[{"data":1,"prerenderedAt":4066},["ShallowReactive",2],{"docs:getting-started/first-agent":3,"content-manifest":1420},{"id":4,"title":5,"body":6,"category":1404,"date":1405,"description":1406,"extension":1407,"meta":1408,"navigation":780,"path":1409,"seo":1410,"source":1405,"sourceName":1405,"sourceType":1411,"stem":1412,"tags":1413,"updatedAt":1418,"__hash__":1419},"docs/docs/getting-started/first-agent.md","创建第一个 Agent",{"type":7,"value":8,"toc":1369},"minimark",[9,13,17,22,25,41,44,49,52,67,70,74,77,96,99,177,180,183,186,197,200,207,215,218,420,424,427,431,434,500,504,507,626,629,632,697,700,703,720,723,727,730,734,748,752,821,824,827,864,868,871,874,877,936,939,942,1071,1074,1077,1080,1138,1141,1145,1223,1227,1230,1256,1259,1263,1266,1280,1284,1286,1302,1305,1307,1318,1322,1324,1335,1338,1365],[10,11,5],"h1",{"id":12},"创建第一个-agent",[14,15,16],"p",{},"完成 OpenClaw 安装和 onboarding 后，下一步就是创建你的第一个 Agent。这一页会带你理解 Agent 是什么、如何创建、以及如何让它真正\"动起来\"。",[18,19,21],"h2",{"id":20},"agent-是什么","Agent 是什么",[14,23,24],{},"在 OpenClaw 里，Agent 可以理解为一个\"有身份、有记忆、能调用工具\"的助手实例。它不是单纯的聊天窗口，而是：",[26,27,28,32,35,38],"ul",{},[29,30,31],"li",{},"有自己的名字和角色设定",[29,33,34],{},"能记住之前的对话上下文",[29,36,37],{},"可以调用你配置的工具和技能",[29,39,40],{},"能接入不同的消息渠道",[14,42,43],{},"一个 OpenClaw 实例可以运行多个 Agent，每个 Agent 可以有不同的配置和能力。",[45,46,48],"h3",{"id":47},"agent-与-gateway-的关系","Agent 与 Gateway 的关系",[14,50,51],{},"理解 Agent 和 Gateway 的区别是关键：",[26,53,54,61],{},[29,55,56,60],{},[57,58,59],"strong",{},"Gateway"," 是整个系统的运行中枢，负责接收请求、路由、调用模型和管理状态",[29,62,63,66],{},[57,64,65],{},"Agent"," 是运行在 Gateway 之上的具体助手实例，决定\"谁在工作\"",[14,68,69],{},"简单说：Gateway 是引擎，Agent 是驾驶这辆引擎的司机。",[18,71,73],{"id":72},"创建-agent-的最简方式","创建 Agent 的最简方式",[14,75,76],{},"最简单的方式是通过 Control UI 创建：",[78,79,80,87,90,93],"ol",{},[29,81,82,83],{},"打开 dashboard：",[84,85,86],"code",{},"openclaw dashboard",[29,88,89],{},"进入 Agents 页面",[29,91,92],{},"点击\"Create New Agent\"",[29,94,95],{},"填写基本信息",[45,97,98],{"id":98},"基本配置项",[100,101,106],"pre",{"className":102,"code":103,"language":104,"meta":105,"style":105},"language-json shiki shiki-themes github-light github-dark","{\n  \"name\": \"我的助手\",\n  \"description\": \"一个简单的个人助手\",\n  \"model\": \"gpt-4\",\n  \"systemPrompt\": \"你是一个友好的个人助手，帮助用户处理日常任务。\"\n}\n","json","",[84,107,108,117,134,147,160,171],{"__ignoreMap":105},[109,110,113],"span",{"class":111,"line":112},"line",1,[109,114,116],{"class":115},"sVt8B","{\n",[109,118,120,124,127,131],{"class":111,"line":119},2,[109,121,123],{"class":122},"sj4cs","  \"name\"",[109,125,126],{"class":115},": ",[109,128,130],{"class":129},"sZZnC","\"我的助手\"",[109,132,133],{"class":115},",\n",[109,135,137,140,142,145],{"class":111,"line":136},3,[109,138,139],{"class":122},"  \"description\"",[109,141,126],{"class":115},[109,143,144],{"class":129},"\"一个简单的个人助手\"",[109,146,133],{"class":115},[109,148,150,153,155,158],{"class":111,"line":149},4,[109,151,152],{"class":122},"  \"model\"",[109,154,126],{"class":115},[109,156,157],{"class":129},"\"gpt-4\"",[109,159,133],{"class":115},[109,161,163,166,168],{"class":111,"line":162},5,[109,164,165],{"class":122},"  \"systemPrompt\"",[109,167,126],{"class":115},[109,169,170],{"class":129},"\"你是一个友好的个人助手，帮助用户处理日常任务。\"\n",[109,172,174],{"class":111,"line":173},6,[109,175,176],{"class":115},"}\n",[14,178,179],{},"这些是最基础的配置，创建后 Agent 就可以开始对话了。",[45,181,182],{"id":182},"创建后的验证",[14,184,185],{},"创建完成后，建议做这些检查：",[26,187,188,191,194],{},[29,189,190],{},"在 Agents 列表中能看到新创建的 Agent",[29,192,193],{},"在对话界面中能发送消息并收到回复",[29,195,196],{},"Agent 回复的内容与你设定的 systemPrompt 一致",[18,198,199],{"id":199},"通过配置文件创建",[14,201,202,203,206],{},"如果你更喜欢用配置文件管理，可以直接编辑 ",[84,204,205],{},"~/.openclaw/agents/"," 目录：",[100,208,213],{"className":209,"code":211,"language":212,"meta":105},[210],"language-text","~/.openclaw/agents/\n├── default.json\n├── work-assistant.json\n└── study-buddy.json\n","text",[84,214,211],{"__ignoreMap":105},[14,216,217],{},"一个完整的 Agent 配置示例：",[100,219,221],{"className":102,"code":220,"language":104,"meta":105,"style":105},"{\n  \"id\": \"work-assistant\",\n  \"name\": \"工作助手\",\n  \"description\": \"帮助处理工作相关的任务\",\n  \"model\": \"gpt-4\",\n  \"systemPrompt\": \"你是一个专业的工作助手。你的职责是：\n1. 帮助整理工作思路\n2. 起草邮件和文档\n3. 提醒重要事项\n4. 回答工作相关问题\",\n  \"skills\": [\"calendar\", \"email\", \"notes\"],\n  \"memory\": {\n    \"enabled\": true,\n    \"type\": \"conversation\"\n  },\n  \"tools\": {\n    \"enabled\": true,\n    \"requireApproval\": [\"delete\", \"send\"]\n  }\n}\n",[84,222,223,227,239,250,261,271,280,286,292,298,306,332,341,354,365,371,379,390,409,415],{"__ignoreMap":105},[109,224,225],{"class":111,"line":112},[109,226,116],{"class":115},[109,228,229,232,234,237],{"class":111,"line":119},[109,230,231],{"class":122},"  \"id\"",[109,233,126],{"class":115},[109,235,236],{"class":129},"\"work-assistant\"",[109,238,133],{"class":115},[109,240,241,243,245,248],{"class":111,"line":136},[109,242,123],{"class":122},[109,244,126],{"class":115},[109,246,247],{"class":129},"\"工作助手\"",[109,249,133],{"class":115},[109,251,252,254,256,259],{"class":111,"line":149},[109,253,139],{"class":122},[109,255,126],{"class":115},[109,257,258],{"class":129},"\"帮助处理工作相关的任务\"",[109,260,133],{"class":115},[109,262,263,265,267,269],{"class":111,"line":162},[109,264,152],{"class":122},[109,266,126],{"class":115},[109,268,157],{"class":129},[109,270,133],{"class":115},[109,272,273,275,277],{"class":111,"line":173},[109,274,165],{"class":122},[109,276,126],{"class":115},[109,278,279],{"class":129},"\"你是一个专业的工作助手。你的职责是：\n",[109,281,283],{"class":111,"line":282},7,[109,284,285],{"class":129},"1. 帮助整理工作思路\n",[109,287,289],{"class":111,"line":288},8,[109,290,291],{"class":129},"2. 起草邮件和文档\n",[109,293,295],{"class":111,"line":294},9,[109,296,297],{"class":129},"3. 提醒重要事项\n",[109,299,301,304],{"class":111,"line":300},10,[109,302,303],{"class":129},"4. 回答工作相关问题\"",[109,305,133],{"class":115},[109,307,309,312,315,318,321,324,326,329],{"class":111,"line":308},11,[109,310,311],{"class":122},"  \"skills\"",[109,313,314],{"class":115},": [",[109,316,317],{"class":129},"\"calendar\"",[109,319,320],{"class":115},", ",[109,322,323],{"class":129},"\"email\"",[109,325,320],{"class":115},[109,327,328],{"class":129},"\"notes\"",[109,330,331],{"class":115},"],\n",[109,333,335,338],{"class":111,"line":334},12,[109,336,337],{"class":122},"  \"memory\"",[109,339,340],{"class":115},": {\n",[109,342,344,347,349,352],{"class":111,"line":343},13,[109,345,346],{"class":122},"    \"enabled\"",[109,348,126],{"class":115},[109,350,351],{"class":122},"true",[109,353,133],{"class":115},[109,355,357,360,362],{"class":111,"line":356},14,[109,358,359],{"class":122},"    \"type\"",[109,361,126],{"class":115},[109,363,364],{"class":129},"\"conversation\"\n",[109,366,368],{"class":111,"line":367},15,[109,369,370],{"class":115},"  },\n",[109,372,374,377],{"class":111,"line":373},16,[109,375,376],{"class":122},"  \"tools\"",[109,378,340],{"class":115},[109,380,382,384,386,388],{"class":111,"line":381},17,[109,383,346],{"class":122},[109,385,126],{"class":115},[109,387,351],{"class":122},[109,389,133],{"class":115},[109,391,393,396,398,401,403,406],{"class":111,"line":392},18,[109,394,395],{"class":122},"    \"requireApproval\"",[109,397,314],{"class":115},[109,399,400],{"class":129},"\"delete\"",[109,402,320],{"class":115},[109,404,405],{"class":129},"\"send\"",[109,407,408],{"class":115},"]\n",[109,410,412],{"class":111,"line":411},19,[109,413,414],{"class":115},"  }\n",[109,416,418],{"class":111,"line":417},20,[109,419,176],{"class":115},[18,421,423],{"id":422},"让-agent-有能力","让 Agent 有能力",[14,425,426],{},"创建 Agent 只是第一步。让 Agent 真正有用，需要给它配置能力：",[45,428,430],{"id":429},"添加技能-skills","添加技能 (Skills)",[14,432,433],{},"技能是预定义的能力模块：",[100,435,437],{"className":102,"code":436,"language":104,"meta":105,"style":105},"{\n  \"skills\": [\n    \"web-search\",      // 网页搜索\n    \"weather\",         // 天气查询\n    \"calculator\",      // 计算器\n    \"translator\"       // 翻译\n  ]\n}\n",[84,438,439,443,450,462,473,483,491,496],{"__ignoreMap":105},[109,440,441],{"class":111,"line":112},[109,442,116],{"class":115},[109,444,445,447],{"class":111,"line":119},[109,446,311],{"class":122},[109,448,449],{"class":115},": [\n",[109,451,452,455,458],{"class":111,"line":136},[109,453,454],{"class":129},"    \"web-search\"",[109,456,457],{"class":115},",      ",[109,459,461],{"class":460},"sJ8bj","// 网页搜索\n",[109,463,464,467,470],{"class":111,"line":149},[109,465,466],{"class":129},"    \"weather\"",[109,468,469],{"class":115},",         ",[109,471,472],{"class":460},"// 天气查询\n",[109,474,475,478,480],{"class":111,"line":162},[109,476,477],{"class":129},"    \"calculator\"",[109,479,457],{"class":115},[109,481,482],{"class":460},"// 计算器\n",[109,484,485,488],{"class":111,"line":173},[109,486,487],{"class":129},"    \"translator\"",[109,489,490],{"class":460},"       // 翻译\n",[109,492,493],{"class":111,"line":282},[109,494,495],{"class":115},"  ]\n",[109,497,498],{"class":111,"line":288},[109,499,176],{"class":115},[45,501,503],{"id":502},"添加工具-tools","添加工具 (Tools)",[14,505,506],{},"工具是 Agent 可以调用的外部能力：",[100,508,510],{"className":102,"code":509,"language":104,"meta":105,"style":105},"{\n  \"tools\": [\n    {\n      \"name\": \"read_file\",\n      \"description\": \"读取本地文件内容\",\n      \"type\": \"local\"\n    },\n    {\n      \"name\": \"send_email\",\n      \"description\": \"发送邮件\",\n      \"type\": \"api\",\n      \"requireApproval\": true\n    }\n  ]\n}\n",[84,511,512,516,522,527,539,551,561,566,570,581,592,603,613,618,622],{"__ignoreMap":105},[109,513,514],{"class":111,"line":112},[109,515,116],{"class":115},[109,517,518,520],{"class":111,"line":119},[109,519,376],{"class":122},[109,521,449],{"class":115},[109,523,524],{"class":111,"line":136},[109,525,526],{"class":115},"    {\n",[109,528,529,532,534,537],{"class":111,"line":149},[109,530,531],{"class":122},"      \"name\"",[109,533,126],{"class":115},[109,535,536],{"class":129},"\"read_file\"",[109,538,133],{"class":115},[109,540,541,544,546,549],{"class":111,"line":162},[109,542,543],{"class":122},"      \"description\"",[109,545,126],{"class":115},[109,547,548],{"class":129},"\"读取本地文件内容\"",[109,550,133],{"class":115},[109,552,553,556,558],{"class":111,"line":173},[109,554,555],{"class":122},"      \"type\"",[109,557,126],{"class":115},[109,559,560],{"class":129},"\"local\"\n",[109,562,563],{"class":111,"line":282},[109,564,565],{"class":115},"    },\n",[109,567,568],{"class":111,"line":288},[109,569,526],{"class":115},[109,571,572,574,576,579],{"class":111,"line":294},[109,573,531],{"class":122},[109,575,126],{"class":115},[109,577,578],{"class":129},"\"send_email\"",[109,580,133],{"class":115},[109,582,583,585,587,590],{"class":111,"line":300},[109,584,543],{"class":122},[109,586,126],{"class":115},[109,588,589],{"class":129},"\"发送邮件\"",[109,591,133],{"class":115},[109,593,594,596,598,601],{"class":111,"line":308},[109,595,555],{"class":122},[109,597,126],{"class":115},[109,599,600],{"class":129},"\"api\"",[109,602,133],{"class":115},[109,604,605,608,610],{"class":111,"line":334},[109,606,607],{"class":122},"      \"requireApproval\"",[109,609,126],{"class":115},[109,611,612],{"class":122},"true\n",[109,614,615],{"class":111,"line":343},[109,616,617],{"class":115},"    }\n",[109,619,620],{"class":111,"line":356},[109,621,495],{"class":115},[109,623,624],{"class":111,"line":367},[109,625,176],{"class":115},[45,627,628],{"id":628},"配置记忆",[14,630,631],{},"记忆让 Agent 能记住之前的对话：",[100,633,635],{"className":102,"code":634,"language":104,"meta":105,"style":105},"{\n  \"memory\": {\n    \"enabled\": true,\n    \"type\": \"conversation\",\n    \"maxTokens\": 4000,\n    \"includeSystemPrompt\": true\n  }\n}\n",[84,636,637,641,647,657,668,680,689,693],{"__ignoreMap":105},[109,638,639],{"class":111,"line":112},[109,640,116],{"class":115},[109,642,643,645],{"class":111,"line":119},[109,644,337],{"class":122},[109,646,340],{"class":115},[109,648,649,651,653,655],{"class":111,"line":136},[109,650,346],{"class":122},[109,652,126],{"class":115},[109,654,351],{"class":122},[109,656,133],{"class":115},[109,658,659,661,663,666],{"class":111,"line":149},[109,660,359],{"class":122},[109,662,126],{"class":115},[109,664,665],{"class":129},"\"conversation\"",[109,667,133],{"class":115},[109,669,670,673,675,678],{"class":111,"line":162},[109,671,672],{"class":122},"    \"maxTokens\"",[109,674,126],{"class":115},[109,676,677],{"class":122},"4000",[109,679,133],{"class":115},[109,681,682,685,687],{"class":111,"line":173},[109,683,684],{"class":122},"    \"includeSystemPrompt\"",[109,686,126],{"class":115},[109,688,612],{"class":122},[109,690,691],{"class":111,"line":282},[109,692,414],{"class":115},[109,694,695],{"class":111,"line":288},[109,696,176],{"class":115},[45,698,699],{"id":699},"能力配置的先后顺序",[14,701,702],{},"给 Agent 加能力时，建议按这个顺序逐步添加：",[78,704,705,708,711,714,717],{},[29,706,707],{},"先配好基础模型和 systemPrompt",[29,709,710],{},"添加 1-2 个最核心的技能，测试是否生效",[29,712,713],{},"确认记忆功能按预期工作",[29,715,716],{},"再逐步添加工具和其他技能",[29,718,719],{},"最后接入渠道",[14,721,722],{},"不要一口气把所有能力都配上去。每加一个能力就验证一次，这样出问题时能更快定位。",[18,724,726],{"id":725},"测试你的-agent","测试你的 Agent",[14,728,729],{},"创建后，先在本地测试：",[45,731,733],{"id":732},"通过-control-ui-测试","通过 Control UI 测试",[78,735,736,739,742,745],{},[29,737,738],{},"在 Agents 列表找到你的 Agent",[29,740,741],{},"点击进入对话界面",[29,743,744],{},"尝试一些基本问题",[29,746,747],{},"观察回复是否符合预期",[45,749,751],{"id":750},"通过-cli-测试","通过 CLI 测试",[100,753,757],{"className":754,"code":755,"language":756,"meta":105,"style":105},"language-bash shiki shiki-themes github-light github-dark","# 列出所有 Agent\nopenclaw agents list\n\n# 与特定 Agent 对话\nopenclaw chat --agent work-assistant\n\n# 检查 Agent 状态\nopenclaw agent status work-assistant\n","bash",[84,758,759,764,776,782,787,800,804,809],{"__ignoreMap":105},[109,760,761],{"class":111,"line":112},[109,762,763],{"class":460},"# 列出所有 Agent\n",[109,765,766,770,773],{"class":111,"line":119},[109,767,769],{"class":768},"sScJk","openclaw",[109,771,772],{"class":129}," agents",[109,774,775],{"class":129}," list\n",[109,777,778],{"class":111,"line":136},[109,779,781],{"emptyLinePlaceholder":780},true,"\n",[109,783,784],{"class":111,"line":149},[109,785,786],{"class":460},"# 与特定 Agent 对话\n",[109,788,789,791,794,797],{"class":111,"line":162},[109,790,769],{"class":768},[109,792,793],{"class":129}," chat",[109,795,796],{"class":122}," --agent",[109,798,799],{"class":129}," work-assistant\n",[109,801,802],{"class":111,"line":173},[109,803,781],{"emptyLinePlaceholder":780},[109,805,806],{"class":111,"line":282},[109,807,808],{"class":460},"# 检查 Agent 状态\n",[109,810,811,813,816,819],{"class":111,"line":288},[109,812,769],{"class":768},[109,814,815],{"class":129}," agent",[109,817,818],{"class":129}," status",[109,820,799],{"class":129},[45,822,823],{"id":823},"测试检查清单",[14,825,826],{},"完成基础测试后，逐条确认：",[26,828,831,840,846,852,858],{"className":829},[830],"contains-task-list",[29,832,835,839],{"className":833},[834],"task-list-item",[836,837],"input",{"disabled":780,"type":838},"checkbox"," Agent 能正确理解并执行 systemPrompt 中的指令",[29,841,843,845],{"className":842},[834],[836,844],{"disabled":780,"type":838}," 配置的技能能在对话中被正确触发",[29,847,849,851],{"className":848},[834],[836,850],{"disabled":780,"type":838}," 记忆功能生效，上下轮对话能衔接",[29,853,855,857],{"className":854},[834],[836,856],{"disabled":780,"type":838}," 如果配置了工具，工具调用正常返回结果",[29,859,861,863],{"className":860},[834],[836,862],{"disabled":780,"type":838}," 多个 Agent 之间不互相干扰",[18,865,867],{"id":866},"agent-设计模式","Agent 设计模式",[14,869,870],{},"在实际使用中，几种常见的 Agent 设计模式值得了解：",[45,872,873],{"id":873},"通用助手型",[14,875,876],{},"一个 Agent 处理所有日常需求。适合个人使用场景。",[100,878,880],{"className":102,"code":879,"language":104,"meta":105,"style":105},"{\n  \"name\": \"通用助手\",\n  \"systemPrompt\": \"你是一个通用的个人助手，帮助用户处理日常任务。\",\n  \"skills\": [\"web-search\", \"weather\", \"notes\", \"calendar\"]\n}\n",[84,881,882,886,897,908,932],{"__ignoreMap":105},[109,883,884],{"class":111,"line":112},[109,885,116],{"class":115},[109,887,888,890,892,895],{"class":111,"line":119},[109,889,123],{"class":122},[109,891,126],{"class":115},[109,893,894],{"class":129},"\"通用助手\"",[109,896,133],{"class":115},[109,898,899,901,903,906],{"class":111,"line":136},[109,900,165],{"class":122},[109,902,126],{"class":115},[109,904,905],{"class":129},"\"你是一个通用的个人助手，帮助用户处理日常任务。\"",[109,907,133],{"class":115},[109,909,910,912,914,917,919,922,924,926,928,930],{"class":111,"line":149},[109,911,311],{"class":122},[109,913,314],{"class":115},[109,915,916],{"class":129},"\"web-search\"",[109,918,320],{"class":115},[109,920,921],{"class":129},"\"weather\"",[109,923,320],{"class":115},[109,925,328],{"class":129},[109,927,320],{"class":115},[109,929,317],{"class":129},[109,931,408],{"class":115},[109,933,934],{"class":111,"line":162},[109,935,176],{"class":115},[45,937,938],{"id":938},"角色分离型",[14,940,941],{},"按职责拆分为多个 Agent，每个负责特定领域。",[100,943,945],{"className":102,"code":944,"language":104,"meta":105,"style":105},"{\n  \"agents\": {\n    \"work-assistant\": {\n      \"name\": \"工作助手\",\n      \"systemPrompt\": \"专注工作相关任务，包括邮件、文档和项目管理。\",\n      \"skills\": [\"email\", \"calendar\", \"tasks\"]\n    },\n    \"study-buddy\": {\n      \"name\": \"学习伙伴\",\n      \"systemPrompt\": \"帮助用户学习和研究，解释概念和推荐资源。\",\n      \"skills\": [\"web-search\", \"wikipedia\", \"notes\"]\n    }\n  }\n}\n",[84,946,947,951,958,965,975,987,1007,1011,1018,1029,1040,1059,1063,1067],{"__ignoreMap":105},[109,948,949],{"class":111,"line":112},[109,950,116],{"class":115},[109,952,953,956],{"class":111,"line":119},[109,954,955],{"class":122},"  \"agents\"",[109,957,340],{"class":115},[109,959,960,963],{"class":111,"line":136},[109,961,962],{"class":122},"    \"work-assistant\"",[109,964,340],{"class":115},[109,966,967,969,971,973],{"class":111,"line":149},[109,968,531],{"class":122},[109,970,126],{"class":115},[109,972,247],{"class":129},[109,974,133],{"class":115},[109,976,977,980,982,985],{"class":111,"line":162},[109,978,979],{"class":122},"      \"systemPrompt\"",[109,981,126],{"class":115},[109,983,984],{"class":129},"\"专注工作相关任务，包括邮件、文档和项目管理。\"",[109,986,133],{"class":115},[109,988,989,992,994,996,998,1000,1002,1005],{"class":111,"line":173},[109,990,991],{"class":122},"      \"skills\"",[109,993,314],{"class":115},[109,995,323],{"class":129},[109,997,320],{"class":115},[109,999,317],{"class":129},[109,1001,320],{"class":115},[109,1003,1004],{"class":129},"\"tasks\"",[109,1006,408],{"class":115},[109,1008,1009],{"class":111,"line":282},[109,1010,565],{"class":115},[109,1012,1013,1016],{"class":111,"line":288},[109,1014,1015],{"class":122},"    \"study-buddy\"",[109,1017,340],{"class":115},[109,1019,1020,1022,1024,1027],{"class":111,"line":294},[109,1021,531],{"class":122},[109,1023,126],{"class":115},[109,1025,1026],{"class":129},"\"学习伙伴\"",[109,1028,133],{"class":115},[109,1030,1031,1033,1035,1038],{"class":111,"line":300},[109,1032,979],{"class":122},[109,1034,126],{"class":115},[109,1036,1037],{"class":129},"\"帮助用户学习和研究，解释概念和推荐资源。\"",[109,1039,133],{"class":115},[109,1041,1042,1044,1046,1048,1050,1053,1055,1057],{"class":111,"line":308},[109,1043,991],{"class":122},[109,1045,314],{"class":115},[109,1047,916],{"class":129},[109,1049,320],{"class":115},[109,1051,1052],{"class":129},"\"wikipedia\"",[109,1054,320],{"class":115},[109,1056,328],{"class":129},[109,1058,408],{"class":115},[109,1060,1061],{"class":111,"line":334},[109,1062,617],{"class":115},[109,1064,1065],{"class":111,"line":343},[109,1066,414],{"class":115},[109,1068,1069],{"class":111,"line":356},[109,1070,176],{"class":115},[14,1072,1073],{},"适合场景：工作和个人使用需求差异大，或需要不同的模型配置。",[45,1075,1076],{"id":1076},"渠道分离型",[14,1078,1079],{},"不同渠道绑定不同的 Agent。",[100,1081,1083],{"className":102,"code":1082,"language":104,"meta":105,"style":105},"{\n  \"routing\": {\n    \"telegram\": \"personal-assistant\",\n    \"discord\": \"community-bot\",\n    \"webchat\": \"default\"\n  }\n}\n",[84,1084,1085,1089,1096,1108,1120,1130,1134],{"__ignoreMap":105},[109,1086,1087],{"class":111,"line":112},[109,1088,116],{"class":115},[109,1090,1091,1094],{"class":111,"line":119},[109,1092,1093],{"class":122},"  \"routing\"",[109,1095,340],{"class":115},[109,1097,1098,1101,1103,1106],{"class":111,"line":136},[109,1099,1100],{"class":122},"    \"telegram\"",[109,1102,126],{"class":115},[109,1104,1105],{"class":129},"\"personal-assistant\"",[109,1107,133],{"class":115},[109,1109,1110,1113,1115,1118],{"class":111,"line":149},[109,1111,1112],{"class":122},"    \"discord\"",[109,1114,126],{"class":115},[109,1116,1117],{"class":129},"\"community-bot\"",[109,1119,133],{"class":115},[109,1121,1122,1125,1127],{"class":111,"line":162},[109,1123,1124],{"class":122},"    \"webchat\"",[109,1126,126],{"class":115},[109,1128,1129],{"class":129},"\"default\"\n",[109,1131,1132],{"class":111,"line":173},[109,1133,414],{"class":115},[109,1135,1136],{"class":111,"line":282},[109,1137,176],{"class":115},[14,1139,1140],{},"适合场景：消息入口的使用场景不同，比如 Telegram 用于个人、Discord 用于团队。",[18,1142,1144],{"id":1143},"常见-agent-配置误区","常见 Agent 配置误区",[1146,1147,1148,1164],"table",{},[1149,1150,1151],"thead",{},[1152,1153,1154,1158,1161],"tr",{},[1155,1156,1157],"th",{},"误区",[1155,1159,1160],{},"问题",[1155,1162,1163],{},"正确做法",[1165,1166,1167,1179,1190,1201,1212],"tbody",{},[1152,1168,1169,1173,1176],{},[1170,1171,1172],"td",{},"systemPrompt 写得过于模糊",[1170,1174,1175],{},"Agent 行为不可控",[1170,1177,1178],{},"明确指定职责、边界和行为规则",[1152,1180,1181,1184,1187],{},[1170,1182,1183],{},"同时开启太多技能",[1170,1185,1186],{},"Agent 上下文混乱",[1170,1188,1189],{},"只开启当前场景真正需要的技能",[1152,1191,1192,1195,1198],{},[1170,1193,1194],{},"所有 Agent 用同一个模型",[1170,1196,1197],{},"资源浪费或能力不足",[1170,1199,1200],{},"根据任务复杂度选择适合的模型",[1152,1202,1203,1206,1209],{},[1170,1204,1205],{},"忽略 memory 配置",[1170,1207,1208],{},"Agent 每次对话都\"失忆\"",[1170,1210,1211],{},"根据场景开启并调优记忆参数",[1152,1213,1214,1217,1220],{},[1170,1215,1216],{},"创建完不测试直接上线",[1170,1218,1219],{},"问题被掩藏到真实使用",[1170,1221,1222],{},"先在本机测试，确认可用再对接渠道",[18,1224,1226],{"id":1225},"多-agent-协作建议","多 Agent 协作建议",[14,1228,1229],{},"当你开始使用多个 Agent 时，注意这几点：",[26,1231,1232,1238,1244,1250],{},[29,1233,1234,1237],{},[57,1235,1236],{},"职责不重叠","：每个 Agent 的职责范围应该清晰区分，避免两个 Agent 处理同一类任务",[29,1239,1240,1243],{},[57,1241,1242],{},"命名有规律","：使用一致的命名规范，方便在 CLI 和配置中管理",[29,1245,1246,1249],{},[57,1247,1248],{},"权限独立","：如果 Agent 使用不同的工具，确保各自的权限配置独立且最小化",[29,1251,1252,1255],{},[57,1253,1254],{},"定期回顾","：运行一段时间后检查各 Agent 的实际使用情况，关闭不必要的 Agent",[18,1257,1258],{"id":1258},"常见问题",[45,1260,1262],{"id":1261},"agent-不回复或回复很慢","Agent 不回复或回复很慢",[14,1264,1265],{},"检查：",[26,1267,1268,1271,1274,1277],{},[29,1269,1270],{},"模型配置是否正确",[29,1272,1273],{},"API 密钥是否有效",[29,1275,1276],{},"网络连接是否正常",[29,1278,1279],{},"Gateway 是否在运行",[45,1281,1283],{"id":1282},"agent-没有记忆","Agent 没有记忆",[14,1285,1265],{},[26,1287,1288,1296,1299],{},[29,1289,1290,1293,1294],{},[84,1291,1292],{},"memory.enabled"," 是否为 ",[84,1295,351],{},[29,1297,1298],{},"记忆类型是否正确配置",[29,1300,1301],{},"是否有足够的 token 预算",[45,1303,1304],{"id":1304},"技能不生效",[14,1306,1265],{},[26,1308,1309,1312,1315],{},[29,1310,1311],{},"技能是否正确安装",[29,1313,1314],{},"配置中技能名称是否正确",[29,1316,1317],{},"是否有必要的 API 密钥",[45,1319,1321],{"id":1320},"多个-agent-的回复混淆","多个 Agent 的回复混淆",[14,1323,1265],{},[26,1325,1326,1329,1332],{},[29,1327,1328],{},"渠道路由配置是否正确",[29,1330,1331],{},"每个 Agent 的 systemPrompt 是否有明确边界",[29,1333,1334],{},"会话是否分配到了正确的 Agent",[18,1336,1337],{"id":1337},"下一步",[26,1339,1340,1347,1353,1359],{},[29,1341,1342],{},[1343,1344,1346],"a",{"href":1345},"/docs/manual/skills-system","技能系统详解",[29,1348,1349],{},[1343,1350,1352],{"href":1351},"/docs/manual/tools-overview","工具配置指南",[29,1354,1355],{},[1343,1356,1358],{"href":1357},"/docs/manual/memory-system","记忆系统说明",[29,1360,1361],{},[1343,1362,1364],{"href":1363},"/docs/manual/channels-overview","接入消息渠道",[1366,1367,1368],"style",{},"html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}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: 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OpenClaw Agent，理解 Agent 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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","2026-03-16","internal",[1433,1434,1414,1435,1436,1437],"concepts","gateway","channels","tools","memory",{"title":1439,"description":1440,"path":1441,"category":1404,"updatedAt":1442,"sourceType":1431,"tags":1443},"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",[1444,1445,1446,1447,1448],"developers","teams","architecture","configuration","skills",{"title":1450,"description":1451,"path":1452,"category":1404,"updatedAt":1442,"sourceType":1431,"tags":1453},"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 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Markdown 文件，以及 plugins.slots.memory 该怎么理解和切换。","/docs/manual/memory-plugin-slots-and-source-of-truth",[1437,1532,1835,1836,1827],"lancedb","memory-core",{"title":1838,"description":1839,"path":1840,"category":1585,"updatedAt":1743,"sourceType":1411,"tags":1841},"记忆搜索与索引机制","基于官方记忆概念和 memory CLI 文档，解释记忆文件、索引来源、provider 选择以及排障时该看什么。","/docs/manual/memory-search-and-indexing",[1437,1842,1843,1844,1835],"search","indexing","embeddings",{"title":1846,"description":1847,"path":1357,"category":1585,"updatedAt":1489,"sourceType":1586,"tags":1848},"OpenClaw 记忆系统怎么工作","理解 OpenClaw 的 SOUL、Tools、用户长期记忆和会话上下文如何协作，以及为什么它更像持续运行的系统而不是一次性聊天窗口。",[1437,1588,1643,1849],"logs",{"title":1851,"description":1852,"path":1853,"category":1585,"updatedAt":1489,"sourceType":1411,"tags":1854},"Memory、Tools、Skills 如何协同","记忆层负责保留什么，Tools 负责执行什么，Skills 负责组织什么，三者该怎么分工才不会让 OpenClaw 越用越乱。","/docs/manual/memory-tools-skills-playbook",[1437,1436,1448,1588,1475],{"title":1856,"description":1857,"path":1858,"category":1585,"updatedAt":1743,"sourceType":1411,"tags":1859},"消息投递、重试与响应行为","基于官方 retry、messages 和 FAQ 文档，解释消息发送失败时 OpenClaw 会重试什么，不会重试什么，以及为什么群聊和渠道行为会不同。","/docs/manual/message-retries-and-delivery",[1800,1860,1804,1668,1670],"retry",{"title":1862,"description":1863,"path":1864,"category":1648,"updatedAt":1649,"sourceType":1411,"tags":1865},"模型 allowlist、alias 和图片能力门控应该怎么理解","基于最新官方 Models CLI 文档，整理 agents.defaults.models、primary、fallbacks、imageModel 和 imageGenerationModel 的职责，帮助团队理解模型白名单和共享能力门控到底会影响什么。","/docs/manual/model-allowlists-and-capability-gating",[1548,1866,1867,1868,1869,1574],"allowlist","aliases","image","gating",{"title":1871,"description":1872,"path":1873,"category":1585,"updatedAt":1540,"sourceType":1411,"tags":1874},"OpenClaw 的 Models 应该怎么理解","理解 OpenClaw 里模型层的角色、选择思路和常见配置边界，避免把所有问题都误判成模型问题。","/docs/manual/models-overview",[1548,1812,1614,1624],{"title":1876,"description":1877,"path":1878,"category":1585,"updatedAt":1489,"sourceType":1411,"tags":1879},"Nodes 与设备能力","理解 OpenClaw 的 nodes 是什么、如何配对，以及相机、语音、屏幕、位置等设备能力在系统里的作用。","/docs/manual/nodes-and-device-actions",[1595,1658,1657,1716,1781],{"title":1881,"description":1882,"path":1883,"category":1574,"updatedAt":1575,"sourceType":1411,"tags":1884},"OAuth 认证与多账号管理","理解 OpenClaw 如何处理 OAuth 认证、Token 存储和多账号路由，以及常见问题排查。","/docs/manual/oauth-auth",[1885,1616,1886,1887,1888],"oauth","codex","claude","profiles",{"title":1890,"description":1891,"path":1892,"category":1585,"updatedAt":1540,"sourceType":1411,"tags":1893},"OpenProse 和 Lobster 的边界怎么分","基于最新官方 Lobster 文档，整理 OpenProse 与 Lobster 在多智能体准备、确定性执行和审批恢复上的分工，帮助中文团队判断什么时候该用 /prose，什么时候该转成工作流运行时。","/docs/manual/openprose-and-lobster-boundaries",[1894,1895,1533,1747,1475],"openprose","lobster",{"title":1897,"description":1898,"path":1899,"category":1574,"updatedAt":1900,"sourceType":1411,"tags":1901},"平台支持总览","OpenClaw 支持的操作系统和部署平台，包括 Gateway、桌面应用和移动节点。","/docs/manual/platforms-overview","2026-06-06",[1902,1633,1903,1904,1905,1906,1907],"platforms","ios","android","windows","linux","install",{"title":1909,"description":1910,"path":1911,"category":1585,"updatedAt":1497,"sourceType":1411,"tags":1912},"插件托管 hooks 与扩展能力边界","基于最新官方 Plugins 与 Hooks 文档，整理插件托管 hooks 的工作方式、显示位置、启停边界，以及为什么它和独立 hook pack 不是同一种治理对象。","/docs/manual/plugin-managed-hooks",[1532,1534,1476,1695,1913],"governance",{"title":1915,"description":1916,"path":1917,"category":1585,"updatedAt":1497,"sourceType":1411,"tags":1918},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 的必填字段、校验规则，以及为什么插件清单会直接影响配置是否可通过。","/docs/manual/plugin-manifest",[1532,1919,1920,1921,1447],"manifest","schema","validation",{"title":1923,"description":1924,"path":1925,"category":1585,"updatedAt":1497,"sourceType":1411,"tags":1926},"插件包与频道目录元信息","根据最新官方插件文档，解释 package packs、插件 id 生成规则、openclaw.channel 元信息，以及为什么这些字段会影响安装与引导体验。","/docs/manual/plugin-package-packs",[1532,1927,1435,1928,1695],"package-packs","metadata",{"title":1930,"description":1931,"path":1932,"category":1585,"updatedAt":1540,"sourceType":1411,"tags":1933},"OpenClaw 插件系统怎么用","基于官方插件与 CLI 文档，解释插件和 Skills、Tools 的边界，说明安装、启用、更新与风险控制的基本方法。","/docs/manual/plugins-overview",[1532,1695,1448,1436,1606],{"title":1935,"description":1936,"path":1937,"category":1585,"updatedAt":1540,"sourceType":1411,"tags":1938},"模型提供商与故障转移","基于官方 providers 文档，整理 OpenClaw 常见 provider、默认模型写法、fallback 思路和长期运行时的配置重点。","/docs/manual/providers-and-fallback",[1614,1548,1939,1940,1810],"fallback","openrouter",{"title":1942,"description":1943,"path":1944,"category":1574,"updatedAt":1575,"sourceType":1411,"tags":1945},"Queue 系统与消息转向","理解 OpenClaw 的 Queue 系统、消息转向模式和并发控制机制。","/docs/manual/queue-system",[1946,1947,1948,1800],"queue","steering","concurrency",{"title":1950,"description":1951,"path":1952,"category":1585,"updatedAt":1601,"sourceType":1411,"tags":1953},"用 SearXNG 给 OpenClaw 配自托管 web_search","基于最新官方 SearXNG Search 文档，整理 OpenClaw 如何接入自托管 SearXNG 作为 web_search provider，以及生产环境里最该注意哪些边界。","/docs/manual/searxng-search-provider",[1954,1955,1436,1842,1525],"searxng","web-search",{"title":1957,"description":1958,"path":1959,"category":1585,"updatedAt":1489,"sourceType":1586,"tags":1960},"Session 与配对机制","理解 OpenClaw 如何通过配对、allowFrom、群组提及规则和 session 隔离来识别用户并保护上下文边界。","/docs/manual/session-and-pairing",[1643,1781,1435,1616],{"title":1962,"description":1963,"path":1964,"category":1648,"updatedAt":1649,"sourceType":1411,"tags":1965},"session memory search 什么时候值得开，什么时候先别开","基于最新官方 Memory 与 memory CLI 文档，整理 OpenClaw 的 session memory search、异步索引刷新、delta threshold 和 embedding cache 各自适合什么场景，帮助团队判断什么时候该扩到会话日志检索。","/docs/manual/session-memory-search-and-index-refresh",[1437,1580,1843,1966,1574],"cache",{"title":1968,"description":1969,"path":1970,"category":1585,"updatedAt":1489,"sourceType":1411,"tags":1971},"Signal 渠道接入重点","Signal 为什么更强调 dedicated number、signal-cli 和 pairing，长期运行时最容易踩哪些坑。","/docs/manual/signal-channel",[1435,1972,1973,1781,1813],"signal","signal-cli",{"title":1975,"description":1976,"path":1977,"category":1585,"updatedAt":1497,"sourceType":1411,"tags":1978},"Signal 群组与 daemon 模式怎么配","基于最新官方 Signal 文档，整理 Signal 在 OpenClaw 里的群组隔离、外部 daemon 模式、多账号和 config writes 边界。","/docs/manual/signal-groups-and-daemon-mode",[1972,1642,1491,1979,1435],"multi-account",{"title":1981,"description":1982,"path":1983,"category":1585,"updatedAt":1984,"sourceType":1411,"tags":1985},"Skills 配置与热重载","理解 OpenClaw 的 skills 配置项、allowBundled、extraDirs、watch、entries.enabled 和运行时环境注入边界。","/docs/manual/skills-configuration","2026-03-18",[1448,1986,1987,1988,1989],"config","allowBundled","watch","env",{"title":1991,"description":1992,"path":1345,"category":1585,"updatedAt":1993,"sourceType":1411,"tags":1994},"Skills 系统怎么工作","理解 OpenClaw Skills 的三层来源、加载流程、ClawHub 风险，以及为什么不应该一次安装过多技能。","2026-03-17",[1448,1676,1436,1456],{"title":1996,"description":1997,"path":1998,"category":1574,"updatedAt":1575,"sourceType":1411,"tags":1999},"流式输出与分块机制","理解 OpenClaw 的两层流式输出机制：块流式（实时发送）和预览流式（实时预览），以及如何配置。","/docs/manual/streaming-and-chunking",[2000,2001,2002,2003,1435],"streaming","chunking","block","preview",{"title":2005,"description":2006,"path":2007,"category":1585,"updatedAt":1743,"sourceType":1411,"tags":2008},"系统提示词、上下文与压缩","基于官方 system prompt、context、compaction 与 session pruning 文档，解释 OpenClaw 一次运行到底会把什么发给模型，以及上下文为什么会变满。","/docs/manual/system-prompt-context-and-compaction",[2009,2010,2011,2012,1580],"system-prompt","context","compaction","pruning",{"title":2014,"description":2015,"path":2016,"category":1585,"updatedAt":1540,"sourceType":1411,"tags":2017},"Telegram 与 WhatsApp 接入重点","两个最常见的入门渠道该怎么选、各自依赖什么认证方式，以及群聊和私聊里最容易踩的坑。","/docs/manual/telegram-and-whatsapp",[1435,1668,1669,1781,2018],"bot",{"title":2020,"description":2021,"path":2022,"category":1585,"updatedAt":1540,"sourceType":1411,"tags":2023},"Telegram 和 Discord 作为审批入口时该怎么收边界","基于最新官方 Exec Approvals 文档，解释 Telegram 与 Discord 作为 exec approval 客户端时分别扮演什么角色、哪些配置值得先看，以及为什么它们适合作为受控审批入口而不是普通开放群聊。","/docs/manual/telegram-discord-approval-clients",[1668,1670,1747,1435,1745,1456],{"title":2025,"description":2026,"path":1351,"category":1585,"updatedAt":1489,"sourceType":1411,"tags":2027},"OpenClaw 的 Tools 与扩展能力概览","从中文用户角度理解 OpenClaw 的工具层、技能层和自动化扩展边界，知道它为什么不只是聊天助手。",[1436,1448,1534,1476],{"title":2029,"description":2030,"path":2031,"category":1585,"updatedAt":1540,"sourceType":1411,"tags":2032},"vLLM 本地模型 Provider 怎么接","基于最新官方 vLLM provider 文档，整理 OpenClaw 如何接入 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",[2033,2034,1614,1525,2035],"vllm","local-models","inference",{"title":2037,"description":2038,"path":2039,"category":1585,"updatedAt":1489,"sourceType":1411,"tags":2040},"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",[1716,2041,2042,1595,1658],"wake-word","talk-mode",{"title":2044,"description":2045,"path":2046,"category":1585,"updatedAt":1540,"sourceType":1411,"tags":2047},"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",[1555,2048,1606,1434,1435],"message",{"title":2050,"description":2051,"path":2052,"category":1585,"updatedAt":2053,"sourceType":1411,"tags":2054},"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",[1555,2055,1484,1434,1753],"api",{"title":2057,"description":2058,"path":2059,"category":1585,"updatedAt":1497,"sourceType":1411,"tags":2060},"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",[1555,1580,2061,2062,2063],"websocket","readonly","chat",{"title":2065,"description":2066,"path":2067,"category":1585,"updatedAt":1540,"sourceType":1411,"tags":2068},"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",[2069,1534,1476,2070,1456],"webhooks","integrations",{"title":2072,"description":2073,"path":2074,"category":2075,"updatedAt":1621,"sourceType":1411,"tags":2076},"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",[1747,1745,2063,2077,1455],"forwarding",{"title":2079,"description":2080,"path":2081,"category":2075,"updatedAt":1497,"sourceType":1411,"tags":2082},"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",[1447,2083,2084,2085,2086],"hot-reload","includes","merge","restart",{"title":2088,"description":2089,"path":2090,"category":2075,"updatedAt":1497,"sourceType":1411,"tags":2091},"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",[1702,1484,2092,2093,2094],"remote-access","tailscale","allowedOrigins",{"title":2096,"description":2097,"path":2098,"category":2075,"updatedAt":1621,"sourceType":1411,"tags":2099},"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",[1604,2100,2012,2101,1455],"retention","runlog",{"title":2103,"description":2104,"path":2105,"category":2075,"updatedAt":1497,"sourceType":1411,"tags":2106},"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",[1476,1604,2107,2108,1455],"heartbeat","scheduling",{"title":2110,"description":2111,"path":2112,"category":2075,"updatedAt":1621,"sourceType":1411,"tags":2113},"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",[1484,1702,1499,1456,2114],"admin",{"title":2116,"description":2117,"path":2118,"category":2075,"updatedAt":2053,"sourceType":1411,"tags":2119},"Dashboard 遇到 unauthorized、1008 和 AUTH_TOKEN_MISMATCH 时怎么恢复","基于最新官方 Dashboard 文档，整理 OpenClaw 在 Dashboard 认证失败时更稳的恢复顺序，尤其是 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SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[2055,2061,2465,1434,2296],"sdk",{"title":2467,"description":2468,"path":2469,"category":2290,"updatedAt":1639,"sourceType":1411,"tags":2470},"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",[1447,2471,2085,2472,2296],"include","arrays",{"title":2474,"description":2475,"path":2476,"category":2290,"updatedAt":1621,"sourceType":1411,"tags":2477},"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",[1895,2478,1747,1475,2296],"invoke",{"title":2480,"description":2481,"path":2482,"category":2290,"updatedAt":1649,"sourceType":1411,"tags":2483},"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",[1437,2484,2485,2486,2487,2296],"hybrid-search","ranking","mmr","retrieval",{"title":2489,"description":2490,"path":2491,"category":2290,"updatedAt":1540,"sourceType":1411,"tags":2492},"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",[1548,2493,1616,1614,2296],"probe",{"title":2495,"description":2496,"path":2497,"category":2290,"updatedAt":1984,"sourceType":1411,"tags":2498},"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",[1781,1782,2331,2499,2114],"credentials",{"title":2501,"description":2502,"path":2503,"category":2290,"updatedAt":1540,"sourceType":1411,"tags":2504},"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",[1532,1676,2505,2506,2210,2296],"npm","pin",{"title":2508,"description":2509,"path":2510,"category":2385,"updatedAt":1497,"sourceType":1411,"tags":2511},"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",[2387,2512,1849,1614,1813],"raw-stream",{"title":2514,"description":2515,"path":2516,"category":2290,"updatedAt":1649,"sourceType":1411,"tags":2517},"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",[1499,2518,1616,1434,2296],"tlsFingerprint",{"title":2520,"description":2521,"path":2522,"category":2290,"updatedAt":1649,"sourceType":1411,"tags":2523},"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",[1642,2524,2525,2526,2296],"mentions","pending-history","reply",{"title":2528,"description":2529,"path":2530,"category":2290,"updatedAt":1621,"sourceType":1411,"tags":2531},"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",[2532,2533,1577,1614,2296],"secrets","secretrefs",{"title":2535,"description":2536,"path":2537,"category":2290,"updatedAt":1639,"sourceType":1411,"tags":2538},"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",[1643,1456,2402,1781,1866],{"title":2540,"description":2541,"path":2542,"category":2290,"updatedAt":2543,"sourceType":1411,"tags":2544},"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",[1643,2545,2546,2011,2296],"transcript","jsonl",{"title":2548,"description":2549,"path":2550,"category":2290,"updatedAt":2543,"sourceType":1411,"tags":2551},"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",[1580,1606,2552,2234,1455],"store",{"title":2554,"description":2555,"path":2556,"category":2290,"updatedAt":1649,"sourceType":1411,"tags":2557},"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",[1456,2249,2234,2558,2296],"ingress",{"title":2560,"description":2561,"path":2562,"category":2290,"updatedAt":1497,"sourceType":1411,"tags":2563},"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",[1606,2142,2564,1849,2565],"health","troubleshooting",{"title":2567,"description":2568,"path":2569,"category":2290,"updatedAt":2543,"sourceType":1411,"tags":2570},"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",[2545,2571,1614,2572,2296],"hygiene","tool-calls",{"title":2574,"description":2575,"path":2576,"category":2385,"updatedAt":1489,"sourceType":1411,"tags":2577},"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",[2565,2133,2142,1849],{"title":2579,"description":2580,"path":2581,"category":2290,"updatedAt":1621,"sourceType":1411,"tags":2582},"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",[1555,2583,2584,2545,2296],"history","inject",{"title":2586,"description":2587,"path":2588,"category":2589,"updatedAt":1540,"sourceType":1411,"tags":2590},"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",[2591,2592,2593,1759,2161,2162],"china","cloud","deployment",{"title":2595,"description":2596,"path":2597,"category":2589,"updatedAt":1489,"sourceType":1411,"tags":2598},"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",[2593,1500,2599,2592,2600],"docker","wsl2",{"title":2602,"description":2603,"path":2604,"category":2589,"updatedAt":1993,"sourceType":1411,"tags":2605},"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",[1482,2505,2606,2600],"install-script",{"title":2608,"description":2609,"path":2610,"category":2589,"updatedAt":1497,"sourceType":1411,"tags":2611},"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",[1482,2612,2606,2613,2211],"updater","git",{"title":2615,"description":2616,"path":2617,"category":2589,"updatedAt":1743,"sourceType":1411,"tags":2618},"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",[1482,2612,2619,2133,2211],"uninstall",{"title":2621,"description":2622,"path":2623,"category":2589,"updatedAt":1743,"sourceType":1411,"tags":2624},"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",[1906,1482,1492,2625],"server",{"title":2627,"description":2628,"path":2629,"category":2589,"updatedAt":1743,"sourceType":1411,"tags":2630},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[1633,1482,1492,2631],"apple",{"title":2633,"description":2634,"path":2635,"category":2636,"updatedAt":1489,"sourceType":1411,"tags":2637},"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",[2991,2992,2993,2994],"education","adoption","ai-tutor","higher-education",{"title":2996,"description":2997,"path":2998,"category":2988,"date":1430,"updatedAt":1430,"sourceType":1693,"source":2999,"tags":3000},"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",[1454,2593,1475,2591],{"title":3002,"description":3003,"path":3004,"category":2653,"date":1497,"updatedAt":1497,"sourceType":1411,"source":3005,"tags":3006},"OpenClaw 扩展层观察：ClawHub、插件托管 hooks 与 onboarding 勾选正在把扩展能力收拢成一条更完整链路","基于 2026 年 3 月 21 日可见的官方 Skills、ClawHub、Plugins 与 Hooks 文档，整理最近最值得中文站关注的扩展层变化：技能 registry、插件托管 hooks，以及 onboarding 阶段对推荐 hooks 的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[1448,1676,1532,1534,1695],{"title":3008,"description":3009,"path":3010,"category":2859,"date":1601,"updatedAt":1601,"sourceType":1411,"source":3011,"tags":3012},"OpenClaw 的 Feishu 入口正在从聊天机器人走向文档协作流","官方近期更新的 Feishu 文档，把扫码接入、群控边界和 Drive 评论线程动作都写进了主线，说明 Feishu 已经不只是简单聊天入口。","/news/openclaw-feishu-drive-comments-watch-2026-04-30","https://docs.openclaw.ai/channels/feishu",[1759,1760,1761,1762,1435,1763],{"title":3014,"description":3015,"path":3016,"category":2859,"date":1639,"updatedAt":1639,"sourceType":1411,"source":3017,"tags":3018},"OpenClaw 正在把 gateway-owned pairing 的过期与轮换边界说清楚","官方最新 Gateway-owned pairing 文档把 pending request 的 5 分钟过期、fresh token 生成和 UI 只是审批前端这几层边界写得更清楚了。","/news/openclaw-gateway-pairing-expiry-watch-2026-03-25","https://docs.openclaw.ai/gateway/pairing",[1434,1781,3019,1722,1595],"pending",{"title":3021,"description":3022,"path":3023,"category":2859,"date":2053,"updatedAt":2053,"sourceType":1411,"source":3024,"tags":3025},"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",[1434,1643,1555,1484,3026],"state",{"title":3028,"description":3029,"path":3030,"category":2859,"date":1639,"updatedAt":1639,"sourceType":1411,"source":3031,"tags":3032},"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",[1642,2451,1866,1800,1624],{"title":3034,"description":3035,"path":3036,"category":2859,"date":1649,"updatedAt":1649,"sourceType":1411,"source":3031,"tags":3037},"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",[1642,2524,3038,1641,1913],"activation",{"title":3040,"description":3041,"path":3042,"category":2859,"date":1639,"updatedAt":1639,"sourceType":1411,"source":3043,"tags":3044},"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",[1447,2471,2085,2472,1455],{"title":3046,"description":3047,"path":3048,"category":2653,"date":1497,"updatedAt":1497,"sourceType":1411,"source":3049,"tags":3050},"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",[3051,2593,3052,3053,3054],"showcase","home-assistant","nix","infrastructure",{"title":3056,"description":3057,"path":3058,"category":2859,"date":1621,"updatedAt":1621,"sourceType":1411,"source":3059,"tags":3060},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[1580,1437,2011,2942,1913],{"title":3062,"description":3063,"path":3064,"category":2859,"date":1621,"updatedAt":1621,"sourceType":1411,"source":3065,"tags":3066},"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",[2211,1604,1580,2100,1455],{"title":3068,"description":3069,"path":3070,"category":2679,"date":2654,"updatedAt":1489,"sourceType":2353,"source":2681,"tags":3071},"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",[2208,2281,2209,1448,1456],{"title":3073,"description":3074,"path":3075,"category":2859,"date":1540,"updatedAt":1540,"sourceType":1411,"source":3076,"tags":3077},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[1437,1532,1835,1827,1842],{"title":3079,"description":3080,"path":3081,"category":2859,"date":1649,"updatedAt":1649,"sourceType":1411,"source":3076,"tags":3082},"OpenClaw 正在把记忆检索从“向量搜索”写成一条完整流水线","官方最近围绕 Memory 和 memory CLI 的文档更新，正在把 hybrid search、重排、temporal decay、session indexing 和 embedding cache 逐步写成一条更完整的检索链。","/news/openclaw-memory-retrieval-pipeline-watch-2026-03-29",[1437,2487,2484,1843,1966],{"title":3084,"description":3085,"path":3086,"category":2653,"date":1497,"updatedAt":1497,"sourceType":1411,"source":3049,"tags":3087},"OpenClaw 官方 Showcase 记忆观察：WhatsApp Memory Vault、Karakeep 与中文学习 Skill 正在把语音和知识流转成长期资产","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的记忆与知识类案例，观察 OpenClaw 如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[3051,1437,1730,3088,3089],"vector-search","knowledge",{"title":3091,"description":3092,"path":3093,"category":2859,"date":1639,"updatedAt":1639,"sourceType":1411,"source":3094,"tags":3095},"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",[2451,1642,1668,1670,1737],{"title":3097,"description":3098,"path":3099,"category":2859,"date":1621,"updatedAt":1621,"sourceType":1411,"source":3100,"tags":3101},"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",[1800,1555,1624,1804,1435],{"title":3103,"description":3104,"path":3105,"category":2859,"date":1540,"updatedAt":1540,"sourceType":1411,"source":2928,"tags":3106},"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",[1548,2493,1614,1616,2170],{"title":3108,"description":3109,"path":3110,"category":2859,"date":1639,"updatedAt":1639,"sourceType":1411,"source":3111,"tags":3112},"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",[1595,1780,1434,1781,1782],{"title":3114,"description":3115,"path":3116,"category":2653,"date":1497,"updatedAt":1497,"sourceType":1411,"source":3117,"tags":3118},"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",[1483,2638,1907,2639,2211],{"title":3120,"description":3121,"path":3122,"category":2859,"date":2053,"updatedAt":2053,"sourceType":1411,"source":2947,"tags":3123},"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",[2223,1723,1702,1781,1499],{"title":3125,"description":3126,"path":3127,"category":2859,"date":1649,"updatedAt":1649,"sourceType":1411,"source":3128,"tags":3129},"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",[1484,1555,2061,2223,1596],{"title":3131,"description":3132,"path":3133,"category":2859,"date":1639,"updatedAt":1639,"sourceType":1411,"source":2970,"tags":3134},"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",[1781,2331,1435,2332,1455],{"title":3136,"description":3137,"path":3138,"category":2653,"date":1497,"updatedAt":1497,"sourceType":1411,"source":3139,"tags":3140},"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",[1532,1694,1534,1693,1695],{"title":3142,"description":3143,"path":3144,"category":2859,"date":1540,"updatedAt":1540,"sourceType":1411,"source":3145,"tags":3146},"OpenClaw 插件观察：安装 spec 和 update tracking 正在决定插件后续会沿哪条轨道走","基于 2026 年 3 月 24 日可见的官方 plugins CLI 文档，最近插件层最值得关注的变化之一是 install spec、--pin 与 plugins.installs 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执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[1614,1548,1595,1616,1913],{"title":3160,"description":3161,"path":3162,"category":2859,"date":1649,"updatedAt":1649,"sourceType":1411,"source":3163,"tags":3164},"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",[1614,2295,1548,1434,1455],{"title":3166,"description":3167,"path":3168,"category":2653,"date":1497,"updatedAt":1497,"sourceType":1411,"source":2847,"tags":3169},"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",[2208,2209,2211,2210],{"title":3171,"description":3172,"path":3173,"category":2859,"date":1621,"updatedAt":1621,"sourceType":1411,"source":2873,"tags":3174},"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",[1484,1781,1595,1499,2114],{"title":3176,"description":3177,"path":3178,"category":2859,"date":1639,"updatedAt":1639,"sourceType":1411,"source":3179,"tags":3180},"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",[1624,1623,3181,1435,1625],"threads",{"title":3183,"description":3184,"path":3185,"category":2859,"date":1601,"updatedAt":1601,"sourceType":1411,"source":3186,"tags":3187},"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",[1954,1842,1955,1525,1436],{"title":3189,"description":3190,"path":3191,"category":2859,"date":1639,"updatedAt":1639,"sourceType":1411,"source":3192,"tags":3193},"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",[2533,3194,3195,2532,1455],"snapshot","rotation",{"title":3197,"description":3198,"path":3199,"category":2859,"date":1639,"updatedAt":1639,"sourceType":1411,"source":3059,"tags":3200},"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",[1643,1456,2402,1781,2249],{"title":3202,"description":3203,"path":3204,"category":2859,"date":1540,"updatedAt":1540,"sourceType":1411,"source":3205,"tags":3206},"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",[1456,2234,2236,2235,1455],{"title":3208,"description":3209,"path":3210,"category":3211,"date":1430,"updatedAt":1430,"sourceType":1693,"source":3212,"tags":3213},"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",[1456,3214,1813,1454],"compliance",{"title":3216,"description":3217,"path":3218,"category":2859,"date":1621,"updatedAt":1621,"sourceType":1411,"source":3192,"tags":3219},"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",[1456,2532,1747,3220,1455],"proxy",{"title":3222,"description":3223,"path":3224,"category":2859,"date":2543,"updatedAt":2543,"sourceType":1411,"source":3225,"tags":3226},"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",[1643,2546,2011,2545,1434],{"title":3228,"description":3229,"path":3230,"category":2859,"date":2543,"updatedAt":2543,"sourceType":1411,"source":3231,"tags":3232},"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",[1580,1606,2552,2234,1455],{"title":3234,"description":3235,"path":3236,"category":2859,"date":1639,"updatedAt":1639,"sourceType":1411,"source":3237,"tags":3238},"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",[1456,2249,2250,3239,1434],"sandbox",{"title":3241,"description":3242,"path":3243,"category":2653,"date":1497,"updatedAt":1497,"sourceType":1411,"source":3049,"tags":3244},"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",[3051,1693,1668,1448,1476],{"title":3246,"description":3247,"path":3248,"category":2859,"date":1649,"updatedAt":1649,"sourceType":1411,"source":3237,"tags":3249},"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",[2249,2403,1641,1624,1456],{"title":3251,"description":3252,"path":3253,"category":2859,"date":2543,"updatedAt":2543,"sourceType":1411,"source":3254,"tags":3255},"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",[2545,1614,2571,2572,3256],"compatibility",{"title":3258,"description":3259,"path":3260,"category":2859,"date":1540,"updatedAt":1540,"sourceType":1411,"source":2904,"tags":3261},"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",[2269,1456,1499,1434,1616],{"title":3263,"description":3264,"path":3265,"category":2859,"date":2053,"updatedAt":2053,"sourceType":1411,"source":3024,"tags":3266},"OpenClaw 的 UI 和 API 排障正在越来越像按层定位，而不是猜谁错了","官方最新 Session、WebChat 和 API 文档共同强化了一条思路：状态冲突时先回到 Gateway 事实层，再区分 UI 投影视图和 API 结构化返回。","/news/openclaw-ui-api-debug-watch-2026-03-26",[1434,1555,2055,2387,1643],{"title":3268,"description":3269,"path":3270,"category":2859,"date":1540,"updatedAt":1540,"sourceType":1411,"source":3271,"tags":3272},"OpenClaw 维护观察：卸载边界正在从“删包”变成“服务、状态、profile 与远程主机”的完整收口","基于 2026 年 3 月 24 日可见的官方 Updating 与 uninstall 文档，最近最值得关注的变化之一是 OpenClaw 的卸载和移除边界正在被官方主动写清，不再只是删除 CLI。","/news/openclaw-uninstall-boundaries-watch-2026-03-24","https://docs.openclaw.ai/cli/uninstall",[2619,2211,1888,1434,3026],{"title":3274,"description":3275,"path":3276,"category":2859,"date":1540,"updatedAt":1540,"sourceType":1411,"source":3277,"tags":3278},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[2281,2282,2283,2284,2285],{"title":3280,"description":3281,"path":3282,"category":2653,"date":1497,"updatedAt":1497,"sourceType":1411,"source":3049,"tags":3283},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","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语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[3051,1716,3284,3285,1730],"phone","tts",{"title":3287,"description":3288,"path":3289,"category":2859,"date":1639,"updatedAt":1639,"sourceType":1411,"source":3290,"tags":3291},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[1716,2041,2042,1595,1782],{"title":3293,"description":3294,"path":3295,"category":2653,"date":1497,"updatedAt":1497,"sourceType":1411,"source":2873,"tags":3296},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[1484,1555,2061,1702,2959],{"title":3298,"description":3299,"path":3300,"category":2859,"date":2053,"updatedAt":2053,"sourceType":1411,"source":3301,"tags":3302},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 更像结构化集成面，入口分工正在变得更稳定。","/news/openclaw-webchat-control-surface-watch-2026-03-26","https://docs.openclaw.ai/web/webchat",[1555,1484,2055,1434,1753],{"title":3304,"description":3305,"path":3306,"category":2859,"date":1621,"updatedAt":1621,"sourceType":1411,"source":3151,"tags":3307},"OpenClaw 工作流治理能力继续成型","官方最近的 ClawHub、Lobster、OpenProse 与 Exec approvals 文档，正在把技能发现、确定性执行和审批恢复串成更完整的一条线。","/news/openclaw-workflow-governance-watch-2026-03-22",[1475,1895,1676,1747,1913],{"title":3309,"description":3310,"path":3311,"category":3312,"date":3313,"updatedAt":3313,"sourceType":1431,"source":3314,"tags":3315},"OpenClaw 中文站本周更新：扩展能力地图、案例展示重构与周更内容节奏启动","本周中文站完成扩展目录重排、案例展示页重构，并开始按“教程 + 更新 + 案例”三类节奏持续发布内容。","/news/openclawcn-weekly-update-2026-03-15","站点更新","2026-03-15","openclawcn.xyz",[3316,3317,1436,3051,3318],"site-update","content","weekly",{"title":3320,"description":3321,"path":3322,"category":3323,"date":2654,"updatedAt":1489,"sourceType":1411,"source":2655,"tags":3324},"OpenClaw 隐私优先：数据保留在本地设备","OpenClaw 强调数据本地存储，用户数据保留在自有设备上，不上传到云端。","/news/privacy-first","产品理念",[1813,3325,1456,3326],"local-first","data",{"title":3328,"description":3329,"path":3330,"category":2769,"date":2654,"updatedAt":1489,"sourceType":2353,"source":2770,"tags":3331},"OpenClaw 项目持续活跃：主仓库星标突破 287k","OpenClaw 开源项目持续快速发展，主仓库星标数突破 287,000，ClawHub 技能目录已收录 349 个开源项目。","/news/project-update-march-2026",[2353,2772,1693,2727],{"title":3333,"description":3334,"path":3335,"category":2838,"date":2813,"updatedAt":1743,"sourceType":1411,"source":2655,"tags":3336},"OpenClaw 2026 年第一季度回顾","回顾 OpenClaw 在 2026 年第一季度的重要更新、社区成长和产品里程碑。","/news/q1-2026-review",[3337,3338,3339,2773],"quarterly","review","2026",{"title":3341,"description":3342,"path":3343,"category":2661,"date":1489,"updatedAt":1523,"sourceType":1411,"source":2655,"tags":3344},"OpenClaw 安全架构深度解析","深入了解 OpenClaw 的安全设计理念、数据保护机制和企业级安全特性。","/news/security-architecture",[1456,1813,1454,1446],{"title":3346,"description":3347,"path":3348,"category":3349,"date":1489,"updatedAt":1489,"sourceType":1693,"source":3350,"tags":3351},"OpenClaw 安全最佳实践：保护你的 AI 助手免受风险","随着 OpenClaw 的普及，安全问题日益受到关注。本文整理了保护本地 AI 助手的关键安全措施和最佳实践。","/news/security-best-practices","安全公告","安全社区",[1456,1813,2193,1542],{"title":3353,"description":3354,"path":3355,"category":2732,"date":2654,"updatedAt":1489,"sourceType":1411,"source":2655,"tags":3356},"OpenClaw Signal 隐私通讯集成","了解如何将 OpenClaw 连接到 Signal，实现隐私通讯。","/news/signal-privacy",[1972,1813,2734,1416],{"title":3358,"description":3359,"path":3360,"category":2711,"date":2680,"updatedAt":1743,"sourceType":2353,"source":2681,"tags":3361},"OpenClaw 技能市场突破 400 个技能","OpenClaw 技能市场迎来重要里程碑，社区贡献的技能数量突破 400 个，覆盖更多应用场景。","/news/skills-marketplace-400",[1448,2773,1693,3362],"marketplace",{"title":3364,"description":3365,"path":3366,"category":2732,"date":2654,"updatedAt":1489,"sourceType":1411,"source":2655,"tags":3367},"OpenClaw Slack 工作区集成","了解如何将 OpenClaw 集成到 Slack 工作区，实现团队协作。","/news/slack-workspace",[1737,1578,2734,1416],{"title":3369,"description":3370,"path":3371,"category":2672,"date":2654,"updatedAt":1489,"sourceType":1411,"source":2655,"tags":3372},"OpenClaw Tailscale 远程访问完全指南","了解如何使用 Tailscale 安全远程访问 OpenClaw，包括 Serve、Funnel 和身份认证。","/news/tailscale-integration",[2093,1499,3373,1456],"vpn",{"title":3375,"description":3376,"path":3377,"category":2732,"date":2654,"updatedAt":1489,"sourceType":1411,"source":2655,"tags":3378},"OpenClaw Telegram Bot 配置指南","了解如何创建和配置 Telegram Bot 连接到 OpenClaw。","/news/telegram-bot",[1668,2018,2734,1416],{"title":3380,"description":3381,"path":3382,"category":3383,"date":2654,"updatedAt":1489,"sourceType":1411,"source":2655,"tags":3384},"OpenClaw 与 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