[{"data":1,"prerenderedAt":3150},["ShallowReactive",2],{"best-practices:voice-usage":3,"content-manifest":504},{"id":4,"title":5,"body":6,"category":486,"date":487,"description":488,"difficulty":489,"extension":490,"meta":491,"navigation":492,"path":493,"seo":494,"source":487,"sourceName":487,"sourceType":495,"stem":496,"tags":497,"updatedAt":502,"__hash__":503},"bestPractices/best-practices/voice-usage.md","语音功能最佳实践",{"type":7,"value":8,"toc":446},"minimark",[9,12,16,20,23,52,55,60,63,77,81,84,98,102,105,119,123,126,140,143,146,149,160,163,174,177,180,195,198,201,209,212,215,229,232,243,246,257,260,264,267,278,282,285,296,300,303,314,317,320,331,334,345,348,351,365,368,379,382,385,388,399,402,405,416,419,422,425],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"OpenClaw 的语音功能让它成为了一个真正\"随时在线\"的助手。本文将分享如何在各种场景中高效使用语音功能。",[17,18,19],"h2",{"id":19},"语音功能的价值",[13,21,22],{},"语音交互的核心价值在于：",[24,25,26,34,40,46],"ul",{},[27,28,29,33],"li",{},[30,31,32],"strong",{},"释放双手"," - 双手忙碌时也能与 AI 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日常助手场景",[13,124,125],{},"日常生活助手：",[24,127,128,131,134,137],{},[27,129,130],{},"\"今天天气怎么样\"",[27,132,133],{},"\"提醒我明天早上九点开会\"",[27,135,136],{},"\"查一下从深圳到广州的高铁\"",[27,138,139],{},"\"帮我记一下老婆的生日礼物idea\"",[17,141,142],{"id":142},"语音指令技巧",[56,144,145],{"id":145},"结构化表达",[13,147,148],{},"使用结构化的表达方式让识别更准确：",[150,151,156],"pre",{"className":152,"code":154,"language":155},[153],"language-text","[动作] + [对象] + [细节]\n","text",[157,158,154],"code",{"__ignoreMap":159},"",[13,161,162],{},"例如：",[24,164,165,168,171],{},[27,166,167],{},"\"帮我查询深圳天气\"",[27,169,170],{},"\"设置下午三点的会议提醒\"",[27,172,173],{},"\"播放周杰伦的晴天\"",[56,175,176],{"id":176},"连续对话",[13,178,179],{},"OpenClaw 支持连续语音对话：",[181,182,183,186,189,192],"ol",{},[27,184,185],{},"唤醒助手",[27,187,188],{},"提出第一个问题",[27,190,191],{},"助手回答后可继续追问",[27,193,194],{},"不需要每次都重新唤醒",[56,196,197],{"id":197},"明确上下文",[13,199,200],{},"在连续对话中明确上下文：",[24,202,203,206],{},[27,204,205],{},"\"昨天让你查的股票现在多少钱\"",[27,207,208],{},"\"继续刚才的食谱，下一步是什么\"",[17,210,211],{"id":211},"常见问题解决",[56,213,214],{"id":214},"语音识别不准",[24,216,217,220,223,226],{},[27,218,219],{},"尽量在安静环境使用",[27,221,222],{},"发音清晰，语速适中",[27,224,225],{},"靠近设备麦克风",[27,227,228],{},"检查网络连接",[56,230,231],{"id":231},"响应太慢",[24,233,234,237,240],{},[27,235,236],{},"确认网络稳定",[27,238,239],{},"检查 Gateway 是否正常运行",[27,241,242],{},"考虑使用本地模型（如果支持）",[56,244,245],{"id":245},"无法唤醒",[24,247,248,251,254],{},[27,249,250],{},"检查是否启用了语音唤醒功能",[27,252,253],{},"确认麦克风权限已授予",[27,255,256],{},"查看设备是否支持语音唤醒",[17,258,259],{"id":259},"与其他功能结合",[56,261,263],{"id":262},"语音-渠道","语音 + 渠道",[13,265,266],{},"通过语音发送消息到各个渠道：",[24,268,269,272,275],{},[27,270,271],{},"\"给张三发微信说...\"",[27,273,274],{},"\"在飞书上通知团队...\"",[27,276,277],{},"\"发邮件给老板...\"",[56,279,281],{"id":280},"语音-技能","语音 + 技能",[13,283,284],{},"调用特定技能：",[24,286,287,290,293],{},[27,288,289],{},"\"用待办技能记录...\"",[27,291,292],{},"\"让翻译技能帮我翻一下...\"",[27,294,295],{},"\"用计算技能算一下...\"",[56,297,299],{"id":298},"语音-canvas","语音 + Canvas",[13,301,302],{},"语音与 Canvas 结合：",[24,304,305,308,311],{},[27,306,307],{},"\"展示最近的销售数据\"",[27,309,310],{},"\"把结果做成图表\"",[27,312,313],{},"\"在 Canvas 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助手真正融入了日常生活和工作。掌握这些技巧，可以大幅提升使用效率。",[17,423,424],{"id":424},"下一步",[24,426,427,434,440],{},[27,428,429],{},[430,431,433],"a",{"href":432},"/docs/getting-started/getting-started","快速入门",[27,435,436],{},[430,437,439],{"href":438},"/news/multiplatform-clients","多平台客户端",[27,441,442],{},[430,443,445],{"href":444},"/docs/manual/core-capabilities","核心能力总览",{"title":159,"searchDepth":447,"depth":447,"links":448},2,[449,450,457,462,467,472,476,480,484,485],{"id":19,"depth":447,"text":19},{"id":54,"depth":447,"text":54,"children":451},[452,454,455,456],{"id":58,"depth":453,"text":59},3,{"id":79,"depth":453,"text":80},{"id":100,"depth":453,"text":101},{"id":121,"depth":453,"text":122},{"id":142,"depth":447,"text":142,"children":458},[459,460,461],{"id":145,"depth":453,"text":145},{"id":176,"depth":453,"text":176},{"id":197,"depth":453,"text":197},{"id":211,"depth":447,"text":211,"children":463},[464,465,466],{"id":214,"depth":453,"text":214},{"id":231,"depth":453,"text":231},{"id":245,"depth":453,"text":245},{"id":259,"depth":447,"text":259,"children":468},[469,470,471],{"id":262,"depth":453,"text":263},{"id":280,"depth":453,"text":281},{"id":298,"depth":453,"text":299},{"id":316,"depth":447,"text":316,"children":473},[474,475],{"id":319,"depth":453,"text":319},{"id":333,"depth":453,"text":333},{"id":347,"depth":447,"text":347,"children":477},[478,479],{"id":350,"depth":453,"text":350},{"id":367,"depth":453,"text":367},{"id":381,"depth":447,"text":381,"children":481},[482,483],{"id":384,"depth":453,"text":384},{"id":401,"depth":453,"text":401},{"id":418,"depth":447,"text":418},{"id":424,"depth":447,"text":424},"使用技巧",null,"如何在日常场景中高效使用 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开始，而不是一上来就把整套能力全部接齐。","/docs/getting-started/personal-user-entry",[598,599,576,521,534],"personal","getting-started",{"title":601,"description":602,"path":603,"category":604,"updatedAt":502,"sourceType":549,"tags":605},"如何开始系统理解 OpenClaw","给第一次接触 OpenClaw 的中文用户一条更清晰的阅读顺序，先建立整体认知，再进入安装、接入和运维细节。","/docs/getting-started/reading-path","使用指南",[606,607,608,575],"reading-path","overview","docs",{"title":610,"description":611,"path":612,"category":613,"updatedAt":614,"sourceType":549,"tags":615},"OpenClaw 是什么","用中文快速理解 OpenClaw 的定位、使用方式和它与普通聊天产品的差别。","/docs/getting-started/what-is-openclaw","产品","2026-03-13",[607,616,521,501],"self-hosted",{"title":618,"description":619,"path":620,"category":514,"updatedAt":528,"sourceType":516,"tags":621},"我什么时候再上 Skills、Plugins 和多 Agent","帮你判断现在是否已经适合进入 Skills、Plugins、Hooks 或多 Agent 扩展，而不是在基础链路未稳定时过早堆复杂度。","/docs/getting-started/when-to-add-skills-plugins-and-multi-agent",[534,622,623,624,625],"plugins","multi-agent","hooks","decision",{"title":627,"description":628,"path":629,"category":514,"updatedAt":630,"sourceType":516,"tags":631},"我什么时候该开始接入渠道","帮你判断现在是否已经适合进入 Telegram、WhatsApp、飞书等渠道接入，而不是在最小链路未稳定时过早增加复杂度。","/docs/getting-started/when-to-connect-channels","2026-03-24",[521,575,625,519,632],"safety",{"title":634,"description":635,"path":636,"category":514,"updatedAt":630,"sourceType":516,"tags":637},"模型、配置和安全这三页分别什么时候看","用最短方式判断什么时候该去看模型选择、关键配置和安全实践，避免把问题带到错误页面里越看越乱。","/docs/getting-started/when-to-read-models-config-security",[638,639,542,625,599],"models","configurations",{"title":641,"description":642,"path":643,"category":514,"updatedAt":630,"sourceType":516,"tags":644},"Dashboard、WebChat 和聊天渠道分别什么时候用","把 OpenClaw 最常见的三个使用入口拆开，帮助你判断什么时候该进 Dashboard，什么时候该用 WebChat，什么时候才值得接入 Telegram、飞书或 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把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1383,1384,1385,1386,1387],"anthropic","429","context1m","failover","reference",{"title":1389,"description":1390,"path":1391,"category":1381,"updatedAt":502,"sourceType":549,"tags":1392},"API 与参考资料阅读入口","说明 OpenClaw 的参考资料应如何阅读，以及中文用户在查 CLI、配置、诊断和模块说明时该怎么找信息。","/docs/reference/api-reference-overview",[1387,695,1075,1393],"diagnostics",{"title":1395,"description":1396,"path":1397,"category":1381,"updatedAt":630,"sourceType":549,"tags":1398},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec Approvals 文档，解释 openclaw approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[835,955,833,519,1399,1387],"node",{"title":1401,"description":1402,"path":1403,"category":1381,"updatedAt":738,"sourceType":549,"tags":1404},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 cooldown，以及为什么同一个 session 往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[705,977,1386,670,1387],{"title":1406,"description":1407,"path":1408,"category":1381,"updatedAt":738,"sourceType":549,"tags":1409},"setup code、bootstrapToken 和 /pair pending 应该怎么一起看","基于最新官方 Pairing 文档，解释 Telegram 首次设备接入时 setup code 里到底装了什么、bootstrapToken 只负责哪一步，以及为什么最后仍然要回到 /pair pending 做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[869,1410,758,870,1387],"bootstrapToken",{"title":1412,"description":1413,"path":1414,"category":1387,"updatedAt":665,"sourceType":549,"tags":1415},"引导文件模板系统","AGENTS.md、SOUL.md、BOOTSTRAP.md 等引导文件的用途、写法和最佳实践。","/docs/reference/bootstrap-templates",[1416,669,714,677,1276,668],"templates",{"title":1418,"description":1419,"path":1420,"category":1381,"updatedAt":728,"sourceType":549,"tags":1421},"频道 pairing CLI 和 account scope 应该怎么一起看","基于最新官方 Pairing 文档，解释 openclaw pairing 的 list、approve、clear、--account 与 --notify 分别影响什么，以及多账号渠道下为什么不能只看一个默认 allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[869,1422,521,1423,1205],"allowFrom","account",{"title":1425,"description":1426,"path":1427,"category":1381,"updatedAt":831,"sourceType":549,"tags":1428},"CLI 命令参考","OpenClaw 命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[695,1387,1429,1430],"commands","terminal",{"title":1432,"description":1433,"path":1434,"category":1381,"updatedAt":738,"sourceType":549,"tags":1435},"Cloudflare AI Gateway 的双层鉴权头应该怎么配","基于最新官方 Cloudflare AI Gateway 文档，解释 provider API key 和 cf-aig-authorization 为什么是两层不同凭据，以及 daemon 场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[1436,1437,705,703,1387],"cloudflare-ai-gateway","headers",{"title":1439,"description":1440,"path":1441,"category":1442,"updatedAt":630,"sourceType":783,"tags":1443},"社区支持","汇总 OpenClaw 的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[783,1444,1445,1446],"github","issues","feedback",{"title":1448,"description":1449,"path":1450,"category":1381,"updatedAt":831,"sourceType":549,"tags":1451},"配置参考","OpenClaw 完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[533,1387,1452,1453],"settings","options",{"title":1455,"description":1456,"path":1457,"category":1381,"updatedAt":588,"sourceType":549,"tags":1458},"Control UI 设备配对与浏览器授权","基于最新官方 Control UI 与 Pairing 文档，解释为什么远程浏览器首次连接需要设备配对、设备身份如何记住，以及什么时候需要重新批准。","/docs/reference/control-ui-device-pairing",[792,869,870,811,1205],{"title":1460,"description":1461,"path":1462,"category":1381,"updatedAt":738,"sourceType":549,"tags":1463},"cron run 入队语义和 retry backoff 应该怎么理解","基于最新官方 cron CLI 与 Cron Jobs 文档，解释 openclaw cron run 为什么先返回 enqueued、何时该去看 runs，以及 recurring job 连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[693,949,1464,1035,1387],"scheduler",{"title":1466,"description":1467,"path":1468,"category":1381,"updatedAt":1144,"sourceType":549,"tags":1469},"Dashboard 的 SecretRef token、sessionStorage 和非 token 化 URL 应该怎么理解","基于最新官方 Dashboard 文档，解释 openclaw dashboard 在普通 token、SecretRef token 和远程入口下分别如何引导认证，以及为什么当前浏览器标签页的 sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[576,810,1470,1471,705],"secretref","sessionStorage",{"title":1473,"description":1474,"path":1475,"category":1476,"updatedAt":831,"sourceType":549,"tags":1477},"调试、运行时覆盖与开发排障","基于官方 debugging 和 FAQ 文档，整理 `/debug`、watch 模式、dev profile 以及排查流式输出异常时最值得先看的入口。","/docs/reference/debugging-and-runtime-overrides","排错",[1478,1479,1480,1224,938],"debugging","debug","runtime-overrides",{"title":1482,"description":1483,"path":1484,"category":1381,"updatedAt":710,"sourceType":549,"tags":1485},"Diagnostics flags 和定向日志应该怎么用","基于最新官方 Diagnostics Flags 与 Logging 文档，解释 OpenClaw 如何用 diagnostics.flags 和 OPENCLAW_DIAGNOSTICS 打开定向调试日志，以及为什么这比全局 verbose 更适合长期排障。","/docs/reference/diagnostics-flags-and-targeted-logs",[1393,1486,1487,1479,1387],"logging","flags",{"title":1489,"description":1490,"path":1491,"category":1381,"updatedAt":710,"sourceType":549,"tags":1492},"dmScope 和 identityLinks 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",[732,1493,1494,713,1387],"dmScope","identityLinks",{"title":1496,"description":1497,"path":1498,"category":1381,"updatedAt":710,"sourceType":549,"tags":1499},"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",[1224,1225,1393,1500,1387],"migrations",{"title":1502,"description":1503,"path":1504,"category":1381,"updatedAt":710,"sourceType":549,"tags":1505},"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",[1078,533,740,1506,1387],"shell",{"title":1508,"description":1509,"path":1510,"category":1381,"updatedAt":630,"sourceType":516,"tags":1511},"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",[1512,1299,783,1513,1301],"sources","trust",{"title":1515,"description":1516,"path":1517,"category":1381,"updatedAt":588,"sourceType":549,"tags":1518},"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",[519,1519,695,1152,685],"rpc",{"title":1521,"description":1522,"path":1523,"category":1381,"updatedAt":710,"sourceType":549,"tags":1524},"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",[869,870,519,684,1387],{"title":1526,"description":1527,"path":1528,"category":1381,"updatedAt":1144,"sourceType":549,"tags":1529},"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",[732,519,645,576,1387],{"title":1531,"description":1532,"path":1533,"category":1381,"updatedAt":738,"sourceType":549,"tags":1534},"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",[519,1152,1535,1536,1387],"protocol","scopes",{"title":1538,"description":1539,"path":1540,"category":1381,"updatedAt":728,"sourceType":549,"tags":1541},"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",[731,1542,713,955,888],"mention",{"title":1544,"description":1545,"path":1546,"category":1381,"updatedAt":738,"sourceType":549,"tags":1547},"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",[1198,1548,1549,1550,1387],"visibility","activeHours","alerts",{"title":1552,"description":1553,"path":1554,"category":1381,"updatedAt":728,"sourceType":549,"tags":1555},"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",[1146,1152,1556,519,1387],"sdk",{"title":1558,"description":1559,"path":1560,"category":1381,"updatedAt":728,"sourceType":549,"tags":1561},"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",[533,1562,1176,1563,1387],"include","arrays",{"title":1565,"description":1566,"path":1567,"category":1381,"updatedAt":710,"sourceType":549,"tags":1568},"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",[984,1569,835,569,1387],"invoke",{"title":1571,"description":1572,"path":1573,"category":1381,"updatedAt":738,"sourceType":549,"tags":1574},"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",[523,1575,1576,1577,1578,1387],"hybrid-search","ranking","mmr","retrieval",{"title":1580,"description":1581,"path":1582,"category":1381,"updatedAt":630,"sourceType":549,"tags":1583},"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",[638,1584,705,703,1387],"probe",{"title":1586,"description":1587,"path":1588,"category":1381,"updatedAt":1073,"sourceType":549,"tags":1589},"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",[869,870,1422,1590,1205],"credentials",{"title":1592,"description":1593,"path":1594,"category":1381,"updatedAt":630,"sourceType":549,"tags":1595},"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",[622,766,1596,1597,1301,1387],"npm","pin",{"title":1599,"description":1600,"path":1601,"category":1476,"updatedAt":588,"sourceType":549,"tags":1602},"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",[1478,1603,938,703,901],"raw-stream",{"title":1605,"description":1606,"path":1607,"category":1381,"updatedAt":738,"sourceType":549,"tags":1608},"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",[590,1609,705,519,1387],"tlsFingerprint",{"title":1611,"description":1612,"path":1613,"category":1381,"updatedAt":738,"sourceType":549,"tags":1614},"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",[731,1615,1616,1617,1387],"mentions","pending-history","reply",{"title":1619,"description":1620,"path":1621,"category":1381,"updatedAt":710,"sourceType":549,"tags":1622},"SecretRefs 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的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[570,1198,693,1656,541],{"title":1974,"description":1975,"path":1976,"category":1950,"date":690,"updatedAt":690,"sourceType":549,"source":1977,"tags":1978},"OpenClaw 正在把 /tasks 做成后台工作总账本，而不是聊天里的附属提示","官方近期补全的 Background Tasks 与 tasks CLI 文档，说明 OpenClaw 的后台任务体系已经从隐式执行，转向更正式的 ledger、审计和清理模型。","/news/openclaw-background-tasks-watch-2026-04-30","https://docs.openclaw.ai/automation/tasks",[692,570,693,694,1325,541],{"title":1980,"description":1981,"path":1982,"category":1950,"date":690,"updatedAt":690,"sourceType":549,"source":1983,"tags":1984},"OpenClaw 的 Amazon Bedrock 接入开始把 Guardrails 正式推到 provider 层","官方近期完善的 Amazon Bedrock 文档，把 AWS credential chain、自动发现和 Guardrails 全部写到了同一页里，说明 Bedrock 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权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[576,1360,869,590,542],{"title":1998,"description":1999,"path":2000,"category":1950,"date":630,"updatedAt":630,"sourceType":549,"source":1958,"tags":2001},"OpenClaw 渠道观察：Telegram 和 Discord 正在从聊天入口扩展成正式审批面","基于 2026 年 3 月 24 日可见的官方 Exec Approvals 文档，Telegram 与 Discord 最近最值得关注的变化不是又多了一个命令，而是它们已经开始承担受控审批入口。","/news/openclaw-channel-approval-clients-watch-2026-03-24",[758,760,835,521,1314],{"title":2003,"description":2004,"path":2005,"category":1802,"date":515,"updatedAt":515,"sourceType":783,"source":2006,"tags":2007},"OpenClaw 在中国 AI 生态中的位置：从中文教程热到本地化能力竞赛","基于 2026 年 3 月 16 日整理素材，梳理 OpenClaw 在中国 AI 生态里的关注点：本地部署、中文模型接入、数据安全与本土服务集成。","/news/openclaw-china-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-china-ai-ecosystem-analysis.md",[1682,784,1805,1758],{"title":2009,"description":2010,"path":2011,"category":1950,"date":630,"updatedAt":630,"sourceType":549,"source":2012,"tags":2013},"OpenClaw ClawHub 观察：sync、lockfile 与最小 telemetry 让技能注册表更像正式分发生态","基于 2026 年 3 月 24 日可见的官方 ClawHub 文档，最近最值得关注的变化不是“技能数量”，而是技能分发、版本记录和同步行为正在更像一套正式 registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[766,534,775,776,2014,767],"telemetry",{"title":2016,"description":2017,"path":2018,"category":1744,"date":588,"updatedAt":588,"sourceType":549,"source":2019,"tags":2020},"OpenClaw CLI 观察：命令行已经不只是辅助工具，而是在慢慢收敛成正式控制面","基于 2026 年 3 月 21 日可见的官方 CLI Reference、Gateway protocol 与 Dashboard 文档，整理最近最值得中文站关注的 CLI 变化：status/health/logs 分层、gateway RPC 边界，以及 Dashboard 和 CLI 之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[695,519,1519,685,541],{"title":2022,"description":2023,"path":2024,"category":1950,"date":710,"updatedAt":710,"sourceType":549,"source":2025,"tags":2026},"OpenClaw 的配置分层边界越来越清楚","官方最近围绕 Environment Variables、Configuration、Logging 和 Debugging 的文档更新，正在把正式配置、env 注入和一次性 override 拆成更清楚的层。","/news/openclaw-configuration-layering-watch-2026-03-22","https://docs.openclaw.ai/help/environment",[533,1078,712,2027,541],"overrides",{"title":2029,"description":2030,"path":2031,"category":1744,"date":588,"updatedAt":588,"sourceType":549,"source":1938,"tags":2032},"OpenClaw 上下文观察：Compaction、Session 连续性与 persona 保真正在成为官方显式关注点","基于 2026 年 3 月 21 日可见的官方 Context 文档与 GitHub Releases 页面，整理最近最值得中文站关注的上下文变化：compaction 后 token 检查、session continuity、persona/language 保真，以及它们对长期使用的意义。","/news/openclaw-context-compaction-watch-2026-03-21",[1100,1101,670,523,2033],"continuity",{"title":2035,"description":2036,"path":2037,"category":1744,"date":588,"updatedAt":588,"sourceType":549,"source":2038,"tags":2039},"OpenClaw 控制面观察：Control UI、设备配对与 Tailscale Serve 正在把浏览器管理做成正式能力","基于 2026 年 3 月 21 日可见的官方 Control UI、Dashboard、Pairing 与 Tailscale 文档，整理最近最值得关注的控制面变化：浏览器设备配对、语言支持、远程 Serve 与更明确的管理面边界。","/news/openclaw-control-surface-watch-2026-03-21","https://docs.openclaw.ai/web/control-ui",[792,576,1184,869,590],{"title":2041,"description":2042,"path":2043,"category":1950,"date":1144,"updatedAt":1144,"sourceType":549,"source":1964,"tags":2044},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 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开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[530,534,784,1682],{"title":2058,"description":2059,"path":2060,"category":1950,"date":728,"updatedAt":728,"sourceType":549,"source":2061,"tags":2062},"OpenClaw 的 devices CLI 正在把设备授权写成一条完整生命周期","官方最近围绕 devices CLI 的补强，让 approve、revoke、rotate 和 fresh token 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",[870,869,810,1218,2063],"rotate",{"title":2065,"description":2066,"path":2067,"category":1950,"date":710,"updatedAt":710,"sourceType":549,"source":2068,"tags":2069},"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 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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",[2082,2083,2084,2085],"education","adoption","ai-tutor","higher-education",{"title":2087,"description":2088,"path":2089,"category":2079,"date":515,"updatedAt":515,"sourceType":783,"source":2090,"tags":2091},"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",[540,1684,569,1682],{"title":2093,"description":2094,"path":2095,"category":1744,"date":588,"updatedAt":588,"sourceType":549,"source":2096,"tags":2097},"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",[534,766,622,624,785],{"title":2099,"description":2100,"path":2101,"category":1950,"date":690,"updatedAt":690,"sourceType":549,"source":2102,"tags":2103},"OpenClaw 的 Feishu 入口正在从聊天机器人走向文档协作流","官方近期更新的 Feishu 文档，把扫码接入、群控边界和 Drive 评论线程动作都写进了主线，说明 Feishu 已经不只是简单聊天入口。","/news/openclaw-feishu-drive-comments-watch-2026-04-30","https://docs.openclaw.ai/channels/feishu",[847,848,849,850,521,851],{"title":2105,"description":2106,"path":2107,"category":1950,"date":728,"updatedAt":728,"sourceType":549,"source":2108,"tags":2109},"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",[519,869,2110,810,684],"pending",{"title":2112,"description":2113,"path":2114,"category":1950,"date":1144,"updatedAt":1144,"sourceType":549,"source":2115,"tags":2116},"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",[519,732,645,576,2117],"state",{"title":2119,"description":2120,"path":2121,"category":1950,"date":728,"updatedAt":728,"sourceType":549,"source":2122,"tags":2123},"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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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",[2142,523,818,2179,2180],"vector-search","knowledge",{"title":2182,"description":2183,"path":2184,"category":1950,"date":728,"updatedAt":728,"sourceType":549,"source":2185,"tags":2186},"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",[1542,731,758,760,825],{"title":2188,"description":2189,"path":2190,"category":1950,"date":710,"updatedAt":710,"sourceType":549,"source":2191,"tags":2192},"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",[888,645,713,892,521],{"title":2194,"description":2195,"path":2196,"category":1950,"date":630,"updatedAt":630,"sourceType":549,"source":2019,"tags":2197},"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",[638,1584,703,705,1261],{"title":2199,"description":2200,"path":2201,"category":1950,"date":728,"updatedAt":728,"sourceType":549,"source":2202,"tags":2203},"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",[684,868,519,869,870],{"title":2205,"description":2206,"path":2207,"category":1744,"date":588,"updatedAt":588,"sourceType":549,"source":2208,"tags":2209},"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",[575,1729,996,1730,1302],{"title":2211,"description":2212,"path":2213,"category":1950,"date":1144,"updatedAt":1144,"sourceType":549,"source":2038,"tags":2214},"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",[1314,811,792,869,590],{"title":2216,"description":2217,"path":2218,"category":1950,"date":738,"updatedAt":738,"sourceType":549,"source":2219,"tags":2220},"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",[576,645,1152,1314,685],{"title":2222,"description":2223,"path":2224,"category":1950,"date":728,"updatedAt":728,"sourceType":549,"source":2061,"tags":2225},"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",[869,1422,521,1423,541],{"title":2227,"description":2228,"path":2229,"category":1744,"date":588,"updatedAt":588,"sourceType":549,"source":2230,"tags":2231},"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",[622,784,624,783,785],{"title":2233,"description":2234,"path":2235,"category":1950,"date":630,"updatedAt":630,"sourceType":549,"source":2236,"tags":2237},"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",[622,766,1596,1597,1301],{"title":2239,"description":2240,"path":2241,"category":1950,"date":630,"updatedAt":630,"sourceType":549,"source":2242,"tags":2243},"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",[983,984,569,835,623],{"title":2245,"description":2246,"path":2247,"category":1950,"date":738,"updatedAt":738,"sourceType":549,"source":2248,"tags":2249},"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",[703,638,684,705,1002],{"title":2251,"description":2252,"path":2253,"category":1950,"date":738,"updatedAt":738,"sourceType":549,"source":2254,"tags":2255},"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",[703,1386,638,519,541],{"title":2257,"description":2258,"path":2259,"category":1744,"date":588,"updatedAt":588,"sourceType":549,"source":1938,"tags":2260},"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",[1299,1300,1302,1301],{"title":2262,"description":2263,"path":2264,"category":1950,"date":710,"updatedAt":710,"sourceType":549,"source":1964,"tags":2265},"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",[576,869,684,590,1205],{"title":2267,"description":2268,"path":2269,"category":1950,"date":728,"updatedAt":728,"sourceType":549,"source":2270,"tags":2271},"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",[713,712,2272,521,714],"threads",{"title":2274,"description":2275,"path":2276,"category":1950,"date":690,"updatedAt":690,"sourceType":549,"source":2277,"tags":2278},"OpenClaw 把 SearXNG 推进 bundled web_search provider，搜索层开始更适合自托管","官方近期上线的 SearXNG Search 文档，说明 OpenClaw 的 web_search 已经不只适合外部 API，也开始正式支持自托管聚合搜索。","/news/openclaw-searxng-search-watch-2026-04-30","https://docs.openclaw.ai/tools/searxng-search",[1043,930,1044,616,522],{"title":2280,"description":2281,"path":2282,"category":1950,"date":728,"updatedAt":728,"sourceType":549,"source":2283,"tags":2284},"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",[1624,2285,2286,1623,541],"snapshot","rotation",{"title":2288,"description":2289,"path":2290,"category":1950,"date":728,"updatedAt":728,"sourceType":549,"source":2150,"tags":2291},"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",[732,542,1493,869,1340],{"title":2293,"description":2294,"path":2295,"category":1950,"date":630,"updatedAt":630,"sourceType":549,"source":2296,"tags":2297},"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",[542,1325,1327,1326,541],{"title":2299,"description":2300,"path":2301,"category":2302,"date":515,"updatedAt":515,"sourceType":783,"source":2303,"tags":2304},"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",[542,2305,901,540],"compliance",{"title":2307,"description":2308,"path":2309,"category":1950,"date":710,"updatedAt":710,"sourceType":549,"source":2283,"tags":2310},"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",[542,1623,835,2311,541],"proxy",{"title":2313,"description":2314,"path":2315,"category":1950,"date":1634,"updatedAt":1634,"sourceType":549,"source":2316,"tags":2317},"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",[732,1637,1101,1636,519],{"title":2319,"description":2320,"path":2321,"category":1950,"date":1634,"updatedAt":1634,"sourceType":549,"source":2322,"tags":2323},"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",[670,695,1643,1325,541],{"title":2325,"description":2326,"path":2327,"category":1950,"date":728,"updatedAt":728,"sourceType":549,"source":2328,"tags":2329},"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",[542,1340,1341,2330,519],"sandbox",{"title":2332,"description":2333,"path":2334,"category":1744,"date":588,"updatedAt":588,"sourceType":549,"source":2140,"tags":2335},"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",[2142,783,758,534,570],{"title":2337,"description":2338,"path":2339,"category":1950,"date":738,"updatedAt":738,"sourceType":549,"source":2328,"tags":2340},"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",[1340,1494,730,713,542],{"title":2342,"description":2343,"path":2344,"category":1950,"date":1634,"updatedAt":1634,"sourceType":549,"source":2345,"tags":2346},"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",[1636,703,1662,1663,2347],"compatibility",{"title":2349,"description":2350,"path":2351,"category":1950,"date":630,"updatedAt":630,"sourceType":549,"source":1995,"tags":2352},"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",[1360,542,590,519,705],{"title":2354,"description":2355,"path":2356,"category":1950,"date":1144,"updatedAt":1144,"sourceType":549,"source":2115,"tags":2357},"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",[519,645,1146,1478,732],{"title":2359,"description":2360,"path":2361,"category":1950,"date":630,"updatedAt":630,"sourceType":549,"source":2362,"tags":2363},"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",[1710,1302,977,519,2117],{"title":2365,"description":2366,"path":2367,"category":1950,"date":630,"updatedAt":630,"sourceType":549,"source":2368,"tags":2369},"OpenClaw 更新观察：stable、beta、dev 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