[{"data":1,"prerenderedAt":3460},["ShallowReactive",2],{"best-practices:sub-agents-workflow":3,"content-manifest":816},{"id":4,"title":5,"body":6,"category":795,"date":796,"description":797,"difficulty":798,"extension":799,"meta":800,"navigation":801,"path":802,"seo":803,"source":804,"sourceName":805,"sourceType":806,"stem":807,"tags":808,"updatedAt":814,"__hash__":815},"bestPractices/best-practices/sub-agents-workflow.md","Sub-agents 子代理工作流与任务拆分",{"type":7,"value":8,"toc":778},"minimark",[9,13,17,20,25,28,88,91,104,108,111,122,125,147,150,153,158,276,279,511,514,565,569,572,587,593,700,703,706,709,712,715,718,721,732,736,739,747,750,753,774],[10,11,5],"h1",{"id":12},"sub-agents-子代理工作流与任务拆分",[14,15,16],"p",{},"当 Agent 需要同时处理多件复杂事情时，一个常见的陷阱是让主 Agent 把所有逻辑都扛在身上。结果往往是上下文过长、注意力分散、输出质量下降。",[14,18,19],{},"OpenClaw 的 Sub-agents 机制提供了一条更干净的路径：让主 Agent 做调度，把具体任务委派给专门的子代理。",[21,22,24],"h2",{"id":23},"什么时候该用-sub-agents","什么时候该用 Sub-agents",[14,26,27],{},"不是每个任务都需要拆。适合拆分的信号：",[29,30,31,44],"table",{},[32,33,34],"thead",{},[35,36,37,41],"tr",{},[38,39,40],"th",{},"场景",[38,42,43],{},"建议",[45,46,47,56,64,72,80],"tbody",{},[35,48,49,53],{},[50,51,52],"td",{},"任务涉及多个独立领域（如搜索、分析、写作）",[50,54,55],{},"每个领域一个子代理",[35,57,58,61],{},[50,59,60],{},"任务需要并行处理多条线索",[50,62,63],{},"子代理可以并行执行",[35,65,66,69],{},[50,67,68],{},"某些步骤需要隔离上下文",[50,70,71],{},"子代理有独立会话",[35,73,74,77],{},[50,75,76],{},"主 Agent 上下文快满了",[50,78,79],{},"把子任务外包出去",[35,81,82,85],{},[50,83,84],{},"需要不同性格或专业度的回复",[50,86,87],{},"子代理可以配置不同 SOUL.md",[14,89,90],{},"不适合的场景：",[92,93,94,98,101],"ul",{},[95,96,97],"li",{},"简单的一问一答",[95,99,100],{},"需要全局一致性的连续对话",[95,102,103],{},"子任务之间高度耦合、必须实时共享状态",[21,105,107],{"id":106},"sub-agents-的基本工作原理","Sub-agents 的基本工作原理",[14,109,110],{},"在 OpenClaw 里，Sub-agents 可以理解成：",[92,112,113,116,119],{},[95,114,115],{},"主 Agent 是一个 \"项目经理\"",[95,117,118],{},"Sub-agents 是 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 }\n",[169,507,509],{"class":171,"line":508},23,[169,510,269],{"class":175},[154,512,513],{"id":513},"执行流程",[126,515,516,519,529,534,543,548,557,562],{},[95,517,518],{},"用户给主 Agent 一个研究课题",[95,520,521,522,525,526],{},"主 Agent 调用 ",[166,523,524],{},"delegate_research","，把课题给 ",[166,527,528],{},"web-researcher",[95,530,531,533],{},[166,532,528],{}," 返回收集到的资料",[95,535,521,536,539,540],{},[166,537,538],{},"delegate_analysis","，把资料给 ",[166,541,542],{},"data-analyst",[95,544,545,547],{},[166,546,542],{}," 返回分析结论",[95,549,521,550,553,554],{},[166,551,552],{},"delegate_writing","，把素材给 ",[166,555,556],{},"report-writer",[95,558,559,561],{},[166,560,556],{}," 返回最终报告",[95,563,564],{},"主 Agent 汇总并呈现给用户",[21,566,568],{"id":567},"在-control-ui-里怎么配置","在 Control UI 里怎么配置",[14,570,571],{},"通过 Control UI 配置 Sub-agents 的步骤：",[126,573,574,577,584],{},[95,575,576],{},"先创建各个子代理（和创建普通 Agent 一样）",[95,578,579,580,583],{},"在主 Agent 的配置里添加 ",[166,581,582],{},"subAgents"," 字段，引用子代理的 ID",[95,585,586],{},"确保主 Agent 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\"id\"",[169,620,186],{"class":175},[169,622,256],{"class":189},[169,624,193],{"class":175},[169,626,627,630,632,635],{"class":171,"line":222},[169,628,629],{"class":182},"      \"description\"",[169,631,186],{"class":175},[169,633,634],{"class":189},"\"负责网络信息收集\"",[169,636,193],{"class":175},[169,638,639,642,644],{"class":171,"line":248},[169,640,641],{"class":182},"      \"trigger\"",[169,643,186],{"class":175},[169,645,646],{"class":189},"\"当需要搜索或收集外部信息时调用\"\n",[169,648,649],{"class":171,"line":272},[169,650,651],{"class":175},"    },\n",[169,653,654],{"class":171,"line":358},[169,655,613],{"class":175},[169,657,658,660,662,664],{"class":171,"line":364},[169,659,618],{"class":182},[169,661,186],{"class":175},[169,663,261],{"class":189},[169,665,193],{"class":175},[169,667,668,670,672,675],{"class":171,"line":369},[169,669,629],{"class":182},[169,671,186],{"class":175},[169,673,674],{"class":189},"\"负责数据分析\"",[169,676,193],{"class":175},[169,678,679,681,683],{"class":171,"line":380},[169,680,641],{"class":182},[169,682,186],{"class":175},[169,684,685],{"class":189},"\"当需要对数据进行统计或模式识别时调用\"\n",[169,687,688],{"class":171,"line":392},[169,689,690],{"class":175},"    }\n",[169,692,693],{"class":171,"line":404},[169,694,695],{"class":175},"  ]\n",[169,697,698],{"class":171,"line":421},[169,699,275],{"class":175},[21,701,702],{"id":702},"常见坑点",[154,704,705],{"id":705},"拆得太细",[14,707,708],{},"如果每个子任务只有一两句话就能完成，拆成子代理反而增加开销。拆分的成本是上下文切换和协调开销，收益是隔离和专业化。",[154,710,711],{"id":711},"子代理之间直接通信",[14,713,714],{},"默认情况下，子代理之间不应该直接对话。所有协调应该通过主 Agent 完成。如果子代理需要共享状态，应该由主 Agent 传递。",[154,716,717],{"id":717},"忽略错误处理",[14,719,720],{},"子代理可能失败。主 Agent 的 system prompt 里应该包含：",[92,722,723,726,729],{},[95,724,725],{},"如果子代理返回错误，怎么处理",[95,727,728],{},"如果子代理超时，是否重试",[95,730,731],{},"如果结果不符合预期，怎么反馈",[21,733,735],{"id":734},"进阶并行子代理","进阶：并行子代理",[14,737,738],{},"某些场景下，多个子任务可以并行执行：",[159,740,745],{"className":741,"code":743,"language":744},[742],"language-text","用户请求：\"同时分析 A 公司和 B 公司的财报\"\n\n主 Agent 可以：\n- 同时启动两个子代理\n- 一个分析 A 公司\n- 一个分析 B 公司\n- 等两个都返回后，做对比总结\n","text",[166,746,743],{"__ignoreMap":164},[14,748,749],{},"这需要在主 Agent 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headless nodes、普通设备节点和 Gateway 之间的职责差异，帮助团队理解“能力跑在哪台机器上”这条边界。","/docs/manual/headless-node-hosts-and-device-boundaries",[998,1183,1184,1185,831],"headless","pairing","devices",{"title":1187,"description":1188,"path":1189,"category":988,"updatedAt":901,"sourceType":806,"tags":1190},"Hooks 生命周期与事件类型","基于最新官方 Hooks 文档，解释 agent:bootstrap、session start/end、/new、/reset 等生命周期事件分别适合放什么逻辑，以及什么时候该用 hook pack 或插件托管 hooks。","/docs/manual/hook-lifecycle-events",[937,1191,1192,880,936],"lifecycle","events",{"title":1194,"description":1195,"path":1196,"category":988,"updatedAt":893,"sourceType":806,"tags":1197},"Hooks 能做什么","从中文用户角度理解 OpenClaw 里的 hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[937,880,1156,1192],{"title":1199,"description":1200,"path":1201,"category":988,"updatedAt":1023,"sourceType":806,"tags":1202},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 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的职责，帮助团队理解模型白名单和共享能力门控到底会影响什么。","/docs/manual/model-allowlists-and-capability-gating",[951,1270,1271,1272,1273,977],"allowlist","aliases","image","gating",{"title":1275,"description":1276,"path":1277,"category":988,"updatedAt":943,"sourceType":806,"tags":1278},"OpenClaw 的 Models 应该怎么理解","理解 OpenClaw 里模型层的角色、选择思路和常见配置边界，避免把所有问题都误判成模型问题。","/docs/manual/models-overview",[951,1215,1016,1026],{"title":1280,"description":1281,"path":1282,"category":988,"updatedAt":893,"sourceType":806,"tags":1283},"Nodes 与设备能力","理解 OpenClaw 的 nodes 是什么、如何配对，以及相机、语音、屏幕、位置等设备能力在系统里的作用。","/docs/manual/nodes-and-device-actions",[998,1060,1059,1119,1184],{"title":1285,"description":1286,"path":1287,"category":977,"updatedAt":978,"sourceType":806,"tags":1288},"OAuth 认证与多账号管理","理解 OpenClaw 如何处理 OAuth 认证、Token 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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",[1045,1807,1808,1026,1701],"dmScope","identityLinks",{"title":1810,"description":1811,"path":1812,"category":1695,"updatedAt":1023,"sourceType":806,"tags":1813},"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",[1538,1539,1707,1814,1701],"migrations",{"title":1816,"description":1817,"path":1818,"category":1695,"updatedAt":1023,"sourceType":806,"tags":1819},"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",[1393,845,1053,1820,1701],"shell",{"title":1822,"description":1823,"path":1824,"category":1695,"updatedAt":943,"sourceType":828,"tags":1825},"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",[1826,1613,1096,1827,1615],"sources","trust",{"title":1829,"description":1830,"path":1831,"category":1695,"updatedAt":901,"sourceType":806,"tags":1832},"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",[831,1833,1008,1466,999],"rpc",{"title":1835,"description":1836,"path":1837,"category":1695,"updatedAt":1023,"sourceType":806,"tags":1838},"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",[1184,1185,831,998,1701],{"title":1840,"description":1841,"path":1842,"category":1695,"updatedAt":1458,"sourceType":806,"tags":1843},"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",[1045,831,958,888,1701],{"title":1845,"description":1846,"path":1847,"category":1695,"updatedAt":1051,"sourceType":806,"tags":1848},"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",[831,1466,1849,1850,1701],"protocol","scopes",{"title":1852,"description":1853,"path":1854,"category":1695,"updatedAt":1041,"sourceType":806,"tags":1855},"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",[1044,1856,1026,1270,1203],"mention",{"title":1858,"description":1859,"path":1860,"category":1695,"updatedAt":1051,"sourceType":806,"tags":1861},"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",[1512,1862,1863,1864,1701],"visibility","activeHours","alerts",{"title":1866,"description":1867,"path":1868,"category":1695,"updatedAt":1041,"sourceType":806,"tags":1869},"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",[1460,1466,1870,831,1701],"sdk",{"title":1872,"description":1873,"path":1874,"category":1695,"updatedAt":1041,"sourceType":806,"tags":1875},"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",[845,1876,1490,1877,1701],"include","arrays",{"title":1879,"description":1880,"path":1881,"category":1695,"updatedAt":1023,"sourceType":806,"tags":1882},"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",[1299,1883,1150,810,1701],"invoke",{"title":1885,"description":1886,"path":1887,"category":1695,"updatedAt":1051,"sourceType":806,"tags":1888},"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",[835,1889,1890,1891,1892,1701],"hybrid-search","ranking","mmr","retrieval",{"title":1894,"description":1895,"path":1896,"category":1695,"updatedAt":943,"sourceType":806,"tags":1897},"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",[951,1898,1018,1016,1701],"probe",{"title":1900,"description":1901,"path":1902,"category":1695,"updatedAt":1388,"sourceType":806,"tags":1903},"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",[1184,1185,1736,1904,1519],"credentials",{"title":1906,"description":1907,"path":1908,"category":1695,"updatedAt":943,"sourceType":806,"tags":1909},"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",[936,1079,1910,1911,1615,1701],"npm","pin",{"title":1913,"description":1914,"path":1915,"category":1790,"updatedAt":901,"sourceType":806,"tags":1916},"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",[1792,1917,1253,1016,1216],"raw-stream",{"title":1919,"description":1920,"path":1921,"category":1695,"updatedAt":1051,"sourceType":806,"tags":1922},"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",[903,1923,1018,831,1701],"tlsFingerprint",{"title":1925,"description":1926,"path":1927,"category":1695,"updatedAt":1051,"sourceType":806,"tags":1928},"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",[1044,1929,1930,1931,1701],"mentions","pending-history","reply",{"title":1933,"description":1934,"path":1935,"category":1695,"updatedAt":1023,"sourceType":806,"tags":1936},"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",[1937,1938,980,1016,1701],"secrets","secretrefs",{"title":1940,"description":1941,"path":1942,"category":1695,"updatedAt":1041,"sourceType":806,"tags":1943},"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",[1045,854,1807,1184,1270],{"title":1945,"description":1946,"path":1947,"category":1695,"updatedAt":1948,"sourceType":806,"tags":1949},"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",[1045,1950,1951,1416,1701],"transcript","jsonl",{"title":1953,"description":1954,"path":1955,"category":1695,"updatedAt":1948,"sourceType":806,"tags":1956},"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",[983,1008,1957,1639,853],"store",{"title":1959,"description":1960,"path":1961,"category":1695,"updatedAt":1051,"sourceType":806,"tags":1962},"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",[854,1654,1639,1963,1701],"ingress",{"title":1965,"description":1966,"path":1967,"category":1695,"updatedAt":901,"sourceType":806,"tags":1968},"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",[1008,1547,1969,1253,1970],"health","troubleshooting",{"title":1972,"description":1973,"path":1974,"category":1695,"updatedAt":1948,"sourceType":806,"tags":1975},"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",[1950,1976,1016,1977,1701],"hygiene","tool-calls",{"title":1979,"description":1980,"path":1981,"category":1790,"updatedAt":893,"sourceType":806,"tags":1982},"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",[1970,1538,1547,1253],{"title":1984,"description":1985,"path":1986,"category":1695,"updatedAt":1023,"sourceType":806,"tags":1987},"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",[958,1988,1989,1950,1701],"history","inject",{"title":1991,"description":1992,"path":1993,"category":1994,"updatedAt":943,"sourceType":806,"tags":1995},"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",[1996,1997,1998,1162,1566,1567],"china","cloud","deployment",{"title":2000,"description":2001,"path":2002,"category":1994,"updatedAt":893,"sourceType":806,"tags":2003},"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",[1998,904,2004,1997,2005],"docker","wsl2",{"title":2007,"description":2008,"path":2009,"category":1994,"updatedAt":1398,"sourceType":806,"tags":2010},"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",[886,1910,2011,2005],"install-script",{"title":2013,"description":2014,"path":2015,"category":1994,"updatedAt":901,"sourceType":806,"tags":2016},"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",[886,2017,2011,2018,1616],"updater","git",{"title":2020,"description":2021,"path":2022,"category":1994,"updatedAt":1146,"sourceType":806,"tags":2023},"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",[886,2017,2024,1538,1616],"uninstall",{"title":2026,"description":2027,"path":2028,"category":1994,"updatedAt":1146,"sourceType":806,"tags":2029},"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",[1310,886,896,2030],"server",{"title":2032,"description":2033,"path":2034,"category":1994,"updatedAt":1146,"sourceType":806,"tags":2035},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[1035,886,896,2036],"apple",{"title":2038,"description":2039,"path":2040,"category":2041,"updatedAt":893,"sourceType":806,"tags":2042},"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",[2043,2044,1613,2045],"migration","upgrade","checklist",{"title":2047,"description":2048,"path":2049,"category":1994,"updatedAt":1146,"sourceType":806,"tags":2050},"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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之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[1008,831,1833,999,853],{"title":2337,"description":2338,"path":2339,"category":2265,"date":1023,"updatedAt":1023,"sourceType":806,"source":2340,"tags":2341},"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",[845,1393,1025,2342,853],"overrides",{"title":2344,"description":2345,"path":2346,"category":2058,"date":901,"updatedAt":901,"sourceType":806,"source":2253,"tags":2347},"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 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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",[888,982,1784,1018,1105],{"title":2361,"description":2362,"path":2363,"category":2265,"date":943,"updatedAt":943,"sourceType":806,"source":2279,"tags":2364},"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",[888,958,1125,1784,1026,2365],"web",{"title":2367,"description":2368,"path":2369,"category":2058,"date":827,"updatedAt":827,"sourceType":1096,"source":2370,"tags":2371},"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",[842,846,1097,1996],{"title":2373,"description":2374,"path":2375,"category":2265,"date":1041,"updatedAt":1041,"sourceType":806,"source":2376,"tags":2377},"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",[1185,1184,1125,1532,2378],"rotate",{"title":2380,"description":2381,"path":2382,"category":2265,"date":1023,"updatedAt":1023,"sourceType":806,"source":2383,"tags":2384},"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",[1538,1707,1539,1792,853],{"title":2386,"description":2387,"path":2388,"category":2265,"date":1041,"updatedAt":1041,"sourceType":806,"source":2383,"tags":2389},"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",[1538,1539,1390,1616,1707],{"title":2391,"description":2392,"path":2393,"category":2394,"date":827,"updatedAt":827,"sourceType":1096,"source":2395,"tags":2396},"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",[2397,2398,2399,2400],"education","adoption","ai-tutor","higher-education",{"title":2402,"description":2403,"path":2404,"category":2394,"date":827,"updatedAt":827,"sourceType":1096,"source":2405,"tags":2406},"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",[852,1998,810,1996],{"title":2408,"description":2409,"path":2410,"category":2058,"date":901,"updatedAt":901,"sourceType":806,"source":2411,"tags":2412},"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",[846,1079,936,937,1098],{"title":2414,"description":2415,"path":2416,"category":2265,"date":1004,"updatedAt":1004,"sourceType":806,"source":2417,"tags":2418},"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",[1162,1163,1164,1165,833,1166],{"title":2420,"description":2421,"path":2422,"category":2265,"date":1041,"updatedAt":1041,"sourceType":806,"source":2423,"tags":2424},"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",[831,1184,2425,1125,998],"pending",{"title":2427,"description":2428,"path":2429,"category":2265,"date":1458,"updatedAt":1458,"sourceType":806,"source":2430,"tags":2431},"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",[831,1045,958,888,2432],"state",{"title":2434,"description":2435,"path":2436,"category":2265,"date":1041,"updatedAt":1041,"sourceType":806,"source":2437,"tags":2438},"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",[1044,1856,1270,1203,1026],{"title":2440,"description":2441,"path":2442,"category":2265,"date":1051,"updatedAt":1051,"sourceType":806,"source":2437,"tags":2443},"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",[1044,1929,2444,1043,1317],"activation",{"title":2446,"description":2447,"path":2448,"category":2265,"date":1041,"updatedAt":1041,"sourceType":806,"source":2449,"tags":2450},"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",[845,1876,1490,1877,853],{"title":2452,"description":2453,"path":2454,"category":2058,"date":901,"updatedAt":901,"sourceType":806,"source":2455,"tags":2456},"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",[2457,1998,2458,2459,2460],"showcase","home-assistant","nix","infrastructure",{"title":2462,"description":2463,"path":2464,"category":2265,"date":1023,"updatedAt":1023,"sourceType":806,"source":2465,"tags":2466},"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",[2457,835,1133,2494,2495],"vector-search","knowledge",{"title":2497,"description":2498,"path":2499,"category":2265,"date":1041,"updatedAt":1041,"sourceType":806,"source":2500,"tags":2501},"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",[1856,1044,1071,1073,1140],{"title":2503,"description":2504,"path":2505,"category":2265,"date":1023,"updatedAt":1023,"sourceType":806,"source":2506,"tags":2507},"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",[1203,958,1026,1207,833],{"title":2509,"description":2510,"path":2511,"category":2265,"date":943,"updatedAt":943,"sourceType":806,"source":2334,"tags":2512},"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",[951,1898,1016,1018,1575],{"title":2514,"description":2515,"path":2516,"category":2265,"date":1041,"updatedAt":1041,"sourceType":806,"source":2517,"tags":2518},"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",[1628,1126,1105,1184,903],{"title":2531,"description":2532,"path":2533,"category":2265,"date":1051,"updatedAt":1051,"sourceType":806,"source":2534,"tags":2535},"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",[888,958,1466,1628,999],{"title":2537,"description":2538,"path":2539,"category":2265,"date":1041,"updatedAt":1041,"sourceType":806,"source":2376,"tags":2540},"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",[1184,1736,833,1737,853],{"title":2542,"description":2543,"path":2544,"category":2058,"date":901,"updatedAt":901,"sourceType":806,"source":2545,"tags":2546},"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",[936,1097,937,1096,1098],{"title":2548,"description":2549,"path":2550,"category":2265,"date":943,"updatedAt":943,"sourceType":806,"source":2551,"tags":2552},"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",[1016,951,998,1018,1317],{"title":2566,"description":2567,"path":2568,"category":2265,"date":1051,"updatedAt":1051,"sourceType":806,"source":2569,"tags":2570},"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",[1016,1700,951,831,853],{"title":2572,"description":2573,"path":2574,"category":2058,"date":901,"updatedAt":901,"sourceType":806,"source":2253,"tags":2575},"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",[1613,1614,1616,1615],{"title":2577,"description":2578,"path":2579,"category":2265,"date":1023,"updatedAt":1023,"sourceType":806,"source":2279,"tags":2580},"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",[888,1184,998,903,1519],{"title":2582,"description":2583,"path":2584,"category":2265,"date":1041,"updatedAt":1041,"sourceType":806,"source":2585,"tags":2586},"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",[1026,1025,2587,833,1027],"threads",{"title":2589,"description":2590,"path":2591,"category":2265,"date":1004,"updatedAt":1004,"sourceType":806,"source":2592,"tags":2593},"OpenClaw 把 SearXNG 推进 bundled 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入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[1045,854,1807,1184,1654],{"title":2608,"description":2609,"path":2610,"category":2265,"date":943,"updatedAt":943,"sourceType":806,"source":2611,"tags":2612},"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",[854,1639,1641,1640,853],{"title":2614,"description":2615,"path":2616,"category":2617,"date":827,"updatedAt":827,"sourceType":1096,"source":2618,"tags":2619},"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",[854,2620,1216,852],"compliance",{"title":2622,"description":2623,"path":2624,"category":2265,"date":1023,"updatedAt":1023,"sourceType":806,"source":2598,"tags":2625},"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",[854,1937,1150,2626,853],"proxy",{"title":2628,"description":2629,"path":2630,"category":2265,"date":1948,"updatedAt":1948,"sourceType":806,"source":2631,"tags":2632},"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",[1045,1951,1416,1950,831],{"title":2634,"description":2635,"path":2636,"category":2265,"date":1948,"updatedAt":1948,"sourceType":806,"source":2637,"tags":2638},"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",[983,1008,1957,1639,853],{"title":2640,"description":2641,"path":2642,"category":2265,"date":1041,"updatedAt":1041,"sourceType":806,"source":2643,"tags":2644},"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",[854,1654,1655,2645,831],"sandbox",{"title":2647,"description":2648,"path":2649,"category":2058,"date":901,"updatedAt":901,"sourceType":806,"source":2455,"tags":2650},"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",[2457,1096,1071,846,880],{"title":2652,"description":2653,"path":2654,"category":2265,"date":1051,"updatedAt":1051,"sourceType":806,"source":2643,"tags":2655},"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",[1654,1808,1043,1026,854],{"title":2657,"description":2658,"path":2659,"category":2265,"date":1948,"updatedAt":1948,"sourceType":806,"source":2660,"tags":2661},"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",[1950,1016,1976,1977,2662],"compatibility",{"title":2664,"description":2665,"path":2666,"category":2265,"date":943,"updatedAt":943,"sourceType":806,"source":2310,"tags":2667},"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",[1674,854,903,831,1018],{"title":2669,"description":2670,"path":2671,"category":2265,"date":1458,"updatedAt":1458,"sourceType":806,"source":2430,"tags":2672},"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",[831,958,1460,1792,1045],{"title":2674,"description":2675,"path":2676,"category":2265,"date":943,"updatedAt":943,"sourceType":806,"source":2677,"tags":2678},"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",[2024,1616,1292,831,2432],{"title":2680,"description":2681,"path":2682,"category":2265,"date":943,"updatedAt":943,"sourceType":806,"source":2683,"tags":2684},"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",[1119,1446,1447,998,1185],{"title":2699,"description":2700,"path":2701,"category":2058,"date":901,"updatedAt":901,"sourceType":806,"source":2279,"tags":2702},"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",[888,958,1466,1105,2365],{"title":2704,"description":2705,"path":2706,"category":2265,"date":1458,"updatedAt":1458,"sourceType":806,"source":2707,"tags":2708},"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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