[{"data":1,"prerenderedAt":3318},["ShallowReactive",2],{"docs:manual/skills-system":3,"content-manifest":673},{"id":4,"title":5,"body":6,"category":656,"date":657,"description":658,"extension":659,"meta":660,"navigation":661,"path":662,"seo":663,"source":664,"sourceName":665,"sourceType":666,"stem":667,"tags":668,"updatedAt":671,"__hash__":672},"docs/docs/manual/skills-system.md","Skills 系统怎么工作",{"type":7,"value":8,"toc":633},"minimark",[9,13,17,20,36,41,44,53,56,59,70,77,80,91,98,101,104,107,110,121,125,128,145,148,159,162,166,169,186,189,193,196,199,213,216,227,230,299,302,325,329,332,346,349,360,364,367,384,387,398,402,405,436,439,463,467,470,484,490,493,507,511,514,528,531,534,546,554,558,561,572,575,579,582,599,602,629],[10,11,5],"h1",{"id":12},"skills-系统怎么工作",[14,15,16],"p",{},"如果你把 OpenClaw 理解成“能做很多事情的 Agent”，那 Skills 就是把这些事情组织成可复用能力单元的核心机制之一。",[14,18,19],{},"但 Skills 的重点不只是“装什么”，更是：",[21,22,23,27,30,33],"ul",{},[24,25,26],"li",{},"从哪里加载",[24,28,29],{},"哪些会覆盖哪些",[24,31,32],{},"模型怎么知道当前有哪些能力",[24,34,35],{},"第三方技能到底有多大风险",[37,38,40],"h2",{"id":39},"_1-skills-的实际来源比三层更细","1. Skills 的实际来源比“三层”更细",[14,42,43],{},"根据官方当前文档，Skills 更适合拆成下面几层：",[45,46,48,49],"h3",{"id":47},"工作区级-workspaceskills","工作区级 ",[50,51,52],"code",{},"\u003Cworkspace>/skills",[14,54,55],{},"只对当前项目或当前 workspace 生效，并且优先级最高。",[14,57,58],{},"这层最适合：",[21,60,61,64,67],{},[24,62,63],{},"团队私有技能",[24,65,66],{},"项目特定流程",[24,68,69],{},"对共享技能或 bundled skills 的局部重写",[45,71,73,74],{"id":72},"共享-本地管理级-openclawskills","共享 / 本地管理级 ",[50,75,76],{},"~/.openclaw/skills",[14,78,79],{},"这层更像“同一台机器上的公共技能区”。官方现在把它解释为 managed/local 技能覆盖层，适合：",[21,81,82,85,88],{},[24,83,84],{},"机器级共享技能",[24,86,87],{},"本地 patch 或 pin 某个技能",[24,89,90],{},"不想直接改 bundled skills 时做覆盖",[45,92,94,95],{"id":93},"额外共享目录-skillsloadextradirs","额外共享目录 ",[50,96,97],{},"skills.load.extraDirs",[14,99,100],{},"官方现在把它单独列为 Skills 配置的一部分。它适合挂团队技能包或统一技能仓库，但优先级低于工作区和本地管理级。",[45,102,103],{"id":103},"内置技能",[14,105,106],{},"随 OpenClaw 发布的 bundled skills，开箱即用。",[45,108,109],{"id":109},"插件附带技能",[14,111,112,113,116,117,120],{},"官方现在还明确说明：插件可以在 ",[50,114,115],{},"openclaw.plugin.json"," 里声明自己的 ",[50,118,119],{},"skills"," 目录。只要插件启用，这些技能也会进入正常的优先级系统。",[37,122,124],{"id":123},"_2-优先级为什么重要","2. 优先级为什么重要",[14,126,127],{},"如果同名 Skill 在多个来源同时存在，官方当前给出的优先级可以概括成：",[129,130,131,134,137,142],"ol",{},[24,132,133],{},"工作区级",[24,135,136],{},"共享 / 本地管理级",[24,138,139],{},[50,140,141],{},"extraDirs",[24,143,144],{},"bundled skills",[14,146,147],{},"这带来的实际意义是：",[21,149,150,153,156],{},[24,151,152],{},"你可以在项目里重写一个全局技能",[24,154,155],{},"不需要修改底层内置技能",[24,157,158],{},"其他项目不会被一并影响",[14,160,161],{},"这也是为什么工作区级技能特别适合团队协作。",[37,163,165],{"id":164},"_3-skills-启动时会做什么","3. Skills 启动时会做什么",[14,167,168],{},"一个更容易理解的加载流程通常是：",[129,170,171,174,177,180,183],{},[24,172,173],{},"扫描可用技能目录",[24,175,176],{},"读取每个技能的核心说明和元信息",[24,178,179],{},"判断是否满足需要的环境变量或依赖",[24,181,182],{},"结合启停配置过滤不可用项",[24,184,185],{},"把可用能力注入当前 system prompt / 运行环境",[14,187,188],{},"真正关键的是最后一步：模型必须“知道自己能做什么”，否则技能即使存在，也未必能被正确调用。",[37,190,192],{"id":191},"_4-clawhub-现在不只是安装入口","4. ClawHub 现在不只是安装入口",[14,194,195],{},"ClawHub 更适合被理解成公开技能注册表，而不是默认可信白名单。",[14,197,198],{},"它的价值在于：",[21,200,201,204,207,210],{},[24,202,203],{},"发现技能",[24,205,206],{},"安装技能",[24,208,209],{},"更新和管理版本",[24,211,212],{},"让社区共享能力方向",[14,214,215],{},"但它的风险也很明确：",[21,217,218,221,224],{},[24,219,220],{},"公开生态质量参差不齐",[24,222,223],{},"重复和低质量内容很多",[24,225,226],{},"第三方技能天然带来执行权限风险",[14,228,229],{},"官方 2026 年 3 月版文档里，ClawHub 的常见流程已经很完整：",[231,232,237],"pre",{"className":233,"code":234,"language":235,"meta":236,"style":236},"language-bash shiki shiki-themes github-light github-dark","clawhub search \"calendar\"\nclawhub install \u003Cskill-slug>\nclawhub update --all\nclawhub sync --all\n","bash","",[50,238,239,255,277,289],{"__ignoreMap":236},[240,241,244,248,252],"span",{"class":242,"line":243},"line",1,[240,245,247],{"class":246},"sScJk","clawhub",[240,249,251],{"class":250},"sZZnC"," search",[240,253,254],{"class":250}," \"calendar\"\n",[240,256,258,260,263,267,270,274],{"class":242,"line":257},2,[240,259,247],{"class":246},[240,261,262],{"class":250}," install",[240,264,266],{"class":265},"szBVR"," \u003C",[240,268,269],{"class":250},"skill-slu",[240,271,273],{"class":272},"sVt8B","g",[240,275,276],{"class":265},">\n",[240,278,280,282,285],{"class":242,"line":279},3,[240,281,247],{"class":246},[240,283,284],{"class":250}," update",[240,286,288],{"class":287},"sj4cs"," --all\n",[240,290,292,294,297],{"class":242,"line":291},4,[240,293,247],{"class":246},[240,295,296],{"class":250}," sync",[240,298,288],{"class":287},[14,300,301],{},"同时它还补了几个很实用的细节：",[21,303,304,310,313,319],{},[24,305,306,307],{},"默认安装到当前工作目录的 ",[50,308,309],{},"./skills",[24,311,312],{},"如果当前目录不是工作区，会回退到已配置的 OpenClaw workspace",[24,314,315,316],{},"已安装技能会记录在 ",[50,317,318],{},".clawhub/lock.json",[24,320,321,324],{},[50,322,323],{},"sync"," 可以扫描旧技能目录并做发布/对齐",[37,326,328],{"id":327},"_5-为什么不能一次装太多-skills","5. 为什么不能一次装太多 Skills",[14,330,331],{},"每增加一个 Skill，不只是“多一个功能”，还会带来额外成本：",[21,333,334,337,340,343],{},[24,335,336],{},"system prompt 更长",[24,338,339],{},"能力选择更复杂",[24,341,342],{},"排查变难",[24,344,345],{},"安全面扩大",[14,347,348],{},"因此更稳的做法通常是：",[21,350,351,354,357],{},[24,352,353],{},"先装 3 到 5 个高频技能",[24,355,356],{},"跑熟后再逐步增加",[24,358,359],{},"不要为了“看起来很强”把几十个技能同时堆进去",[37,361,363],{"id":362},"_6-哪些-skills-更适合先装","6. 哪些 Skills 更适合先装",[14,365,366],{},"更适合第一批尝试的通常是：",[21,368,369,372,375,378,381],{},[24,370,371],{},"检索与调研",[24,373,374],{},"文档整理",[24,376,377],{},"代码审查",[24,379,380],{},"轻量浏览器操作",[24,382,383],{},"与当前工作强相关的少量自动化能力",[14,385,386],{},"不建议第一批就大量接入的通常是：",[21,388,389,392,395],{},[24,390,391],{},"高权限终端执行",[24,393,394],{},"生产部署操作",[24,396,397],{},"钱包、密钥、敏感账户集成",[37,399,401],{"id":400},"_7-skills-配置现在值得单独看","7. Skills 配置现在值得单独看",[14,403,404],{},"官方把 Skills 配置页拆得更细了，说明现在真正影响使用体验的，不只是“有没有装”，还包括：",[21,406,407,412,416,421,426,431],{},[24,408,409],{},[50,410,411],{},"skills.allowBundled",[24,413,414],{},[50,415,97],{},[24,417,418],{},[50,419,420],{},"skills.load.watch",[24,422,423],{},[50,424,425],{},"skills.load.watchDebounceMs",[24,427,428],{},[50,429,430],{},"skills.entries.\u003Cname>.enabled",[24,432,433],{},[50,434,435],{},"skills.install.nodeManager",[14,437,438],{},"其中几个最容易忽略：",[21,440,441,447,457],{},[24,442,443,446],{},[50,444,445],{},"allowBundled"," 只影响内置技能，不影响工作区或 ClawHub 安装的技能",[24,448,449,452,453,456],{},[50,450,451],{},"watch: true"," 可以在 ",[50,454,455],{},"SKILL.md"," 变化时自动刷新 skills snapshot",[24,458,459,462],{},[50,460,461],{},"entries.\u003Cname>.enabled"," 是控制复杂度最有效的逐项开关",[37,464,466],{"id":465},"_8-自建-skill-应该怎么理解","8. 自建 Skill 应该怎么理解",[14,468,469],{},"一个 Skill 的核心不在于目录多复杂，而在于：",[21,471,472,475,478,481],{},[24,473,474],{},"说明清不清楚",[24,476,477],{},"触发条件是否明确",[24,479,480],{},"所需环境变量是否写清",[24,482,483],{},"输出和副作用是否可控",[14,485,486,487,489],{},"很多时候，一个最小可用 Skill 只需要一个清晰的 ",[50,488,455],{},"。",[14,491,492],{},"官方创建 Skills 页面到 2026 年 3 月的核心定义仍然很清楚：",[21,494,495,501,504],{},[24,496,497,498,500],{},"Skill 本质上就是一个带 ",[50,499,455],{}," 的目录",[24,502,503],{},"可选带脚本和资源",[24,505,506],{},"重点是说明、边界、触发和副作用写得是否清楚",[37,508,510],{"id":509},"_9-第三方-skills-最该防什么","9. 第三方 Skills 最该防什么",[14,512,513],{},"比起“技能能不能运行”，更该优先判断的是：",[21,515,516,519,522,525],{},[24,517,518],{},"是否要求额外下载可执行文件",[24,520,521],{},"是否要求运行不透明 shell 脚本",[24,523,524],{},"是否会修改长期记忆或人格文件",[24,526,527],{},"是否试图接触高权限目录、密钥或远程系统",[14,529,530],{},"一旦你把它装进系统，它就不再只是“内容”，而是实际执行能力的一部分。",[14,532,533],{},"官方 2026 年 3 月版 Skills 页还新增了一条很关键的安全边界：",[21,535,536,541],{},[24,537,538],{},[50,539,540],{},"skills.entries.*.env",[24,542,543],{},[50,544,545],{},"skills.entries.*.apiKey",[14,547,548,549,553],{},"这些配置会把秘密注入",[550,551,552],"strong",{},"宿主机进程","，而不是沙箱。所以一旦技能本身不可信，风险会比很多人想象得更大。",[37,555,557],{"id":556},"_10-还要考虑-prompt-成本","10. 还要考虑 prompt 成本",[14,559,560],{},"官方 Skills 总页现在明确写了：只要有可用 Skills，OpenClaw 就会把一份紧凑的 skills 列表注入系统提示。也就是说：",[21,562,563,566,569],{},[24,564,565],{},"技能越多，prompt 越长",[24,567,568],{},"描述越啰嗦，成本越高",[24,570,571],{},"“装很多但不常用”的技能会长期抬高上下文负担",[14,573,574],{},"这也是为什么技能治理从来不是“越多越好”。",[37,576,578],{"id":577},"_11-一条更稳的使用路径","11. 一条更稳的使用路径",[14,580,581],{},"建议按下面顺序推进：",[129,583,584,587,590,593,596],{},[24,585,586],{},"先理解 Skills 来源和优先级",[24,588,589],{},"先装少量高频技能",[24,591,592],{},"先在独立 workspace 测试",[24,594,595],{},"再考虑把技能带进长期环境",[24,597,598],{},"需要定制时，再写项目级 Skill",[37,600,601],{"id":601},"下一步推荐",[21,603,604,611,617,623],{},[24,605,606],{},[607,608,610],"a",{"href":609},"/skills","热门技能",[24,612,613],{},[607,614,616],{"href":615},"/configurations","关键配置",[24,618,619],{},[607,620,622],{"href":621},"/docs/operations/safety-basics","OpenClaw 安全配置基础",[24,624,625],{},[607,626,628],{"href":627},"/docs/manual/agent-workspace","Agent 工作区结构说明",[630,631,632],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: 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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",[1553,1646,1647,1639,1547],"logging","flags",{"title":1649,"description":1650,"path":1651,"category":1541,"updatedAt":877,"sourceType":666,"tags":1652},"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",[899,1653,1654,880,1547],"dmScope","identityLinks",{"title":1656,"description":1657,"path":1658,"category":1541,"updatedAt":877,"sourceType":666,"tags":1659},"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 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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",[688,1679,862,1314,852],"rpc",{"title":1681,"description":1682,"path":1683,"category":1541,"updatedAt":877,"sourceType":666,"tags":1684},"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",[1036,1037,688,851,1547],{"title":1686,"description":1687,"path":1688,"category":1541,"updatedAt":1306,"sourceType":666,"tags":1689},"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",[899,688,814,743,1547],{"title":1691,"description":1692,"path":1693,"category":1541,"updatedAt":905,"sourceType":666,"tags":1694},"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",[688,1314,1695,1696,1547],"protocol","scopes",{"title":1698,"description":1699,"path":1700,"category":1541,"updatedAt":895,"sourceType":666,"tags":1701},"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",[898,1702,880,1122,1055],"mention",{"title":1704,"description":1705,"path":1706,"category":1541,"updatedAt":905,"sourceType":666,"tags":1707},"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",[1360,1708,1709,1710,1547],"visibility","activeHours","alerts",{"title":1712,"description":1713,"path":1714,"category":1541,"updatedAt":895,"sourceType":666,"tags":1715},"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",[1308,1314,1716,688,1547],"sdk",{"title":1718,"description":1719,"path":1720,"category":1541,"updatedAt":895,"sourceType":666,"tags":1721},"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",[701,1722,1338,1723,1547],"include","arrays",{"title":1725,"description":1726,"path":1727,"category":1541,"updatedAt":877,"sourceType":666,"tags":1728},"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",[1151,1729,1002,734,1547],"invoke",{"title":1731,"description":1732,"path":1733,"category":1541,"updatedAt":905,"sourceType":666,"tags":1734},"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",[691,1735,1736,1737,1738,1547],"hybrid-search","ranking","mmr","retrieval",{"title":1740,"description":1741,"path":1742,"category":1541,"updatedAt":799,"sourceType":666,"tags":1743},"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",[807,1744,872,870,1547],"probe",{"title":1746,"description":1747,"path":1748,"category":1541,"updatedAt":1240,"sourceType":666,"tags":1749},"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",[1036,1037,1582,1750,1367],"credentials",{"title":1752,"description":1753,"path":1754,"category":1541,"updatedAt":799,"sourceType":666,"tags":1755},"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",[791,247,1756,1757,1463,1547],"npm","pin",{"title":1759,"description":1760,"path":1761,"category":1636,"updatedAt":756,"sourceType":666,"tags":1762},"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",[1638,1763,1105,870,1068],"raw-stream",{"title":1765,"description":1766,"path":1767,"category":1541,"updatedAt":905,"sourceType":666,"tags":1768},"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",[758,1769,872,688,1547],"tlsFingerprint",{"title":1771,"description":1772,"path":1773,"category":1541,"updatedAt":905,"sourceType":666,"tags":1774},"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",[898,1775,1776,1777,1547],"mentions","pending-history","reply",{"title":1779,"description":1780,"path":1781,"category":1541,"updatedAt":877,"sourceType":666,"tags":1782},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[1783,1784,836,870,1547],"secrets","secretrefs",{"title":1786,"description":1787,"path":1788,"category":1541,"updatedAt":895,"sourceType":666,"tags":1789},"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",[899,670,1653,1036,1122],{"title":1791,"description":1792,"path":1793,"category":1541,"updatedAt":1794,"sourceType":666,"tags":1795},"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 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[899,1796,1797,1263,1547],"transcript","jsonl",{"title":1799,"description":1800,"path":1801,"category":1541,"updatedAt":1794,"sourceType":666,"tags":1802},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[839,862,1803,1485,708],"store",{"title":1805,"description":1806,"path":1807,"category":1541,"updatedAt":905,"sourceType":666,"tags":1808},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[670,1500,1485,1809,1547],"ingress",{"title":1811,"description":1812,"path":1813,"category":1541,"updatedAt":756,"sourceType":666,"tags":1814},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[862,1395,1815,1105,1816],"health","troubleshooting",{"title":1818,"description":1819,"path":1820,"category":1541,"updatedAt":1794,"sourceType":666,"tags":1821},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1796,1822,870,1823,1547],"hygiene","tool-calls",{"title":1825,"description":1826,"path":1827,"category":1636,"updatedAt":748,"sourceType":666,"tags":1828},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[1816,1386,1395,1105],{"title":1830,"description":1831,"path":1832,"category":1541,"updatedAt":877,"sourceType":666,"tags":1833},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[814,1834,1835,1796,1547],"history","inject",{"title":1837,"description":1838,"path":1839,"category":1840,"updatedAt":799,"sourceType":666,"tags":1841},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[1842,1843,1844,1014,1414,1415],"china","cloud","deployment",{"title":1846,"description":1847,"path":1848,"category":1840,"updatedAt":748,"sourceType":666,"tags":1849},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[1844,759,1850,1843,1851],"docker","wsl2",{"title":1853,"description":1854,"path":1855,"category":1840,"updatedAt":671,"sourceType":666,"tags":1856},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[741,1756,1857,1851],"install-script",{"title":1859,"description":1860,"path":1861,"category":1840,"updatedAt":756,"sourceType":666,"tags":1862},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[741,1863,1857,1864,1464],"updater","git",{"title":1866,"description":1867,"path":1868,"category":1840,"updatedAt":998,"sourceType":666,"tags":1869},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 从首次安装到原地升级、服务移除和彻底卸载的完整维护路径。","/docs/setup/installer-update-and-uninstall",[741,1863,1870,1386,1464],"uninstall",{"title":1872,"description":1873,"path":1874,"category":1840,"updatedAt":998,"sourceType":666,"tags":1875},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 的详细指南。","/docs/setup/linux-installation",[1162,741,751,1876],"server",{"title":1878,"description":1879,"path":1880,"category":1840,"updatedAt":998,"sourceType":666,"tags":1881},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[889,741,751,1882],"apple",{"title":1884,"description":1885,"path":1886,"category":1887,"updatedAt":748,"sourceType":666,"tags":1888},"版本迁移与升级检查单","在 OpenClaw 版本升级前后，优先检查配置、CLI、认证和入口层变化，避免把升级直接变成线上事故。","/docs/setup/migration-guide","迁移",[1889,1890,1461,1891],"migration","upgrade","checklist",{"title":1893,"description":1894,"path":1895,"category":1840,"updatedAt":998,"sourceType":666,"tags":1896},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 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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",[698,119,949,1842],{"title":2219,"description":2220,"path":2221,"category":2111,"date":895,"updatedAt":895,"sourceType":666,"source":2222,"tags":2223},"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",[1037,1036,977,1380,2224],"rotate",{"title":2226,"description":2227,"path":2228,"category":2111,"date":877,"updatedAt":877,"sourceType":666,"source":2229,"tags":2230},"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",[1386,1553,1387,1638,708],{"title":2232,"description":2233,"path":2234,"category":2111,"date":895,"updatedAt":895,"sourceType":666,"source":2229,"tags":2235},"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",[1386,1387,1242,1464,1553],{"title":2237,"description":2238,"path":2239,"category":2240,"date":684,"updatedAt":684,"sourceType":948,"source":2241,"tags":2242},"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",[2243,2244,2245,2246],"education","adoption","ai-tutor","higher-education",{"title":2248,"description":2249,"path":2250,"category":2240,"date":684,"updatedAt":684,"sourceType":948,"source":2251,"tags":2252},"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",[707,1844,734,1842],{"title":2254,"description":2255,"path":2256,"category":1904,"date":756,"updatedAt":756,"sourceType":666,"source":2257,"tags":2258},"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",[119,247,791,793,950],{"title":2260,"description":2261,"path":2262,"category":2111,"date":857,"updatedAt":857,"sourceType":666,"source":2263,"tags":2264},"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",[1014,1015,1016,1017,690,1018],{"title":2266,"description":2267,"path":2268,"category":2111,"date":895,"updatedAt":895,"sourceType":666,"source":2269,"tags":2270},"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",[688,1036,2271,977,851],"pending",{"title":2273,"description":2274,"path":2275,"category":2111,"date":1306,"updatedAt":1306,"sourceType":666,"source":2276,"tags":2277},"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",[688,899,814,743,2278],"state",{"title":2280,"description":2281,"path":2282,"category":2111,"date":895,"updatedAt":895,"sourceType":666,"source":2283,"tags":2284},"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",[898,1702,1122,1055,880],{"title":2286,"description":2287,"path":2288,"category":2111,"date":905,"updatedAt":905,"sourceType":666,"source":2283,"tags":2289},"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",[898,1775,2290,897,1169],"activation",{"title":2292,"description":2293,"path":2294,"category":2111,"date":895,"updatedAt":895,"sourceType":666,"source":2295,"tags":2296},"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",[701,1722,1338,1723,708],{"title":2298,"description":2299,"path":2300,"category":1904,"date":756,"updatedAt":756,"sourceType":666,"source":2301,"tags":2302},"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",[2303,1844,2304,2305,2306],"showcase","home-assistant","nix","infrastructure",{"title":2308,"description":2309,"path":2310,"category":2111,"date":877,"updatedAt":877,"sourceType":666,"source":2311,"tags":2312},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[839,691,1263,2194,1169],{"title":2314,"description":2315,"path":2316,"category":2111,"date":877,"updatedAt":877,"sourceType":666,"source":2317,"tags":2318},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1464,860,839,1353,708],{"title":2320,"description":2321,"path":2322,"category":1930,"date":1905,"updatedAt":748,"sourceType":1604,"source":1932,"tags":2323},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[1461,1532,1462,119,670],{"title":2325,"description":2326,"path":2327,"category":2111,"date":799,"updatedAt":799,"sourceType":666,"source":2328,"tags":2329},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[691,791,1090,1082,1097],{"title":2331,"description":2332,"path":2333,"category":2111,"date":905,"updatedAt":905,"sourceType":666,"source":2328,"tags":2334},"OpenClaw 正在把记忆检索从“向量搜索”写成一条完整流水线","官方最近围绕 Memory 和 memory CLI 的文档更新，正在把 hybrid search、重排、temporal decay、session indexing 和 embedding cache 逐步写成一条更完整的检索链。","/news/openclaw-memory-retrieval-pipeline-watch-2026-03-29",[691,1738,1735,1098,1222],{"title":2336,"description":2337,"path":2338,"category":1904,"date":756,"updatedAt":756,"sourceType":666,"source":2301,"tags":2339},"OpenClaw 官方 Showcase 记忆观察：WhatsApp Memory Vault、Karakeep 与中文学习 Skill 正在把语音和知识流转成长期资产","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的记忆与知识类案例，观察 OpenClaw 如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[2303,691,985,2340,2341],"vector-search","knowledge",{"title":2343,"description":2344,"path":2345,"category":2111,"date":895,"updatedAt":895,"sourceType":666,"source":2346,"tags":2347},"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",[1702,898,925,927,992],{"title":2349,"description":2350,"path":2351,"category":2111,"date":877,"updatedAt":877,"sourceType":666,"source":2352,"tags":2353},"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",[1055,814,880,1059,690],{"title":2355,"description":2356,"path":2357,"category":2111,"date":799,"updatedAt":799,"sourceType":666,"source":2180,"tags":2358},"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",[807,1744,870,872,1423],{"title":2360,"description":2361,"path":2362,"category":2111,"date":895,"updatedAt":895,"sourceType":666,"source":2363,"tags":2364},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 文档，最近节点层最值得关注的变化之一是能力宿主边界正在被主动拆清。","/news/openclaw-node-host-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes",[851,1035,688,1036,1037],{"title":2366,"description":2367,"path":2368,"category":1904,"date":756,"updatedAt":756,"sourceType":666,"source":2369,"tags":2370},"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",[742,1889,1163,1890,1464],{"title":2372,"description":2373,"path":2374,"category":2111,"date":1306,"updatedAt":1306,"sourceType":666,"source":2199,"tags":2375},"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",[1476,978,957,1036,758],{"title":2377,"description":2378,"path":2379,"category":2111,"date":905,"updatedAt":905,"sourceType":666,"source":2380,"tags":2381},"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",[743,814,1314,1476,852],{"title":2383,"description":2384,"path":2385,"category":2111,"date":895,"updatedAt":895,"sourceType":666,"source":2222,"tags":2386},"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",[1036,1582,690,1583,708],{"title":2388,"description":2389,"path":2390,"category":1904,"date":756,"updatedAt":756,"sourceType":666,"source":2391,"tags":2392},"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",[791,949,793,948,950],{"title":2394,"description":2395,"path":2396,"category":2111,"date":799,"updatedAt":799,"sourceType":666,"source":2397,"tags":2398},"OpenClaw 插件观察：安装 spec 和 update tracking 正在决定插件后续会沿哪条轨道走","基于 2026 年 3 月 24 日可见的官方 plugins CLI 文档，最近插件层最值得关注的变化之一是 install spec、--pin 与 plugins.installs 正在被官方主动连成一条生命周期链。","/news/openclaw-plugin-install-tracking-watch-2026-03-24","https://docs.openclaw.ai/cli/plugins",[791,247,1756,1757,1463],{"title":2400,"description":2401,"path":2402,"category":2111,"date":799,"updatedAt":799,"sourceType":666,"source":2403,"tags":2404},"OpenClaw 工作流观察：OpenProse 与 Lobster 的上下层分工正在变清楚","基于 2026 年 3 月 24 日可见的官方 Lobster 文档，最近最值得关注的信号是 OpenProse 与 Lobster 的边界正在被官方主动写清，多智能体准备和确定性执行不再混成一层。","/news/openclaw-prose-lobster-watch-2026-03-24","https://docs.openclaw.ai/tools/lobster",[1150,1151,734,1002,792],{"title":2406,"description":2407,"path":2408,"category":2111,"date":905,"updatedAt":905,"sourceType":666,"source":2409,"tags":2410},"OpenClaw 正在把 provider、模型和远程执行分成不同治理层","官方最近围绕 Models、Model Failover 和 node 的文档更新，正在把 provider auth、模型 allowlist、多模态能力和远程 node 执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[870,807,851,872,1169],{"title":2412,"description":2413,"path":2414,"category":2111,"date":905,"updatedAt":905,"sourceType":666,"source":2415,"tags":2416},"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",[870,1546,807,688,708],{"title":2418,"description":2419,"path":2420,"category":1904,"date":756,"updatedAt":756,"sourceType":666,"source":2099,"tags":2421},"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",[1461,1462,1464,1463],{"title":2423,"description":2424,"path":2425,"category":2111,"date":877,"updatedAt":877,"sourceType":666,"source":2125,"tags":2426},"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",[743,1036,851,758,1367],{"title":2428,"description":2429,"path":2430,"category":2111,"date":895,"updatedAt":895,"sourceType":666,"source":2431,"tags":2432},"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",[880,879,2433,690,881],"threads",{"title":2435,"description":2436,"path":2437,"category":2111,"date":857,"updatedAt":857,"sourceType":666,"source":2438,"tags":2439},"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",[1210,1097,1211,784,669],{"title":2441,"description":2442,"path":2443,"category":2111,"date":895,"updatedAt":895,"sourceType":666,"source":2444,"tags":2445},"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",[1784,2446,2447,1783,708],"snapshot","rotation",{"title":2449,"description":2450,"path":2451,"category":2111,"date":895,"updatedAt":895,"sourceType":666,"source":2311,"tags":2452},"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",[899,670,1653,1036,1500],{"title":2454,"description":2455,"path":2456,"category":2111,"date":799,"updatedAt":799,"sourceType":666,"source":2457,"tags":2458},"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",[670,1485,1487,1486,708],{"title":2460,"description":2461,"path":2462,"category":2463,"date":684,"updatedAt":684,"sourceType":948,"source":2464,"tags":2465},"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",[670,2466,1068,707],"compliance",{"title":2468,"description":2469,"path":2470,"category":2111,"date":877,"updatedAt":877,"sourceType":666,"source":2444,"tags":2471},"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",[670,1783,1002,2472,708],"proxy",{"title":2474,"description":2475,"path":2476,"category":2111,"date":1794,"updatedAt":1794,"sourceType":666,"source":2477,"tags":2478},"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",[899,1797,1263,1796,688],{"title":2480,"description":2481,"path":2482,"category":2111,"date":1794,"updatedAt":1794,"sourceType":666,"source":2483,"tags":2484},"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",[839,862,1803,1485,708],{"title":2486,"description":2487,"path":2488,"category":2111,"date":895,"updatedAt":895,"sourceType":666,"source":2489,"tags":2490},"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",[670,1500,1501,2491,688],"sandbox",{"title":2493,"description":2494,"path":2495,"category":1904,"date":756,"updatedAt":756,"sourceType":666,"source":2301,"tags":2496},"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",[2303,948,925,119,735],{"title":2498,"description":2499,"path":2500,"category":2111,"date":905,"updatedAt":905,"sourceType":666,"source":2489,"tags":2501},"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",[1500,1654,897,880,670],{"title":2503,"description":2504,"path":2505,"category":2111,"date":1794,"updatedAt":1794,"sourceType":666,"source":2506,"tags":2507},"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",[1796,870,1822,1823,2508],"compatibility",{"title":2510,"description":2511,"path":2512,"category":2111,"date":799,"updatedAt":799,"sourceType":666,"source":2156,"tags":2513},"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",[1520,670,758,688,872],{"title":2515,"description":2516,"path":2517,"category":2111,"date":1306,"updatedAt":1306,"sourceType":666,"source":2276,"tags":2518},"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",[688,814,1308,1638,899],{"title":2520,"description":2521,"path":2522,"category":2111,"date":799,"updatedAt":799,"sourceType":666,"source":2523,"tags":2524},"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",[1870,1464,1144,688,2278],{"title":2526,"description":2527,"path":2528,"category":2111,"date":799,"updatedAt":799,"sourceType":666,"source":2529,"tags":2530},"OpenClaw 更新观察：stable、beta、dev 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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",[971,1294,1295,851,1037],{"title":2545,"description":2546,"path":2547,"category":1904,"date":756,"updatedAt":756,"sourceType":666,"source":2125,"tags":2548},"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",[743,814,1314,957,2211],{"title":2550,"description":2551,"path":2552,"category":2111,"date":1306,"updatedAt":1306,"sourceType":666,"source":2553,"tags":2554},"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",[670,1068,707,700],{"title":2598,"description":2599,"path":2600,"category":2601,"date":748,"updatedAt":748,"sourceType":948,"source":2602,"tags":2603},"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",[670,1068,1446,801],{"title":2605,"description":2606,"path":2607,"category":1983,"date":1905,"updatedAt":748,"sourceType":666,"source":1906,"tags":2608},"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",[1228,1068,1985,717],{"title":2610,"description":2611,"path":2612,"category":1962,"date":1931,"updatedAt":998,"sourceType":1604,"source":1932,"tags":2613},"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 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