个很容易被误会的问题讲得更清楚了：",[27,28,29],"ul",{},[30,31,32],"li",{},"session memory search 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hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[459,401,648,674],{"title":681,"description":682,"path":683,"category":499,"updatedAt":516,"sourceType":327,"tags":684},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 各自解决什么问题，避免把“回复慢”都误判成模型问题。","/docs/manual/inbound-dedupe-and-debounce",[685,686,687,688,689],"messages","queueing","dedupe","debounce","delivery",{"title":691,"description":692,"path":693,"category":499,"updatedAt":465,"sourceType":327,"tags":694},"本地模型支持（Ollama）","使用 Ollama 在本地运行大语言模型，实现隐私优先、零成本的 AI 助手体验。","/docs/manual/local-models-ollama",[695,696,697,698,450],"ollama","local-model","llm","privacy",{"title":700,"description":701,"path":702,"category":499,"updatedAt":422,"sourceType":327,"tags":703},"节点位置能力怎么用","基于最新官方 Location Command 文档，整理 OpenClaw 的 location.get 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选择以及排障时该看什么。","/docs/manual/memory-search-and-indexing",[330,723,332,724,716],"search","embeddings",{"title":726,"description":727,"path":728,"category":499,"updatedAt":406,"sourceType":500,"tags":729},"OpenClaw 记忆系统怎么工作","理解 OpenClaw 的 SOUL、Tools、用户长期记忆和会话上下文如何协作，以及为什么它更像持续运行的系统而不是一次性聊天窗口。","/docs/manual/memory-system",[330,503,538,730],"logs",{"title":732,"description":733,"path":734,"category":499,"updatedAt":406,"sourceType":327,"tags":735},"Memory、Tools、Skills 如何协同","记忆层负责保留什么，Tools 负责执行什么，Skills 负责组织什么，三者该怎么分工才不会让 OpenClaw 越用越乱。","/docs/manual/memory-tools-skills-playbook",[330,355,366,503,400],{"title":737,"description":738,"path":739,"category":499,"updatedAt":380,"sourceType":327,"tags":740},"消息投递、重试与响应行为","基于官方 retry、messages 和 FAQ 文档，解释消息发送失败时 OpenClaw 会重试什么，不会重试什么，以及为什么群聊和渠道行为会不同。","/docs/manual/message-retries-and-delivery",[685,741,689,562,564],"retry",{"title":743,"description":744,"path":745,"category":317,"updatedAt":335,"sourceType":327,"tags":746},"模型 allowlist、alias 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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",[969,970,1139,1242,1133],"migrations",{"title":1244,"description":1245,"path":1246,"category":1127,"updatedAt":516,"sourceType":327,"tags":1247},"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",[831,365,544,1248,1133],"shell",{"title":1250,"description":1251,"path":1252,"category":1127,"updatedAt":465,"sourceType":349,"tags":1253},"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",[1254,1045,587,1255,1047],"sources","trust",{"title":1257,"description":1258,"path":1259,"category":1127,"updatedAt":422,"sourceType":327,"tags":1260},"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",[352,1261,794,896,511],"rpc",{"title":1263,"description":1264,"path":1265,"category":1127,"updatedAt":516,"sourceType":327,"tags":1266},"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",[666,667,352,510,1133],{"title":1268,"description":1269,"path":1270,"category":1127,"updatedAt":888,"sourceType":327,"tags":1271},"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",[538,352,480,410,1133],{"title":1273,"description":1274,"path":1275,"category":1127,"updatedAt":335,"sourceType":327,"tags":1276},"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",[352,896,1277,1278,1133],"protocol","scopes",{"title":1280,"description":1281,"path":1282,"category":1127,"updatedAt":534,"sourceType":327,"tags":1283},"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",[537,1284,519,747,685],"mention",{"title":1286,"description":1287,"path":1288,"category":1127,"updatedAt":335,"sourceType":327,"tags":1289},"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",[943,1290,1291,1292,1133],"visibility","activeHours","alerts",{"title":1294,"description":1295,"path":1296,"category":1127,"updatedAt":534,"sourceType":327,"tags":1297},"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",[890,896,1298,352,1133],"sdk",{"title":1300,"description":1301,"path":1302,"category":1127,"updatedAt":534,"sourceType":327,"tags":1303},"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",[365,1304,920,1305,1133],"include","arrays",{"title":1307,"description":1308,"path":1309,"category":1127,"updatedAt":516,"sourceType":327,"tags":1310},"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",[767,1311,642,400,1133],"invoke",{"title":292,"description":1313,"path":291,"category":1127,"updatedAt":335,"sourceType":327,"tags":1314},"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。",[330,1315,1316,1317,1318,1133],"hybrid-search","ranking","mmr","retrieval",{"title":1320,"description":1321,"path":1322,"category":1127,"updatedAt":465,"sourceType":327,"tags":1323},"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",[473,1324,616,627,1133],"probe",{"title":1326,"description":1327,"path":1328,"category":1127,"updatedAt":826,"sourceType":327,"tags":1329},"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",[666,667,1163,1330,950],"credentials",{"title":1332,"description":1333,"path":1334,"category":1127,"updatedAt":465,"sourceType":327,"tags":1335},"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",[457,570,1336,1337,1047,1133],"npm","pin",{"title":1339,"description":1340,"path":1341,"category":1218,"updatedAt":422,"sourceType":327,"tags":1342},"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",[1220,1343,730,627,698],"raw-stream",{"title":1345,"description":1346,"path":1347,"category":1127,"updatedAt":335,"sourceType":327,"tags":1348},"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",[424,1349,616,352,1133],"tlsFingerprint",{"title":1351,"description":1352,"path":1353,"category":1127,"updatedAt":335,"sourceType":327,"tags":1354},"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",[537,1355,1356,1357,1133],"mentions","pending-history","reply",{"title":1359,"description":1360,"path":1361,"category":1127,"updatedAt":516,"sourceType":327,"tags":1362},"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",[1363,1364,1365,627,1133],"secrets","secretrefs","runtime",{"title":1367,"description":1368,"path":1369,"category":1127,"updatedAt":534,"sourceType":327,"tags":1370},"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",[538,374,1235,666,747],{"title":1372,"description":1373,"path":1374,"category":1127,"updatedAt":1375,"sourceType":327,"tags":1376},"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",[538,1377,1378,845,1133],"transcript","jsonl",{"title":1380,"description":1381,"path":1382,"category":1127,"updatedAt":1375,"sourceType":327,"tags":1383},"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",[331,794,1384,1071,373],"store",{"title":1386,"description":1387,"path":1388,"category":1127,"updatedAt":335,"sourceType":327,"tags":1389},"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",[374,1086,1071,1390,1133],"ingress",{"title":1392,"description":1393,"path":1394,"category":1127,"updatedAt":422,"sourceType":327,"tags":1395},"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",[794,978,1396,730,1397],"health","troubleshooting",{"title":1399,"description":1400,"path":1401,"category":1127,"updatedAt":1375,"sourceType":327,"tags":1402},"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",[1377,1403,627,1404,1133],"hygiene","tool-calls",{"title":1406,"description":1407,"path":1408,"category":1218,"updatedAt":406,"sourceType":327,"tags":1409},"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",[1397,969,978,730],{"title":1411,"description":1412,"path":1413,"category":1127,"updatedAt":516,"sourceType":327,"tags":1414},"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",[480,1415,1416,1377,1133],"history","inject",{"title":1418,"description":1419,"path":1420,"category":1421,"updatedAt":465,"sourceType":327,"tags":1422},"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",[1423,1424,1425,1426,997,998],"china","cloud","deployment","feishu",{"title":1428,"description":1429,"path":1430,"category":1421,"updatedAt":406,"sourceType":327,"tags":1431},"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",[1425,425,1432,1424,1433],"docker","wsl2",{"title":1435,"description":1436,"path":1437,"category":1421,"updatedAt":836,"sourceType":327,"tags":1438},"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",[408,1336,1439,1433],"install-script",{"title":1441,"description":1442,"path":1443,"category":1421,"updatedAt":422,"sourceType":327,"tags":1444},"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",[408,1445,1439,1446,1048],"updater","git",{"title":1448,"description":1449,"path":1450,"category":1421,"updatedAt":380,"sourceType":327,"tags":1451},"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",[408,1445,1452,969,1048],"uninstall",{"title":1454,"description":1455,"path":1456,"category":1421,"updatedAt":380,"sourceType":327,"tags":1457},"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",[1458,408,417,1459],"linux","server",{"title":1461,"description":1462,"path":1463,"category":1421,"updatedAt":380,"sourceType":327,"tags":1464},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[528,408,417,1465],"apple",{"title":1467,"description":1468,"path":1469,"category":1470,"updatedAt":406,"sourceType":327,"tags":1471},"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",[1472,1473,1045,1474],"migration","upgrade","checklist",{"title":1476,"description":1477,"path":1478,"category":1421,"updatedAt":380,"sourceType":327,"tags":1479},"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",[667,666,617,963,1798],"rotate",{"title":1800,"description":1801,"path":1802,"category":1696,"date":516,"updatedAt":516,"sourceType":327,"source":1803,"tags":1804},"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",[969,1139,970,1220,373],{"title":1806,"description":1807,"path":1808,"category":1696,"date":534,"updatedAt":534,"sourceType":327,"source":1803,"tags":1809},"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",[969,970,828,1048,1139],{"title":1811,"description":1812,"path":1813,"category":1814,"date":348,"updatedAt":348,"sourceType":587,"source":1815,"tags":1816},"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",[1817,1818,1819,1820],"education","adoption","ai-tutor","higher-education",{"title":1822,"description":1823,"path":1824,"category":1814,"date":348,"updatedAt":348,"sourceType":587,"source":1825,"tags":1826},"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",[372,1425,400,1423],{"title":1828,"description":1829,"path":1830,"category":1488,"date":422,"updatedAt":422,"sourceType":327,"source":1831,"tags":1832},"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",[366,570,457,459,589],{"title":1834,"description":1835,"path":1836,"category":1696,"date":534,"updatedAt":534,"sourceType":327,"source":1837,"tags":1838},"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",[352,666,1839,617,510],"pending",{"title":1841,"description":1842,"path":1843,"category":1696,"date":888,"updatedAt":888,"sourceType":327,"source":1844,"tags":1845},"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",[352,538,480,410,1846],"state",{"title":1848,"description":1849,"path":1850,"category":1696,"date":534,"updatedAt":534,"sourceType":327,"source":1851,"tags":1852},"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",[537,1284,747,685,519],{"title":1854,"description":1855,"path":1856,"category":1696,"date":335,"updatedAt":335,"sourceType":327,"source":1851,"tags":1857},"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",[537,1355,1858,536,773],"activation",{"title":1860,"description":1861,"path":1862,"category":1696,"date":534,"updatedAt":534,"sourceType":327,"source":1863,"tags":1864},"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",[365,1304,920,1305,373],{"title":1866,"description":1867,"path":1868,"category":1488,"date":422,"updatedAt":422,"sourceType":327,"source":1869,"tags":1870},"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",[1871,1425,1872,1873,1874],"showcase","home-assistant","nix","infrastructure",{"title":1876,"description":1877,"path":1878,"category":1696,"date":516,"updatedAt":516,"sourceType":327,"source":1879,"tags":1880},"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",[331,330,845,1767,773],{"title":1882,"description":1883,"path":1884,"category":1696,"date":516,"updatedAt":516,"sourceType":327,"source":1885,"tags":1886},"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",[1048,935,331,936,373],{"title":1888,"description":1889,"path":1890,"category":1515,"date":1489,"updatedAt":406,"sourceType":1185,"source":1517,"tags":1891},"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",[1045,1118,1046,366,374],{"title":1893,"description":1894,"path":1895,"category":1696,"date":465,"updatedAt":465,"sourceType":327,"source":1896,"tags":1897},"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",[1871,330,625,1908,1909],"vector-search","knowledge",{"title":1911,"description":1912,"path":1913,"category":1696,"date":534,"updatedAt":534,"sourceType":327,"source":1914,"tags":1915},"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",[1284,537,562,564,633],{"title":1917,"description":1918,"path":1919,"category":1696,"date":516,"updatedAt":516,"sourceType":327,"source":1920,"tags":1921},"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",[685,480,519,689,354],{"title":1923,"description":1924,"path":1925,"category":1696,"date":465,"updatedAt":465,"sourceType":327,"source":1753,"tags":1926},"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",[473,1324,627,616,1007],{"title":1928,"description":1929,"path":1930,"category":1696,"date":534,"updatedAt":534,"sourceType":327,"source":1931,"tags":1932},"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",[510,665,352,666,667],{"title":1934,"description":1935,"path":1936,"category":1488,"date":422,"updatedAt":422,"sourceType":327,"source":1937,"tags":1938},"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",[409,1472,1939,1473,1048],"install",{"title":1941,"description":1942,"path":1943,"category":1696,"date":888,"updatedAt":888,"sourceType":327,"source":1772,"tags":1944},"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",[1060,618,596,666,424],{"title":1946,"description":1947,"path":1948,"category":1696,"date":335,"updatedAt":335,"sourceType":327,"source":1949,"tags":1950},"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",[410,480,896,1060,511],{"title":1952,"description":1953,"path":1954,"category":1696,"date":534,"updatedAt":534,"sourceType":327,"source":1796,"tags":1955},"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",[666,1163,354,1164,373],{"title":1957,"description":1958,"path":1959,"category":1488,"date":422,"updatedAt":422,"sourceType":327,"source":1960,"tags":1961},"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",[457,588,459,587,589],{"title":1963,"description":1964,"path":1965,"category":1696,"date":465,"updatedAt":465,"sourceType":327,"source":1966,"tags":1967},"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",[457,570,1336,1337,1047],{"title":1969,"description":1970,"path":1971,"category":1696,"date":465,"updatedAt":465,"sourceType":327,"source":1972,"tags":1973},"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",[766,767,400,642,458],{"title":1975,"description":1976,"path":1977,"category":1696,"date":335,"updatedAt":335,"sourceType":327,"source":1978,"tags":1979},"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",[627,473,510,616,773],{"title":1981,"description":1982,"path":1983,"category":1696,"date":335,"updatedAt":335,"sourceType":327,"source":1984,"tags":1985},"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",[627,1132,473,352,373],{"title":1987,"description":1988,"path":1989,"category":1488,"date":422,"updatedAt":422,"sourceType":327,"source":1690,"tags":1990},"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",[1045,1046,1048,1047],{"title":1992,"description":1993,"path":1994,"category":1696,"date":516,"updatedAt":516,"sourceType":327,"source":1710,"tags":1995},"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",[410,666,510,424,950],{"title":1997,"description":1998,"path":1999,"category":1696,"date":534,"updatedAt":534,"sourceType":327,"source":2000,"tags":2001},"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",[519,518,2002,354,520],"threads",{"title":2004,"description":2005,"path":2006,"category":1696,"date":534,"updatedAt":534,"sourceType":327,"source":2007,"tags":2008},"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",[1871,587,562,366,401],{"title":2061,"description":2062,"path":2063,"category":1696,"date":335,"updatedAt":335,"sourceType":327,"source":2052,"tags":2064},"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",[1086,1236,536,519,374],{"title":2066,"description":2067,"path":2068,"category":1696,"date":1375,"updatedAt":1375,"sourceType":327,"source":2069,"tags":2070},"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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