[{"data":1,"prerenderedAt":3827},["ShallowReactive",2],{"news:multi-agent-collaboration":3,"content-manifest":1316},{"id":4,"title":5,"author":6,"body":7,"category":1298,"date":1299,"description":1300,"extension":1301,"meta":1302,"navigation":466,"path":1303,"seo":1304,"source":1305,"sourceName":1306,"sourceType":1307,"stem":1308,"tags":1309,"updatedAt":1314,"__hash__":1315},"news/news/multi-agent-collaboration.md","OpenClaw 多 Agent 协作功能正式发布","OpenClaw Team",{"type":8,"value":9,"toc":1257},"minimark",[10,14,19,22,51,54,59,62,311,314,317,392,395,399,407,411,417,421,427,430,434,534,537,685,688,755,758,761,764,822,825,828,886,889,892,949,952,955,1013,1016,1074,1077,1081,1101,1105,1125,1129,1149,1152,1155,1161,1164,1170,1173,1179,1182,1186,1197,1201,1212,1215,1244,1247,1253],[11,12,13],"p",{},"OpenClaw 正式发布多 Agent 协作功能，这是自 Canvas 以来最重要的功能更新。现在，用户可以创建多个专业化的 AI 代理，让它们协同完成复杂任务。",[15,16,18],"h2",{"id":17},"什么是多-agent-协作","什么是多 Agent 协作",[11,20,21],{},"多 Agent 协作允许用户创建多个具有不同专长的 AI 代理，这些代理可以：",[23,24,25,33,39,45],"ul",{},[26,27,28,32],"li",{},[29,30,31],"strong",{},"分工协作"," - 每个代理专注于特定领域",[26,34,35,38],{},[29,36,37],{},"信息共享"," - 代理之间共享上下文和记忆",[26,40,41,44],{},[29,42,43],{},"任务编排"," - 按流程自动分配和执行任务",[26,46,47,50],{},[29,48,49],{},"结果整合"," - 汇总各代理输出形成最终结果",[15,52,53],{"id":53},"核心架构",[55,56,58],"h3",{"id":57},"agent-角色","Agent 角色",[11,60,61],{},"每个 Agent 可以配置独立的角色和能力：",[63,64,69],"pre",{"className":65,"code":66,"language":67,"meta":68,"style":68},"language-json shiki shiki-themes github-light github-dark","{\n  \"agents\": {\n    \"researcher\": {\n      \"role\": \"信息研究员\",\n      \"skills\": [\"web-search\", \"wikipedia\", \"news\"],\n      \"model\": \"gpt-4\",\n      \"temperature\": 0.3\n    },\n    \"writer\": {\n      \"role\": \"内容撰写者\",\n      \"skills\": [\"document\", \"formatting\"],\n      \"model\": \"claude-3-opus\",\n      \"temperature\": 0.7\n    },\n    \"reviewer\": {\n      \"role\": \"质量审核员\",\n      \"skills\": [\"grammar-check\", \"fact-check\"],\n      \"model\": \"gpt-4\",\n      \"temperature\": 0.1\n    }\n  }\n}\n","json","",[70,71,72,81,91,99,115,141,154,165,171,179,191,208,220,230,235,243,255,272,283,293,299,305],"code",{"__ignoreMap":68},[73,74,77],"span",{"class":75,"line":76},"line",1,[73,78,80],{"class":79},"sVt8B","{\n",[73,82,84,88],{"class":75,"line":83},2,[73,85,87],{"class":86},"sj4cs","  \"agents\"",[73,89,90],{"class":79},": {\n",[73,92,94,97],{"class":75,"line":93},3,[73,95,96],{"class":86},"    \"researcher\"",[73,98,90],{"class":79},[73,100,102,105,108,112],{"class":75,"line":101},4,[73,103,104],{"class":86},"      \"role\"",[73,106,107],{"class":79},": ",[73,109,111],{"class":110},"sZZnC","\"信息研究员\"",[73,113,114],{"class":79},",\n",[73,116,118,121,124,127,130,133,135,138],{"class":75,"line":117},5,[73,119,120],{"class":86},"      \"skills\"",[73,122,123],{"class":79},": [",[73,125,126],{"class":110},"\"web-search\"",[73,128,129],{"class":79},", ",[73,131,132],{"class":110},"\"wikipedia\"",[73,134,129],{"class":79},[73,136,137],{"class":110},"\"news\"",[73,139,140],{"class":79},"],\n",[73,142,144,147,149,152],{"class":75,"line":143},6,[73,145,146],{"class":86},"      \"model\"",[73,148,107],{"class":79},[73,150,151],{"class":110},"\"gpt-4\"",[73,153,114],{"class":79},[73,155,157,160,162],{"class":75,"line":156},7,[73,158,159],{"class":86},"      \"temperature\"",[73,161,107],{"class":79},[73,163,164],{"class":86},"0.3\n",[73,166,168],{"class":75,"line":167},8,[73,169,170],{"class":79},"    },\n",[73,172,174,177],{"class":75,"line":173},9,[73,175,176],{"class":86},"    \"writer\"",[73,178,90],{"class":79},[73,180,182,184,186,189],{"class":75,"line":181},10,[73,183,104],{"class":86},[73,185,107],{"class":79},[73,187,188],{"class":110},"\"内容撰写者\"",[73,190,114],{"class":79},[73,192,194,196,198,201,203,206],{"class":75,"line":193},11,[73,195,120],{"class":86},[73,197,123],{"class":79},[73,199,200],{"class":110},"\"document\"",[73,202,129],{"class":79},[73,204,205],{"class":110},"\"formatting\"",[73,207,140],{"class":79},[73,209,211,213,215,218],{"class":75,"line":210},12,[73,212,146],{"class":86},[73,214,107],{"class":79},[73,216,217],{"class":110},"\"claude-3-opus\"",[73,219,114],{"class":79},[73,221,223,225,227],{"class":75,"line":222},13,[73,224,159],{"class":86},[73,226,107],{"class":79},[73,228,229],{"class":86},"0.7\n",[73,231,233],{"class":75,"line":232},14,[73,234,170],{"class":79},[73,236,238,241],{"class":75,"line":237},15,[73,239,240],{"class":86},"    \"reviewer\"",[73,242,90],{"class":79},[73,244,246,248,250,253],{"class":75,"line":245},16,[73,247,104],{"class":86},[73,249,107],{"class":79},[73,251,252],{"class":110},"\"质量审核员\"",[73,254,114],{"class":79},[73,256,258,260,262,265,267,270],{"class":75,"line":257},17,[73,259,120],{"class":86},[73,261,123],{"class":79},[73,263,264],{"class":110},"\"grammar-check\"",[73,266,129],{"class":79},[73,268,269],{"class":110},"\"fact-check\"",[73,271,140],{"class":79},[73,273,275,277,279,281],{"class":75,"line":274},18,[73,276,146],{"class":86},[73,278,107],{"class":79},[73,280,151],{"class":110},[73,282,114],{"class":79},[73,284,286,288,290],{"class":75,"line":285},19,[73,287,159],{"class":86},[73,289,107],{"class":79},[73,291,292],{"class":86},"0.1\n",[73,294,296],{"class":75,"line":295},20,[73,297,298],{"class":79},"    }\n",[73,300,302],{"class":75,"line":301},21,[73,303,304],{"class":79},"  }\n",[73,306,308],{"class":75,"line":307},22,[73,309,310],{"class":79},"}\n",[55,312,313],{"id":313},"工作流编排",[11,315,316],{},"支持多种协作模式：",[318,319,320,336],"table",{},[321,322,323],"thead",{},[324,325,326,330,333],"tr",{},[327,328,329],"th",{},"模式",[327,331,332],{},"描述",[327,334,335],{},"适用场景",[337,338,339,353,366,379],"tbody",{},[324,340,341,347,350],{},[342,343,344],"td",{},[29,345,346],{},"顺序执行",[342,348,349],{},"Agent 按顺序依次处理",[342,351,352],{},"内容创作、报告生成",[324,354,355,360,363],{},[342,356,357],{},[29,358,359],{},"并行执行",[342,361,362],{},"多个 Agent 同时工作",[342,364,365],{},"数据收集、多源分析",[324,367,368,373,376],{},[342,369,370],{},[29,371,372],{},"条件分支",[342,374,375],{},"根据结果选择下一步",[342,377,378],{},"决策流程、问题诊断",[324,380,381,386,389],{},[342,382,383],{},[29,384,385],{},"循环迭代",[342,387,388],{},"持续优化直到满足条件",[342,390,391],{},"代码优化、方案完善",[15,393,394],{"id":394},"使用示例",[55,396,398],{"id":397},"场景一市场研究报告","场景一：市场研究报告",[63,400,405],{"className":401,"code":403,"language":404},[402],"language-text","用户：帮我生成一份关于 AI 芯片市场的分析报告\n\n工作流：\n1. [研究员] 收集市场数据和新闻\n2. [分析师] 分析数据和趋势\n3. [撰写者] 撰写报告内容\n4. [审核员] 检查准确性和格式\n","text",[70,406,403],{"__ignoreMap":68},[55,408,410],{"id":409},"场景二软件开发辅助","场景二：软件开发辅助",[63,412,415],{"className":413,"code":414,"language":404},[402],"用户：帮我开发一个用户认证模块\n\n工作流：\n1. [架构师] 设计模块结构\n2. [开发者] 编写代码实现\n3. [测试员] 编写测试用例\n4. [审核员] 代码审查\n",[70,416,414],{"__ignoreMap":68},[55,418,420],{"id":419},"场景三客户服务","场景三：客户服务",[63,422,425],{"className":423,"code":424,"language":404},[402],"用户：处理客户投诉\n\n工作流：\n1. [分类员] 分析投诉类型\n2. [处理员] 生成解决方案\n3. [审核员] 确认方案合规\n4. [回复员] 生成客户回复\n",[70,426,424],{"__ignoreMap":68},[15,428,429],{"id":429},"配置指南",[55,431,433],{"id":432},"创建-agent-团队","创建 Agent 团队",[63,435,439],{"className":436,"code":437,"language":438,"meta":68,"style":68},"language-bash shiki shiki-themes github-light github-dark","# 创建新团队\nopenclaw agents create-team my-team\n\n# 添加 Agent\nopenclaw agents add researcher --role \"信息研究员\"\nopenclaw agents add writer --role \"内容撰写者\"\n\n# 配置工作流\nopenclaw agents workflow create --type sequential\n","bash",[70,440,441,447,462,468,473,491,507,511,516],{"__ignoreMap":68},[73,442,443],{"class":75,"line":76},[73,444,446],{"class":445},"sJ8bj","# 创建新团队\n",[73,448,449,453,456,459],{"class":75,"line":83},[73,450,452],{"class":451},"sScJk","openclaw",[73,454,455],{"class":110}," agents",[73,457,458],{"class":110}," create-team",[73,460,461],{"class":110}," my-team\n",[73,463,464],{"class":75,"line":93},[73,465,467],{"emptyLinePlaceholder":466},true,"\n",[73,469,470],{"class":75,"line":101},[73,471,472],{"class":445},"# 添加 Agent\n",[73,474,475,477,479,482,485,488],{"class":75,"line":117},[73,476,452],{"class":451},[73,478,455],{"class":110},[73,480,481],{"class":110}," add",[73,483,484],{"class":110}," researcher",[73,486,487],{"class":86}," --role",[73,489,490],{"class":110}," \"信息研究员\"\n",[73,492,493,495,497,499,502,504],{"class":75,"line":143},[73,494,452],{"class":451},[73,496,455],{"class":110},[73,498,481],{"class":110},[73,500,501],{"class":110}," writer",[73,503,487],{"class":86},[73,505,506],{"class":110}," \"内容撰写者\"\n",[73,508,509],{"class":75,"line":156},[73,510,467],{"emptyLinePlaceholder":466},[73,512,513],{"class":75,"line":167},[73,514,515],{"class":445},"# 配置工作流\n",[73,517,518,520,522,525,528,531],{"class":75,"line":173},[73,519,452],{"class":451},[73,521,455],{"class":110},[73,523,524],{"class":110}," workflow",[73,526,527],{"class":110}," create",[73,529,530],{"class":86}," --type",[73,532,533],{"class":110}," sequential\n",[55,535,536],{"id":536},"定义工作流",[63,538,542],{"className":539,"code":540,"language":541,"meta":68,"style":68},"language-yaml shiki shiki-themes github-light github-dark","# workflow.yaml\nname: content-creation\nmode: sequential\nagents:\n  - name: researcher\n    task: 收集相关信息\n    output: research_notes\n  - name: writer\n    task: 根据研究笔记撰写内容\n    input: research_notes\n    output: draft\n  - name: reviewer\n    task: 审核并优化内容\n    input: draft\n    output: final_content\n","yaml",[70,543,544,549,560,570,578,590,600,610,621,630,639,648,659,668,676],{"__ignoreMap":68},[73,545,546],{"class":75,"line":76},[73,547,548],{"class":445},"# workflow.yaml\n",[73,550,551,555,557],{"class":75,"line":83},[73,552,554],{"class":553},"s9eBZ","name",[73,556,107],{"class":79},[73,558,559],{"class":110},"content-creation\n",[73,561,562,565,567],{"class":75,"line":93},[73,563,564],{"class":553},"mode",[73,566,107],{"class":79},[73,568,569],{"class":110},"sequential\n",[73,571,572,575],{"class":75,"line":101},[73,573,574],{"class":553},"agents",[73,576,577],{"class":79},":\n",[73,579,580,583,585,587],{"class":75,"line":117},[73,581,582],{"class":79},"  - ",[73,584,554],{"class":553},[73,586,107],{"class":79},[73,588,589],{"class":110},"researcher\n",[73,591,592,595,597],{"class":75,"line":143},[73,593,594],{"class":553},"    task",[73,596,107],{"class":79},[73,598,599],{"class":110},"收集相关信息\n",[73,601,602,605,607],{"class":75,"line":156},[73,603,604],{"class":553},"    output",[73,606,107],{"class":79},[73,608,609],{"class":110},"research_notes\n",[73,611,612,614,616,618],{"class":75,"line":167},[73,613,582],{"class":79},[73,615,554],{"class":553},[73,617,107],{"class":79},[73,619,620],{"class":110},"writer\n",[73,622,623,625,627],{"class":75,"line":173},[73,624,594],{"class":553},[73,626,107],{"class":79},[73,628,629],{"class":110},"根据研究笔记撰写内容\n",[73,631,632,635,637],{"class":75,"line":181},[73,633,634],{"class":553},"    input",[73,636,107],{"class":79},[73,638,609],{"class":110},[73,640,641,643,645],{"class":75,"line":193},[73,642,604],{"class":553},[73,644,107],{"class":79},[73,646,647],{"class":110},"draft\n",[73,649,650,652,654,656],{"class":75,"line":210},[73,651,582],{"class":79},[73,653,554],{"class":553},[73,655,107],{"class":79},[73,657,658],{"class":110},"reviewer\n",[73,660,661,663,665],{"class":75,"line":222},[73,662,594],{"class":553},[73,664,107],{"class":79},[73,666,667],{"class":110},"审核并优化内容\n",[73,669,670,672,674],{"class":75,"line":232},[73,671,634],{"class":553},[73,673,107],{"class":79},[73,675,647],{"class":110},[73,677,678,680,682],{"class":75,"line":237},[73,679,604],{"class":553},[73,681,107],{"class":79},[73,683,684],{"class":110},"final_content\n",[55,686,687],{"id":687},"执行工作流",[63,689,691],{"className":436,"code":690,"language":438,"meta":68,"style":68},"# 执行工作流\nopenclaw agents run content-creation --input \"主题：AI 发展趋势\"\n\n# 查看执行状态\nopenclaw agents status\n\n# 查看结果\nopenclaw agents result content-creation\n",[70,692,693,698,716,720,725,734,738,743],{"__ignoreMap":68},[73,694,695],{"class":75,"line":76},[73,696,697],{"class":445},"# 执行工作流\n",[73,699,700,702,704,707,710,713],{"class":75,"line":83},[73,701,452],{"class":451},[73,703,455],{"class":110},[73,705,706],{"class":110}," run",[73,708,709],{"class":110}," content-creation",[73,711,712],{"class":86}," --input",[73,714,715],{"class":110}," \"主题：AI 发展趋势\"\n",[73,717,718],{"class":75,"line":93},[73,719,467],{"emptyLinePlaceholder":466},[73,721,722],{"class":75,"line":101},[73,723,724],{"class":445},"# 查看执行状态\n",[73,726,727,729,731],{"class":75,"line":117},[73,728,452],{"class":451},[73,730,455],{"class":110},[73,732,733],{"class":110}," status\n",[73,735,736],{"class":75,"line":143},[73,737,467],{"emptyLinePlaceholder":466},[73,739,740],{"class":75,"line":156},[73,741,742],{"class":445},"# 查看结果\n",[73,744,745,747,749,752],{"class":75,"line":167},[73,746,452],{"class":451},[73,748,455],{"class":110},[73,750,751],{"class":110}," result",[73,753,754],{"class":110}," content-creation\n",[15,756,757],{"id":757},"高级特性",[55,759,760],{"id":760},"共享记忆",[11,762,763],{},"Agent 之间可以共享上下文记忆：",[63,765,767],{"className":65,"code":766,"language":67,"meta":68,"style":68},"{\n  \"sharedMemory\": {\n    \"enabled\": true,\n    \"scope\": \"team\",\n    \"retention\": \"session\"\n  }\n}\n",[70,768,769,773,780,792,804,814,818],{"__ignoreMap":68},[73,770,771],{"class":75,"line":76},[73,772,80],{"class":79},[73,774,775,778],{"class":75,"line":83},[73,776,777],{"class":86},"  \"sharedMemory\"",[73,779,90],{"class":79},[73,781,782,785,787,790],{"class":75,"line":93},[73,783,784],{"class":86},"    \"enabled\"",[73,786,107],{"class":79},[73,788,789],{"class":86},"true",[73,791,114],{"class":79},[73,793,794,797,799,802],{"class":75,"line":101},[73,795,796],{"class":86},"    \"scope\"",[73,798,107],{"class":79},[73,800,801],{"class":110},"\"team\"",[73,803,114],{"class":79},[73,805,806,809,811],{"class":75,"line":117},[73,807,808],{"class":86},"    \"retention\"",[73,810,107],{"class":79},[73,812,813],{"class":110},"\"session\"\n",[73,815,816],{"class":75,"line":143},[73,817,304],{"class":79},[73,819,820],{"class":75,"line":156},[73,821,310],{"class":79},[55,823,824],{"id":824},"动态路由",[11,826,827],{},"根据任务特征自动选择最合适的 Agent：",[63,829,831],{"className":65,"code":830,"language":67,"meta":68,"style":68},"{\n  \"routing\": {\n    \"mode\": \"auto\",\n    \"strategy\": \"capability-match\",\n    \"fallback\": \"general-agent\"\n  }\n}\n",[70,832,833,837,844,856,868,878,882],{"__ignoreMap":68},[73,834,835],{"class":75,"line":76},[73,836,80],{"class":79},[73,838,839,842],{"class":75,"line":83},[73,840,841],{"class":86},"  \"routing\"",[73,843,90],{"class":79},[73,845,846,849,851,854],{"class":75,"line":93},[73,847,848],{"class":86},"    \"mode\"",[73,850,107],{"class":79},[73,852,853],{"class":110},"\"auto\"",[73,855,114],{"class":79},[73,857,858,861,863,866],{"class":75,"line":101},[73,859,860],{"class":86},"    \"strategy\"",[73,862,107],{"class":79},[73,864,865],{"class":110},"\"capability-match\"",[73,867,114],{"class":79},[73,869,870,873,875],{"class":75,"line":117},[73,871,872],{"class":86},"    \"fallback\"",[73,874,107],{"class":79},[73,876,877],{"class":110},"\"general-agent\"\n",[73,879,880],{"class":75,"line":143},[73,881,304],{"class":79},[73,883,884],{"class":75,"line":156},[73,885,310],{"class":79},[55,887,888],{"id":888},"错误处理",[11,890,891],{},"支持任务失败时的自动重试和降级：",[63,893,895],{"className":65,"code":894,"language":67,"meta":68,"style":68},"{\n  \"errorHandling\": {\n    \"retry\": 3,\n    \"backoff\": \"exponential\",\n    \"fallback\": \"simplified-task\"\n  }\n}\n",[70,896,897,901,908,920,932,941,945],{"__ignoreMap":68},[73,898,899],{"class":75,"line":76},[73,900,80],{"class":79},[73,902,903,906],{"class":75,"line":83},[73,904,905],{"class":86},"  \"errorHandling\"",[73,907,90],{"class":79},[73,909,910,913,915,918],{"class":75,"line":93},[73,911,912],{"class":86},"    \"retry\"",[73,914,107],{"class":79},[73,916,917],{"class":86},"3",[73,919,114],{"class":79},[73,921,922,925,927,930],{"class":75,"line":101},[73,923,924],{"class":86},"    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vLLM、本地自动发现和手动模型声明各自适合什么场景。","/docs/manual/vllm-local-model-provider",[1856,1857,1605,1427,1858],"vllm","local-models","inference",{"title":1860,"description":1861,"path":1862,"category":1475,"updatedAt":1384,"sourceType":1360,"tags":1863},"语音唤醒与 Talk Mode","理解 OpenClaw 的 voice wake 是怎么和 Gateway、nodes、客户端一起工作的，以及什么时候值得启用它。","/docs/manual/voice-wake-and-talk-mode",[1588,1864,1865,1486,1529],"wake-word","talk-mode",{"title":1867,"description":1868,"path":1869,"category":1475,"updatedAt":1441,"sourceType":1360,"tags":1870},"WebChat 与 message CLI","理解 OpenClaw 除聊天渠道外的两类直接交互入口：Gateway WebSocket 上的 WebChat 和统一的 openclaw message 命令。","/docs/manual/webchat-and-message-cli",[1456,1871,1778,1331,1333],"message",{"title":1873,"description":1874,"path":1875,"category":1475,"updatedAt":1876,"sourceType":1360,"tags":1877},"WebChat、API 和控制面入口的边界怎么分","基于最新官方 WebChat、Session 和 API 文档，解释 WebChat 为什么更像会话 UI、HTTP API 为什么更像结构化管理面，以及 Dashboard 为什么仍然属于高权限控制面。","/docs/manual/webchat-api-and-control-surface-boundaries","2026-03-26",[1456,1878,1388,1331,1626],"api",{"title":1880,"description":1881,"path":1882,"category":1475,"updatedAt":1400,"sourceType":1360,"tags":1883},"WebChat 的会话与只读边界","基于最新官方 WebChat 文档，整理 WebChat 如何共享 Gateway 会话、chat.inject 和 abort partial 是什么，以及 Gateway 不可达时为什么会进入只读模式。","/docs/manual/webchat-session-and-readonly-mode",[1456,1633,1884,1885,1886],"websocket","readonly","chat",{"title":1888,"description":1889,"path":1890,"category":1475,"updatedAt":1441,"sourceType":1360,"tags":1891},"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",[1892,1435,1313,1893,1354],"webhooks","integrations",{"title":1895,"description":1896,"path":1897,"category":1898,"updatedAt":1492,"sourceType":1360,"tags":1899},"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",[1620,1618,1886,1900,1353],"forwarding",{"title":1902,"description":1903,"path":1904,"category":1898,"updatedAt":1400,"sourceType":1360,"tags":1905},"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",[1345,1906,1907,1908,1909],"hot-reload","includes","merge","restart",{"title":1911,"description":1912,"path":1913,"category":1898,"updatedAt":1400,"sourceType":1360,"tags":1914},"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",[1574,1388,1915,1916,1917],"remote-access","tailscale","allowedOrigins",{"title":1919,"description":1920,"path":1921,"category":1898,"updatedAt":1492,"sourceType":1360,"tags":1922},"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。","/docs/operations/cron-retention-and-run-log-pruning",[1923,1924,1834,1925,1353],"cron","retention","runlog",{"title":1927,"description":1928,"path":1929,"category":1898,"updatedAt":1400,"sourceType":1360,"tags":1930},"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 三种机制分别适合什么场景，以及它们在精度、上下文和成本上的差异。","/docs/operations/cron-vs-heartbeat",[1313,1923,1931,1932,1353],"heartbeat","scheduling",{"title":1934,"description":1935,"path":1936,"category":1898,"updatedAt":1492,"sourceType":1360,"tags":1937},"Dashboard 管理面怎么更稳地开放","基于最新官方 Dashboard、remote access 和 pairing 文档，整理管理员面该如何开放、保存 token、限制入口和处理 unauthorized/1008，避免把 Control UI 变成公开风险面。","/docs/operations/dashboard-admin-surface-hardening",[1388,1574,1402,1354,1938],"admin",{"title":1940,"description":1941,"path":1942,"category":1898,"updatedAt":1876,"sourceType":1360,"tags":1943},"Dashboard 遇到 unauthorized、1008 和 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环境建立更稳定的上下文边界。","/docs/operations/long-session-governance",[1633,1335,1833,1757,1353],{"title":1980,"description":1981,"path":1982,"category":1898,"updatedAt":1441,"sourceType":1360,"tags":1983},"模型选型与成本控制","从主力模型、fallback、国内 provider 和低价值任务分流四个角度理解 OpenClaw 的模型配置策略与成本控制方法。","/docs/operations/model-strategy-and-cost",[1449,1984,1605,1784,1985,1986,1987],"cost","qwen","qianfan","kimi",{"title":1989,"description":1990,"path":1991,"category":1898,"updatedAt":1400,"sourceType":1360,"tags":1992},"用 models status 做模型健康检查","基于最新官方 Models CLI 与 Auth Monitoring 文档，整理 openclaw models status 在日常运维里的正确用法、退出码含义和适合接入监控的检查方式。","/docs/operations/models-status-and-health-checks",[1449,1993,1594,1994,1995],"health-check","oauth","monitoring",{"title":1997,"description":1998,"path":1999,"category":1898,"updatedAt":1384,"sourceType":1360,"tags":2000},"多 Gateway 与隔离运行","当一台机器上需要运行多个 OpenClaw 实例时，如何用 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机制、软阈值公式，以及为什么它是长期使用体验里的关键缓冲层。","/docs/operations/pre-compaction-memory-flush",[1335,1833,2025,2026,1353],"flush","NO_REPLY",{"title":2028,"description":2029,"path":2030,"category":2031,"updatedAt":1441,"sourceType":1360,"tags":2032},"如何持续跟踪 OpenClaw 更新","建立一套低成本的更新跟踪方法，并把官方 release 和文档变化转化成真正可执行的中文维护动作。","/docs/operations/release-tracking","更新",[2033,2034,2035,2036],"release","changelog","updates","maintenance",{"title":2038,"description":2039,"path":2040,"category":1898,"updatedAt":1441,"sourceType":1360,"tags":2041},"远程访问与 Tailscale / SSH","把 OpenClaw 放到远程主机长期运行时，如何在 SSH、tailnet、Tailscale Serve 和直接 ws/wss 之间做选择。","/docs/operations/remote-access",[1402,2042,1916,1331,1353],"ssh",{"title":2044,"description":2045,"path":2046,"category":1898,"updatedAt":1384,"sourceType":1360,"tags":2047},"Remote Operators 与多设备协作","当 Gateway 跑在远程主机、操作入口分散在多台设备上时，如何理解 operator、node 和长期在线实例的协作边界。","/docs/operations/remote-operators-and-nodes",[1402,2048,1486,1916,2042,1646],"operators",{"title":2050,"description":2051,"path":2052,"category":1898,"updatedAt":1384,"sourceType":1360,"tags":2053},"OpenClaw 安全配置基础","从 Gateway auth、allowlist、Control UI 暴露方式和 Tailscale/SSH 接入策略理解 OpenClaw 的基础安全边界。","/docs/operations/safety-basics",[1354,1594,1916,1388],{"title":2055,"description":2056,"path":2057,"category":1898,"updatedAt":1441,"sourceType":1360,"tags":2058},"security audit、--deep 和 --fix 该怎么配合","基于最新官方安全文档，解释 openclaw security audit、--deep 与 --fix 各自适合什么阶段，哪些问题适合自动修复，哪些仍应人工复核。","/docs/operations/security-audit-fix-and-review",[1354,2059,2060,2061,1353],"audit","hardening","fix",{"title":2063,"description":2064,"path":2065,"category":1898,"updatedAt":1492,"sourceType":1360,"tags":2066},"sessions cleanup 和 session maintenance 应该怎么配合","基于最新官方 sessions CLI 文档，解释 openclaw sessions cleanup 的作用范围、dry-run/enforce 语义、active-key 保护，以及它和 cron maintenance 不是同一层清理。","/docs/operations/sessions-cleanup-and-maintenance",[1633,2067,2036,2068,1353],"cleanup","transcripts",{"title":2070,"description":2071,"path":2072,"category":1898,"updatedAt":1509,"sourceType":1360,"tags":2073},"shared inbox 的运营边界和信任模型","基于最新官方 Security、Session 和 Groups 文档，解释 OpenClaw 对 shared inbox 的默认安全假设、适合的协作硬化方式，以及为什么真正的互不信任多租户场景更应该拆成独立 gateway。","/docs/operations/shared-inbox-trust-boundaries",[1354,2074,2075,1331,1353],"shared-inbox","trust-model",{"title":2077,"description":2078,"path":2079,"category":1898,"updatedAt":1299,"sourceType":1360,"tags":2080},"Tailscale Serve / Funnel 怎么选","基于官方 Tailscale 文档，解释 serve、funnel、tailnet 绑定和 allowTailscale 的差异，以及更稳的使用边界。","/docs/operations/tailscale-serve-and-funnel",[1916,2081,2082,1331,1594],"serve","funnel",{"title":2084,"description":2085,"path":2086,"category":1898,"updatedAt":1384,"sourceType":1360,"tags":2087},"团队频道里的 Session 隔离策略","当 OpenClaw 进入 Discord、Slack 等多人频道后，如何把频道、线程、私聊和长期记忆分开，避免上下文污染。","/docs/operations/team-channel-session-strategy",[1513,1542,1611,1343,2088,1353],"group-chat",{"title":2090,"description":2091,"path":2092,"category":1898,"updatedAt":1814,"sourceType":1360,"tags":2093},"Trusted Proxy Auth 怎么用","理解 OpenClaw 的 trusted-proxy 认证模式、适用场景、风险检查项，以及它和普通 TLS 反向代理的本质区别。","/docs/operations/trusted-proxy-auth",[2094,2095,1594,1331,1354],"trusted-proxy","reverse-proxy",{"title":2097,"description":2098,"path":2099,"category":1898,"updatedAt":1400,"sourceType":1360,"tags":2100},"Trusted Proxy 和 Tailscale Serve 怎么选","基于最新官方安全与 trusted proxy 文档，解释 OpenClaw 在 trusted-proxy、token/password 和 Tailscale Serve 之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[2094,1916,2095,1594,1331,1354],{"title":2102,"description":2103,"path":2104,"category":1898,"updatedAt":1441,"sourceType":1360,"tags":2105},"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",[2106,1333,2107,2108,2109,2110],"update","stable","beta","dev","rollout",{"title":2112,"description":2113,"path":2114,"category":2115,"updatedAt":1519,"sourceType":1360,"tags":2116},"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 把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[2117,2118,2119,2120,2121],"anthropic","429","context1m","failover","reference",{"title":2123,"description":2124,"path":2125,"category":2115,"updatedAt":1384,"sourceType":1360,"tags":2126},"API 与参考资料阅读入口","说明 OpenClaw 的参考资料应如何阅读，以及中文用户在查 CLI、配置、诊断和模块说明时该怎么找信息。","/docs/reference/api-reference-overview",[2121,1778,1816,2127],"diagnostics",{"title":2129,"description":2130,"path":2131,"category":2115,"updatedAt":1441,"sourceType":1360,"tags":2132},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec Approvals 文档，解释 openclaw approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[1620,1731,1618,1331,2133,2121],"node",{"title":2135,"description":2136,"path":2137,"category":2115,"updatedAt":1519,"sourceType":1360,"tags":2138},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 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",[1594,2139,2120,1633,2121],"profiles",{"title":2141,"description":2142,"path":2143,"category":2115,"updatedAt":1519,"sourceType":1360,"tags":2144},"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",[1645,2145,1540,1646,2121],"bootstrapToken",{"title":2147,"description":2148,"path":2149,"category":2115,"updatedAt":1509,"sourceType":1360,"tags":2150},"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",[1645,2151,1333,2152,1938],"allowFrom","account",{"title":2154,"description":2155,"path":2156,"category":2115,"updatedAt":1299,"sourceType":1360,"tags":2157},"CLI 命令参考","OpenClaw 命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[1778,2121,2158,2159],"commands","terminal",{"title":2161,"description":2162,"path":2163,"category":2115,"updatedAt":1519,"sourceType":1360,"tags":2164},"Cloudflare AI Gateway 的双层鉴权头应该怎么配","基于最新官方 Cloudflare AI Gateway 文档，解释 provider API key 和 cf-aig-authorization 为什么是两层不同凭据，以及 daemon 场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[2165,2166,1594,1605,2121],"cloudflare-ai-gateway","headers",{"title":2168,"description":2169,"path":2170,"category":2171,"updatedAt":1441,"sourceType":1565,"tags":2172},"社区支持","汇总 OpenClaw 的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[1565,1307,2173,2174],"issues","feedback",{"title":2176,"description":2177,"path":2178,"category":2115,"updatedAt":1299,"sourceType":1360,"tags":2179},"配置参考","OpenClaw 完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[1345,2121,2180,2181],"settings","options",{"title":2183,"description":2184,"path":2185,"category":2115,"updatedAt":1400,"sourceType":1360,"tags":2186},"Control UI 设备配对与浏览器授权","基于最新官方 Control UI 与 Pairing 文档，解释为什么远程浏览器首次连接需要设备配对、设备身份如何记住，以及什么时候需要重新批准。","/docs/reference/control-ui-device-pairing",[1574,1645,1646,1596,1938],{"title":2188,"description":2189,"path":2190,"category":2115,"updatedAt":1519,"sourceType":1360,"tags":2191},"cron run 入队语义和 retry backoff 应该怎么理解","基于最新官方 cron CLI 与 Cron Jobs 文档，解释 openclaw cron run 为什么先返回 enqueued、何时该去看 runs，以及 recurring job 连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[1923,1725,2192,2193,2121],"scheduler","queue",{"title":2195,"description":2196,"path":2197,"category":2115,"updatedAt":1876,"sourceType":1360,"tags":2198},"Dashboard 的 SecretRef token、sessionStorage 和非 token 化 URL 应该怎么理解","基于最新官方 Dashboard 文档，解释 openclaw dashboard 在普通 token、SecretRef token 和远程入口下分别如何引导认证，以及为什么当前浏览器标签页的 sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[1388,1595,2199,2200,1594],"secretref","sessionStorage",{"title":2202,"description":2203,"path":2204,"category":2205,"updatedAt":1299,"sourceType":1360,"tags":2206},"调试、运行时覆盖与开发排障","基于官方 debugging 和 FAQ 文档，整理 `/debug`、watch 模式、dev profile 以及排查流式输出异常时最值得先看的入口。","/docs/reference/debugging-and-runtime-overrides","排错",[2207,2208,2209,1957,1714],"debugging","debug","runtime-overrides",{"title":2211,"description":2212,"path":2213,"category":2115,"updatedAt":1492,"sourceType":1360,"tags":2214},"Diagnostics flags 和定向日志应该怎么用","基于最新官方 Diagnostics Flags 与 Logging 文档，解释 OpenClaw 如何用 diagnostics.flags 和 OPENCLAW_DIAGNOSTICS 打开定向调试日志，以及为什么这比全局 verbose 更适合长期排障。","/docs/reference/diagnostics-flags-and-targeted-logs",[2127,2215,2216,2208,2121],"logging","flags",{"title":2218,"description":2219,"path":2220,"category":2115,"updatedAt":1492,"sourceType":1360,"tags":2221},"dmScope 和 identityLinks 应该怎么一起用","基于最新官方会话管理文档，解释 OpenClaw 的 dmScope 四种模式、identityLinks 的真实作用，以及为什么多人 DM、跨渠道私聊和多账户环境不能只改一个开关。","/docs/reference/dm-scope-and-identity-links",[1513,2222,2223,1495,2121],"dmScope","identityLinks",{"title":2225,"description":2226,"path":2227,"category":2115,"updatedAt":1492,"sourceType":1360,"tags":2228},"doctor 的 repair、force 和 non-interactive 应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 之间各自会做什么，避免把修复模式混成“越猛越好”。","/docs/reference/doctor-repair-modes",[1957,1958,2127,2229,2121],"migrations",{"title":2231,"description":2232,"path":2233,"category":2115,"updatedAt":1492,"sourceType":1360,"tags":2234},"环境变量从哪里来，优先级怎么排","基于最新官方 Environment Variables 与 Configuration 文档，解释 OpenClaw 会从哪些来源读取环境变量、为什么默认不覆盖已有值，以及 `.env`、config env 和 shell import 之间真正的优先级。","/docs/reference/env-sources-and-precedence",[1819,1345,1521,2235,2121],"shell",{"title":2237,"description":2238,"path":2239,"category":2115,"updatedAt":1441,"sourceType":1328,"tags":2240},"如何结合官方文档、GitHub 和中文渠道跟踪 OpenClaw","把官方文档、GitHub Releases、Issues、中文教程站、媒体报道和中文社区解读放到同一套可信度框架里，减少信息滞后和误读。","/docs/reference/external-sources-and-trust-levels",[2241,2033,1565,2242,2035],"sources","trust",{"title":2244,"description":2245,"path":2246,"category":2115,"updatedAt":1400,"sourceType":1360,"tags":2247},"Gateway 命令与 RPC 该怎么用","基于最新官方 CLI Reference 与 Gateway protocol 文档，整理 openclaw gateway 子命令、RPC 调用边界、显式凭据要求，以及为什么它更适合被当成控制面入口而不是随手脚本助手。","/docs/reference/gateway-cli-and-rpc",[1331,2248,1778,1884,1487],"rpc",{"title":2250,"description":2251,"path":2252,"category":2115,"updatedAt":1492,"sourceType":1360,"tags":2253},"Gateway-owned pairing 和 device pairing 有什么区别","基于最新官方 Pairing 与 Gateway-owned pairing 文档，解释 node.pair.* 这套旧式网关配对和当前 WS device pairing 的真实边界，避免把两套授权机制混成一套。","/docs/reference/gateway-owned-pairing-vs-device-pairing",[1645,1646,1331,1486,2121],{"title":2255,"description":2256,"path":2257,"category":2115,"updatedAt":1876,"sourceType":1360,"tags":2258},"Gateway 为什么是 session source of truth","基于最新官方 Session 文档，解释 OpenClaw 的 session store、JSONL transcript、token 计数和 UI 查询为什么都应围绕 Gateway 理解，避免把本地浏览器、WebChat 或 operator 设备误当成真实状态源。","/docs/reference/gateway-session-source-of-truth",[1513,1331,1456,1388,2121],{"title":2260,"description":2261,"path":2262,"category":2115,"updatedAt":1519,"sourceType":1360,"tags":2263},"Gateway WebSocket 的 role 和 scope 应该怎么理解","基于最新官方 Gateway Protocol 文档，解释 OpenClaw 的 WebSocket 握手里 role、scopes、client mode 和协议版本各自在声明什么，以及为什么这条连接已经是统一控制面而不只是聊天通道。","/docs/reference/gateway-ws-roles-and-scopes",[1331,1884,2264,2265,2121],"protocol","scopes",{"title":2267,"description":2268,"path":2269,"category":2115,"updatedAt":1509,"sourceType":1360,"tags":2270},"groupPolicy、allowlist 和 mention gating 的顺序应该怎么理解","基于最新官方 Groups、Group Messages 和 Messages 文档，解释 OpenClaw 在群聊里如何按 groupPolicy、群组 allowlist 和 mention gating 三层顺序决定消息是丢弃、只进上下文，还是正式触发回复。","/docs/reference/group-policy-and-mention-gating-order",[1512,2271,1495,1731,1664],"mention",{"title":2273,"description":2274,"path":2275,"category":2115,"updatedAt":1519,"sourceType":1360,"tags":2276},"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",[1931,2277,2278,2279,2121],"visibility","activeHours","alerts",{"title":2281,"description":2282,"path":2283,"category":2115,"updatedAt":1509,"sourceType":1360,"tags":2284},"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",[1878,1884,2285,1331,2121],"sdk",{"title":2287,"description":2288,"path":2289,"category":2115,"updatedAt":1509,"sourceType":1360,"tags":2290},"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",[1345,2291,1908,2292,2121],"include","arrays",{"title":2294,"description":2295,"path":2296,"category":2115,"updatedAt":1492,"sourceType":1360,"tags":2297},"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",[1751,2298,1620,1312,2121],"invoke",{"title":2300,"description":2301,"path":2302,"category":2115,"updatedAt":1519,"sourceType":1360,"tags":2303},"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",[1335,2304,2305,2306,2307,2121],"hybrid-search","ranking","mmr","retrieval",{"title":2309,"description":2310,"path":2311,"category":2115,"updatedAt":1441,"sourceType":1360,"tags":2312},"models status --probe 和 auth profiles 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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",[2207,2332,1714,1605,1677],"raw-stream",{"title":2334,"description":2335,"path":2336,"category":2115,"updatedAt":1519,"sourceType":1360,"tags":2337},"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",[1402,2338,1594,1331,2121],"tlsFingerprint",{"title":2340,"description":2341,"path":2342,"category":2115,"updatedAt":1519,"sourceType":1360,"tags":2343},"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",[1512,2344,2345,2346,2121],"mentions","pending-history","reply",{"title":2348,"description":2349,"path":2350,"category":2115,"updatedAt":1492,"sourceType":1360,"tags":2351},"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",[2352,2353,2354,1605,2121],"secrets","secretrefs","runtime",{"title":2356,"description":2357,"path":2358,"category":2115,"updatedAt":1509,"sourceType":1360,"tags":2359},"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",[1513,1354,2222,1645,1731],{"title":2361,"description":2362,"path":2363,"category":2115,"updatedAt":2364,"sourceType":1360,"tags":2365},"session JSONL、compaction entry 和 branch summary 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最近最值得关注的变化不是又多了一个命令，而是它们已经开始承担受控审批入口。","/news/openclaw-channel-approval-clients-watch-2026-03-24",[1540,1542,1620,1333,2048],{"title":2718,"description":2719,"path":2720,"category":2535,"date":1327,"updatedAt":1327,"sourceType":1565,"source":2721,"tags":2722},"OpenClaw 在中国 AI 生态中的位置：从中文教程热到本地化能力竞赛","基于 2026 年 3 月 16 日整理素材，梳理 OpenClaw 在中国 AI 生态里的关注点：本地部署、中文模型接入、数据安全与本土服务集成。","/news/openclaw-china-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-china-ai-ecosystem-analysis.md",[2412,1566,2538,2492],{"title":2724,"description":2725,"path":2726,"category":2677,"date":1441,"updatedAt":1441,"sourceType":1360,"source":2727,"tags":2728},"OpenClaw ClawHub 观察：sync、lockfile 与最小 telemetry 让技能注册表更像正式分发生态","基于 2026 年 3 月 24 日可见的官方 ClawHub 文档，最近最值得关注的变化不是“技能数量”，而是技能分发、版本记录和同步行为正在更像一套正式 registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[1548,1346,1557,1558,2729,1549],"telemetry",{"title":2731,"description":2732,"path":2733,"category":2477,"date":1400,"updatedAt":1400,"sourceType":1360,"source":2734,"tags":2735},"OpenClaw CLI 观察：命令行已经不只是辅助工具，而是在慢慢收敛成正式控制面","基于 2026 年 3 月 21 日可见的官方 CLI Reference、Gateway protocol 与 Dashboard 文档，整理最近最值得中文站关注的 CLI 变化：status/health/logs 分层、gateway RPC 边界，以及 Dashboard 和 CLI 之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[1778,1331,2248,1487,1353],{"title":2737,"description":2738,"path":2739,"category":2677,"date":1492,"updatedAt":1492,"sourceType":1360,"source":2740,"tags":2741},"OpenClaw 的配置分层边界越来越清楚","官方最近围绕 Environment Variables、Configuration、Logging 和 Debugging 的文档更新，正在把正式配置、env 注入和一次性 override 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与更明确的管理面边界。","/news/openclaw-control-surface-watch-2026-03-21","https://docs.openclaw.ai/web/control-ui",[1574,1388,1916,1645,1402],{"title":2756,"description":2757,"path":2758,"category":2677,"date":1876,"updatedAt":1876,"sourceType":1360,"source":2691,"tags":2759},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 环境里的引导行为，也让它更像正式控制面入口。","/news/openclaw-dashboard-bootstrap-watch-2026-03-26",[1388,2760,2199,1594,1574],"bootstrap",{"title":2762,"description":2763,"path":2764,"category":2677,"date":1441,"updatedAt":1441,"sourceType":1360,"source":2691,"tags":2765},"OpenClaw Web 控制面观察：Dashboard 与 WebChat 的认证引导和回流边界正在变清楚","基于 2026 年 3 月 24 日可见的官方 dashboard CLI、Web Dashboard 与 WebChat 文档，最近 Web 控制面最值得关注的变化是认证引导、SecretRef token 处理和 WebChat 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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",[1633,1335,1833,2748,1757],{"title":2863,"description":2864,"path":2865,"category":2677,"date":1492,"updatedAt":1492,"sourceType":1360,"source":2866,"tags":2867},"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",[2036,1923,1633,1924,1353],{"title":2869,"description":2870,"path":2871,"category":1298,"date":2478,"updatedAt":1384,"sourceType":1307,"source":1305,"tags":2872},"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",[2033,2106,2034,1346,1354],{"title":2874,"description":2875,"path":2876,"category":2677,"date":1441,"updatedAt":1441,"sourceType":1360,"source":2877,"tags":2878},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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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",[2852,1335,1603,2889,2890],"vector-search","knowledge",{"title":2892,"description":2893,"path":2894,"category":2677,"date":1509,"updatedAt":1509,"sourceType":1360,"source":2895,"tags":2896},"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",[2271,1512,1540,1542,1611],{"title":2898,"description":2899,"path":2900,"category":2677,"date":1492,"updatedAt":1492,"sourceType":1360,"source":2901,"tags":2902},"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",[1664,1456,1495,1668,1333],{"title":2904,"description":2905,"path":2906,"category":2677,"date":1441,"updatedAt":1441,"sourceType":1360,"source":2734,"tags":2907},"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",[1449,2313,1605,1594,1995],{"title":2909,"description":2910,"path":2911,"category":2677,"date":1509,"updatedAt":1509,"sourceType":1360,"source":2912,"tags":2913},"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",[1486,1644,1331,1645,1646],{"title":2915,"description":2916,"path":2917,"category":2477,"date":1400,"updatedAt":1400,"sourceType":1360,"source":2918,"tags":2919},"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",[1387,2461,2920,2462,2036],"install",{"title":2922,"description":2923,"path":2924,"category":2677,"date":1876,"updatedAt":1876,"sourceType":1360,"source":2753,"tags":2925},"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",[2048,1596,1574,1645,1402],{"title":2927,"description":2928,"path":2929,"category":2677,"date":1519,"updatedAt":1519,"sourceType":1360,"source":2930,"tags":2931},"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",[1388,1456,1884,2048,1487],{"title":2933,"description":2934,"path":2935,"category":2677,"date":1509,"updatedAt":1509,"sourceType":1360,"source":2777,"tags":2936},"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",[1645,2151,1333,2152,1353],{"title":2938,"description":2939,"path":2940,"category":2477,"date":1400,"updatedAt":1400,"sourceType":1360,"source":2941,"tags":2942},"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",[1434,1566,1435,1565,1567],{"title":2944,"description":2945,"path":2946,"category":2677,"date":1441,"updatedAt":1441,"sourceType":1360,"source":2947,"tags":2948},"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",[1434,1548,2325,2326,2035],{"title":2950,"description":2951,"path":2952,"category":2677,"date":1441,"updatedAt":1441,"sourceType":1360,"source":2953,"tags":2954},"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",[1750,1751,1312,1620,1310],{"title":2956,"description":2957,"path":2958,"category":2677,"date":1519,"updatedAt":1519,"sourceType":1360,"source":2959,"tags":2960},"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",[1605,1449,1486,1594,1757],{"title":2962,"description":2963,"path":2964,"category":2677,"date":1519,"updatedAt":1519,"sourceType":1360,"source":2965,"tags":2966},"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",[1605,2120,1449,1331,1353],{"title":2968,"description":2969,"path":2970,"category":2477,"date":1400,"updatedAt":1400,"sourceType":1360,"source":1240,"tags":2971},"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",[2033,2034,2036,2035],{"title":2973,"description":2974,"path":2975,"category":2677,"date":1492,"updatedAt":1492,"sourceType":1360,"source":2691,"tags":2976},"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",[1388,1645,1486,1402,1938],{"title":2978,"description":2979,"path":2980,"category":2677,"date":1509,"updatedAt":1509,"sourceType":1360,"source":2981,"tags":2982},"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",[1495,1494,2983,1333,574],"threads",{"title":2985,"description":2986,"path":2987,"category":2677,"date":1509,"updatedAt":1509,"sourceType":1360,"source":2988,"tags":2989},"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",[2353,2990,2991,2352,1353],"snapshot","rotation",{"title":2993,"description":2994,"path":2995,"category":2677,"date":1509,"updatedAt":1509,"sourceType":1360,"source":2860,"tags":2996},"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",[1513,1354,2222,1645,2074],{"title":2998,"description":2999,"path":3000,"category":2677,"date":1441,"updatedAt":1441,"sourceType":1360,"source":3001,"tags":3002},"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",[1354,2059,2061,2060,1353],{"title":3004,"description":3005,"path":3006,"category":3007,"date":1327,"updatedAt":1327,"sourceType":1565,"source":3008,"tags":3009},"OpenClaw 安全与合规话题升温：中文团队更在意可审计与本地数据边界","基于 2026 年 3 月 16 日安全方向临时稿，整理 OpenClaw 在中文环境下最受关注的安全议题，包括本地运行、合规要求、可审计性与金融等高敏行业采用。","/news/openclaw-security-compliance-watch-2026-03-16","安全观察","content/tmp/2026-03-16/openclaw-security-audit-milestone.md",[1354,3010,1677,1352],"compliance",{"title":3012,"description":3013,"path":3014,"category":2677,"date":1492,"updatedAt":1492,"sourceType":1360,"source":2988,"tags":3015},"OpenClaw 的安全运维边界继续细化","官方最近围绕 Secrets、approvals forwarding、trusted proxy 和 Control UI 降级开关的文档，正在把安全问题从抽象原则推向更可执行的运维边界。","/news/openclaw-security-ops-watch-2026-03-22",[1354,2352,1620,3016,1353],"proxy",{"title":3018,"description":3019,"path":3020,"category":2677,"date":2364,"updatedAt":2364,"sourceType":1360,"source":3021,"tags":3022},"OpenClaw 正在把 session transcript 从 JSONL 文件写成结构化会话事实层","官方最近新增的 Session Management Deep Dive 文档，把 session header、message tree、compaction entry 和 branch summary 这几层边界写得更清楚了。","/news/openclaw-session-jsonl-deep-dive-watch-2026-04-01","https://docs.openclaw.ai/reference/session-management-compaction",[1513,2367,1833,2366,1331],{"title":3024,"description":3025,"path":3026,"category":2677,"date":2364,"updatedAt":2364,"sourceType":1360,"source":3027,"tags":3028},"OpenClaw 的 sessions CLI 正在从会话列表命令长成 store 巡检入口","官方最近把 sessions CLI 的 scope、all-agents、active 和显式 store 路径写得更完整了，也让它更适合作为长期运维里的 session store 巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[1633,1778,2373,2059,1353],{"title":3030,"description":3031,"path":3032,"category":2677,"date":1509,"updatedAt":1509,"sourceType":1360,"source":3033,"tags":3034},"OpenClaw 正在把 shared inbox 明确限定为协作硬化，而不是多租户承诺","官方最新 security audit 文档正在更明确地区分协作型 shared inbox 与互不信任多租户环境，并把 secure DM、sandbox 和 workspace-scoped access 组合成更完整的加固建议。","/news/openclaw-shared-inbox-trust-model-watch-2026-03-25","https://docs.openclaw.ai/cli/security",[1354,2074,2075,3035,1331],"sandbox",{"title":3037,"description":3038,"path":3039,"category":2477,"date":1400,"updatedAt":1400,"sourceType":1360,"source":2850,"tags":3040},"OpenClaw 官方 Showcase 更新：Telegram PR 反馈、酒窖 Skill 与 Tesco 自动购物成为新样板","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的三个社区案例，观察 OpenClaw 在评审、个人数据库和购物自动化上的真实落地方式。","/news/openclaw-showcase-watch-2026-03-21",[2852,1565,1540,1346,1313],{"title":3042,"description":3043,"path":3044,"category":2677,"date":1519,"updatedAt":1519,"sourceType":1360,"source":3033,"tags":3045},"OpenClaw 正在把团队入口治理拆成更细的几层","官方最近围绕 security audit、session、broadcast groups 和 channel routing 的文档更新，正在把 shared-user ingress、identityLinks、broadcast precedence 和 shared inbox 硬化拆成更清楚的治理面。","/news/openclaw-team-ingress-governance-watch-2026-03-29",[2074,2223,1511,1495,1354],{"title":3047,"description":3048,"path":3049,"category":2677,"date":2364,"updatedAt":2364,"sourceType":1360,"source":3050,"tags":3051},"OpenClaw 正在把 transcript hygiene 从隐藏兼容层写成正式参考边界","官方最近单独写出 Transcript Hygiene 文档后，tool call 修补、图片清理和 provider fixups 不再只是内部细节，而成了更清楚的运行前兼容层。","/news/openclaw-transcript-hygiene-watch-2026-04-01","https://docs.openclaw.ai/zh-CN/reference/transcript-hygiene",[2366,1605,2392,2393,3052],"compatibility",{"title":3054,"description":3055,"path":3056,"category":2677,"date":1441,"updatedAt":1441,"sourceType":1360,"source":2710,"tags":3057},"OpenClaw 远程入口观察：trusted-proxy 正在被官方明确定义为高收益但高责任模式","基于 2026 年 3 月 24 日可见的官方 trusted-proxy auth 文档，最近最值得关注的不是怎么把页面转发出来，而是 OpenClaw 正在主动强调 trusted-proxy 的安全责任转移。","/news/openclaw-trusted-proxy-risk-watch-2026-03-24",[2094,1354,1402,1331,1594],{"title":3059,"description":3060,"path":3061,"category":2677,"date":1876,"updatedAt":1876,"sourceType":1360,"source":2825,"tags":3062},"OpenClaw 的 UI 和 API 排障正在越来越像按层定位，而不是猜谁错了","官方最新 Session、WebChat 和 API 文档共同强化了一条思路：状态冲突时先回到 Gateway 事实层，再区分 UI 投影视图和 API 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