[{"data":1,"prerenderedAt":3358},["ShallowReactive",2],{"docs:manual/queue-system":3,"content-manifest":713},{"id":4,"title":5,"body":6,"category":695,"date":696,"description":697,"extension":698,"meta":699,"navigation":700,"path":701,"seo":702,"source":703,"sourceName":696,"sourceType":704,"stem":705,"tags":706,"updatedAt":711,"__hash__":712},"docs/docs/manual/queue-system.md","Queue 系统与消息转向",{"type":7,"value":8,"toc":671},"minimark",[9,13,17,22,25,28,32,109,114,117,128,134,138,141,146,150,153,158,162,165,170,173,176,247,250,253,307,310,313,321,324,330,333,339,342,419,423,465,474,477,480,536,542,545,549,555,561,581,585,590,602,607,623,627,632,637,642,645,667],[10,11,5],"h1",{"id":12},"queue-系统与消息转向",[14,15,16],"p",{},"当你的 Agent 在处理一条消息时，你又发了一条新消息，会发生什么？OpenClaw 用一个 Queue 系统来管理这种情况。",[18,19,21],"h2",{"id":20},"为什么需要-queue","为什么需要 Queue",[14,23,24],{},"想象这个场景：你发了一条消息让 Agent \"帮我写一篇报告\"，Agent 开始调用工具、搜索资料、生成内容。这时你又发了一条\"对了，报告要用中文\"。",[14,26,27],{},"如果没有 Queue，两条消息会同时触发两次 Agent 运行，可能产生冲突。Queue 的作用就是让消息排队，确保同一时刻只有一次 Agent 运行操作某个会话。",[18,29,31],{"id":30},"四种模式各管各的","四种模式，各管各的",[33,34,35,51],"table",{},[36,37,38],"thead",{},[39,40,41,45,48],"tr",{},[42,43,44],"th",{},"模式",[42,46,47],{},"行为",[42,49,50],{},"适用场景",[52,53,54,70,83,96],"tbody",{},[39,55,56,64,67],{},[57,58,59,63],"td",{},[60,61,62],"code",{},"steer","（默认）",[57,65,66],{},"消息注入当前运行",[57,68,69],{},"日常对话，希望实时响应",[39,71,72,77,80],{},[57,73,74],{},[60,75,76],{},"followup",[57,78,79],{},"排队等当前运行结束",[57,81,82],{},"消息需要独立处理",[39,84,85,90,93],{},[57,86,87],{},[60,88,89],{},"collect",[57,91,92],{},"安静窗口后合并处理",[57,94,95],{},"快速连续消息",[39,97,98,103,106],{},[57,99,100],{},[60,101,102],{},"interrupt",[57,104,105],{},"中止当前运行，处理最新消息",[57,107,108],{},"紧急消息需要立即响应",[110,111,113],"h3",{"id":112},"steer转向默认","steer：转向（默认）",[14,115,116],{},"这是最常用的模式。当你的新消息到达时，如果 Agent 正在运行，消息会被\"转向\"到当前运行——Agent 会在完成当前工具调用后，读取你的新消息并调整行为。",[14,118,119,123,124,127],{},[120,121,122],"strong",{},"什么时候转向","：转向在",[120,125,126],{},"当前 assistant turn 完成工具调用之后、下一次 LLM 调用之前","交付。",[14,129,130,133],{},[120,131,132],{},"什么时候排队","：如果运行未激活流式或转向不可用，消息会等到当前运行结束再处理。",[110,135,137],{"id":136},"followup排队","followup：排队",[14,139,140],{},"新消息不会注入当前运行，而是排队等待。当前运行结束后，Agent 会按顺序处理排队的消息。",[14,142,143,145],{},[120,144,50],{},"：当你需要每条消息都被独立处理，而不是合并到当前运行中。",[110,147,149],{"id":148},"collect合并","collect：合并",[14,151,152],{},"将排队消息合并为一次后续处理。比如你快速发了三条消息，collect 模式会等一个安静窗口（默认 500ms），然后把三条消息合并成一条处理。",[14,154,155,157],{},[120,156,50],{},"：当你快速连续发消息，希望 Agent 一次性处理所有内容。",[110,159,161],{"id":160},"interrupt中断","interrupt：中断",[14,163,164],{},"中止当前运行，立即处理最新消息。这会打断正在进行的工作。",[14,166,167,169],{},[120,168,50],{},"：当你发现 Agent 跑偏了，想立即纠正。",[18,171,172],{"id":172},"配置方式",[110,174,175],{"id":175},"全局配置",[177,178,183],"pre",{"className":179,"code":180,"language":181,"meta":182,"style":182},"language-json5 shiki shiki-themes github-light github-dark","{\n  messages: {\n    queue: {\n      mode: \"steer\",\n      debounceMs: 500,\n      cap: 20,\n      drop: \"summarize\",\n    },\n  },\n}\n","json5","",[60,184,185,193,199,205,211,217,223,229,235,241],{"__ignoreMap":182},[186,187,190],"span",{"class":188,"line":189},"line",1,[186,191,192],{},"{\n",[186,194,196],{"class":188,"line":195},2,[186,197,198],{},"  messages: {\n",[186,200,202],{"class":188,"line":201},3,[186,203,204],{},"    queue: {\n",[186,206,208],{"class":188,"line":207},4,[186,209,210],{},"      mode: \"steer\",\n",[186,212,214],{"class":188,"line":213},5,[186,215,216],{},"      debounceMs: 500,\n",[186,218,220],{"class":188,"line":219},6,[186,221,222],{},"      cap: 20,\n",[186,224,226],{"class":188,"line":225},7,[186,227,228],{},"      drop: \"summarize\",\n",[186,230,232],{"class":188,"line":231},8,[186,233,234],{},"    },\n",[186,236,238],{"class":188,"line":237},9,[186,239,240],{},"  },\n",[186,242,244],{"class":188,"line":243},10,[186,245,246],{},"}\n",[110,248,249],{"id":249},"按渠道配置",[14,251,252],{},"不同渠道可以用不同模式：",[177,254,256],{"className":179,"code":255,"language":181,"meta":182,"style":182},"{\n  messages: {\n    queue: {\n      mode: \"steer\",\n      byChannel: {\n        discord: \"collect\", // Discord 用合并模式\n        telegram: \"steer\", // Telegram 用转向模式\n      },\n    },\n  },\n}\n",[60,257,258,262,266,270,274,279,284,289,294,298,302],{"__ignoreMap":182},[186,259,260],{"class":188,"line":189},[186,261,192],{},[186,263,264],{"class":188,"line":195},[186,265,198],{},[186,267,268],{"class":188,"line":201},[186,269,204],{},[186,271,272],{"class":188,"line":207},[186,273,210],{},[186,275,276],{"class":188,"line":213},[186,277,278],{},"      byChannel: {\n",[186,280,281],{"class":188,"line":219},[186,282,283],{},"        discord: \"collect\", // Discord 用合并模式\n",[186,285,286],{"class":188,"line":225},[186,287,288],{},"        telegram: \"steer\", // Telegram 用转向模式\n",[186,290,291],{"class":188,"line":231},[186,292,293],{},"      },\n",[186,295,296],{"class":188,"line":237},[186,297,234],{},[186,299,300],{"class":188,"line":243},[186,301,240],{},[186,303,305],{"class":188,"line":304},11,[186,306,246],{},[110,308,309],{"id":309},"会话级切换",[14,311,312],{},"在聊天中直接切换模式：",[177,314,319],{"className":315,"code":317,"language":318},[316],"language-text","/queue collect\n/queue steer\n/queue interrupt\n","text",[60,320,317],{"__ignoreMap":182},[14,322,323],{},"组合选项：",[177,325,328],{"className":326,"code":327,"language":318},[316],"/queue collect debounce:0.5s cap:25 drop:summarize\n",[60,329,327],{"__ignoreMap":182},[14,331,332],{},"恢复默认：",[177,334,337],{"className":335,"code":336,"language":318},[316],"/queue default\n",[60,338,336],{"__ignoreMap":182},[18,340,341],{"id":341},"配置参数",[33,343,344,357],{},[36,345,346],{},[39,347,348,351,354],{},[42,349,350],{},"参数",[42,352,353],{},"作用",[42,355,356],{},"默认值",[52,358,359,374,389,404],{},[39,360,361,366,369],{},[57,362,363],{},[60,364,365],{},"mode",[57,367,368],{},"队列模式",[57,370,371],{},[60,372,373],{},"\"steer\"",[39,375,376,381,384],{},[57,377,378],{},[60,379,380],{},"debounceMs",[57,382,383],{},"安静窗口时间",[57,385,386],{},[60,387,388],{},"500",[39,390,391,396,399],{},[57,392,393],{},[60,394,395],{},"cap",[57,397,398],{},"每会话最大排队数",[57,400,401],{},[60,402,403],{},"20",[39,405,406,411,414],{},[57,407,408],{},[60,409,410],{},"drop",[57,412,413],{},"队列满时策略",[57,415,416],{},[60,417,418],{},"\"summarize\"",[110,420,422],{"id":421},"drop-策略","drop 策略",[33,424,425,434],{},[36,426,427],{},[39,428,429,432],{},[42,430,431],{},"策略",[42,433,47],{},[52,435,436,445,455],{},[39,437,438,442],{},[57,439,440],{},[60,441,418],{},[57,443,444],{},"丢弃最旧消息，保留紧凑摘要，作为合成 followup 提示",[39,446,447,452],{},[57,448,449],{},[60,450,451],{},"\"old\"",[57,453,454],{},"丢弃最旧消息，不保留摘要",[39,456,457,462],{},[57,458,459],{},[60,460,461],{},"\"new\"",[57,463,464],{},"拒绝最新消息",[14,466,467,470,471,473],{},[120,468,469],{},"推荐","：用 ",[60,472,418],{},"，这样即使消息被丢弃，Agent 也能知道你之前说了什么。",[18,475,476],{"id":476},"并发控制",[14,478,479],{},"OpenClaw 使用车道（lane）模型控制并发：",[33,481,482,495],{},[36,483,484],{},[39,485,486,489,492],{},[42,487,488],{},"车道",[42,490,491],{},"默认并发数",[42,493,494],{},"用途",[52,496,497,510,523],{},[39,498,499,504,507],{},[57,500,501],{},[60,502,503],{},"main",[57,505,506],{},"4",[57,508,509],{},"入站消息 + 主心跳",[39,511,512,517,520],{},[57,513,514],{},[60,515,516],{},"subagent",[57,518,519],{},"8",[57,521,522],{},"子 Agent",[39,524,525,530,533],{},[57,526,527],{},[60,528,529],{},"cron",[57,531,532],{},"可配置",[57,534,535],{},"定时任务",[14,537,538,541],{},[120,539,540],{},"会话级保证","：同一时刻只有一次 Agent 运行操作某个会话。这是通过会话级车道保证的。",[18,543,544],{"id":544},"常见问题",[110,546,548],{"id":547},"问题一命令看起来卡住了","问题一：命令看起来卡住了",[14,550,551,554],{},[120,552,553],{},"症状","：消息发出去后，Agent 好像没反应。",[14,556,557,560],{},[120,558,559],{},"排查","：",[562,563,564,571,574],"ol",{},[565,566,567,568],"li",{},"启用详细日志：",[60,569,570],{},"openclaw gateway start --verbose",[565,572,573],{},"查找 \"queued for ...ms\" 行，确认消息是否在排队",[565,575,576,577,580],{},"检查 ",[60,578,579],{},"maxConcurrent"," 是否太小",[110,582,584],{"id":583},"问题二消息被丢弃","问题二：消息被丢弃",[14,586,587,589],{},[120,588,553],{},"：发了很多消息，但 Agent 只处理了部分。",[14,591,592,595,596,598,599,601],{},[120,593,594],{},"原因","：队列满了（达到 ",[60,597,395],{},"），超出的消息被 ",[60,600,410],{}," 策略丢弃。",[14,603,604,560],{},[120,605,606],{},"解决",[562,608,609,617],{},[565,610,611,612,560,614],{},"增大 ",[60,613,395],{},[60,615,616],{},"messages.queue.cap: 50",[565,618,619,620,622],{},"或者用 ",[60,621,418],{}," 策略，确保被丢弃的消息有摘要",[110,624,626],{"id":625},"问题三collect-模式下消息被拆分","问题三：collect 模式下消息被拆分",[14,628,629,631],{},[120,630,553],{},"：发了三条消息，但 Agent 只处理了两条。",[14,633,634,636],{},[120,635,594],{},"：如果消息来自不同的频道/线程，会分别处理以保持路由正确。",[14,638,639,641],{},[120,640,606],{},"：这是正常行为。如果你希望所有消息合并处理，确保在同一个频道/线程中发送。",[18,643,644],{"id":644},"相关文档",[646,647,648,655,661],"ul",{},[565,649,650],{},[651,652,654],"a",{"href":653},"/docs/manual/message-retries-and-delivery","消息投递、重试与响应行为",[565,656,657],{},[651,658,660],{"href":659},"/docs/manual/inbound-dedupe-and-debounce","消息入口的去重、合并和排队",[565,662,663],{},[651,664,666],{"href":665},"/docs/manual/agent-runtime","Agent 运行时",[668,669,670],"style",{},"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":182,"searchDepth":195,"depth":195,"links":672},[673,674,680,685,688,689,694],{"id":20,"depth":195,"text":21},{"id":30,"depth":195,"text":31,"children":675},[676,677,678,679],{"id":112,"depth":201,"text":113},{"id":136,"depth":201,"text":137},{"id":148,"depth":201,"text":149},{"id":160,"depth":201,"text":161},{"id":172,"depth":195,"text":172,"children":681},[682,683,684],{"id":175,"depth":201,"text":175},{"id":249,"depth":201,"text":249},{"id":309,"depth":201,"text":309},{"id":341,"depth":195,"text":341,"children":686},[687],{"id":421,"depth":201,"text":422},{"id":476,"depth":195,"text":476},{"id":544,"depth":195,"text":544,"children":690},[691,692,693],{"id":547,"depth":201,"text":548},{"id":583,"depth":201,"text":584},{"id":625,"depth":201,"text":626},{"id":644,"depth":195,"text":644},"manual",null,"理解 OpenClaw 的 Queue 系统、消息转向模式和并发控制机制。","md",{},true,"/docs/manual/queue-system",{"title":5,"description":697},"https://docs.openclaw.ai/concepts/queue","official","docs/manual/queue-system",[707,708,709,710],"queue","steering","concurrency","messages","2026-06-10","jiEblBuTeoNtDECqU2aCqFhBll2petL460YryMnpM5k",{"generatedAt":714,"collections":715,"totals":3356},"2026-06-13T06:23:09.339Z",{"docs":716,"news":1937,"bestPractices":2697},{"count":717,"items":718},171,[719,733,744,753,762,767,772,779,787,795,804,811,820,829,838,845,852,858,865,872,880,888,896,904,914,923,932,941,949,956,961,969,978,986,995,1003,1008,1015,1022,1030,1037,1046,1052,1062,1068,1073,1081,1088,1093,1101,1110,1118,1126,1133,1141,1147,1152,1156,1165,1170,1175,1184,1191,1203,1209,1217,1224,1229,1236,1238,1245,1250,1256,1263,1269,1279,1285,1294,1303,1309,1314,1319,1327,1334,1340,1347,1355,1362,1369,1378,1386,1393,1400,1406,1413,1419,1428,1434,1441,1446,1455,1462,1470,1479,1486,1493,1503,1509,1515,1520,1528,1535,1542,1549,1555,1562,1567,1577,1588,1594,1600,1605,1611,1617,1624,1631,1638,1647,1654,1659,1665,1672,1681,1688,1695,1701,1707,1714,1720,1725,1730,1737,1743,1751,1757,1764,1770,1779,1785,1791,1798,1804,1810,1818,1825,1830,1838,1844,1850,1857,1864,1869,1876,1885,1892,1898,1905,1911,1917,1923,1932],{"title":720,"description":721,"path":722,"category":723,"updatedAt":724,"sourceType":725,"tags":726},"OpenClaw 核心概念","用一页建立 OpenClaw 的核心心智图，分清 Gateway、Agent、Channels、Tools、Skills、Memory 和 Control UI 各自负责什么。","/docs/getting-started/core-concepts","入门","2026-03-16","internal",[727,728,729,730,731,732],"concepts","gateway","agent","channels","tools","memory",{"title":734,"description":735,"path":736,"category":723,"updatedAt":737,"sourceType":725,"tags":738},"如果你是开发团队，应该先走哪条入口","面向开发团队和独立开发者，帮助判断应该先理解架构、配置、渠道还是扩展能力，避免刚跑通就把 OpenClaw 做成一团难维护的实验场。","/docs/getting-started/developer-team-entry","2026-03-23",[739,740,741,742,743],"developers","teams","architecture","configuration","skills",{"title":745,"description":746,"path":747,"category":723,"updatedAt":737,"sourceType":725,"tags":748},"如果你是企业运维，应该先走哪条入口","面向企业运维和长期维护者，帮助判断应该先看 Gateway、远程访问、安全还是升级治理，避免把 OpenClaw 当成一次性安装项目。","/docs/getting-started/enterprise-ops-entry",[749,750,728,751,752],"enterprise","operations","security","upgrades",{"title":754,"description":755,"path":756,"category":723,"updatedAt":757,"sourceType":704,"tags":758},"创建第一个 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文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[940,1836,1837,1301,1587],"transcript","jsonl",{"title":1839,"description":1840,"path":1841,"category":1581,"updatedAt":1834,"sourceType":704,"tags":1842},"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",[879,903,1843,1525,750],"store",{"title":1845,"description":1846,"path":1847,"category":1581,"updatedAt":946,"sourceType":704,"tags":1848},"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",[751,1540,1525,1849,1587],"ingress",{"title":1851,"description":1852,"path":1853,"category":1581,"updatedAt":799,"sourceType":704,"tags":1854},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 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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",[2283,2284,2285,2286],"education","adoption","ai-tutor","higher-education",{"title":2288,"description":2289,"path":2290,"category":2280,"date":724,"updatedAt":724,"sourceType":991,"source":2291,"tags":2292},"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",[749,1884,777,1882],{"title":2294,"description":2295,"path":2296,"category":1944,"date":799,"updatedAt":799,"sourceType":704,"source":2297,"tags":2298},"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",[728,1079,2311,1020,894],"pending",{"title":2313,"description":2314,"path":2315,"category":2151,"date":1344,"updatedAt":1344,"sourceType":704,"source":2316,"tags":2317},"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",[728,940,857,786,2318],"state",{"title":2320,"description":2321,"path":2322,"category":2151,"date":936,"updatedAt":936,"sourceType":704,"source":2323,"tags":2324},"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",[939,1742,1161,710,921],{"title":2326,"description":2327,"path":2328,"category":2151,"date":946,"updatedAt":946,"sourceType":704,"source":2323,"tags":2329},"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",[939,1815,2330,938,1208],"activation",{"title":2332,"description":2333,"path":2334,"category":2151,"date":936,"updatedAt":936,"sourceType":704,"source":2335,"tags":2336},"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",[742,1762,1376,1763,750],{"title":2338,"description":2339,"path":2340,"category":1944,"date":799,"updatedAt":799,"sourceType":704,"source":2341,"tags":2342},"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",[2343,1884,2344,2345,2346],"showcase","home-assistant","nix","infrastructure",{"title":2348,"description":2349,"path":2350,"category":2151,"date":918,"updatedAt":918,"sourceType":704,"source":2351,"tags":2352},"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",[2343,732,1028,2380,2381],"vector-search","knowledge",{"title":2383,"description":2384,"path":2385,"category":2151,"date":936,"updatedAt":936,"sourceType":704,"source":2386,"tags":2387},"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",[1742,939,966,968,1035],{"title":2389,"description":2390,"path":2391,"category":2151,"date":918,"updatedAt":918,"sourceType":704,"source":2392,"tags":2393},"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",[710,857,921,1100,730],{"title":2395,"description":2396,"path":2397,"category":2151,"date":842,"updatedAt":842,"sourceType":704,"source":2220,"tags":2398},"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",[850,1784,911,913,1461],{"title":2400,"description":2401,"path":2402,"category":2151,"date":936,"updatedAt":936,"sourceType":704,"source":2403,"tags":2404},"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",[1514,1021,1000,1079,801],{"title":2417,"description":2418,"path":2419,"category":2151,"date":946,"updatedAt":946,"sourceType":704,"source":2420,"tags":2421},"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",[786,857,1352,1514,895],{"title":2423,"description":2424,"path":2425,"category":2151,"date":936,"updatedAt":936,"sourceType":704,"source":2262,"tags":2426},"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",[1079,1622,730,1623,750],{"title":2428,"description":2429,"path":2430,"category":1944,"date":799,"updatedAt":799,"sourceType":704,"source":2431,"tags":2432},"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",[834,992,836,991,993],{"title":2434,"description":2435,"path":2436,"category":2151,"date":842,"updatedAt":842,"sourceType":704,"source":2437,"tags":2438},"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",[834,974,1796,1797,1501],{"title":2440,"description":2441,"path":2442,"category":2151,"date":842,"updatedAt":842,"sourceType":704,"source":2443,"tags":2444},"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",[1189,1190,777,1045,835],{"title":2446,"description":2447,"path":2448,"category":2151,"date":946,"updatedAt":946,"sourceType":704,"source":2449,"tags":2450},"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",[911,850,894,913,1208],{"title":2452,"description":2453,"path":2454,"category":2151,"date":946,"updatedAt":946,"sourceType":704,"source":2455,"tags":2456},"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",[911,1586,850,728,750],{"title":2458,"description":2459,"path":2460,"category":1944,"date":799,"updatedAt":799,"sourceType":704,"source":2139,"tags":2461},"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",[1499,1500,1502,1501],{"title":2463,"description":2464,"path":2465,"category":2151,"date":918,"updatedAt":918,"sourceType":704,"source":2165,"tags":2466},"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",[786,1079,894,801,1405],{"title":2468,"description":2469,"path":2470,"category":2151,"date":936,"updatedAt":936,"sourceType":704,"source":2471,"tags":2472},"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",[921,920,2473,730,922],"threads",{"title":2475,"description":2476,"path":2477,"category":2151,"date":900,"updatedAt":900,"sourceType":704,"source":2478,"tags":2479},"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",[1243,1138,1244,827,731],{"title":2481,"description":2482,"path":2483,"category":2151,"date":936,"updatedAt":936,"sourceType":704,"source":2484,"tags":2485},"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",[1824,2486,2487,1823,750],"snapshot","rotation",{"title":2489,"description":2490,"path":2491,"category":2151,"date":936,"updatedAt":936,"sourceType":704,"source":2351,"tags":2492},"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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