[{"data":1,"prerenderedAt":2741},["ShallowReactive",2],{"news:openclaw-memory-showcase-watch-2026-03-21":3,"content-manifest":231},{"id":4,"title":5,"author":6,"body":7,"category":212,"date":213,"description":214,"extension":215,"meta":216,"navigation":217,"path":218,"seo":219,"source":220,"sourceName":221,"sourceType":222,"stem":223,"tags":224,"updatedAt":213,"__hash__":230},"news/news/openclaw-memory-showcase-watch-2026-03-21.md","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","OpenClawCN",{"type":8,"value":9,"toc":202},"minimark",[10,14,23,26,42,47,50,53,67,70,74,77,80,91,94,98,101,112,115,118,121,124,135,138,141,144,158,161,164,167,199],[11,12,5],"h1",{"id":13},"openclaw-官方-showcase-记忆观察whatsapp-memory-vaultkarakeep-与中文学习-skill-正在把语音和知识流转成长期资产",[15,16,17,18,22],"p",{},"截至 ",[19,20,21],"strong",{},"2026 年 3 月 21 日","，官方 Showcase 页里最值得中文站继续跟进的一条线，是记忆与知识类案例正在变得更具体。",[15,24,25],{},"最近很值得注意的，不是“OpenClaw 能不能记住东西”，而是社区已经开始把下面这些链路真正串起来：",[27,28,29,33,36,39],"ul",{},[30,31,32],"li",{},"语音转录",[30,34,35],{},"向量检索",[30,37,38],{},"本地知识整理",[30,40,41],{},"长期学习流程",[43,44,46],"h2",{"id":45},"_1-whatsapp-memory-vault-说明语音和聊天记录都能进入知识层","1. 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Karakeep Semantic Search 说明社区已经把向量检索当正式能力",[15,75,76],{},"官方 Showcase 里另一条很关键的案例，是给 Karakeep 书签加上向量搜索，并配合 OpenAI 或 Ollama embeddings。",[15,78,79],{},"它透露出的信号很明确：",[27,81,82,85,88],{},[30,83,84],{},"记忆系统不再只是聊天附属",[30,86,87],{},"embeddings 与索引已经是独立能力层",[30,89,90],{},"本地或远程向量检索都开始进入真实使用",[15,92,93],{},"对中文站来说，这类案例特别值得跟进，因为很多用户真正关心的不是“聊天更聪明一点”，而是“自己的资料到底能不能被持续找到”。",[43,95,97],{"id":96},"_3-xuezh-中文学习案例说明-skill语音与学习流程可以长时间共存","3. xuezh 中文学习案例说明 Skill、语音与学习流程可以长时间共存",[15,99,100],{},"Showcase 当前还列了一个中文学习引擎案例，强调：",[27,102,103,106,109],{},[30,104,105],{},"发音反馈",[30,107,108],{},"学习流程",[30,110,111],{},"voice + skill 的结合",[15,113,114],{},"这类案例的价值在于，它说明 OpenClaw 不只是用来做一次性的任务自动化，也适合承接长期持续发生、并且需要逐步累积上下文的流程。",[15,116,117],{},"从中文站视角看，这对教育、知识管理和个人学习都很有参考意义。",[43,119,120],{"id":120},"这批案例透露出的共同趋势",[15,122,123],{},"把这三类案例放在一起看，会发现最近 Showcase 里记忆方向的变化很明确：",[27,125,126,129,132],{},[30,127,128],{},"数据来源更多了",[30,130,131],{},"语音不再只是输入方式，而是知识来源",[30,133,134],{},"embeddings / 检索 / Skill 开始形成长链路",[15,136,137],{},"也就是说，OpenClaw 的“记忆”已经越来越像一个资料组织与再利用层，而不是单纯的聊天记忆。",[43,139,140],{"id":140},"对中文用户最有价值的启发",[15,142,143],{},"这批案例特别值得中文站承接的原因，是它们很接近中文用户真实会遇到的数据形态：",[27,145,146,149,152,155],{},[30,147,148],{},"微信或 WhatsApp 类聊天导出",[30,150,151],{},"语音消息",[30,153,154],{},"本地文档和书签",[30,156,157],{},"长期学习和知识追踪",[15,159,160],{},"如果你一直在想“OpenClaw 能不能变成自己的知识助手”，这些案例给出的答案已经比以前具体很多。",[43,162,163],{"id":163},"中文站建议怎么跟进",[15,165,166],{},"如果你想沿着这条线继续落地，建议这样看：",[168,169,170,178,185,192],"ol",{},[30,171,172,173],{},"想先看记忆底层怎么工作：看 ",[174,175,177],"a",{"href":176},"/docs/manual/memory-search-and-indexing","记忆搜索与索引",[30,179,180,181],{},"想把语音转成文本：补看 ",[174,182,184],{"href":183},"/docs/manual/deepgram-audio-transcription","Deepgram 音频转录怎么接",[30,186,187,188],{},"想把 embeddings 和 provider 分层看清：再看 ",[174,189,191],{"href":190},"/docs/manual/providers-and-fallback","模型提供商与故障转移",[30,193,194,195],{},"想找真实落地方式：继续看 ",[174,196,198],{"href":197},"/showcase","案例展示",[15,200,201],{},"这批 Showcase 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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",[869,870,1039,1142,1033],"migrations",{"title":1144,"description":1145,"path":1146,"category":1027,"updatedAt":409,"sourceType":222,"tags":1147},"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",[731,259,439,1148,1033],"shell",{"title":1150,"description":1151,"path":1152,"category":1027,"updatedAt":358,"sourceType":243,"tags":1153},"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",[1154,945,483,1155,947],"sources","trust",{"title":1157,"description":1158,"path":1159,"category":1027,"updatedAt":213,"sourceType":222,"tags":1160},"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",[246,1161,692,796,404],"rpc",{"title":1163,"description":1164,"path":1165,"category":1027,"updatedAt":409,"sourceType":222,"tags":1166},"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",[560,561,246,403,1033],{"title":1168,"description":1169,"path":1170,"category":1027,"updatedAt":788,"sourceType":222,"tags":1171},"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",[431,246,373,304,1033],{"title":1173,"description":1174,"path":1175,"category":1027,"updatedAt":437,"sourceType":222,"tags":1176},"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",[246,796,1177,1178,1033],"protocol","scopes",{"title":1180,"description":1181,"path":1182,"category":1027,"updatedAt":427,"sourceType":222,"tags":1183},"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",[430,1184,412,645,579],"mention",{"title":1186,"description":1187,"path":1188,"category":1027,"updatedAt":437,"sourceType":222,"tags":1189},"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",[843,1190,1191,1192,1033],"visibility","activeHours","alerts",{"title":1194,"description":1195,"path":1196,"category":1027,"updatedAt":427,"sourceType":222,"tags":1197},"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",[790,796,1198,246,1033],"sdk",{"title":1200,"description":1201,"path":1202,"category":1027,"updatedAt":427,"sourceType":222,"tags":1203},"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",[259,1204,820,1205,1033],"include","arrays",{"title":1207,"description":1208,"path":1209,"category":1027,"updatedAt":409,"sourceType":222,"tags":1210},"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",[665,1211,535,294,1033],"invoke",{"title":1213,"description":1214,"path":1215,"category":1027,"updatedAt":437,"sourceType":222,"tags":1216},"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",[226,1217,1218,1219,1220,1033],"hybrid-search","ranking","mmr","retrieval",{"title":1222,"description":1223,"path":1224,"category":1027,"updatedAt":358,"sourceType":222,"tags":1225},"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",[366,1226,512,520,1033],"probe",{"title":1228,"description":1229,"path":1230,"category":1027,"updatedAt":726,"sourceType":222,"tags":1231},"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",[560,561,1063,1232,850],"credentials",{"title":1234,"description":1235,"path":1236,"category":1027,"updatedAt":358,"sourceType":222,"tags":1237},"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",[350,466,1238,1239,947,1033],"npm","pin",{"title":1241,"description":1242,"path":1243,"category":1118,"updatedAt":213,"sourceType":222,"tags":1244},"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",[1120,1245,628,520,592],"raw-stream",{"title":1247,"description":1248,"path":1249,"category":1027,"updatedAt":437,"sourceType":222,"tags":1250},"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",[317,1251,512,246,1033],"tlsFingerprint",{"title":1253,"description":1254,"path":1255,"category":1027,"updatedAt":437,"sourceType":222,"tags":1256},"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",[430,1257,1258,1259,1033],"mentions","pending-history","reply",{"title":1261,"description":1262,"path":1263,"category":1027,"updatedAt":409,"sourceType":222,"tags":1264},"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",[1265,1266,1267,520,1033],"secrets","secretrefs","runtime",{"title":1269,"description":1270,"path":1271,"category":1027,"updatedAt":427,"sourceType":222,"tags":1272},"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",[431,268,1135,560,645],{"title":1274,"description":1275,"path":1276,"category":1027,"updatedAt":1277,"sourceType":222,"tags":1278},"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",[431,1279,1280,745,1033],"transcript","jsonl",{"title":1282,"description":1283,"path":1284,"category":1027,"updatedAt":1277,"sourceType":222,"tags":1285},"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",[548,692,1286,971,267],"store",{"title":1288,"description":1289,"path":1290,"category":1027,"updatedAt":437,"sourceType":222,"tags":1291},"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",[268,986,971,1292,1033],"ingress",{"title":1294,"description":1295,"path":1296,"category":1027,"updatedAt":213,"sourceType":222,"tags":1297},"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",[692,878,1298,628,1299],"health","troubleshooting",{"title":1301,"description":1302,"path":1303,"category":1027,"updatedAt":1277,"sourceType":222,"tags":1304},"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",[1279,1305,520,1306,1033],"hygiene","tool-calls",{"title":1308,"description":1309,"path":1310,"category":1118,"updatedAt":300,"sourceType":222,"tags":1311},"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",[1299,869,878,628],{"title":1313,"description":1314,"path":1315,"category":1027,"updatedAt":409,"sourceType":222,"tags":1316},"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",[373,1317,1318,1279,1033],"history","inject",{"title":1320,"description":1321,"path":1322,"category":1323,"updatedAt":358,"sourceType":222,"tags":1324},"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",[1325,1326,1327,1328,897,898],"china","cloud","deployment","feishu",{"title":1330,"description":1331,"path":1332,"category":1323,"updatedAt":300,"sourceType":222,"tags":1333},"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",[1327,318,1334,1326,1335],"docker","wsl2",{"title":1337,"description":1338,"path":1339,"category":1323,"updatedAt":736,"sourceType":222,"tags":1340},"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",[302,1238,1341,1335],"install-script",{"title":1343,"description":1344,"path":1345,"category":1323,"updatedAt":213,"sourceType":222,"tags":1346},"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",[302,1347,1341,1348,948],"updater","git",{"title":1350,"description":1351,"path":1352,"category":1323,"updatedAt":274,"sourceType":222,"tags":1353},"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",[302,1347,1354,869,948],"uninstall",{"title":1356,"description":1357,"path":1358,"category":1323,"updatedAt":274,"sourceType":222,"tags":1359},"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",[1360,302,311,1361],"linux","server",{"title":1363,"description":1364,"path":1365,"category":1323,"updatedAt":274,"sourceType":222,"tags":1366},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[421,302,311,1367],"apple",{"title":1369,"description":1370,"path":1371,"category":1372,"updatedAt":300,"sourceType":222,"tags":1373},"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",[1374,1375,945,1376],"migration","upgrade","checklist",{"title":1378,"description":1379,"path":1380,"category":1323,"updatedAt":274,"sourceType":222,"tags":1381},"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",[561,560,513,863,1699],"rotate",{"title":1701,"description":1702,"path":1703,"category":1597,"date":409,"updatedAt":409,"sourceType":222,"source":1704,"tags":1705},"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",[869,1039,870,1120,267],{"title":1707,"description":1708,"path":1709,"category":1597,"date":427,"updatedAt":427,"sourceType":222,"source":1704,"tags":1710},"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",[869,870,728,948,1039],{"title":1712,"description":1713,"path":1714,"category":1715,"date":242,"updatedAt":242,"sourceType":483,"source":1716,"tags":1717},"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",[1718,1719,1720,1721],"education","adoption","ai-tutor","higher-education",{"title":1723,"description":1724,"path":1725,"category":1715,"date":242,"updatedAt":242,"sourceType":483,"source":1726,"tags":1727},"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",[266,1327,294,1325],{"title":1729,"description":1730,"path":1731,"category":212,"date":213,"updatedAt":213,"sourceType":222,"source":1732,"tags":1733},"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",[260,466,350,352,485],{"title":1735,"description":1736,"path":1737,"category":1597,"date":427,"updatedAt":427,"sourceType":222,"source":1738,"tags":1739},"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",[246,560,1740,513,403],"pending",{"title":1742,"description":1743,"path":1744,"category":1597,"date":788,"updatedAt":788,"sourceType":222,"source":1745,"tags":1746},"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",[246,431,373,304,1747],"state",{"title":1749,"description":1750,"path":1751,"category":1597,"date":427,"updatedAt":427,"sourceType":222,"source":1752,"tags":1753},"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",[430,1184,645,579,412],{"title":1755,"description":1756,"path":1757,"category":1597,"date":437,"updatedAt":437,"sourceType":222,"source":1752,"tags":1758},"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",[430,1257,1759,429,671],"activation",{"title":1761,"description":1762,"path":1763,"category":1597,"date":427,"updatedAt":427,"sourceType":222,"source":1764,"tags":1765},"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",[259,1204,820,1205,267],{"title":1767,"description":1768,"path":1769,"category":212,"date":213,"updatedAt":213,"sourceType":222,"source":220,"tags":1770},"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",[225,1327,1771,1772,1773],"home-assistant","nix","infrastructure",{"title":1775,"description":1776,"path":1777,"category":1597,"date":409,"updatedAt":409,"sourceType":222,"source":1778,"tags":1779},"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 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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",[1184,430,458,460,526],{"title":1811,"description":1812,"path":1813,"category":1597,"date":409,"updatedAt":409,"sourceType":222,"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",[579,373,412,583,248],{"title":1817,"description":1818,"path":1819,"category":1597,"date":358,"updatedAt":358,"sourceType":222,"source":1654,"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",[366,1226,520,512,907],{"title":1822,"description":1823,"path":1824,"category":1597,"date":427,"updatedAt":427,"sourceType":222,"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",[403,559,246,560,561],{"title":1828,"description":1829,"path":1830,"category":212,"date":213,"updatedAt":213,"sourceType":222,"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",[303,1374,1833,1375,948],"install",{"title":1835,"description":1836,"path":1837,"category":1597,"date":788,"updatedAt":788,"sourceType":222,"source":1673,"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",[960,514,492,560,317],{"title":1840,"description":1841,"path":1842,"category":1597,"date":437,"updatedAt":437,"sourceType":222,"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",[304,373,796,960,404],{"title":1846,"description":1847,"path":1848,"category":1597,"date":427,"updatedAt":427,"sourceType":222,"source":1697,"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",[560,1063,248,1064,267],{"title":1851,"description":1852,"path":1853,"category":212,"date":213,"updatedAt":213,"sourceType":222,"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",[350,484,352,483,485],{"title":1857,"description":1858,"path":1859,"category":1597,"date":358,"updatedAt":358,"sourceType":222,"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 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",[350,466,1238,1239,947],{"title":1863,"description":1864,"path":1865,"category":1597,"date":358,"updatedAt":358,"sourceType":222,"source":1866,"tags":1867},"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",[664,665,294,535,351],{"title":1869,"description":1870,"path":1871,"category":1597,"date":437,"updatedAt":437,"sourceType":222,"source":1872,"tags":1873},"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",[520,366,403,512,671],{"title":1875,"description":1876,"path":1877,"category":1597,"date":437,"updatedAt":437,"sourceType":222,"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",[520,1032,366,246,267],{"title":1881,"description":1882,"path":1883,"category":212,"date":213,"updatedAt":213,"sourceType":222,"source":1591,"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",[945,946,948,947],{"title":1886,"description":1887,"path":1888,"category":1597,"date":409,"updatedAt":409,"sourceType":222,"source":1611,"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",[304,560,403,317,850],{"title":1891,"description":1892,"path":1893,"category":1597,"date":427,"updatedAt":427,"sourceType":222,"source":1894,"tags":1895},"OpenClaw 的 routing 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入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[431,268,1135,560,986],{"title":1911,"description":1912,"path":1913,"category":1597,"date":358,"updatedAt":358,"sourceType":222,"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 三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[268,971,973,972,267],{"title":1917,"description":1918,"path":1919,"category":1920,"date":242,"updatedAt":242,"sourceType":483,"source":1921,"tags":1922},"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 在中文环境下最受关注的安全议题，包括本地运行、合规要求、可审计性与金融等高敏行业采用。","/news/openclaw-security-compliance-watch-2026-03-16","安全观察","content/tmp/2026-03-16/openclaw-security-audit-milestone.md",[268,1923,592,266],"compliance",{"title":1925,"description":1926,"path":1927,"category":1597,"date":409,"updatedAt":409,"sourceType":222,"source":1901,"tags":1928},"OpenClaw 的安全运维边界继续细化","官方最近围绕 Secrets、approvals forwarding、trusted proxy 和 Control UI 降级开关的文档，正在把安全问题从抽象原则推向更可执行的运维边界。","/news/openclaw-security-ops-watch-2026-03-22",[268,1265,535,1929,267],"proxy",{"title":1931,"description":1932,"path":1933,"category":1597,"date":1277,"updatedAt":1277,"sourceType":222,"source":1934,"tags":1935},"OpenClaw 正在把 session transcript 从 JSONL 文件写成结构化会话事实层","官方最近新增的 Session Management Deep Dive 文档，把 session header、message tree、compaction entry 和 branch summary 这几层边界写得更清楚了。","/news/openclaw-session-jsonl-deep-dive-watch-2026-04-01","https://docs.openclaw.ai/reference/session-management-compaction",[431,1280,745,1279,246],{"title":1937,"description":1938,"path":1939,"category":1597,"date":1277,"updatedAt":1277,"sourceType":222,"source":1940,"tags":1941},"OpenClaw 的 sessions CLI 正在从会话列表命令长成 store 巡检入口","官方最近把 sessions CLI 的 scope、all-agents、active 和显式 store 路径写得更完整了，也让它更适合作为长期运维里的 session store 巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[548,692,1286,971,267],{"title":1943,"description":1944,"path":1945,"category":1597,"date":427,"updatedAt":427,"sourceType":222,"source":1946,"tags":1947},"OpenClaw 正在把 shared inbox 明确限定为协作硬化，而不是多租户承诺","官方最新 security audit 文档正在更明确地区分协作型 shared inbox 与互不信任多租户环境，并把 secure DM、sandbox 和 workspace-scoped access 组合成更完整的加固建议。","/news/openclaw-shared-inbox-trust-model-watch-2026-03-25","https://docs.openclaw.ai/cli/security",[268,986,987,1948,246],"sandbox",{"title":1950,"description":1951,"path":1952,"category":212,"date":213,"updatedAt":213,"sourceType":222,"source":220,"tags":1953},"OpenClaw 官方 Showcase 更新：Telegram PR 反馈、酒窖 Skill 与 Tesco 自动购物成为新样板","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三个社区案例，观察 OpenClaw 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",[225,483,458,260,295],{"title":1955,"description":1956,"path":1957,"category":1597,"date":437,"updatedAt":437,"sourceType":222,"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",[986,1136,429,412,268],{"title":1960,"description":1961,"path":1962,"category":1597,"date":1277,"updatedAt":1277,"sourceType":222,"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 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",[1279,520,1305,1306,1965],"compatibility",{"title":1967,"description":1968,"path":1969,"category":1597,"date":358,"updatedAt":358,"sourceType":222,"source":1630,"tags":1970},"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",[1006,268,317,246,512],{"title":1972,"description":1973,"path":1974,"category":1597,"date":788,"updatedAt":788,"sourceType":222,"source":1745,"tags":1975},"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 结构化返回。","/news/openclaw-ui-api-debug-watch-2026-03-26",[246,373,790,1120,431],{"title":1977,"description":1978,"path":1979,"category":1597,"date":358,"updatedAt":358,"sourceType":222,"source":1980,"tags":1981},"OpenClaw 维护观察：卸载边界正在从“删包”变成“服务、状态、profile 与远程主机”的完整收口","基于 2026 年 3 月 24 日可见的官方 Updating 与 uninstall 文档，最近最值得关注的变化之一是 OpenClaw 的卸载和移除边界正在被官方主动写清，不再只是删除 CLI。","/news/openclaw-uninstall-boundaries-watch-2026-03-24","https://docs.openclaw.ai/cli/uninstall",[1354,948,1051,246,1747],{"title":1983,"description":1984,"path":1985,"category":1597,"date":358,"updatedAt":358,"sourceType":222,"source":1986,"tags":1987},"OpenClaw 更新观察：stable、beta、dev 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级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[506,776,777,403,561],{"title":2002,"description":2003,"path":2004,"category":212,"date":213,"updatedAt":213,"sourceType":222,"source":1611,"tags":2005},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[304,373,796,492,1686],{"title":2007,"description":2008,"path":2009,"category":1597,"date":788,"updatedAt":788,"sourceType":222,"source":2010,"tags":2011},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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