[{"data":1,"prerenderedAt":3027},["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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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",[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":588,"sourceType":509,"tags":589},"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",[565,590,591,592],"installation","onboarding","dashboard",{"title":594,"description":595,"path":596,"category":529,"updatedAt":588,"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",[591,598,599,534],"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",[591,606,607,534,608],"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",[614,615,592,536,549],"personal","getting-started",{"title":617,"description":618,"path":619,"category":620,"updatedAt":588,"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",[622,623,624,591],"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",[536,591,642,534,649],"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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连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[1124,927,1391,1392,516],"scheduler","queue",{"title":1394,"description":1395,"path":1396,"category":499,"updatedAt":1077,"sourceType":509,"tags":1397},"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",[592,192,1398,1399,800],"secretref","sessionStorage",{"title":1401,"description":1402,"path":1403,"category":1404,"updatedAt":563,"sourceType":509,"tags":1405},"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",[1406,1407,1408,1157,916],"debugging","debug","runtime-overrides",{"title":1410,"description":1411,"path":1412,"category":499,"updatedAt":517,"sourceType":509,"tags":1413},"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",[1325,1414,1415,1407,516],"logging","flags",{"title":1417,"description":1418,"path":1419,"category":499,"updatedAt":517,"sourceType":509,"tags":1420},"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",[719,1421,1422,700,516],"dmScope","identityLinks",{"title":1424,"description":1425,"path":1426,"category":499,"updatedAt":517,"sourceType":509,"tags":1427},"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",[1157,1158,1325,1428,516],"migrations",{"title":1430,"description":1431,"path":1432,"category":499,"updatedAt":517,"sourceType":509,"tags":1433},"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",[1020,548,727,1434,516],"shell",{"title":1436,"description":1437,"path":1438,"category":499,"updatedAt":647,"sourceType":531,"tags":1439},"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",[1440,1233,771,1441,1235],"sources","trust",{"title":1443,"description":1444,"path":1445,"category":499,"updatedAt":604,"sourceType":509,"tags":1446},"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 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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",[534,1085,1463,1464,516],"protocol","scopes",{"title":1466,"description":1467,"path":1468,"category":499,"updatedAt":715,"sourceType":509,"tags":1469},"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",[718,1470,700,933,866],"mention",{"title":1472,"description":1473,"path":1474,"category":499,"updatedAt":725,"sourceType":509,"tags":1475},"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",[1131,1476,1477,1478,516],"visibility","activeHours","alerts",{"title":1480,"description":1481,"path":1482,"category":499,"updatedAt":715,"sourceType":509,"tags":1483},"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",[1079,1085,1484,534,516],"sdk",{"title":1486,"description":1487,"path":1488,"category":499,"updatedAt":715,"sourceType":509,"tags":1489},"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 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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",[780,592,1117,847,606],{"title":1959,"description":1960,"path":1961,"category":1880,"date":1077,"updatedAt":1077,"sourceType":509,"source":1894,"tags":1962},"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",[592,1963,1398,800,780],"bootstrap",{"title":1965,"description":1966,"path":1967,"category":1880,"date":647,"updatedAt":647,"sourceType":509,"source":1894,"tags":1968},"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",[592,662,192,1398,700,1969],"web",{"title":1971,"description":1972,"path":1973,"category":1672,"date":530,"updatedAt":530,"sourceType":771,"source":1974,"tags":1975},"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",[545,549,772,1607],{"title":1977,"description":1978,"path":1979,"category":1880,"date":715,"updatedAt":715,"sourceType":509,"source":1980,"tags":1981},"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",[848,847,192,1151,1982],"rotate",{"title":1984,"description":1985,"path":1986,"category":1880,"date":517,"updatedAt":517,"sourceType":509,"source":1987,"tags":1988},"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",[1157,1325,1158,1406,556],{"title":1990,"description":1991,"path":1992,"category":1880,"date":715,"updatedAt":715,"sourceType":509,"source":1987,"tags":1993},"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",[1157,1158,1017,1236,1325],{"title":1995,"description":1996,"path":1997,"category":1998,"date":530,"updatedAt":530,"sourceType":771,"source":1999,"tags":2000},"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",[2001,2002,2003,2004],"education","adoption","ai-tutor","higher-education",{"title":2006,"description":2007,"path":2008,"category":1998,"date":530,"updatedAt":530,"sourceType":771,"source":2009,"tags":2010},"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",[555,1609,515,1607],{"title":2012,"description":2013,"path":2014,"category":1672,"date":604,"updatedAt":604,"sourceType":509,"source":2015,"tags":2016},"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",[549,754,639,641,773],{"title":2018,"description":2019,"path":2020,"category":1880,"date":715,"updatedAt":715,"sourceType":509,"source":2021,"tags":2022},"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",[534,847,2023,192,692],"pending",{"title":2025,"description":2026,"path":2027,"category":1880,"date":1077,"updatedAt":1077,"sourceType":509,"source":2028,"tags":2029},"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",[534,719,662,592,2030],"state",{"title":2032,"description":2033,"path":2034,"category":1880,"date":715,"updatedAt":715,"sourceType":509,"source":2035,"tags":2036},"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",[718,1470,933,866,700],{"title":2038,"description":2039,"path":2040,"category":1880,"date":725,"updatedAt":725,"sourceType":509,"source":2035,"tags":2041},"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",[718,1539,2042,717,958],"activation",{"title":2044,"description":2045,"path":2046,"category":1880,"date":715,"updatedAt":715,"sourceType":509,"source":2047,"tags":2048},"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",[548,1490,1109,1491,556],{"title":2050,"description":2051,"path":2052,"category":1672,"date":604,"updatedAt":604,"sourceType":509,"source":2053,"tags":2054},"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",[2055,1609,2056,2057,2058],"showcase","home-assistant","nix","infrastructure",{"title":2060,"description":2061,"path":2062,"category":1880,"date":517,"updatedAt":517,"sourceType":509,"source":2063,"tags":2064},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 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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",[2055,538,808,2092,2093],"vector-search","knowledge",{"title":2095,"description":2096,"path":2097,"category":1880,"date":715,"updatedAt":715,"sourceType":509,"source":2098,"tags":2099},"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",[1470,718,746,748,816],{"title":2101,"description":2102,"path":2103,"category":1880,"date":517,"updatedAt":517,"sourceType":509,"source":2104,"tags":2105},"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",[866,662,700,870,536],{"title":2107,"description":2108,"path":2109,"category":1880,"date":647,"updatedAt":647,"sourceType":509,"source":1937,"tags":2110},"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",[655,1508,810,800,1195],{"title":2112,"description":2113,"path":2114,"category":1880,"date":715,"updatedAt":715,"sourceType":509,"source":2115,"tags":2116},"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 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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",[1248,801,780,847,606],{"title":2130,"description":2131,"path":2132,"category":1880,"date":725,"updatedAt":725,"sourceType":509,"source":2133,"tags":2134},"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",[592,662,1085,1248,693],{"title":2136,"description":2137,"path":2138,"category":1880,"date":715,"updatedAt":715,"sourceType":509,"source":1980,"tags":2139},"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",[810,655,692,800,958],{"title":2164,"description":2165,"path":2166,"category":1880,"date":725,"updatedAt":725,"sourceType":509,"source":2167,"tags":2168},"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",[810,1319,655,534,556],{"title":2170,"description":2171,"path":2172,"category":1672,"date":604,"updatedAt":604,"sourceType":509,"source":1874,"tags":2173},"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",[1233,1234,1236,1235],{"title":2175,"description":2176,"path":2177,"category":1880,"date":517,"updatedAt":517,"sourceType":509,"source":1894,"tags":2178},"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",[592,847,692,606,1138],{"title":2180,"description":2181,"path":2182,"category":1880,"date":715,"updatedAt":715,"sourceType":509,"source":2183,"tags":2184},"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",[700,699,2185,536,701],"threads",{"title":2187,"description":2188,"path":2189,"category":1880,"date":715,"updatedAt":715,"sourceType":509,"source":2190,"tags":2191},"OpenClaw Secret 观察：active snapshot 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巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[835,979,1568,1259,556],{"title":2232,"description":2233,"path":2234,"category":1880,"date":715,"updatedAt":715,"sourceType":509,"source":2235,"tags":2236},"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",[557,1274,1275,2237,534],"sandbox",{"title":2239,"description":2240,"path":2241,"category":1672,"date":604,"updatedAt":604,"sourceType":509,"source":2053,"tags":2242},"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",[2055,771,746,549,583],{"title":2244,"description":2245,"path":2246,"category":1880,"date":725,"updatedAt":725,"sourceType":509,"source":2235,"tags":2247},"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",[1274,1422,717,700,557],{"title":2249,"description":2250,"path":2251,"category":1880,"date":1559,"updatedAt":1559,"sourceType":509,"source":2252,"tags":2253},"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",[1561,810,1587,1588,2254],"compatibility",{"title":2256,"description":2257,"path":2258,"category":1880,"date":647,"updatedAt":647,"sourceType":509,"source":1913,"tags":2259},"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",[1294,557,606,534,800],{"title":2261,"description":2262,"path":2263,"category":1880,"date":1077,"updatedAt":1077,"sourceType":509,"source":2028,"tags":2264},"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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级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[794,1065,1066,692,848],{"title":2291,"description":2292,"path":2293,"category":1672,"date":604,"updatedAt":604,"sourceType":509,"source":1894,"tags":2294},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[592,662,1085,780,1969],{"title":2296,"description":2297,"path":2298,"category":1880,"date":1077,"updatedAt":1077,"sourceType":509,"source":2299,"tags":2300},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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的安全设计理念、数据保护机制和企业级安全特性。","/news/security-architecture",[557,879,555,547],{"title":2343,"description":2344,"path":2345,"category":2346,"date":588,"updatedAt":588,"sourceType":771,"source":2347,"tags":2348},"OpenClaw 安全最佳实践：保护你的 AI 助手免受风险","随着 OpenClaw 的普及，安全问题日益受到关注。本文整理了保护本地 AI 助手的关键安全措施和最佳实践。","/news/security-best-practices","安全公告","安全社区",[557,879,1218,649],{"title":2350,"description":2351,"path":2352,"category":1753,"date":1673,"updatedAt":588,"sourceType":509,"source":1674,"tags":2353},"OpenClaw Signal 隐私通讯集成","了解如何将 OpenClaw 连接到 Signal，实现隐私通讯。","/news/signal-privacy",[1003,879,1755,566],{"title":2355,"description":2356,"path":2357,"category":1732,"date":1700,"updatedAt":563,"sourceType":1371,"source":1701,"tags":2358},"OpenClaw 技能市场突破 400 个技能","OpenClaw 技能市场迎来重要里程碑，社区贡献的技能数量突破 400 个，覆盖更多应用场景。","/news/skills-marketplace-400",[549,1795,771,2359],"marketplace",{"title":2361,"description":2362,"path":2363,"category":1753,"date":1673,"updatedAt":588,"sourceType":509,"source":1674,"tags":2364},"OpenClaw Slack 工作区集成","了解如何将 OpenClaw 集成到 Slack 工作区，实现团队协作。","/news/slack-workspace",[816,684,1755,566],{"title":2366,"description":2367,"path":2368,"category":1692,"date":1673,"updatedAt":588,"sourceType":509,"source":1674,"tags":2369},"OpenClaw Tailscale 远程访问完全指南","了解如何使用 Tailscale 安全远程访问 OpenClaw，包括 Serve、Funnel 和身份认证。","/news/tailscale-integration",[1117,606,2370,557],"vpn",{"title":2372,"description":2373,"path":2374,"category":1753,"date":1673,"updatedAt":588,"sourceType":509,"source":1674,"tags":2375},"OpenClaw Telegram Bot 配置指南","了解如何创建和配置 Telegram Bot 连接到 OpenClaw。","/news/telegram-bot",[746,1041,1755,566],{"title":2377,"description":2378,"path":2379,"category":2380,"date":1673,"updatedAt":588,"sourceType":509,"source":1674,"tags":2381},"OpenClaw 与 VirusTotal 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