[{"data":1,"prerenderedAt":3264},["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":3262},"2026-05-01T07:45:34.907Z",{"docs":701,"news":1877,"bestPractices":2639},{"count":702,"items":703},165,[704,718,729,737,746,751,756,762,771,778,787,794,803,812,821,828,835,841,848,855,863,871,873,883,892,901,910,919,926,931,939,948,956,965,973,978,985,992,1000,1007,1015,1021,1031,1038,1043,1051,1058,1063,1073,1082,1090,1098,1105,1113,1119,1124,1130,1139,1144,1149,1156,1162,1170,1177,1182,1189,1196,1201,1207,1214,1220,1230,1236,1245,1251,1256,1261,1269,1276,1282,1289,1297,1304,1311,1320,1328,1334,1341,1347,1354,1360,1369,1375,1382,1387,1396,1404,1412,1421,1428,1435,1445,1451,1457,1462,1469,1476,1483,1490,1496,1503,1508,1518,1529,1535,1541,1547,1553,1560,1567,1574,1583,1590,1595,1602,1609,1618,1625,1632,1638,1644,1651,1657,1662,1667,1674,1680,1688,1694,1701,1707,1716,1722,1728,1735,1741,1747,1755,1763,1768,1776,1782,1788,1795,1802,1807,1814,1823,1830,1836,1843,1849,1856,1862,1871],{"title":705,"description":706,"path":707,"category":708,"updatedAt":709,"sourceType":710,"tags":711},"OpenClaw 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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1501,1326,1502,882,713,735],{"title":1509,"description":1510,"path":1511,"category":1308,"updatedAt":825,"sourceType":687,"tags":1512},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 顺序。","/docs/operations/update-channels-and-safe-rollout",[1513,715,1514,1515,1516,1517],"update","stable","beta","dev","rollout",{"title":1519,"description":1520,"path":1521,"category":1522,"updatedAt":915,"sourceType":687,"tags":1523},"Anthropic context1m 的 429 和 fallback 应该怎么处理","基于最新官方 Gateway Troubleshooting 与 Model Failover 文档，解释 Anthropic 长上下文 429 为什么常只在长 session 里出现、什么时候该关掉 context1m，以及怎样用 fallback 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cooldown，以及为什么同一个 session 往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[882,1546,1527,1037,1528],"profiles",{"title":1548,"description":1549,"path":1550,"category":1522,"updatedAt":915,"sourceType":687,"tags":1551},"setup code、bootstrapToken 和 /pair pending 应该怎么一起看","基于最新官方 Pairing 文档，解释 Telegram 首次设备接入时 setup code 里到底装了什么、bootstrapToken 只负责哪一步，以及为什么最后仍然要回到 /pair pending 做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[1049,1552,936,1050,1528],"bootstrapToken",{"title":1554,"description":1555,"path":1556,"category":1522,"updatedAt":905,"sourceType":687,"tags":1557},"频道 pairing CLI 和 account scope 应该怎么一起看","基于最新官方 Pairing 文档，解释 openclaw pairing 的 list、approve、clear、--account 与 --notify 分别影响什么，以及多账号渠道下为什么不能只看一个默认 allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[1049,1558,715,1559,1346],"allowFrom","account",{"title":1561,"description":1562,"path":1563,"category":1522,"updatedAt":741,"sourceType":687,"tags":1564},"CLI 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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",[908,1679,890,1135,1068],"mention",{"title":1681,"description":1682,"path":1683,"category":1522,"updatedAt":915,"sourceType":687,"tags":1684},"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",[1339,1685,1686,1687,1528],"visibility","activeHours","alerts",{"title":1689,"description":1690,"path":1691,"category":1522,"updatedAt":905,"sourceType":687,"tags":1692},"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",[1288,1294,1693,713,1528],"sdk",{"title":1695,"description":1696,"path":1697,"category":1522,"updatedAt":905,"sourceType":687,"tags":1698},"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",[727,1699,1318,1700,1528],"include","arrays",{"title":1702,"description":1703,"path":1704,"category":1522,"updatedAt":887,"sourceType":687,"tags":1705},"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",[1155,1706,1014,761,1528],"invoke",{"title":1708,"description":1709,"path":1710,"category":1522,"updatedAt":915,"sourceType":687,"tags":1711},"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",[717,1712,1713,1714,1715,1528],"hybrid-search","ranking","mmr","retrieval",{"title":1717,"description":1718,"path":1719,"category":1522,"updatedAt":825,"sourceType":687,"tags":1720},"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",[833,1721,882,880,1528],"probe",{"title":1723,"description":1724,"path":1725,"category":1522,"updatedAt":1224,"sourceType":687,"tags":1726},"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",[1049,1050,1558,1727,1346],"credentials",{"title":1729,"description":1730,"path":1731,"category":1522,"updatedAt":825,"sourceType":687,"tags":1732},"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",[817,944,1733,1734,1443,1528],"npm","pin",{"title":1736,"description":1737,"path":1738,"category":1613,"updatedAt":782,"sourceType":687,"tags":1739},"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",[1615,1740,1118,880,1081],"raw-stream",{"title":1742,"description":1743,"path":1744,"category":1522,"updatedAt":915,"sourceType":687,"tags":1745},"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",[784,1746,882,713,1528],"tlsFingerprint",{"title":1748,"description":1749,"path":1750,"category":1522,"updatedAt":915,"sourceType":687,"tags":1751},"回复机器人消息也算 mention 吗，pending history 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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",[909,735,1630,1049,1135],{"title":1769,"description":1770,"path":1771,"category":1522,"updatedAt":1772,"sourceType":687,"tags":1773},"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",[909,1774,1775,1243,1528],"transcript","jsonl",{"title":1777,"description":1778,"path":1779,"category":1522,"updatedAt":1772,"sourceType":687,"tags":1780},"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",[1037,694,1781,498,695],"store",{"title":1783,"description":1784,"path":1785,"category":1522,"updatedAt":915,"sourceType":687,"tags":1786},"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",[735,1481,498,1787,1528],"ingress",{"title":1789,"description":1790,"path":1791,"category":1522,"updatedAt":782,"sourceType":687,"tags":1792},"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",[694,1374,1793,1118,1794],"health","troubleshooting",{"title":1796,"description":1797,"path":1798,"category":1522,"updatedAt":1772,"sourceType":687,"tags":1799},"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",[1774,1800,880,1801,1528],"hygiene","tool-calls",{"title":1803,"description":1804,"path":1805,"category":1613,"updatedAt":766,"sourceType":687,"tags":1806},"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",[1794,1365,1374,1118],{"title":1808,"description":1809,"path":1810,"category":1522,"updatedAt":887,"sourceType":687,"tags":1811},"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",[840,1812,1813,1774,1528],"history","inject",{"title":1815,"description":1816,"path":1817,"category":1818,"updatedAt":825,"sourceType":687,"tags":1819},"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",[1820,1821,1822,1026,1393,1394],"china","cloud","deployment",{"title":1824,"description":1825,"path":1826,"category":1818,"updatedAt":766,"sourceType":687,"tags":1827},"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",[1822,785,1828,1821,1829],"docker","wsl2",{"title":1831,"description":1832,"path":1833,"category":1818,"updatedAt":1234,"sourceType":687,"tags":1834},"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",[768,1733,1835,1829],"install-script",{"title":1837,"description":1838,"path":1839,"category":1818,"updatedAt":782,"sourceType":687,"tags":1840},"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",[768,1841,1835,1842,1444],"updater","git",{"title":1844,"description":1845,"path":1846,"category":1818,"updatedAt":741,"sourceType":687,"tags":1847},"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",[768,1841,1848,1365,1444],"uninstall",{"title":1850,"description":1851,"path":1852,"category":1818,"updatedAt":741,"sourceType":687,"tags":1853},"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",[1854,768,777,1855],"linux","server",{"title":1857,"description":1858,"path":1859,"category":1818,"updatedAt":741,"sourceType":687,"tags":1860},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[899,768,777,1861],"apple",{"title":1863,"description":1864,"path":1865,"category":1866,"updatedAt":766,"sourceType":687,"tags":1867},"版本迁移与升级检查单","在 OpenClaw 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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",[2226,2227,2228,2229],"education","adoption","ai-tutor","higher-education",{"title":2231,"description":2232,"path":2233,"category":2223,"date":709,"updatedAt":709,"sourceType":961,"source":2234,"tags":2235},"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",[734,1822,761,1820],{"title":2237,"description":2238,"path":2239,"category":1884,"date":782,"updatedAt":782,"sourceType":687,"source":2240,"tags":2241},"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 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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",[713,1049,2254,990,869],"pending",{"title":2256,"description":2257,"path":2258,"category":2094,"date":1286,"updatedAt":1286,"sourceType":687,"source":2259,"tags":2260},"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",[713,909,840,770,2261],"state",{"title":2263,"description":2264,"path":2265,"category":2094,"date":905,"updatedAt":905,"sourceType":687,"source":2266,"tags":2267},"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",[908,1679,1135,1068,890],{"title":2269,"description":2270,"path":2271,"category":2094,"date":915,"updatedAt":915,"sourceType":687,"source":2266,"tags":2272},"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",[908,1752,2273,907,1161],"activation",{"title":2275,"description":2276,"path":2277,"category":2094,"date":905,"updatedAt":905,"sourceType":687,"source":2278,"tags":2279},"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",[727,1699,1318,1700,695],{"title":2281,"description":2282,"path":2283,"category":1884,"date":782,"updatedAt":782,"sourceType":687,"source":2284,"tags":2285},"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",[2286,1822,2287,2288,2289],"showcase","home-assistant","nix","infrastructure",{"title":2291,"description":2292,"path":2293,"category":2094,"date":887,"updatedAt":887,"sourceType":687,"source":2294,"tags":2295},"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",[2286,717,998,2323,2324],"vector-search","knowledge",{"title":2326,"description":2327,"path":2328,"category":2094,"date":905,"updatedAt":905,"sourceType":687,"source":2329,"tags":2330},"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",[1679,908,936,938,1005],{"title":2332,"description":2333,"path":2334,"category":2094,"date":887,"updatedAt":887,"sourceType":687,"source":2335,"tags":2336},"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",[1068,840,890,1072,715],{"title":2338,"description":2339,"path":2340,"category":2094,"date":825,"updatedAt":825,"sourceType":687,"source":2162,"tags":2341},"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",[833,1721,880,882,1403],{"title":2343,"description":2344,"path":2345,"category":2094,"date":905,"updatedAt":905,"sourceType":687,"source":2346,"tags":2347},"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",[1456,991,970,1049,784],{"title":2361,"description":2362,"path":2363,"category":2094,"date":915,"updatedAt":915,"sourceType":687,"source":2364,"tags":2365},"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",[770,840,1294,1456,870],{"title":2367,"description":2368,"path":2369,"category":2094,"date":905,"updatedAt":905,"sourceType":687,"source":2205,"tags":2370},"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",[1049,1558,715,1559,695],{"title":2372,"description":2373,"path":2374,"category":1884,"date":782,"updatedAt":782,"sourceType":687,"source":2375,"tags":2376},"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",[817,962,819,961,963],{"title":2378,"description":2379,"path":2380,"category":2094,"date":825,"updatedAt":825,"sourceType":687,"source":2381,"tags":2382},"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",[817,944,1733,1734,1443],{"title":2384,"description":2385,"path":2386,"category":2094,"date":825,"updatedAt":825,"sourceType":687,"source":2387,"tags":2388},"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",[1154,1155,761,1014,818],{"title":2390,"description":2391,"path":2392,"category":2094,"date":915,"updatedAt":915,"sourceType":687,"source":2393,"tags":2394},"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",[880,833,869,882,1161],{"title":2396,"description":2397,"path":2398,"category":2094,"date":915,"updatedAt":915,"sourceType":687,"source":2399,"tags":2400},"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",[880,1527,833,713,695],{"title":2402,"description":2403,"path":2404,"category":1884,"date":782,"updatedAt":782,"sourceType":687,"source":2082,"tags":2405},"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",[1441,1442,1444,1443],{"title":2407,"description":2408,"path":2409,"category":2094,"date":887,"updatedAt":887,"sourceType":687,"source":2108,"tags":2410},"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",[770,1049,869,784,1346],{"title":2412,"description":2413,"path":2414,"category":2094,"date":905,"updatedAt":905,"sourceType":687,"source":2415,"tags":2416},"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",[890,889,2417,715,891],"threads",{"title":2419,"description":2420,"path":2421,"category":2094,"date":696,"updatedAt":696,"sourceType":687,"source":2422,"tags":2423},"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",[1194,1110,1195,810,716],{"title":2425,"description":2426,"path":2427,"category":2094,"date":905,"updatedAt":905,"sourceType":687,"source":2428,"tags":2429},"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",[1761,2430,2431,1760,695],"snapshot","rotation",{"title":2433,"description":2434,"path":2435,"category":2094,"date":905,"updatedAt":905,"sourceType":687,"source":2294,"tags":2436},"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 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