[{"data":1,"prerenderedAt":3161},["ShallowReactive",2],{"docs:reference/lobster-invoke-and-resume":3,"content-manifest":519},{"id":4,"title":5,"body":6,"category":499,"date":500,"description":501,"extension":502,"meta":503,"navigation":504,"path":505,"seo":506,"source":507,"sourceName":508,"sourceType":509,"stem":510,"tags":511,"updatedAt":517,"__hash__":518},"docs/docs/reference/lobster-invoke-and-resume.md","Lobster 的调用、审批和 resume token",{"type":7,"value":8,"toc":475},"minimark",[9,13,17,24,27,32,35,43,46,49,52,57,60,68,71,82,90,93,104,107,117,120,123,126,138,143,146,149,176,180,183,186,198,205,212,228,234,242,245,256,263,266,276,279,287,290,293,300,303,317,320,334,341,344,350,353,356,361,364,369,373,376,390,393,404,408,411,419,422,430,433,436,451,454],[10,11,5],"h1",{"id":12},"lobster-的调用审批和-resume-token",[14,15,16],"p",{},"OpenClaw 最近这波工具生态里，一个很值得中文站单独拉出来讲的能力是：",[18,19,20],"ul",{},[21,22,23],"li",{},"Lobster",[14,25,26],{},"它不是普通“再多一个工具”，而是把多步工具链压缩成一次确定性工作流调用，并把审批和恢复做成运行时的一部分。",[28,29,31],"h2",{"id":30},"lobster-到底在解决什么问题","Lobster 到底在解决什么问题",[14,33,34],{},"官方当前给出的核心定位非常明确：",[18,36,37,40],{},[21,38,39],{},"多步工具编排不再由 LLM 临时组织",[21,41,42],{},"而是交给一个 typed workflow runtime",[14,44,45],{},"这意味着当任务已经不是“一问一答”，而是明确的多步流程时，Lobster 更适合承担执行层。",[28,47,48],{"id":48},"为什么它和普通工具调用不一样",[14,50,51],{},"平时的工具调用更像：",[18,53,54],{},[21,55,56],{},"模型一步一步决定下一步",[14,58,59],{},"而 Lobster 更像：",[18,61,62,65],{},[21,63,64],{},"先把步骤写成可审计的管道",[21,66,67],{},"再一次性运行",[14,69,70],{},"这会带来三个直接好处：",[18,72,73,76,79],{},[21,74,75],{},"token 更省",[21,77,78],{},"行为更可预测",[21,80,81],{},"需要审批的地方可以显式停下来",[28,83,85,89],{"id":84},"openclawinvoke-在这里扮演什么角色",[86,87,88],"code",{},"openclaw.invoke"," 在这里扮演什么角色",[14,91,92],{},"官方示例里反复出现一个很关键的模式：",[18,94,95,98],{},[21,96,97],{},"小 CLI 输出 JSON",[21,99,100,101,103],{},"再通过 ",[86,102,88],{}," 把结果映射进后续工具动作",[14,105,106],{},"更容易理解的关系是：",[18,108,109,114],{},[21,110,111,113],{},[86,112,88],{}," 负责把结构化输入喂给具体工具动作",[21,115,116],{},"Lobster 负责把多步调用串成一个确定性流程",[14,118,119],{},"所以它们不是替代关系，而是经常一起出现。",[28,121,122],{"id":122},"最典型的调用形态是什么",[14,124,125],{},"当前官方文档把 Lobster 工具调用拆成两个主要动作：",[18,127,128,133],{},[21,129,130],{},[86,131,132],{},"run",[21,134,135],{},[86,136,137],{},"resume",[139,140,141],"h3",{"id":132},[86,142,132],{},[14,144,145],{},"用于启动一个新工作流。",[14,147,148],{},"适合传入的关键信息包括：",[18,150,151,156,161,166,171],{},[21,152,153],{},[86,154,155],{},"pipeline",[21,157,158],{},[86,159,160],{},"cwd",[21,162,163],{},[86,164,165],{},"timeoutMs",[21,167,168],{},[86,169,170],{},"maxStdoutBytes",[21,172,173],{},[86,174,175],{},"argsJson",[139,177,178],{"id":137},[86,179,137],{},[14,181,182],{},"当工作流遇到审批点而暂停后，用 token 继续执行。",[14,184,185],{},"这时候最关键的输入是：",[18,187,188,193],{},[21,189,190],{},[86,191,192],{},"token",[21,194,195],{},[86,196,197],{},"approve",[28,199,201,204],{"id":200},"needs_approval-到底意味着什么",[86,202,203],{},"needs_approval"," 到底意味着什么",[14,206,207,208,211],{},"这不是普通报错，也不是流程失败。",[209,210],"br",{},"\n根据官方当前设计，Lobster 的输出状态通常分成：",[18,213,214,219,223],{},[21,215,216],{},[86,217,218],{},"ok",[21,220,221],{},[86,222,203],{},[21,224,225],{},[86,226,227],{},"cancelled",[14,229,230,231,233],{},"其中 ",[86,232,203],{}," 的真实含义是：",[18,235,236,239],{},[21,237,238],{},"流程还没结束",[21,240,241],{},"只是遇到了必须人工确认的副作用边界",[14,243,244],{},"例如：",[18,246,247,250,253],{},[21,248,249],{},"发邮件",[21,251,252],{},"提交评论",[21,254,255],{},"执行会改状态的外部动作",[28,257,259,262],{"id":258},"resumetoken-为什么这么关键",[86,260,261],{},"resumeToken"," 为什么这么关键",[14,264,265],{},"官方文档现在明确说明：",[18,267,268,273],{},[21,269,270,271],{},"工作流暂停时会返回 ",[86,272,261],{},[21,274,275],{},"审批后可以用它继续流程，而不用重跑前面的步骤",[14,277,278],{},"它真正解决的是两个问题：",[18,280,281,284],{},[21,282,283],{},"不需要从头再执行一遍收集和分析步骤",[21,285,286],{},"审批和执行之间有了明确的、可恢复的状态边界",[14,288,289],{},"这让 Lobster 特别适合“前半段分析，后半段有副作用”的自动化流程。",[28,291,292],{"id":292},"工作流文件什么时候更合适",[14,294,295,296,299],{},"官方文档除了直接传 pipeline 字符串，也支持 ",[86,297,298],{},".lobster"," 工作流文件。",[14,301,302],{},"如果你的流程开始出现下面这些特征，就更适合写文件：",[18,304,305,308,311,314],{},[21,306,307],{},"步骤超过几层",[21,309,310],{},"有条件分支",[21,312,313],{},"有明确审批节点",[21,315,316],{},"想反复复用",[14,318,319],{},"文件化之后，更容易做：",[18,321,322,325,328,331],{},[21,323,324],{},"diff",[21,326,327],{},"review",[21,329,330],{},"复盘",[21,332,333],{},"团队共享",[28,335,337,340],{"id":336},"approval-required-的价值是什么",[86,338,339],{},"approval: required"," 的价值是什么",[14,342,343],{},"官方 workflow file 示例里，审批并不是靠 prompt 暗示，而是直接在步骤级别写成：",[18,345,346],{},[21,347,348],{},[86,349,339],{},[14,351,352],{},"这意味着副作用边界是 runtime 规则，而不是靠模型自己记住“这里应该停一下”。",[14,354,355],{},"这对团队环境特别重要，因为它让工作流更接近：",[18,357,358],{},[21,359,360],{},"可审计的操作流程",[14,362,363],{},"而不是：",[18,365,366],{},[21,367,368],{},"会随模型发挥波动的脚本提示",[28,370,372],{"id":371},"什么时候适合用-lobster","什么时候适合用 Lobster",[14,374,375],{},"更适合 Lobster 的场景通常是：",[18,377,378,381,384,387],{},[21,379,380],{},"固定步骤的多步自动化",[21,382,383],{},"中间需要审批的工作流",[21,385,386],{},"想保留恢复能力的流程",[21,388,389],{},"需要稳定复用的运维或内容流程",[14,391,392],{},"不那么适合 Lobster 的通常是：",[18,394,395,398,401],{},[21,396,397],{},"一次性探索",[21,399,400],{},"依赖大量自由推理的开放任务",[21,402,403],{},"很短的单步工具调用",[28,405,407],{"id":406},"openprose-和-lobster-的边界","OpenProse 和 Lobster 的边界",[14,409,410],{},"官方文档也给了很清楚的搭配方向：",[18,412,413,416],{},[21,414,415],{},"OpenProse 适合多智能体准备和组织",[21,417,418],{},"Lobster 适合确定性执行和审批恢复",[14,420,421],{},"一个很稳的理解方式是：",[18,423,424,427],{},[21,425,426],{},"Prose 更像策划层",[21,428,429],{},"Lobster 更像执行层",[28,431,432],{"id":432},"中文站建议怎么使用这条线",[14,434,435],{},"如果你已经发现某类工作会反复出现，建议按这个顺序推进：",[437,438,439,442,445,448],"ol",{},[21,440,441],{},"先把步骤拆成小 CLI 或清晰工具动作",[21,443,444],{},"再用 Lobster 串成确定性工作流",[21,446,447],{},"把副作用节点显式改成 approval gate",[21,449,450],{},"最后再考虑用 Prose 做更上层的多智能体组织",[28,452,453],{"id":453},"下一步推荐",[18,455,456,463,469],{},[21,457,458],{},[459,460,462],"a",{"href":461},"/docs/manual/exec-tools-and-approvals","Exec 工具、apply_patch 与执行审批",[21,464,465],{},[459,466,468],{"href":467},"/docs/operations/cron-vs-heartbeat","Cron 和 Heartbeat 应该怎么分工",[21,470,471],{},[459,472,474],{"href":473},"/best-practices/plugin-bundle-governance","团队里如何管理插件包和 Hook Pack",{"title":476,"searchDepth":477,"depth":477,"links":478},"",2,[479,480,481,483,488,490,492,493,495,496,497,498],{"id":30,"depth":477,"text":31},{"id":48,"depth":477,"text":48},{"id":84,"depth":477,"text":482},"openclaw.invoke 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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",[533,534,535,536,537,538],"concepts","gateway","agent","channels","tools","memory",{"title":540,"description":541,"path":542,"category":529,"updatedAt":543,"sourceType":531,"tags":544},"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",[545,546,547,548,549],"developers","teams","architecture","configuration","skills",{"title":551,"description":552,"path":553,"category":529,"updatedAt":543,"sourceType":531,"tags":554},"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",[555,556,534,557,558],"enterprise","operations","security","upgrades",{"title":560,"description":561,"path":562,"category":529,"updatedAt":563,"sourceType":509,"tags":564},"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","2026-05-26",[535,565,566,567],"quickstart","tutorial","basics",{"title":569,"description":570,"path":571,"category":529,"updatedAt":563,"sourceType":509,"tags":572},"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",[536,565,566,567],{"title":574,"description":575,"path":576,"category":529,"updatedAt":563,"sourceType":509,"tags":577},"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",[549,565,566,567],{"title":579,"description":580,"path":581,"category":529,"updatedAt":563,"sourceType":509,"tags":582},"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",[515,583,565,566],"automation",{"title":585,"description":586,"path":587,"category":529,"updatedAt":563,"sourceType":509,"tags":588},"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",[565,589,590,591],"installation","onboarding","dashboard",{"title":593,"description":594,"path":595,"category":529,"updatedAt":596,"sourceType":509,"tags":597},"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","2026-03-11",[590,598,599,534],"daemon","setup",{"title":601,"description":602,"path":603,"category":529,"updatedAt":604,"sourceType":509,"tags":605},"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","2026-03-21",[590,606,607,534,608],"remote","local","wizard",{"title":610,"description":611,"path":612,"category":529,"updatedAt":543,"sourceType":531,"tags":613},"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",[614,615,591,536,549],"personal","getting-started",{"title":617,"description":618,"path":619,"category":620,"updatedAt":596,"sourceType":509,"tags":621},"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",[622,623,624,590],"reading-path","overview","docs",{"title":626,"description":627,"path":628,"category":629,"updatedAt":630,"sourceType":509,"tags":631},"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",[623,632,536,633],"self-hosted","assistant",{"title":635,"description":636,"path":637,"category":529,"updatedAt":543,"sourceType":531,"tags":638},"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",[549,639,640,641,642],"plugins","multi-agent","hooks","decision",{"title":644,"description":645,"path":646,"category":529,"updatedAt":647,"sourceType":531,"tags":648},"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",[536,590,642,534,649],"safety",{"title":651,"description":652,"path":653,"category":529,"updatedAt":647,"sourceType":531,"tags":654},"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",[655,656,557,642,615],"models","configurations",{"title":658,"description":659,"path":660,"category":529,"updatedAt":647,"sourceType":531,"tags":661},"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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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",[884,1421,775,885,516],"bootstrapToken",{"title":1423,"description":1424,"path":1425,"category":516,"updatedAt":682,"sourceType":509,"tags":1426},"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",[1427,686,731,695,1289,685],"templates",{"title":1429,"description":1430,"path":1431,"category":499,"updatedAt":745,"sourceType":509,"tags":1432},"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",[884,1433,536,1434,1218],"allowFrom","account",{"title":1436,"description":1437,"path":1438,"category":499,"updatedAt":847,"sourceType":509,"tags":1439},"CLI 命令参考","OpenClaw 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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",[548,516,1463,1464],"settings","options",{"title":1466,"description":1467,"path":1468,"category":499,"updatedAt":604,"sourceType":509,"tags":1469},"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",[809,884,885,829,1218],{"title":1471,"description":1472,"path":1473,"category":499,"updatedAt":755,"sourceType":509,"tags":1474},"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",[711,964,1475,1049,516],"scheduler",{"title":1477,"description":1478,"path":1479,"category":499,"updatedAt":1158,"sourceType":509,"tags":1480},"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",[591,192,1481,1482,723],"secretref","sessionStorage",{"title":1484,"description":1485,"path":1486,"category":1487,"updatedAt":847,"sourceType":509,"tags":1488},"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",[1489,1490,1491,1237,953],"debugging","debug","runtime-overrides",{"title":1493,"description":1494,"path":1495,"category":499,"updatedAt":517,"sourceType":509,"tags":1496},"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",[1404,1497,1498,1490,516],"logging","flags",{"title":1500,"description":1501,"path":1502,"category":499,"updatedAt":517,"sourceType":509,"tags":1503},"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",[749,1504,1505,730,516],"dmScope","identityLinks",{"title":1507,"description":1508,"path":1509,"category":499,"updatedAt":517,"sourceType":509,"tags":1510},"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",[1237,1238,1404,1511,516],"migrations",{"title":1513,"description":1514,"path":1515,"category":499,"updatedAt":517,"sourceType":509,"tags":1516},"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",[1092,548,757,1517,516],"shell",{"title":1519,"description":1520,"path":1521,"category":499,"updatedAt":647,"sourceType":531,"tags":1522},"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",[1523,1312,800,1524,1314],"sources","trust",{"title":1526,"description":1527,"path":1528,"category":499,"updatedAt":604,"sourceType":509,"tags":1529},"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",[534,1530,713,1166,703],"rpc",{"title":1532,"description":1533,"path":1534,"category":499,"updatedAt":517,"sourceType":509,"tags":1535},"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",[884,885,534,702,516],{"title":1537,"description":1538,"path":1539,"category":499,"updatedAt":1158,"sourceType":509,"tags":1540},"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",[749,534,662,591,516],{"title":1542,"description":1543,"path":1544,"category":499,"updatedAt":755,"sourceType":509,"tags":1545},"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",[534,1166,1546,1547,516],"protocol","scopes",{"title":1549,"description":1550,"path":1551,"category":499,"updatedAt":745,"sourceType":509,"tags":1552},"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",[748,1553,730,970,903],"mention",{"title":1555,"description":1556,"path":1557,"category":499,"updatedAt":755,"sourceType":509,"tags":1558},"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",[1211,1559,1560,1561,516],"visibility","activeHours","alerts",{"title":1563,"description":1564,"path":1565,"category":499,"updatedAt":745,"sourceType":509,"tags":1566},"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",[1160,1166,1567,534,516],"sdk",{"title":1569,"description":1570,"path":1571,"category":499,"updatedAt":745,"sourceType":509,"tags":1572},"include 合并时，数组和 sibling 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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",[1489,1610,953,721,916],"raw-stream",{"title":1612,"description":1613,"path":1614,"category":499,"updatedAt":755,"sourceType":509,"tags":1615},"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",[606,1616,723,534,516],"tlsFingerprint",{"title":1618,"description":1619,"path":1620,"category":499,"updatedAt":755,"sourceType":509,"tags":1621},"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",[748,1622,1623,1624,516],"mentions","pending-history","reply",{"title":1626,"description":1627,"path":1628,"category":499,"updatedAt":517,"sourceType":509,"tags":1629},"SecretRefs 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正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[719,720,722,721,1016],{"title":1994,"description":1995,"path":1996,"category":1958,"date":745,"updatedAt":745,"sourceType":509,"source":1997,"tags":1998},"OpenClaw 开始把 Broadcast Groups 从路由技巧推进成多代理协作入口","官方最新 Broadcast Groups 文档把多 agent 同群运行的触发条件、session 隔离和处理策略写得更完整了，也让它和普通 bindings 的分工更清楚。","/news/openclaw-broadcast-groups-watch-2026-03-25","https://docs.openclaw.ai/channels/broadcast-groups",[747,731,748,730,776],{"title":2000,"description":2001,"path":2002,"category":1958,"date":755,"updatedAt":755,"sourceType":509,"source":2003,"tags":2004},"OpenClaw 的浏览器管理员面正在收成一条完整信任链","官方最近围绕 Pairing、Remote Access、Trusted Proxy Auth 和 Dashboard 的文档更新，正在把浏览器入口从“页面能打开”收敛成“地址、认证、设备与 operator 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",[591,1373,884,606,557],{"title":2006,"description":2007,"path":2008,"category":1958,"date":647,"updatedAt":647,"sourceType":509,"source":1966,"tags":2009},"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",[775,777,514,536,1327],{"title":2011,"description":2012,"path":2013,"category":1809,"date":530,"updatedAt":530,"sourceType":800,"source":2014,"tags":2015},"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",[1689,801,1812,1765],{"title":2017,"description":2018,"path":2019,"category":1958,"date":647,"updatedAt":647,"sourceType":509,"source":2020,"tags":2021},"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",[783,549,792,793,2022,784],"telemetry",{"title":2024,"description":2025,"path":2026,"category":1751,"date":604,"updatedAt":604,"sourceType":509,"source":2027,"tags":2028},"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",[713,534,1530,703,556],{"title":2030,"description":2031,"path":2032,"category":1958,"date":517,"updatedAt":517,"sourceType":509,"source":2033,"tags":2034},"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",[548,1092,729,2035,556],"overrides",{"title":2037,"description":2038,"path":2039,"category":1751,"date":604,"updatedAt":604,"sourceType":509,"source":1946,"tags":2040},"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",[1114,1115,687,538,2041],"continuity",{"title":2043,"description":2044,"path":2045,"category":1751,"date":604,"updatedAt":604,"sourceType":509,"source":2046,"tags":2047},"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",[809,591,1198,884,606],{"title":2049,"description":2050,"path":2051,"category":1958,"date":1158,"updatedAt":1158,"sourceType":509,"source":1972,"tags":2052},"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",[591,686,1481,723,809],{"title":2054,"description":2055,"path":2056,"category":1958,"date":647,"updatedAt":647,"sourceType":509,"source":1972,"tags":2057},"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",[591,662,192,1481,730,2058],"web",{"title":2060,"description":2061,"path":2062,"category":1751,"date":530,"updatedAt":530,"sourceType":800,"source":2063,"tags":2064},"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",[545,549,801,1689],{"title":2066,"description":2067,"path":2068,"category":1958,"date":745,"updatedAt":745,"sourceType":509,"source":2069,"tags":2070},"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",[885,884,192,1231,2071],"rotate",{"title":2073,"description":2074,"path":2075,"category":1958,"date":517,"updatedAt":517,"sourceType":509,"source":2076,"tags":2077},"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",[1237,1404,1238,1489,556],{"title":2079,"description":2080,"path":2081,"category":1958,"date":745,"updatedAt":745,"sourceType":509,"source":2076,"tags":2082},"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",[1237,1238,1089,1315,1404],{"title":2084,"description":2085,"path":2086,"category":2087,"date":530,"updatedAt":530,"sourceType":800,"source":2088,"tags":2089},"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",[2090,2091,2092,2093],"education","adoption","ai-tutor","higher-education",{"title":2095,"description":2096,"path":2097,"category":2087,"date":530,"updatedAt":530,"sourceType":800,"source":2098,"tags":2099},"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",[555,1691,515,1689],{"title":2101,"description":2102,"path":2103,"category":1751,"date":604,"updatedAt":604,"sourceType":509,"source":2104,"tags":2105},"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",[549,783,639,641,802],{"title":2107,"description":2108,"path":2109,"category":1958,"date":708,"updatedAt":708,"sourceType":509,"source":2110,"tags":2111},"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",[862,863,864,865,536,866],{"title":2113,"description":2114,"path":2115,"category":1958,"date":745,"updatedAt":745,"sourceType":509,"source":2116,"tags":2117},"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",[534,884,2118,192,702],"pending",{"title":2120,"description":2121,"path":2122,"category":1958,"date":1158,"updatedAt":1158,"sourceType":509,"source":2123,"tags":2124},"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",[534,749,662,591,2125],"state",{"title":2127,"description":2128,"path":2129,"category":1958,"date":745,"updatedAt":745,"sourceType":509,"source":2130,"tags":2131},"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",[2150,538,836,2187,2188],"vector-search","knowledge",{"title":2190,"description":2191,"path":2192,"category":1958,"date":745,"updatedAt":745,"sourceType":509,"source":2193,"tags":2194},"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",[1553,748,775,777,843],{"title":2196,"description":2197,"path":2198,"category":1958,"date":517,"updatedAt":517,"sourceType":509,"source":2199,"tags":2200},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 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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",[702,883,534,884,885],{"title":2213,"description":2214,"path":2215,"category":1751,"date":604,"updatedAt":604,"sourceType":509,"source":2216,"tags":2217},"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",[590,1736,1010,1737,1315],{"title":2219,"description":2220,"path":2221,"category":1958,"date":1158,"updatedAt":1158,"sourceType":509,"source":2046,"tags":2222},"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",[1327,829,809,884,606],{"title":2224,"description":2225,"path":2226,"category":1958,"date":755,"updatedAt":755,"sourceType":509,"source":2227,"tags":2228},"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",[591,662,1166,1327,703],{"title":2230,"description":2231,"path":2232,"category":1958,"date":745,"updatedAt":745,"sourceType":509,"source":2069,"tags":2233},"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",[884,1433,536,1434,556],{"title":2235,"description":2236,"path":2237,"category":1751,"date":604,"updatedAt":604,"sourceType":509,"source":2238,"tags":2239},"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",[639,801,641,800,802],{"title":2241,"description":2242,"path":2243,"category":1958,"date":647,"updatedAt":647,"sourceType":509,"source":2244,"tags":2245},"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 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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",[721,655,702,723,1016],{"title":2258,"description":2259,"path":2260,"category":1958,"date":755,"updatedAt":755,"sourceType":509,"source":2261,"tags":2262},"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",[721,1398,655,534,556],{"title":2264,"description":2265,"path":2266,"category":1751,"date":604,"updatedAt":604,"sourceType":509,"source":1946,"tags":2267},"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",[1312,1313,1315,1314],{"title":2269,"description":2270,"path":2271,"category":1958,"date":517,"updatedAt":517,"sourceType":509,"source":1972,"tags":2272},"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",[591,884,702,606,1218],{"title":2274,"description":2275,"path":2276,"category":1958,"date":745,"updatedAt":745,"sourceType":509,"source":2277,"tags":2278},"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",[730,729,2279,536,731],"threads",{"title":2281,"description":2282,"path":2283,"category":1958,"date":708,"updatedAt":708,"sourceType":509,"source":2284,"tags":2285},"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",[1057,945,1058,632,537],{"title":2287,"description":2288,"path":2289,"category":1958,"date":745,"updatedAt":745,"sourceType":509,"source":2290,"tags":2291},"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",[1631,2292,2293,1630,556],"snapshot","rotation",{"title":2295,"description":2296,"path":2297,"category":1958,"date":745,"updatedAt":745,"sourceType":509,"source":2158,"tags":2298},"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",[749,557,1504,884,1353],{"title":2300,"description":2301,"path":2302,"category":1958,"date":647,"updatedAt":647,"sourceType":509,"source":2303,"tags":2304},"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",[557,1338,1340,1339,556],{"title":2306,"description":2307,"path":2308,"category":2309,"date":530,"updatedAt":530,"sourceType":800,"source":2310,"tags":2311},"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",[557,2312,916,555],"compliance",{"title":2314,"description":2315,"path":2316,"category":1958,"date":517,"updatedAt":517,"sourceType":509,"source":2290,"tags":2317},"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",[557,1630,514,2318,556],"proxy",{"title":2320,"description":2321,"path":2322,"category":1958,"date":1641,"updatedAt":1641,"sourceType":509,"source":2323,"tags":2324},"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",[749,1644,1115,1643,534],{"title":2326,"description":2327,"path":2328,"category":1958,"date":1641,"updatedAt":1641,"sourceType":509,"source":2329,"tags":2330},"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",[687,713,1650,1338,556],{"title":2332,"description":2333,"path":2334,"category":1958,"date":745,"updatedAt":745,"sourceType":509,"source":2335,"tags":2336},"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",[557,1353,1354,2337,534],"sandbox",{"title":2339,"description":2340,"path":2341,"category":1751,"date":604,"updatedAt":604,"sourceType":509,"source":2148,"tags":2342},"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",[2150,800,775,549,583],{"title":2344,"description":2345,"path":2346,"category":1958,"date":755,"updatedAt":755,"sourceType":509,"source":2335,"tags":2347},"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",[1353,1505,747,730,557],{"title":2349,"description":2350,"path":2351,"category":1958,"date":1641,"updatedAt":1641,"sourceType":509,"source":2352,"tags":2353},"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",[1643,721,1669,1670,2354],"compatibility",{"title":2356,"description":2357,"path":2358,"category":1958,"date":647,"updatedAt":647,"sourceType":509,"source":2003,"tags":2359},"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",[1373,557,606,534,723],{"title":2361,"description":2362,"path":2363,"category":1958,"date":1158,"updatedAt":1158,"sourceType":509,"source":2123,"tags":2364},"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",[534,662,1160,1489,749],{"title":2366,"description":2367,"path":2368,"category":1958,"date":647,"updatedAt":647,"sourceType":509,"source":2369,"tags":2370},"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",[1717,1315,992,534,2125],{"title":2372,"description":2373,"path":2374,"category":1958,"date":647,"updatedAt":647,"sourceType":509,"source":2375,"tags":2376},"OpenClaw 更新观察：stable、beta、dev 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