[{"data":1,"prerenderedAt":3089},["ShallowReactive",2],{"docs:reference/secret-refs-and-runtime-snapshot":3,"content-manifest":447},{"id":4,"title":5,"body":6,"category":427,"date":428,"description":429,"extension":430,"meta":431,"navigation":432,"path":433,"seo":434,"source":435,"sourceName":436,"sourceType":437,"stem":438,"tags":439,"updatedAt":445,"__hash__":446},"docs/docs/reference/secret-refs-and-runtime-snapshot.md","SecretRefs 和运行时快照应该怎么理解",{"type":7,"value":8,"toc":401},"minimark",[9,13,21,34,37,41,44,52,55,60,63,71,74,77,82,85,96,99,102,106,109,117,120,125,129,132,148,151,159,162,167,170,175,179,182,187,190,198,201,206,210,213,221,224,235,238,241,244,252,255,260,263,271,275,278,281,289,292,297,300,308,312,315,329,332,335,339,342,346,349,353,356,359,362,377,380],[10,11,5],"h1",{"id":12},"secretrefs-和运行时快照应该怎么理解",[14,15,16,17,20],"p",{},"OpenClaw 最近把 Secrets Management 单独做成一页，非常值。",[18,19],"br",{},"\n因为它解决的不是“密钥写在哪更优雅”，而是：",[22,23,24,28,31],"ul",{},[25,26,27],"li",{},"凭据到底什么时候解析",[25,29,30],{},"解析失败时系统怎么反应",[25,32,33],{},"运行时会不会在热路径里依赖外部 secret provider",[14,35,36],{},"这几个问题一旦搞错，后面排障会非常混乱。",[38,39,40],"h2",{"id":40},"先记住最重要的一句",[14,42,43],{},"官方当前文档写得很清楚：",[22,45,46,49],{},[25,47,48],{},"Secret refs 会在激活时 eagerly resolve",[25,50,51],{},"运行时请求读的是内存里的 active snapshot",[14,53,54],{},"也就是说，它不是：",[22,56,57],{},[25,58,59],{},"每次请求到了再去现查 secret",[14,61,62],{},"而是：",[22,64,65,68],{},[25,66,67],{},"激活时先把所有引用解析完",[25,69,70],{},"成功后生成一份可用快照",[38,72,73],{"id":73},"这套模型在保护什么",[14,75,76],{},"它主要在保护两件事：",[78,79,81],"h3",{"id":80},"_1-热路径稳定性","1. 热路径稳定性",[14,83,84],{},"如果每次模型请求、provider 请求或渠道动作都临时去查外部 secret provider，运行时会很容易被：",[22,86,87,90,93],{},[25,88,89],{},"provider 抖动",[25,91,92],{},"文件读取异常",[25,94,95],{},"外部命令失败",[14,97,98],{},"拖慢甚至拖挂。",[14,100,101],{},"官方现在这套设计，就是把这些风险尽量前移到激活期。",[78,103,105],{"id":104},"_2-配置切换原子性","2. 配置切换原子性",[14,107,108],{},"官方还明确写到：",[22,110,111,114],{},[25,112,113],{},"reload 用的是 atomic swap",[25,115,116],{},"要么整套新快照成功，要么继续保留 last-known-good",[14,118,119],{},"这意味着：",[22,121,122],{},[25,123,124],{},"新凭据没准备好时，不会半新半旧地把系统切进不一致状态",[38,126,128],{"id":127},"现在支持哪些-secret-refs","现在支持哪些 secret refs",[14,130,131],{},"官方当前文档里主要讲的是几类来源：",[22,133,134,137],{},[25,135,136],{},"env refs",[25,138,139,140,144,145],{},"provider refs，例如 ",[141,142,143],"code",{},"file"," 或 ",[141,146,147],{},"exec",[14,149,150],{},"它们的共同点是：",[22,152,153,156],{},[25,154,155],{},"配置里只存引用",[25,157,158],{},"真正的值在激活时统一解析",[14,160,161],{},"所以它们是：",[22,163,164],{},[25,165,166],{},"配置表达层",[14,168,169],{},"不是：",[22,171,172],{},[25,173,174],{},"运行时 API 调用协议",[38,176,178],{"id":177},"onboarding-的-preflight-在做什么","onboarding 的 preflight 在做什么",[14,180,181],{},"官方最近一个很值的细节是：",[22,183,184],{},[25,185,186],{},"interactive onboarding 选 secret refs 时，会先做 fast preflight",[14,188,189],{},"它会检查：",[22,191,192,195],{},[25,193,194],{},"env var 名称是否合法且当前可见",[25,196,197],{},"provider/id 是否真能解析到值",[14,199,200],{},"这件事的意义不是用户体验小优化，而是：",[22,202,203],{},[25,204,205],{},"在落盘前先确认引用不会马上坏掉",[38,207,209],{"id":208},"为什么明文也能用反而值得记住","为什么“明文也能用”反而值得记住",[14,211,212],{},"官方文档明确写了：",[22,214,215,218],{},[25,216,217],{},"plaintext 依然可以工作",[25,219,220],{},"secret refs 是 optional",[14,222,223],{},"这意味着 secret refs 不是强制宗教，而是为了让你在：",[22,225,226,229,232],{},[25,227,228],{},"配置文件可分享",[25,230,231],{},"凭据需要轮换",[25,233,234],{},"团队环境有统一 secret provider",[14,236,237],{},"这些场景里更容易管理。",[38,239,240],{"id":240},"失败时系统会怎么表现",[14,242,243],{},"根据官方当前文档，更值得这样理解：",[22,245,246,249],{},[25,247,248],{},"激活时解析失败，启动会 fail fast",[25,250,251],{},"reload 失败，不会污染当前活动快照",[14,253,254],{},"这条边界非常重要，因为它说明：",[22,256,257],{},[25,258,259],{},"“新配置坏了”不等于“当前运行立刻半残”",[14,261,262],{},"反而更像：",[22,264,265,268],{},[25,266,267],{},"新快照不上线",[25,269,270],{},"老快照继续服务",[38,272,274],{"id":273},"这和请求时临时拉密钥有什么区别","这和“请求时临时拉密钥”有什么区别",[14,276,277],{},"差别非常大。",[78,279,280],{"id":280},"当前官方模型",[22,282,283,286],{},[25,284,285],{},"激活时统一解析",[25,287,288],{},"请求时只读内存快照",[78,290,291],{"id":291},"很多人以为的模型",[22,293,294],{},[25,295,296],{},"每次请求现拉密钥",[14,298,299],{},"如果你按第二种去理解，就会误判很多问题，例如：",[22,301,302,305],{},[25,303,304],{},"为什么 secret provider 短时抖动，系统却没马上挂",[25,306,307],{},"为什么 reload 失败但当前调用还能继续",[38,309,311],{"id":310},"哪些场景特别适合-secret-refs","哪些场景特别适合 secret refs",[14,313,314],{},"更适合的通常是：",[22,316,317,320,323,326],{},[25,318,319],{},"团队或企业环境",[25,321,322],{},"多 provider 凭据并存",[25,324,325],{},"需要轮换 API key / token",[25,327,328],{},"不想把秘密直接提交进配置仓库",[14,330,331],{},"个人最小环境里，明文或 env 也能跑；但只要环境开始复杂，secret refs 的价值就会迅速上升。",[38,333,334],{"id":334},"中文用户最容易踩的坑",[78,336,338],{"id":337},"_1-以为-secret-refs-是运行时-fallback","1. 以为 secret refs 是运行时 fallback",[14,340,341],{},"它不是。解析失败时更像配置激活失败。",[78,343,345],{"id":344},"_2-以为-provider-暂时不可用线上请求就一定马上全挂","2. 以为 provider 暂时不可用，线上请求就一定马上全挂",[14,347,348],{},"当前模型下，已经激活的 active snapshot 仍然可能继续服务。",[78,350,352],{"id":351},"_3-以为-reload-一半成功也会部分生效","3. 以为 reload 一半成功也会部分生效",[14,354,355],{},"官方明确做的是 atomic swap，不是半更新。",[38,357,358],{"id":358},"一条更稳的使用路径",[14,360,361],{},"建议按这个顺序来：",[363,364,365,368,371,374],"ol",{},[25,366,367],{},"先把 provider / 渠道配置跑通",[25,369,370],{},"再把明文凭据替换成 env 或 provider refs",[25,372,373],{},"确认激活和 reload 都能成功",[25,375,376],{},"最后再把 secret rotation 纳入日常运维节奏",[38,378,379],{"id":379},"下一步推荐",[22,381,382,389,395],{},[25,383,384],{},[385,386,388],"a",{"href":387},"/best-practices/model-auth-monitoring","Model Health 与 Auth 监控怎么做",[25,390,391],{},[385,392,394],{"href":393},"/docs/operations/trusted-proxy-auth","Trusted Proxy Auth 怎么用",[25,396,397],{},[385,398,400],{"href":399},"/docs/operations/openclaw-security-best-practices","OpenClaw 安全最佳实践",{"title":402,"searchDepth":403,"depth":403,"links":404},"",2,[405,406,411,412,413,414,415,419,420,425,426],{"id":40,"depth":403,"text":40},{"id":73,"depth":403,"text":73,"children":407},[408,410],{"id":80,"depth":409,"text":81},3,{"id":104,"depth":409,"text":105},{"id":127,"depth":403,"text":128},{"id":177,"depth":403,"text":178},{"id":208,"depth":403,"text":209},{"id":240,"depth":403,"text":240},{"id":273,"depth":403,"text":274,"children":416},[417,418],{"id":280,"depth":409,"text":280},{"id":291,"depth":409,"text":291},{"id":310,"depth":403,"text":311},{"id":334,"depth":403,"text":334,"children":421},[422,423,424],{"id":337,"depth":409,"text":338},{"id":344,"depth":409,"text":345},{"id":351,"depth":409,"text":352},{"id":358,"depth":403,"text":358},{"id":379,"depth":403,"text":379},"参考",null,"基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 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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","2026-05-26",[463,493,494,495],"quickstart","tutorial","basics",{"title":497,"description":498,"path":499,"category":457,"updatedAt":491,"sourceType":437,"tags":500},"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",[464,493,494,495],{"title":502,"description":503,"path":504,"category":457,"updatedAt":491,"sourceType":437,"tags":505},"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",[477,493,494,495],{"title":507,"description":508,"path":509,"category":457,"updatedAt":491,"sourceType":437,"tags":510},"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",[511,512,493,494],"workflow","automation",{"title":514,"description":515,"path":516,"category":457,"updatedAt":491,"sourceType":437,"tags":517},"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 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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",[814,1349,702,815,444],"bootstrapToken",{"title":1351,"description":1352,"path":1353,"category":444,"updatedAt":611,"sourceType":437,"tags":1354},"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",[1355,614,658,623,1221,613],"templates",{"title":1357,"description":1358,"path":1359,"category":427,"updatedAt":672,"sourceType":437,"tags":1360},"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",[814,1361,464,1362,1150],"allowFrom","account",{"title":1364,"description":1365,"path":1366,"category":427,"updatedAt":777,"sourceType":437,"tags":1367},"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",[641,444,1368,1369],"commands","terminal",{"title":1371,"description":1372,"path":1373,"category":427,"updatedAt":682,"sourceType":437,"tags":1374},"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",[1375,1376,650,443,444],"cloudflare-ai-gateway","headers",{"title":1378,"description":1379,"path":1380,"category":1381,"updatedAt":576,"sourceType":727,"tags":1382},"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",[727,1383,1384,1385],"github","issues","feedback",{"title":1387,"description":1388,"path":1389,"category":427,"updatedAt":777,"sourceType":437,"tags":1390},"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",[476,444,1391,1392],"settings","options",{"title":1394,"description":1395,"path":1396,"category":427,"updatedAt":533,"sourceType":437,"tags":1397},"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",[736,814,815,757,1150],{"title":1399,"description":1400,"path":1401,"category":427,"updatedAt":682,"sourceType":437,"tags":1402},"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",[639,894,1403,980,444],"scheduler",{"title":1405,"description":1406,"path":1407,"category":427,"updatedAt":1089,"sourceType":437,"tags":1408},"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",[520,756,1409,1410,650],"secretref","sessionStorage",{"title":1412,"description":1413,"path":1414,"category":1415,"updatedAt":777,"sourceType":437,"tags":1416},"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",[1417,1418,1419,1169,883],"debugging","debug","runtime-overrides",{"title":1421,"description":1422,"path":1423,"category":427,"updatedAt":445,"sourceType":437,"tags":1424},"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",[1332,1425,1426,1418,444],"logging","flags",{"title":1428,"description":1429,"path":1430,"category":427,"updatedAt":445,"sourceType":437,"tags":1431},"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",[676,1432,1433,657,444],"dmScope","identityLinks",{"title":1435,"description":1436,"path":1437,"category":427,"updatedAt":445,"sourceType":437,"tags":1438},"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",[1169,1170,1332,1439,444],"migrations",{"title":1441,"description":1442,"path":1443,"category":427,"updatedAt":445,"sourceType":437,"tags":1444},"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",[1023,476,684,1445,444],"shell",{"title":1447,"description":1448,"path":1449,"category":427,"updatedAt":576,"sourceType":459,"tags":1450},"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",[1451,1242,727,1452,1244],"sources","trust",{"title":1454,"description":1455,"path":1456,"category":427,"updatedAt":533,"sourceType":437,"tags":1457},"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",[462,1458,641,1097,631],"rpc",{"title":1460,"description":1461,"path":1462,"category":427,"updatedAt":445,"sourceType":437,"tags":1463},"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",[814,815,462,630,444],{"title":1465,"description":1466,"path":1467,"category":427,"updatedAt":1089,"sourceType":437,"tags":1468},"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",[676,462,591,520,444],{"title":1470,"description":1471,"path":1472,"category":427,"updatedAt":682,"sourceType":437,"tags":1473},"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",[462,1097,1474,1475,444],"protocol","scopes",{"title":1477,"description":1478,"path":1479,"category":427,"updatedAt":672,"sourceType":437,"tags":1480},"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",[675,1481,657,900,833],"mention",{"title":1483,"description":1484,"path":1485,"category":427,"updatedAt":682,"sourceType":437,"tags":1486},"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",[1143,1487,1488,1489,444],"visibility","activeHours","alerts",{"title":1491,"description":1492,"path":1493,"category":427,"updatedAt":672,"sourceType":437,"tags":1494},"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",[1091,1097,1495,462,444],"sdk",{"title":1497,"description":1498,"path":1499,"category":427,"updatedAt":672,"sourceType":437,"tags":1500},"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",[476,1501,1121,1502,444],"include","arrays",{"title":1504,"description":1505,"path":1506,"category":427,"updatedAt":445,"sourceType":437,"tags":1507},"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",[929,1508,780,511,444],"invoke",{"title":1510,"description":1511,"path":1512,"category":427,"updatedAt":682,"sourceType":437,"tags":1513},"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",[466,1514,1515,1516,1517,444],"hybrid-search","ranking","mmr","retrieval",{"title":1519,"description":1520,"path":1521,"category":427,"updatedAt":576,"sourceType":437,"tags":1522},"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",[584,1523,650,443,444],"probe",{"title":1525,"description":1526,"path":1527,"category":427,"updatedAt":1018,"sourceType":437,"tags":1528},"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",[814,815,1361,1529,1150],"credentials",{"title":1531,"description":1532,"path":1533,"category":427,"updatedAt":576,"sourceType":437,"tags":1534},"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",[568,710,1535,1536,1244,444],"npm","pin",{"title":1538,"description":1539,"path":1540,"category":1415,"updatedAt":533,"sourceType":437,"tags":1541},"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",[1417,1542,883,443,846],"raw-stream",{"title":1544,"description":1545,"path":1546,"category":427,"updatedAt":682,"sourceType":437,"tags":1547},"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",[535,1548,650,462,444],"tlsFingerprint",{"title":1550,"description":1551,"path":1552,"category":427,"updatedAt":682,"sourceType":437,"tags":1553},"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",[675,1554,1555,1556,444],"mentions","pending-history","reply",{"title":5,"description":429,"path":433,"category":427,"updatedAt":445,"sourceType":437,"tags":1558},[440,441,442,443,444],{"title":1560,"description":1561,"path":1562,"category":427,"updatedAt":672,"sourceType":437,"tags":1563},"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",[676,485,1432,814,900],{"title":1565,"description":1566,"path":1567,"category":427,"updatedAt":1568,"sourceType":437,"tags":1569},"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 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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",[520,1301,814,535,485],{"title":1933,"description":1934,"path":1935,"category":1885,"date":576,"updatedAt":576,"sourceType":437,"source":1893,"tags":1936},"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",[702,704,780,464,1257],{"title":1938,"description":1939,"path":1940,"category":1736,"date":458,"updatedAt":458,"sourceType":727,"source":1941,"tags":1942},"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",[1616,728,1739,1692],{"title":1944,"description":1945,"path":1946,"category":1885,"date":576,"updatedAt":576,"sourceType":437,"source":1947,"tags":1948},"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",[710,477,719,720,1949,711],"telemetry",{"title":1951,"description":1952,"path":1953,"category":1678,"date":533,"updatedAt":533,"sourceType":437,"source":1954,"tags":1955},"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",[641,462,1458,631,484],{"title":1957,"description":1958,"path":1959,"category":1885,"date":445,"updatedAt":445,"sourceType":437,"source":1960,"tags":1961},"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",[476,1023,656,1962,484],"overrides",{"title":1964,"description":1965,"path":1966,"category":1678,"date":533,"updatedAt":533,"sourceType":437,"source":1873,"tags":1967},"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",[1045,1046,615,466,1968],"continuity",{"title":1970,"description":1971,"path":1972,"category":1678,"date":533,"updatedAt":533,"sourceType":437,"source":1973,"tags":1974},"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",[736,520,1129,814,535],{"title":1976,"description":1977,"path":1978,"category":1885,"date":1089,"updatedAt":1089,"sourceType":437,"source":1899,"tags":1979},"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",[473,477,728,1616],{"title":1993,"description":1994,"path":1995,"category":1885,"date":672,"updatedAt":672,"sourceType":437,"source":1996,"tags":1997},"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",[815,814,756,1163,1998],"rotate",{"title":2000,"description":2001,"path":2002,"category":1885,"date":445,"updatedAt":445,"sourceType":437,"source":2003,"tags":2004},"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",[2017,2018,2019,2020],"education","adoption","ai-tutor","higher-education",{"title":2022,"description":2023,"path":2024,"category":2014,"date":458,"updatedAt":458,"sourceType":727,"source":2025,"tags":2026},"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",[483,1618,511,1616],{"title":2028,"description":2029,"path":2030,"category":1678,"date":533,"updatedAt":533,"sourceType":437,"source":2031,"tags":2032},"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 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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",[462,814,2045,756,630],"pending",{"title":2047,"description":2048,"path":2049,"category":1885,"date":1089,"updatedAt":1089,"sourceType":437,"source":2050,"tags":2051},"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",[462,676,591,520,2052],"state",{"title":2054,"description":2055,"path":2056,"category":1885,"date":672,"updatedAt":672,"sourceType":437,"source":2057,"tags":2058},"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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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1257,757,736,814,535],{"title":2151,"description":2152,"path":2153,"category":1885,"date":682,"updatedAt":682,"sourceType":437,"source":2154,"tags":2155},"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",[520,591,1097,1257,631],{"title":2157,"description":2158,"path":2159,"category":1885,"date":672,"updatedAt":672,"sourceType":437,"source":1996,"tags":2160},"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",[443,584,630,650,947],{"title":2186,"description":2187,"path":2188,"category":1885,"date":682,"updatedAt":682,"sourceType":437,"source":2189,"tags":2190},"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",[443,1326,584,462,484],{"title":2192,"description":2193,"path":2194,"category":1678,"date":533,"updatedAt":533,"sourceType":437,"source":1873,"tags":2195},"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",[1242,1243,1245,1244],{"title":2197,"description":2198,"path":2199,"category":1885,"date":445,"updatedAt":445,"sourceType":437,"source":1899,"tags":2200},"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",[520,814,630,535,1150],{"title":2202,"description":2203,"path":2204,"category":1885,"date":672,"updatedAt":672,"sourceType":437,"source":2205,"tags":2206},"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",[657,656,2207,464,658],"threads",{"title":2209,"description":2210,"path":2211,"category":1885,"date":636,"updatedAt":636,"sourceType":437,"source":2212,"tags":2213},"OpenClaw 把 SearXNG 推进 bundled web_search 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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",[485,2239,846,483],"compliance",{"title":2241,"description":2242,"path":2243,"category":1885,"date":445,"updatedAt":445,"sourceType":437,"source":435,"tags":2244},"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",[485,440,780,2245,484],"proxy",{"title":2247,"description":2248,"path":2249,"category":1885,"date":1568,"updatedAt":1568,"sourceType":437,"source":2250,"tags":2251},"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",[676,1571,1046,1570,462],{"title":2253,"description":2254,"path":2255,"category":1885,"date":1568,"updatedAt":1568,"sourceType":437,"source":2256,"tags":2257},"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",[615,641,1577,1268,484],{"title":2259,"description":2260,"path":2261,"category":1885,"date":672,"updatedAt":672,"sourceType":437,"source":2262,"tags":2263},"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",[485,1283,1284,2264,462],"sandbox",{"title":2266,"description":2267,"path":2268,"category":1678,"date":533,"updatedAt":533,"sourceType":437,"source":2075,"tags":2269},"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",[2077,727,702,477,512],{"title":2271,"description":2272,"path":2273,"category":1885,"date":682,"updatedAt":682,"sourceType":437,"source":2262,"tags":2274},"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 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的安全责任转移。","/news/openclaw-trusted-proxy-risk-watch-2026-03-24",[1301,485,535,462,650],{"title":2288,"description":2289,"path":2290,"category":1885,"date":1089,"updatedAt":1089,"sourceType":437,"source":2050,"tags":2291},"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",[462,591,1091,1417,676],{"title":2293,"description":2294,"path":2295,"category":1885,"date":576,"updatedAt":576,"sourceType":437,"source":2296,"tags":2297},"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",[1644,1245,922,462,2052],{"title":2299,"description":2300,"path":2301,"category":1885,"date":576,"updatedAt":576,"sourceType":437,"source":2302,"tags":2303},"OpenClaw 更新观察：stable、beta、dev 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