[{"data":1,"prerenderedAt":3339},["ShallowReactive",2],{"docs:manual/background-tasks-and-task-board":3,"content-manifest":698},{"id":4,"title":5,"body":6,"category":678,"date":679,"description":680,"extension":681,"meta":682,"navigation":372,"path":683,"seo":684,"source":685,"sourceName":686,"sourceType":687,"stem":688,"tags":689,"updatedAt":696,"__hash__":697},"docs/docs/manual/background-tasks-and-task-board.md","Background Tasks、/tasks 与 task flow 应该怎么用",{"type":7,"value":8,"toc":656},"minimark",[9,13,22,25,32,35,40,43,57,60,67,72,75,79,82,119,122,127,133,139,145,150,153,161,164,171,174,199,202,207,217,222,225,228,231,248,251,263,266,270,273,276,290,293,301,304,310,475,482,499,502,506,509,517,523,537,540,544,547,561,564,567,570,597,600,603,608,611,615,618,625,628,631,652],[10,11,5],"h1",{"id":12},"background-taskstasks-与-task-flow-应该怎么用",[14,15,16,17,21],"p",{},"最近官方把 Background Tasks 和 ",[18,19,20],"code",{},"openclaw tasks"," 这组文档补得很完整，这意味着 OpenClaw 正在把“后台干了什么”正式做成可观察的系统层，而不是只靠聊天回复猜状态。",[14,23,24],{},"最重要的心智先记住一句：",[26,27,28],"ul",{},[29,30,31],"li",{},"tasks 负责记录后台工作发生了什么，不负责决定什么时候运行",[14,33,34],{},"也就是说，cron、heartbeat、ACP 或 subagent 决定“何时做事”，tasks 负责把这件事登记成可追踪记录。",[36,37,39],"h2",{"id":38},"哪些动作会创建-task","哪些动作会创建 task",[14,41,42],{},"当前官方文档列得很清楚，会创建 task record 的主要来源有：",[26,44,45,48,51,54],{},[29,46,47],{},"ACP 背景运行",[29,49,50],{},"subagent spawn",[29,52,53],{},"所有 cron 执行",[29,55,56],{},"通过 gateway 运行的 CLI agent 命令",[14,58,59],{},"相反，普通聊天会话和 heartbeat turn 本身不会创建 task。",[14,61,62,63,66],{},"这很关键，因为很多人看到 ",[18,64,65],{},"/tasks"," 之后容易误以为：",[26,68,69],{},[29,70,71],{},"所有聊天回复都应该出现在任务板里",[14,73,74],{},"实际上不是。task 更像 detached work ledger。",[36,76,78],{"id":77},"task-的生命周期怎么理解","task 的生命周期怎么理解",[14,80,81],{},"官方把状态机写得很明确：",[26,83,84,89,94,99,104,109,114],{},[29,85,86],{},[18,87,88],{},"queued",[29,90,91],{},[18,92,93],{},"running",[29,95,96],{},[18,97,98],{},"succeeded",[29,100,101],{},[18,102,103],{},"failed",[29,105,106],{},[18,107,108],{},"timed_out",[29,110,111],{},[18,112,113],{},"cancelled",[29,115,116],{},[18,117,118],{},"lost",[14,120,121],{},"更值得记住的是：",[26,123,124],{},[29,125,126],{},"terminal state 不只包含成功和失败，也包含“超时”“取消”和“丢失”",[14,128,129,130,132],{},"这让 ",[18,131,65],{}," 和 CLI 审计更适合值班，而不只是看一个“有没有跑完”。",[36,134,136,138],{"id":135},"tasks-聊天任务板真正解决什么",[18,137,65],{}," 聊天任务板真正解决什么",[14,140,141,142,144],{},"现在 OpenClaw 在会话里支持 ",[18,143,65],{},"。它不是全局控制台，而是：",[26,146,147],{},[29,148,149],{},"当前会话关联后台工作的局部看板",[14,151,152],{},"官方当前行为是：",[26,154,155,158],{},[29,156,157],{},"如果当前 session 有可见 linked tasks，就展示这些任务",[29,159,160],{},"如果当前 session 没有可见 linked tasks，就退回 agent-local task counts",[14,162,163],{},"这让它更适合日常使用，因为你不用一上来就切 CLI，也不会把别的会话任务泄露进当前上下文。",[36,165,167,168,170],{"id":166},"什么时候该用-tasks什么时候该用-cli","什么时候该用 ",[18,169,65],{},"，什么时候该用 CLI",[14,172,173],{},"更稳的分工通常是：",[26,175,176,181,187,193],{},[29,177,178,180],{},[18,179,65],{},"：会话内快速看本次后台工作有没有排队、运行或失败",[29,182,183,186],{},[18,184,185],{},"openclaw tasks list","：值班、巡检、全局看任务账本",[29,188,189,192],{},[18,190,191],{},"openclaw tasks audit","：找脏记录、stale 任务和 delivery 异常",[29,194,195,198],{},[18,196,197],{},"openclaw tasks maintenance --apply","：做清理和修复",[14,200,201],{},"如果你只是想知道：",[26,203,204],{},[29,205,206],{},"刚刚那个 subagent 跑到哪了",[14,208,209,210,212,213,216],{},"那 ",[18,211,65],{}," 更直接。",[214,215],"br",{},"\n如果你想知道：",[26,218,219],{},[29,220,221],{},"全站 cron / ACP / 子代理现在整体压力怎么样",[14,223,224],{},"就该回 CLI。",[36,226,227],{"id":227},"通知策略是这套系统的关键",[14,229,230],{},"官方给 task 定义了三种 notify policy：",[26,232,233,238,243],{},[29,234,235],{},[18,236,237],{},"done_only",[29,239,240],{},[18,241,242],{},"state_changes",[29,244,245],{},[18,246,247],{},"silent",[14,249,250],{},"当前默认值非常有讲究：",[26,252,253,258],{},[29,254,255,256],{},"ACP / subagent 默认 ",[18,257,237],{},[29,259,260,261],{},"cron 和 CLI 背景任务更偏向 ",[18,262,247],{},[14,264,265],{},"这意味着官方已经在主动帮你控制噪音，不希望长期系统因为后台记录过多而把聊天面刷爆。",[36,267,269],{"id":268},"为什么-cron-默认更安静","为什么 cron 默认更安静",[14,271,272],{},"这一点很值得照抄到中文团队实践里。",[14,274,275],{},"因为 cron 任务本质上可能是：",[26,277,278,281,284,287],{},[29,279,280],{},"定时巡检",[29,282,283],{},"自动同步",[29,285,286],{},"周期整理",[29,288,289],{},"长期维持动作",[14,291,292],{},"如果每次都往聊天面显式播报，很快就会让 operator 忽略真正重要的告警。所以：",[26,294,295,298],{},[29,296,297],{},"记录 task",[29,299,300],{},"不默认大声通知",[14,302,303],{},"这是更成熟的默认策略。",[36,305,307,309],{"id":306},"openclaw-tasks-最值得先会的几条命令",[18,308,20],{}," 最值得先会的几条命令",[311,312,317],"pre",{"className":313,"code":314,"language":315,"meta":316,"style":316},"language-bash shiki shiki-themes github-light github-dark","openclaw tasks list\nopenclaw tasks list --runtime acp\nopenclaw tasks list --status running\n\nopenclaw tasks show \u003Clookup>\nopenclaw tasks notify \u003Clookup> state_changes\nopenclaw tasks cancel \u003Clookup>\n\nopenclaw tasks audit\nopenclaw tasks maintenance\nopenclaw tasks maintenance --apply\n","bash","",[18,318,319,335,352,367,374,397,419,437,442,452,462],{"__ignoreMap":316},[320,321,324,328,332],"span",{"class":322,"line":323},"line",1,[320,325,327],{"class":326},"sScJk","openclaw",[320,329,331],{"class":330},"sZZnC"," tasks",[320,333,334],{"class":330}," list\n",[320,336,338,340,342,345,349],{"class":322,"line":337},2,[320,339,327],{"class":326},[320,341,331],{"class":330},[320,343,344],{"class":330}," list",[320,346,348],{"class":347},"sj4cs"," --runtime",[320,350,351],{"class":330}," acp\n",[320,353,355,357,359,361,364],{"class":322,"line":354},3,[320,356,327],{"class":326},[320,358,331],{"class":330},[320,360,344],{"class":330},[320,362,363],{"class":347}," --status",[320,365,366],{"class":330}," running\n",[320,368,370],{"class":322,"line":369},4,[320,371,373],{"emptyLinePlaceholder":372},true,"\n",[320,375,377,379,381,384,388,391,394],{"class":322,"line":376},5,[320,378,327],{"class":326},[320,380,331],{"class":330},[320,382,383],{"class":330}," show",[320,385,387],{"class":386},"szBVR"," \u003C",[320,389,390],{"class":330},"looku",[320,392,14],{"class":393},"sVt8B",[320,395,396],{"class":386},">\n",[320,398,400,402,404,407,409,411,413,416],{"class":322,"line":399},6,[320,401,327],{"class":326},[320,403,331],{"class":330},[320,405,406],{"class":330}," notify",[320,408,387],{"class":386},[320,410,390],{"class":330},[320,412,14],{"class":393},[320,414,415],{"class":386},">",[320,417,418],{"class":330}," state_changes\n",[320,420,422,424,426,429,431,433,435],{"class":322,"line":421},7,[320,423,327],{"class":326},[320,425,331],{"class":330},[320,427,428],{"class":330}," cancel",[320,430,387],{"class":386},[320,432,390],{"class":330},[320,434,14],{"class":393},[320,436,396],{"class":386},[320,438,440],{"class":322,"line":439},8,[320,441,373],{"emptyLinePlaceholder":372},[320,443,445,447,449],{"class":322,"line":444},9,[320,446,327],{"class":326},[320,448,331],{"class":330},[320,450,451],{"class":330}," audit\n",[320,453,455,457,459],{"class":322,"line":454},10,[320,456,327],{"class":326},[320,458,331],{"class":330},[320,460,461],{"class":330}," maintenance\n",[320,463,465,467,469,472],{"class":322,"line":464},11,[320,466,327],{"class":326},[320,468,331],{"class":330},[320,470,471],{"class":330}," maintenance",[320,473,474],{"class":347}," --apply\n",[14,476,477,478,481],{},"如果你是长期运行用户，最先该养成习惯的不是 ",[18,479,480],{},"cancel","，而是：",[26,483,484,489,494],{},[29,485,486],{},[18,487,488],{},"list",[29,490,491],{},[18,492,493],{},"show",[29,495,496],{},[18,497,498],{},"audit",[14,500,501],{},"先把观察和诊断习惯建立起来，再去做操作面治理。",[36,503,505],{"id":504},"task-flow-和单个-task-的边界","task flow 和单个 task 的边界",[14,507,508],{},"官方现在把 Task Flow 也单独拎出来了，这说明：",[26,510,511,514],{},[29,512,513],{},"task 是一条后台工作记录",[29,515,516],{},"task flow 是更高一层的编排与协调状态",[14,518,519,520,522],{},"一个 flow 可能跨多个 task。",[214,521],{},"\n因此：",[26,524,525,531],{},[29,526,527,528],{},"看单次执行细节，用 ",[18,529,530],{},"tasks show",[29,532,533,534],{},"看整体编排状态，用 ",[18,535,536],{},"tasks flow list/show",[14,538,539],{},"不要把两者混成一个概念。",[36,541,543],{"id":542},"哪些迹象说明你该开始用-tasks-audit","哪些迹象说明你该开始用 tasks audit",[14,545,546],{},"出现下面几类情况时，不要只盯着聊天记录：",[26,548,549,552,555,558],{},[29,550,551],{},"cron 看起来触发过，但结果没送回",[29,553,554],{},"subagent 好像结束了，但主会话没被唤醒",[29,556,557],{},"某些后台工作反复超时或卡在 running",[29,559,560],{},"运维现场开始说“系统有时会自己恢复，但我们不知道中间发生了什么”",[14,562,563],{},"这时 task ledger 的价值会非常高。",[36,565,566],{"id":566},"中文团队更适合怎么落地",[14,568,569],{},"对中文团队来说，最稳的上手顺序通常是：",[571,572,573,576,582,590],"ol",{},[29,574,575],{},"先跑通一个最简单的 detached work 场景",[29,577,578,579,581],{},"在聊天里用 ",[18,580,65],{}," 看会话关联任务",[29,583,584,585,587,588],{},"再在 CLI 里做全局 ",[18,586,488],{}," 和 ",[18,589,498],{},[29,591,592,593,596],{},"最后才把 ",[18,594,595],{},"maintenance --apply"," 纳入正式维护动作",[14,598,599],{},"这样可以先建立观察面，再建立清理面。",[36,601,602],{"id":602},"最容易踩的坑",[604,605,607],"h3",{"id":606},"_1-把-task-当成-scheduler","1. 把 task 当成 scheduler",[14,609,610],{},"它不是 cron 的替代物。",[604,612,614],{"id":613},"_2-看到-silent-就以为没记录","2. 看到 silent 就以为没记录",[14,616,617],{},"silent 只是不通知，不代表没写账本。",[604,619,621,622,624],{"id":620},"_3-把-tasks-当成全局后台总览","3. 把 ",[18,623,65],{}," 当成全局后台总览",[14,626,627],{},"它优先是当前会话相关视图，不是全局 SOC 面板。",[36,629,630],{"id":630},"下一步推荐",[26,632,633,640,646],{},[29,634,635],{},[636,637,639],"a",{"href":638},"/best-practices/heartbeat-cron-composition","用 Heartbeat 和 Cron 做低噪音自动化",[29,641,642],{},[636,643,645],{"href":644},"/docs/operations/cron-retention-and-run-log-pruning","cron、retention 与 run log 清理",[29,647,648],{},[636,649,651],{"href":650},"/news/openclaw-sessions-cli-watch-2026-04-01","OpenClaw 的 sessions CLI 正在从会话列表命令长成 store 巡检入口",[653,654,655],"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 .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}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 .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":316,"searchDepth":337,"depth":337,"links":657},[658,659,660,662,664,665,666,668,669,670,671,677],{"id":38,"depth":337,"text":39},{"id":77,"depth":337,"text":78},{"id":135,"depth":337,"text":661},"/tasks 聊天任务板真正解决什么",{"id":166,"depth":337,"text":663},"什么时候该用 /tasks，什么时候该用 CLI",{"id":227,"depth":337,"text":227},{"id":268,"depth":337,"text":269},{"id":306,"depth":337,"text":667},"openclaw tasks 最值得先会的几条命令",{"id":504,"depth":337,"text":505},{"id":542,"depth":337,"text":543},{"id":566,"depth":337,"text":566},{"id":602,"depth":337,"text":602,"children":672},[673,674,675],{"id":606,"depth":354,"text":607},{"id":613,"depth":354,"text":614},{"id":620,"depth":354,"text":676},"3. 把 /tasks 当成全局后台总览",{"id":630,"depth":337,"text":630},"功能",null,"基于最新官方 Background Tasks 与 openclaw tasks 文档，整理 OpenClaw 的后台任务记录、/tasks 面板、通知策略和长期维护方式。","md",{},"/docs/manual/background-tasks-and-task-board",{"title":5,"description":680},"https://docs.openclaw.ai/automation/tasks","OpenClaw Docs","official","docs/manual/background-tasks-and-task-board",[690,691,692,693,694,695],"tasks","automation","cron","subagent","cli","operations","2026-04-30","wWvG3rTAa0p4a8kLpisWsbJaiZjcyH6YgkgM66gjCNo",{"generatedAt":699,"collections":700,"totals":3337},"2026-10-19T07:16:28.294Z",{"docs":701,"news":1924,"bestPractices":2680},{"count":702,"items":703},171,[704,718,729,737,746,751,756,762,770,778,787,794,803,812,821,828,835,841,848,855,866,873,881,883,893,902,911,920,928,935,940,948,957,965,974,982,987,994,1001,1009,1016,1025,1031,1041,1047,1052,1060,1067,1072,1082,1091,1099,1107,1114,1122,1128,1133,1139,1148,1153,1158,1167,1174,1186,1192,1200,1207,1212,1219,1227,1234,1239,1245,1252,1258,1268,1274,1283,1292,1298,1303,1308,1316,1323,1329,1336,1344,1351,1358,1367,1375,1381,1388,1394,1401,1407,1416,1422,1429,1434,1443,1450,1458,1467,1474,1481,1491,1497,1503,1508,1515,1522,1529,1536,1542,1549,1554,1564,1575,1581,1587,1592,1598,1604,1611,1618,1625,1634,1641,1646,1652,1659,1668,1675,1682,1688,1694,1701,1707,1712,1717,1724,1730,1738,1744,1751,1757,1766,1772,1778,1785,1791,1797,1805,1812,1817,1825,1831,1837,1844,1851,1856,1863,1872,1879,1885,1892,1898,1904,1910,1919],{"title":705,"description":706,"path":707,"category":708,"updatedAt":709,"sourceType":710,"tags":711},"OpenClaw 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plugins.slots.memory 该怎么理解和切换。","/docs/manual/memory-plugin-slots-and-source-of-truth",[717,817,1112,1113,1104],"lancedb","memory-core",{"title":1115,"description":1116,"path":1117,"category":678,"updatedAt":1020,"sourceType":687,"tags":1118},"记忆搜索与索引机制","基于官方记忆概念和 memory CLI 文档，解释记忆文件、索引来源、provider 选择以及排障时该看什么。","/docs/manual/memory-search-and-indexing",[717,1119,1120,1121,1112],"search","indexing","embeddings",{"title":1123,"description":1124,"path":1125,"category":678,"updatedAt":774,"sourceType":870,"tags":1126},"OpenClaw 记忆系统怎么工作","理解 OpenClaw 的 SOUL、Tools、用户长期记忆和会话上下文如何协作，以及为什么它更像持续运行的系统而不是一次性聊天窗口。","/docs/manual/memory-system",[717,872,919,1127],"logs",{"title":1129,"description":1130,"path":1131,"category":678,"updatedAt":774,"sourceType":687,"tags":1132},"Memory、Tools、Skills 如何协同","记忆层负责保留什么，Tools 负责执行什么，Skills 负责组织什么，三者该怎么分工才不会让 OpenClaw 越用越乱。","/docs/manual/memory-tools-skills-playbook",[717,716,728,872,761],{"title":1134,"description":1135,"path":1136,"category":678,"updatedAt":1020,"sourceType":687,"tags":1137},"消息投递、重试与响应行为","基于官方 retry、messages 和 FAQ 文档，解释消息发送失败时 OpenClaw 会重试什么，不会重试什么，以及为什么群聊和渠道行为会不同。","/docs/manual/message-retries-and-delivery",[1077,1138,1081,945,947],"retry",{"title":1140,"description":1141,"path":1142,"category":924,"updatedAt":925,"sourceType":687,"tags":1143},"模型 allowlist、alias 和图片能力门控应该怎么理解","基于最新官方 Models CLI 文档，整理 agents.defaults.models、primary、fallbacks、imageModel 和 imageGenerationModel 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",[833,1144,1145,1146,1147,859],"allowlist","aliases","image","gating",{"title":1149,"description":1150,"path":1151,"category":678,"updatedAt":825,"sourceType":687,"tags":1152},"OpenClaw 的 Models 应该怎么理解","理解 OpenClaw 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不可达时为什么会进入只读模式。","/docs/manual/webchat-session-and-readonly-mode",[840,865,1341,1342,1343],"websocket","readonly","chat",{"title":1345,"description":1346,"path":1347,"category":678,"updatedAt":825,"sourceType":687,"tags":1348},"用 Webhooks 接外部系统","基于最新官方 Webhooks 文档，整理 OpenClaw 如何通过 /hooks 接收外部事件，重点解释 wake、agent、映射、投递和安全边界。","/docs/manual/webhooks-external-triggers",[1349,819,691,1350,735],"webhooks","integrations",{"title":1352,"description":1353,"path":1354,"category":1355,"updatedAt":897,"sourceType":687,"tags":1356},"Exec approvals 转发到聊天渠道该怎么设计","基于最新官方 approvals 文档，解释 OpenClaw 如何把 exec approval 请求转发到聊天渠道、/approve 命令怎么工作，以及为什么它适合远程值班但不适合无限扩散批准权。","/docs/operations/chat-approval-forwarding","运维",[1024,1022,1343,1357,695],"forwarding",{"title":1359,"description":1360,"path":1361,"category":1355,"updatedAt":782,"sourceType":687,"tags":1362},"配置热重载与 include 合并怎么用","基于最新官方 Configuration 文档，整理 OpenClaw 的 config hot reload、reload mode、include 深度合并和哪些改动需要重启。","/docs/operations/config-hot-reload-and-includes",[727,1363,1364,1365,1366],"hot-reload","includes","merge","restart",{"title":1368,"description":1369,"path":1370,"category":1355,"updatedAt":782,"sourceType":687,"tags":1371},"远程打开 Control UI 的正确方式","基于最新官方 Control UI、Dashboard 和 Tailscale 文档，整理远程访问 Control UI 时最稳的路径、常见 1008 报错原因，以及 allowedOrigins 等关键边界。","/docs/operations/control-ui-remote-access",[979,769,1372,1373,1374],"remote-access","tailscale","allowedOrigins",{"title":1376,"description":1377,"path":644,"category":1355,"updatedAt":897,"sourceType":687,"tags":1378},"Cron 的 retention 和 run log pruning 怎么工作","基于最新官方 Cron Jobs 与配置文档，解释 isolated cron run 的 sessionRetention、runLog 裁剪、transcript archive 和高频调度下的磁盘足迹，避免把 cron 当成无限保留的后台队列。",[692,1379,1291,1380,695],"retention","runlog",{"title":1382,"description":1383,"path":1384,"category":1355,"updatedAt":782,"sourceType":687,"tags":1385},"定时任务与心跳怎么选","根据最新官方自动化文档，解释 Heartbeat、Cron main、Cron isolated 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为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[1386,1735,1736,1737,1574],"visibility","activeHours","alerts",{"title":1739,"description":1740,"path":1741,"category":1568,"updatedAt":915,"sourceType":687,"tags":1742},"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",[1335,1341,1743,713,1574],"sdk",{"title":1745,"description":1746,"path":1747,"category":1568,"updatedAt":915,"sourceType":687,"tags":1748},"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",[727,1749,1365,1750,1574],"include","arrays",{"title":1752,"description":1753,"path":1754,"category":1568,"updatedAt":897,"sourceType":687,"tags":1755},"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",[1173,1756,1024,761,1574],"invoke",{"title":1758,"description":1759,"path":1760,"category":1568,"updatedAt":925,"sourceType":687,"tags":1761},"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",[717,1762,1763,1764,1765,1574],"hybrid-search","ranking","mmr","retrieval",{"title":1767,"description":1768,"path":1769,"category":1568,"updatedAt":825,"sourceType":687,"tags":1770},"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",[833,1771,892,890,1574],"probe",{"title":1773,"description":1774,"path":1775,"category":1568,"updatedAt":1262,"sourceType":687,"tags":1776},"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",[1058,1059,1609,1777,1393],"credentials",{"title":1779,"description":1780,"path":1781,"category":1568,"updatedAt":825,"sourceType":687,"tags":1782},"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",[817,953,1783,1784,1489,1574],"npm","pin",{"title":1786,"description":1787,"path":1788,"category":1663,"updatedAt":782,"sourceType":687,"tags":1789},"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",[1665,1790,1127,890,1090],"raw-stream",{"title":1792,"description":1793,"path":1794,"category":1568,"updatedAt":925,"sourceType":687,"tags":1795},"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",[784,1796,892,713,1574],"tlsFingerprint",{"title":1798,"description":1799,"path":1800,"category":1568,"updatedAt":925,"sourceType":687,"tags":1801},"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",[918,1802,1803,1804,1574],"mentions","pending-history","reply",{"title":1806,"description":1807,"path":1808,"category":1568,"updatedAt":897,"sourceType":687,"tags":1809},"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",[1810,1811,862,890,1574],"secrets","secretrefs",{"title":1813,"description":1814,"path":1815,"category":1568,"updatedAt":915,"sourceType":687,"tags":1816},"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",[919,735,1680,1058,1144],{"title":1818,"description":1819,"path":1820,"category":1568,"updatedAt":1821,"sourceType":687,"tags":1822},"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",[919,1823,1824,1290,1574],"transcript","jsonl",{"title":1826,"description":1827,"path":1828,"category":1568,"updatedAt":1821,"sourceType":687,"tags":1829},"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",[865,694,1830,498,695],"store",{"title":1832,"description":1833,"path":1834,"category":1568,"updatedAt":925,"sourceType":687,"tags":1835},"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",[735,1527,498,1836,1574],"ingress",{"title":1838,"description":1839,"path":1840,"category":1568,"updatedAt":782,"sourceType":687,"tags":1841},"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",[694,1421,1842,1127,1843],"health","troubleshooting",{"title":1845,"description":1846,"path":1847,"category":1568,"updatedAt":1821,"sourceType":687,"tags":1848},"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",[1823,1849,890,1850,1574],"hygiene","tool-calls",{"title":1852,"description":1853,"path":1854,"category":1663,"updatedAt":774,"sourceType":687,"tags":1855},"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",[1843,1412,1421,1127],{"title":1857,"description":1858,"path":1859,"category":1568,"updatedAt":897,"sourceType":687,"tags":1860},"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",[840,1861,1862,1823,1574],"history","inject",{"title":1864,"description":1865,"path":1866,"category":1867,"updatedAt":825,"sourceType":687,"tags":1868},"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",[1869,1870,1871,1036,1440,1441],"china","cloud","deployment",{"title":1873,"description":1874,"path":1875,"category":1867,"updatedAt":774,"sourceType":687,"tags":1876},"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",[1871,785,1877,1870,1878],"docker","wsl2",{"title":1880,"description":1881,"path":1882,"category":1867,"updatedAt":1272,"sourceType":687,"tags":1883},"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",[767,1783,1884,1878],"install-script",{"title":1886,"description":1887,"path":1888,"category":1867,"updatedAt":782,"sourceType":687,"tags":1889},"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",[767,1890,1884,1891,1490],"updater","git",{"title":1893,"description":1894,"path":1895,"category":1867,"updatedAt":1020,"sourceType":687,"tags":1896},"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",[767,1890,1897,1412,1490],"uninstall",{"title":1899,"description":1900,"path":1901,"category":1867,"updatedAt":1020,"sourceType":687,"tags":1902},"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",[1184,767,777,1903],"server",{"title":1905,"description":1906,"path":1907,"category":1867,"updatedAt":1020,"sourceType":687,"tags":1908},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[909,767,777,1909],"apple",{"title":1911,"description":1912,"path":1913,"category":1914,"updatedAt":774,"sourceType":687,"tags":1915},"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",[1916,1917,1487,1918],"migration","upgrade","checklist",{"title":1920,"description":1921,"path":1922,"category":1867,"updatedAt":1020,"sourceType":687,"tags":1923},"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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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",[2268,2269,2270,2271],"education","adoption","ai-tutor","higher-education",{"title":2273,"description":2274,"path":2275,"category":2265,"date":709,"updatedAt":709,"sourceType":970,"source":2276,"tags":2277},"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",[734,1871,761,1869],{"title":2279,"description":2280,"path":2281,"category":1931,"date":782,"updatedAt":782,"sourceType":687,"source":2282,"tags":2283},"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",[728,953,817,819,972],{"title":2285,"description":2286,"path":2287,"category":2137,"date":696,"updatedAt":696,"sourceType":687,"source":2288,"tags":2289},"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",[1036,1037,1038,1039,715,1040],{"title":2291,"description":2292,"path":2293,"category":2137,"date":915,"updatedAt":915,"sourceType":687,"source":2294,"tags":2295},"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",[713,1058,2296,999,879],"pending",{"title":2298,"description":2299,"path":2300,"category":2137,"date":1333,"updatedAt":1333,"sourceType":687,"source":2301,"tags":2302},"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",[713,919,840,769,2303],"state",{"title":2305,"description":2306,"path":2307,"category":2137,"date":915,"updatedAt":915,"sourceType":687,"source":2308,"tags":2309},"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",[918,1729,1144,1077,900],{"title":2311,"description":2312,"path":2313,"category":2137,"date":925,"updatedAt":925,"sourceType":687,"source":2308,"tags":2314},"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",[918,1802,2315,917,1191],"activation",{"title":2317,"description":2318,"path":2319,"category":2137,"date":915,"updatedAt":915,"sourceType":687,"source":2320,"tags":2321},"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",[727,1749,1365,1750,695],{"title":2323,"description":2324,"path":2325,"category":1931,"date":782,"updatedAt":782,"sourceType":687,"source":2326,"tags":2327},"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",[2328,1871,2329,2330,2331],"showcase","home-assistant","nix","infrastructure",{"title":2333,"description":2334,"path":2335,"category":2137,"date":897,"updatedAt":897,"sourceType":687,"source":2336,"tags":2337},"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",[865,717,1290,2219,1191],{"title":2339,"description":2340,"path":2341,"category":2137,"date":897,"updatedAt":897,"sourceType":687,"source":2342,"tags":2343},"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",[1490,692,865,1379,695],{"title":2345,"description":2346,"path":2347,"category":1957,"date":1932,"updatedAt":774,"sourceType":1631,"source":1959,"tags":2348},"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",[1487,1559,1488,728,735],{"title":2350,"description":2351,"path":2352,"category":2137,"date":825,"updatedAt":825,"sourceType":687,"source":2353,"tags":2354},"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",[717,817,1112,1104,1119],{"title":2356,"description":2357,"path":2358,"category":2137,"date":925,"updatedAt":925,"sourceType":687,"source":2353,"tags":2359},"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",[717,1765,1762,1120,1244],{"title":2361,"description":2362,"path":2363,"category":1931,"date":782,"updatedAt":782,"sourceType":687,"source":2326,"tags":2364},"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",[2328,717,1007,2365,2366],"vector-search","knowledge",{"title":2368,"description":2369,"path":2370,"category":2137,"date":915,"updatedAt":915,"sourceType":687,"source":2371,"tags":2372},"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",[1729,918,945,947,1014],{"title":2374,"description":2375,"path":2376,"category":2137,"date":897,"updatedAt":897,"sourceType":687,"source":2377,"tags":2378},"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",[1077,840,900,1081,715],{"title":2380,"description":2381,"path":2382,"category":2137,"date":825,"updatedAt":825,"sourceType":687,"source":2205,"tags":2383},"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",[833,1771,890,892,1449],{"title":2385,"description":2386,"path":2387,"category":2137,"date":915,"updatedAt":915,"sourceType":687,"source":2388,"tags":2389},"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",[879,1057,713,1058,1059],{"title":2391,"description":2392,"path":2393,"category":1931,"date":782,"updatedAt":782,"sourceType":687,"source":2394,"tags":2395},"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",[768,1916,1185,1917,1490],{"title":2397,"description":2398,"path":2399,"category":2137,"date":1333,"updatedAt":1333,"sourceType":687,"source":2224,"tags":2400},"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",[1502,1000,979,1058,784],{"title":2402,"description":2403,"path":2404,"category":2137,"date":925,"updatedAt":925,"sourceType":687,"source":2405,"tags":2406},"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",[769,840,1341,1502,880],{"title":2408,"description":2409,"path":2410,"category":2137,"date":915,"updatedAt":915,"sourceType":687,"source":2247,"tags":2411},"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",[1058,1609,715,1610,695],{"title":2413,"description":2414,"path":2415,"category":1931,"date":782,"updatedAt":782,"sourceType":687,"source":2416,"tags":2417},"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",[817,971,819,970,972],{"title":2419,"description":2420,"path":2421,"category":2137,"date":825,"updatedAt":825,"sourceType":687,"source":2422,"tags":2423},"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",[817,953,1783,1784,1489],{"title":2425,"description":2426,"path":2427,"category":2137,"date":825,"updatedAt":825,"sourceType":687,"source":2428,"tags":2429},"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",[1172,1173,761,1024,818],{"title":2431,"description":2432,"path":2433,"category":2137,"date":925,"updatedAt":925,"sourceType":687,"source":2434,"tags":2435},"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",[890,833,879,892,1191],{"title":2437,"description":2438,"path":2439,"category":2137,"date":925,"updatedAt":925,"sourceType":687,"source":2440,"tags":2441},"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",[890,1573,833,713,695],{"title":2443,"description":2444,"path":2445,"category":1931,"date":782,"updatedAt":782,"sourceType":687,"source":2125,"tags":2446},"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",[1487,1488,1490,1489],{"title":2448,"description":2449,"path":2450,"category":2137,"date":897,"updatedAt":897,"sourceType":687,"source":2151,"tags":2451},"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",[769,1058,879,784,1393],{"title":2453,"description":2454,"path":2455,"category":2137,"date":915,"updatedAt":915,"sourceType":687,"source":2456,"tags":2457},"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",[900,899,2458,715,901],"threads",{"title":2460,"description":2461,"path":2462,"category":2137,"date":696,"updatedAt":696,"sourceType":687,"source":2463,"tags":2464},"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",[1232,1119,1233,810,716],{"title":2466,"description":2467,"path":2468,"category":2137,"date":915,"updatedAt":915,"sourceType":687,"source":2469,"tags":2470},"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",[1811,2471,2472,1810,695],"snapshot","rotation",{"title":2474,"description":2475,"path":2476,"category":2137,"date":915,"updatedAt":915,"sourceType":687,"source":2336,"tags":2477},"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",[919,735,1680,1058,1527],{"title":2479,"description":2480,"path":2481,"category":2137,"date":825,"updatedAt":825,"sourceType":687,"source":2482,"tags":2483},"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",[735,498,1514,1513,695],{"title":2485,"description":2486,"path":2487,"category":2488,"date":709,"updatedAt":709,"sourceType":970,"source":2489,"tags":2490},"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 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