[{"data":1,"prerenderedAt":2961},["ShallowReactive",2],{"docs:manual/deepgram-audio-transcription":3,"content-manifest":449},{"id":4,"title":5,"body":6,"category":429,"date":430,"description":431,"extension":432,"meta":433,"navigation":434,"path":435,"seo":436,"source":437,"sourceName":438,"sourceType":439,"stem":440,"tags":441,"updatedAt":447,"__hash__":448},"docs/docs/manual/deepgram-audio-transcription.md","Deepgram 音频转录怎么接",{"type":7,"value":8,"toc":419},"minimark",[9,13,22,25,35,40,43,54,57,65,68,71,74,95,98,233,237,240,248,251,254,265,268,271,274,291,294,305,308,312,315,318,329,332,336,339,353,356,359,362,383,386,389,392,412,415],[10,11,5],"h1",{"id":12},"deepgram-音频转录怎么接",[14,15,16,17,21],"p",{},"官方现在已经把 ",[18,19,20],"code",{},"Deepgram"," 单独列为正式 provider，这一点很重要，因为它说明 OpenClaw 里的“语音能不能转成文本”已经不该再和聊天模型混着理解。",[14,23,24],{},"对很多中文用户来说，更容易记住的边界是：",[26,27,28,32],"ul",{},[29,30,31],"li",{},"聊天模型负责回答",[29,33,34],{},"转录 provider 负责把音频变成文本",[36,37,39],"h2",{"id":38},"deepgram-在-openclaw-里负责什么","Deepgram 在 OpenClaw 里负责什么",[14,41,42],{},"根据最新官方 provider 文档，Deepgram 在 OpenClaw 里的职责很明确：",[26,44,45,48,51],{},[29,46,47],{},"处理入站音频或语音消息",[29,49,50],{},"上传音频文件到 Deepgram",[29,52,53],{},"把转录结果注入回复流水线",[14,55,56],{},"官方文档还特别说明了两点：",[26,58,59,62],{},[29,60,61],{},"这里用的是预录音频转录接口",[29,63,64],{},"不是实时流式转录",[14,66,67],{},"所以更适合把它理解成“把一段现成音频转成文本”，而不是打电话那种实时语音栈。",[36,69,70],{"id":70},"最小配置长什么样",[14,72,73],{},"官方文档给出的最小思路很直接：",[75,76,77,83,89],"ol",{},[29,78,79,80],{},"配 ",[18,81,82],{},"DEEPGRAM_API_KEY",[29,84,85,86],{},"打开 ",[18,87,88],{},"tools.media.audio.enabled",[29,90,91,92],{},"给音频工具指定 ",[18,93,94],{},"provider: \"deepgram\"",[14,96,97],{},"一个更容易理解的最小配置可以写成：",[99,100,105],"pre",{"className":101,"code":102,"language":103,"meta":104,"style":104},"language-json shiki shiki-themes github-light github-dark","{\n  \"tools\": {\n    \"media\": {\n      \"audio\": {\n        \"enabled\": true,\n        \"models\": [\n          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}\n",[108,228,230],{"class":110,"line":229},15,[108,231,232],{"class":114},"}\n",[36,234,236],{"id":235},"为什么它和聊天-provider-不该混起来配","为什么它和聊天 provider 不该混起来配",[14,238,239],{},"这类问题在中文环境里很常见：",[26,241,242,245],{},[29,243,244],{},"聊天已经能用了",[29,246,247],{},"结果语音消息还是不工作",[14,249,250],{},"原因通常就在于聊天 provider 和转录 provider 是两层不同能力。",[14,252,253],{},"根据官方现在的 provider 目录，这种分层已经很明确：",[26,255,256,259,262],{},[29,257,258],{},"聊天模型是一层",[29,260,261],{},"image model 可能是一层",[29,263,264],{},"audio transcription 又是一层",[14,266,267],{},"所以“主模型能回话”并不等于“语音入口已经完整可用”。",[36,269,270],{"id":270},"官方当前最值得记住的几个选项",[14,272,273],{},"Deepgram provider 文档目前特别提到的可调项包括：",[26,275,276,281,286],{},[29,277,278],{},[18,279,280],{},"model",[29,282,283],{},[18,284,285],{},"language",[29,287,288],{},[18,289,290],{},"detect_language",[14,292,293],{},"这意味着你可以根据自己的场景决定：",[26,295,296,299,302],{},[29,297,298],{},"直接固定语言",[29,300,301],{},"给语言提示",[29,303,304],{},"让它自己检测",[14,306,307],{},"如果你处理的是中文、英文或中英混合语音，这几个参数就比想象中更重要。",[36,309,311],{"id":310},"转录结果在-openclaw-里是怎么进入会话的","转录结果在 OpenClaw 里是怎么进入会话的",[14,313,314],{},"官方文档当前的说法很清楚：转录结果会被注入到回复流水线里，带上 transcript 信息和音频块上下文。",[14,316,317],{},"这件事的意义在于：",[26,319,320,323,326],{},[29,321,322],{},"语音消息不是“黑盒附件”",[29,324,325],{},"转录文本会进入后续模型处理",[29,327,328],{},"你后面的 Skill、记忆或自动化都可能基于这段文本继续工作",[14,330,331],{},"也正因为如此，转录质量和语言设置会直接影响后续体验。",[36,333,335],{"id":334},"什么场景特别适合单独配-deepgram","什么场景特别适合单独配 Deepgram",[14,337,338],{},"更适合优先配 Deepgram 的场景通常包括：",[26,340,341,344,347,350],{},[29,342,343],{},"Telegram / WhatsApp 语音消息",[29,345,346],{},"大量语音备忘",[29,348,349],{},"音频资料整理",[29,351,352],{},"想把语音内容继续接进记忆或知识流",[14,354,355],{},"如果你站点后面准备继续做语音、知识库或自动整理内容，这条 provider 会比单看聊天模型更关键。",[36,357,358],{"id":358},"排错时先看什么",[14,360,361],{},"如果语音转录没生效，更适合先查这几层：",[75,363,364,369,374,380],{},[29,365,366,368],{},[18,367,82],{}," 是否可用",[29,370,371,373],{},[18,372,88],{}," 是否真的开启",[29,375,376,379],{},[18,377,378],{},"models"," 里是否指定了 Deepgram",[29,381,382],{},"语言设置是否和实际音频偏差太大",[14,384,385],{},"很多时候问题并不在主模型，而在这条独立转录链路。",[36,387,388],{"id":388},"中文站建议怎么理解这页",[14,390,391],{},"如果你在搭语音或记忆场景，更适合把这条线拆开看：",[26,393,394,397,405],{},[29,395,396],{},"想让音频能进系统：先看 Deepgram",[29,398,399,400],{},"想让文本被记住：再看 ",[401,402,404],"a",{"href":403},"/docs/manual/memory-search-and-indexing","记忆搜索与索引",[29,406,407,408],{},"想让回复模型更稳：再看 ",[401,409,411],{"href":410},"/docs/manual/providers-and-fallback","模型提供商与故障转移",[14,413,414],{},"这样会比把所有问题都归到“模型不行”更容易排查。",[416,417,418],"style",{},"html pre.shiki code .sVt8B, html code.shiki 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var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":104,"searchDepth":118,"depth":118,"links":420},[421,422,423,424,425,426,427,428],{"id":38,"depth":118,"text":39},{"id":70,"depth":118,"text":70},{"id":235,"depth":118,"text":236},{"id":270,"depth":118,"text":270},{"id":310,"depth":118,"text":311},{"id":334,"depth":118,"text":335},{"id":358,"depth":118,"text":358},{"id":388,"depth":118,"text":388},"功能",null,"基于最新官方 Deepgram provider 文档，整理 OpenClaw 里语音转录的接入方式、配置重点，以及它和聊天模型 provider 的边界。","md",{},true,"/docs/manual/deepgram-audio-transcription",{"title":5,"description":431},"https://docs.openclaw.ai/providers/deepgram","OpenClaw 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核心概念","用一页建立 OpenClaw 的核心心智图，分清 Gateway、Agent、Channels、Tools、Skills、Memory 和 Control UI 各自负责什么。","/docs/getting-started/core-concepts","入门","2026-03-16","internal",[463,464,465,466,467,468],"concepts","gateway","agent","channels","tools","memory",{"title":470,"description":471,"path":472,"category":459,"updatedAt":473,"sourceType":461,"tags":474},"如果你是开发团队，应该先走哪条入口","面向开发团队和独立开发者，帮助判断应该先理解架构、配置、渠道还是扩展能力，避免刚跑通就把 OpenClaw 做成一团难维护的实验场。","/docs/getting-started/developer-team-entry","2026-03-23",[475,476,477,478,479],"developers","teams","architecture","configuration","skills",{"title":481,"description":482,"path":483,"category":459,"updatedAt":473,"sourceType":461,"tags":484},"如果你是企业运维，应该先走哪条入口","面向企业运维和长期维护者，帮助判断应该先看 Gateway、远程访问、安全还是升级治理，避免把 OpenClaw 当成一次性安装项目。","/docs/getting-started/enterprise-ops-entry",[485,486,464,487,488],"enterprise","operations","security","upgrades",{"title":490,"description":491,"path":492,"category":459,"updatedAt":493,"sourceType":439,"tags":494},"创建第一个 Agent","从零开始创建你的第一个 OpenClaw Agent，理解 Agent 的基本概念和配置方式。","/docs/getting-started/first-agent","2026-03-12",[465,495,496,497],"quickstart","tutorial","basics",{"title":499,"description":500,"path":501,"category":459,"updatedAt":493,"sourceType":439,"tags":502},"接入第一个渠道","学习如何将 OpenClaw Agent 接入消息渠道，实现多平台统一管理。","/docs/getting-started/first-channel",[466,495,496,497],{"title":504,"description":505,"path":506,"category":459,"updatedAt":493,"sourceType":439,"tags":507},"添加第一个技能","学习如何为 OpenClaw Agent 添加和配置技能，让助手具备更多能力。","/docs/getting-started/first-skill",[479,495,496,497],{"title":509,"description":510,"path":511,"category":459,"updatedAt":493,"sourceType":439,"tags":512},"创建第一个工作流","学习如何使用 OpenClaw 的工作流功能，实现自动化任务处理。","/docs/getting-started/first-workflow",[513,514,495,496],"workflow","automation",{"title":516,"description":517,"path":518,"category":459,"updatedAt":519,"sourceType":439,"tags":520},"快速入门","按官方推荐链路，在本机完成 OpenClaw 的安装、初始化、状态检查和第一次进入 Control UI。","/docs/getting-started/getting-started","2026-03-11",[495,521,522,523],"installation","onboarding","dashboard",{"title":525,"description":526,"path":527,"category":459,"updatedAt":519,"sourceType":439,"tags":528},"Onboarding 引导流程说明","基于官方 Onboarding 思路，说明第一次配置 OpenClaw 时应该先做什么、后做什么，以及哪些事情不要过早展开。","/docs/getting-started/onboarding-guide",[522,529,530,464],"daemon","setup",{"title":532,"description":533,"path":534,"category":459,"updatedAt":447,"sourceType":439,"tags":535},"Onboarding 的本地模式和远程模式怎么选","基于最新官方 Onboarding Wizard 文档，整理 openclaw onboard 在 local 与 remote 两种模式下分别会做什么、不会做什么，以及第一次使用更适合走哪条路。","/docs/getting-started/onboarding-local-vs-remote",[522,536,537,464,538],"remote","local","wizard",{"title":540,"description":541,"path":542,"category":459,"updatedAt":473,"sourceType":461,"tags":543},"如果你是个人用户，应该先走哪条入口","面向个人重度使用者，帮助判断应该先从 Dashboard、WebChat、渠道、模型还是 Skills 开始，而不是一上来就把整套能力全部接齐。","/docs/getting-started/personal-user-entry",[544,545,523,466,479],"personal","getting-started",{"title":547,"description":548,"path":549,"category":550,"updatedAt":519,"sourceType":439,"tags":551},"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",[552,553,554,522],"reading-path","overview","docs",{"title":556,"description":557,"path":558,"category":559,"updatedAt":560,"sourceType":439,"tags":561},"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",[553,562,466,563],"self-hosted","assistant",{"title":565,"description":566,"path":567,"category":459,"updatedAt":473,"sourceType":461,"tags":568},"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 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做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[772,1269,675,773,1245],"bootstrapToken",{"title":1271,"description":1272,"path":1273,"category":1239,"updatedAt":644,"sourceType":439,"tags":1274},"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",[772,1275,466,1276,1062],"allowFrom","account",{"title":1278,"description":1279,"path":1280,"category":1239,"updatedAt":493,"sourceType":439,"tags":1281},"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",[904,1245,1282,1283],"commands","terminal",{"title":1285,"description":1286,"path":1287,"category":1239,"updatedAt":654,"sourceType":439,"tags":1288},"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",[1289,1290,728,446,1245],"cloudflare-ai-gateway","headers",{"title":1292,"description":1293,"path":1294,"category":1295,"updatedAt":577,"sourceType":700,"tags":1296},"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",[700,1297,1298,1299],"github","issues","feedback",{"title":1301,"description":1302,"path":1303,"category":1239,"updatedAt":493,"sourceType":439,"tags":1304},"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",[478,1245,1305,1306],"settings","options",{"title":1308,"description":1309,"path":1310,"category":1239,"updatedAt":447,"sourceType":439,"tags":1311},"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",[709,772,773,730,1062],{"title":1313,"description":1314,"path":1315,"category":1239,"updatedAt":654,"sourceType":439,"tags":1316},"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",[1047,851,1317,1318,1245],"scheduler","queue",{"title":1320,"description":1321,"path":1322,"category":1239,"updatedAt":1000,"sourceType":439,"tags":1323},"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",[523,729,1324,1325,728],"secretref","sessionStorage",{"title":1327,"description":1328,"path":1329,"category":1330,"updatedAt":493,"sourceType":439,"tags":1331},"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",[1332,1333,1334,1081,840],"debugging","debug","runtime-overrides",{"title":1336,"description":1337,"path":1338,"category":1239,"updatedAt":626,"sourceType":439,"tags":1339},"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",[1251,1340,1341,1333,1245],"logging","flags",{"title":1343,"description":1344,"path":1345,"category":1239,"updatedAt":626,"sourceType":439,"tags":1346},"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",[648,1347,1348,629,1245],"dmScope","identityLinks",{"title":1350,"description":1351,"path":1352,"category":1239,"updatedAt":626,"sourceType":439,"tags":1353},"doctor 的 repair、force 和 non-interactive 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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",[464,1373,904,1008,621],"rpc",{"title":1375,"description":1376,"path":1377,"category":1239,"updatedAt":626,"sourceType":439,"tags":1378},"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",[772,773,464,620,1245],{"title":1380,"description":1381,"path":1382,"category":1239,"updatedAt":1000,"sourceType":439,"tags":1383},"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",[648,464,591,523,1245],{"title":1385,"description":1386,"path":1387,"category":1239,"updatedAt":654,"sourceType":439,"tags":1388},"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",[464,1008,1389,1390,1245],"protocol","scopes",{"title":1392,"description":1393,"path":1394,"category":1239,"updatedAt":644,"sourceType":439,"tags":1395},"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",[647,1396,629,857,791],"mention",{"title":1398,"description":1399,"path":1400,"category":1239,"updatedAt":654,"sourceType":439,"tags":1401},"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",[1055,1402,1403,1404,1245],"visibility","activeHours","alerts",{"title":1406,"description":1407,"path":1408,"category":1239,"updatedAt":644,"sourceType":439,"tags":1409},"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",[1002,1008,1410,464,1245],"sdk",{"title":1412,"description":1413,"path":1414,"category":1239,"updatedAt":644,"sourceType":439,"tags":1415},"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",[478,1416,1032,1417,1245],"include","arrays",{"title":1419,"description":1420,"path":1421,"category":1239,"updatedAt":626,"sourceType":439,"tags":1422},"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",[877,1423,747,513,1245],"invoke",{"title":1425,"description":1426,"path":1427,"category":1239,"updatedAt":654,"sourceType":439,"tags":1428},"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",[468,1429,1430,1431,1432,1245],"hybrid-search","ranking","mmr","retrieval",{"title":1434,"description":1435,"path":1436,"category":1239,"updatedAt":577,"sourceType":439,"tags":1437},"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 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文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[648,1491,1492,957,1245],"transcript","jsonl",{"title":1494,"description":1495,"path":1496,"category":1239,"updatedAt":1489,"sourceType":439,"tags":1497},"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",[760,904,1498,1183,486],"store",{"title":1500,"description":1501,"path":1502,"category":1239,"updatedAt":654,"sourceType":439,"tags":1503},"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",[487,1198,1183,1504,1245],"ingress",{"title":1506,"description":1507,"path":1508,"category":1239,"updatedAt":447,"sourceType":439,"tags":1509},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 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registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[683,479,692,693,1862,684],"telemetry",{"title":1864,"description":1865,"path":1866,"category":1602,"date":447,"updatedAt":447,"sourceType":439,"source":1867,"tags":1868},"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",[904,464,1373,621,486],{"title":1870,"description":1871,"path":1872,"category":1810,"date":626,"updatedAt":626,"sourceType":439,"source":1873,"tags":1874},"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",[478,943,628,1875,486],"overrides",{"title":1877,"description":1878,"path":1879,"category":1602,"date":447,"updatedAt":447,"sourceType":439,"source":1804,"tags":1880},"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",[956,957,760,468,1881],"continuity",{"title":1883,"description":1884,"path":1885,"category":1602,"date":447,"updatedAt":447,"sourceType":439,"source":1886,"tags":1887},"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",[709,523,1040,772,536],{"title":1889,"description":1890,"path":1891,"category":1810,"date":1000,"updatedAt":1000,"sourceType":439,"source":1824,"tags":1892},"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 环境里的引导行为，也让它更像正式控制面入口。","/news/openclaw-dashboard-bootstrap-watch-2026-03-26",[523,1893,1324,728,709],"bootstrap",{"title":1895,"description":1896,"path":1897,"category":1810,"date":577,"updatedAt":577,"sourceType":439,"source":1824,"tags":1898},"OpenClaw Web 控制面观察：Dashboard 与 WebChat 的认证引导和回流边界正在变清楚","基于 2026 年 3 月 24 日可见的官方 dashboard CLI、Web Dashboard 与 WebChat 文档，最近 Web 控制面最值得关注的变化是认证引导、SecretRef token 处理和 WebChat 回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[523,591,729,1324,629,1899],"web",{"title":1901,"description":1902,"path":1903,"category":1602,"date":460,"updatedAt":460,"sourceType":700,"source":1904,"tags":1905},"OpenClaw 开发者生态扩张观察：中文技能与本地工作流成为新增长点","基于 2026 年 3 月 16 日临时素材，整理 OpenClaw 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",[475,479,701,1537],{"title":1907,"description":1908,"path":1909,"category":1810,"date":644,"updatedAt":644,"sourceType":439,"source":1910,"tags":1911},"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",[773,772,729,1075,1912],"rotate",{"title":1914,"description":1915,"path":1916,"category":1810,"date":626,"updatedAt":626,"sourceType":439,"source":1917,"tags":1918},"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",[1081,1251,1082,1332,486],{"title":1920,"description":1921,"path":1922,"category":1810,"date":644,"updatedAt":644,"sourceType":439,"source":1917,"tags":1923},"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",[1081,1082,940,1160,1251],{"title":1925,"description":1926,"path":1927,"category":1928,"date":460,"updatedAt":460,"sourceType":700,"source":1929,"tags":1930},"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",[1931,1932,1933,1934],"education","adoption","ai-tutor","higher-education",{"title":1936,"description":1937,"path":1938,"category":1928,"date":460,"updatedAt":460,"sourceType":700,"source":1939,"tags":1940},"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",[485,1539,513,1537],{"title":1942,"description":1943,"path":1944,"category":1602,"date":447,"updatedAt":447,"sourceType":439,"source":1945,"tags":1946},"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",[479,683,569,571,702],{"title":1948,"description":1949,"path":1950,"category":1810,"date":644,"updatedAt":644,"sourceType":439,"source":1951,"tags":1952},"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",[464,772,1953,729,620],"pending",{"title":1955,"description":1956,"path":1957,"category":1810,"date":1000,"updatedAt":1000,"sourceType":439,"source":1958,"tags":1959},"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",[464,648,591,523,1960],"state",{"title":1962,"description":1963,"path":1964,"category":1810,"date":644,"updatedAt":644,"sourceType":439,"source":1965,"tags":1966},"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",[647,1396,857,791,629],{"title":1968,"description":1969,"path":1970,"category":1810,"date":654,"updatedAt":654,"sourceType":439,"source":1965,"tags":1971},"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",[647,1469,1972,646,883],"activation",{"title":1974,"description":1975,"path":1976,"category":1810,"date":644,"updatedAt":644,"sourceType":439,"source":1977,"tags":1978},"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",[478,1416,1032,1417,486],{"title":1980,"description":1981,"path":1982,"category":1602,"date":447,"updatedAt":447,"sourceType":439,"source":1983,"tags":1984},"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",[1985,1539,1986,1987,1988],"showcase","home-assistant","nix","infrastructure",{"title":1990,"description":1991,"path":1992,"category":1810,"date":626,"updatedAt":626,"sourceType":439,"source":1993,"tags":1994},"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",[760,468,957,1881,883],{"title":1996,"description":1997,"path":1998,"category":1810,"date":626,"updatedAt":626,"sourceType":439,"source":1999,"tags":2000},"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",[1160,1047,760,1048,486],{"title":2002,"description":2003,"path":2004,"category":1629,"date":1603,"updatedAt":519,"sourceType":1297,"source":1631,"tags":2005},"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",[1157,1230,1158,479,487],{"title":2007,"description":2008,"path":2009,"category":1810,"date":577,"updatedAt":577,"sourceType":439,"source":2010,"tags":2011},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[468,569,826,818,832],{"title":2013,"description":2014,"path":2015,"category":1810,"date":654,"updatedAt":654,"sourceType":439,"source":2010,"tags":2016},"OpenClaw 正在把记忆检索从“向量搜索”写成一条完整流水线","官方最近围绕 Memory 和 memory CLI 的文档更新，正在把 hybrid search、重排、temporal decay、session indexing 和 embedding cache 逐步写成一条更完整的检索链。","/news/openclaw-memory-retrieval-pipeline-watch-2026-03-29",[468,1432,1429,833,920],{"title":2018,"description":2019,"path":2020,"category":1602,"date":447,"updatedAt":447,"sourceType":439,"source":1983,"tags":2021},"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","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记忆与知识类案例，观察 OpenClaw 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",[1985,468,443,2022,2023],"vector-search","knowledge",{"title":2025,"description":2026,"path":2027,"category":1810,"date":644,"updatedAt":644,"sourceType":439,"source":2028,"tags":2029},"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",[1396,647,675,677,738],{"title":2031,"description":2032,"path":2033,"category":1810,"date":626,"updatedAt":626,"sourceType":439,"source":2034,"tags":2035},"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",[791,591,629,795,466],{"title":2037,"description":2038,"path":2039,"category":1810,"date":577,"updatedAt":577,"sourceType":439,"source":1867,"tags":2040},"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",[378,1438,446,728,1119],{"title":2042,"description":2043,"path":2044,"category":1810,"date":644,"updatedAt":644,"sourceType":439,"source":2045,"tags":2046},"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",[620,771,464,772,773],{"title":2048,"description":2049,"path":2050,"category":1602,"date":447,"updatedAt":447,"sourceType":439,"source":2051,"tags":2052},"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",[522,1586,2053,1587,1160],"install",{"title":2055,"description":2056,"path":2057,"category":1810,"date":1000,"updatedAt":1000,"sourceType":439,"source":1886,"tags":2058},"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",[1172,730,709,772,536],{"title":2060,"description":2061,"path":2062,"category":1810,"date":654,"updatedAt":654,"sourceType":439,"source":2063,"tags":2064},"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",[523,591,1008,1172,621],{"title":2066,"description":2067,"path":2068,"category":1810,"date":644,"updatedAt":644,"sourceType":439,"source":1910,"tags":2069},"OpenClaw 的 pairing CLI 正在从单条 approve 命令长成正式入口治理面","官方最近把 pairing CLI 的 list、clear、--account 和 --notify 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执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[446,378,620,728,883],{"title":2095,"description":2096,"path":2097,"category":1810,"date":654,"updatedAt":654,"sourceType":439,"source":2098,"tags":2099},"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",[446,1244,378,464,486],{"title":2101,"description":2102,"path":2103,"category":1602,"date":447,"updatedAt":447,"sourceType":439,"source":1804,"tags":2104},"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",[1157,1158,1160,1159],{"title":2106,"description":2107,"path":2108,"category":1810,"date":626,"updatedAt":626,"sourceType":439,"source":1824,"tags":2109},"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",[523,772,620,536,1062],{"title":2111,"description":2112,"path":2113,"category":1810,"date":644,"updatedAt":644,"sourceType":439,"source":2114,"tags":2115},"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",[629,628,2116,466,630],"threads",{"title":2118,"description":2119,"path":2120,"category":1810,"date":644,"updatedAt":644,"sourceType":439,"source":2121,"tags":2122},"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",[1985,700,675,479,514],{"title":2175,"description":2176,"path":2177,"category":1810,"date":654,"updatedAt":654,"sourceType":439,"source":2166,"tags":2178},"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",[1198,1348,646,629,487],{"title":2180,"description":2181,"path":2182,"category":1810,"date":1489,"updatedAt":1489,"sourceType":439,"source":2183,"tags":2184},"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",[1491,446,1517,1518,2185],"compatibility",{"title":2187,"description":2188,"path":2189,"category":1810,"date":577,"updatedAt":577,"sourceType":439,"source":1843,"tags":2190},"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",[1218,487,536,464,728],{"title":2192,"description":2193,"path":2194,"category":1810,"date":1000,"updatedAt":1000,"sourceType":439,"source":1958,"tags":2195},"OpenClaw 的 UI 和 API 排障正在越来越像按层定位，而不是猜谁错了","官方最新 Session、WebChat 和 API 文档共同强化了一条思路：状态冲突时先回到 Gateway 事实层，再区分 UI 投影视图和 API 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