[{"data":1,"prerenderedAt":3961},["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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存储和多账号路由，以及常见问题排查。","/docs/manual/oauth-auth",[1786,1518,1787,1788,1789],"oauth","codex","claude","profiles",{"title":1791,"description":1792,"path":1793,"category":1487,"updatedAt":1442,"sourceType":1361,"tags":1794},"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",[1795,1796,1310,1648,1312],"openprose","lobster",{"title":1798,"description":1799,"path":1800,"category":1476,"updatedAt":1801,"sourceType":1361,"tags":1802},"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",[1803,1534,1804,1805,1806,1807,1808],"platforms","ios","android","windows","linux","install",{"title":1810,"description":1811,"path":1812,"category":1487,"updatedAt":1401,"sourceType":1361,"tags":1813},"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",[1435,1436,1313,1597,1814],"governance",{"title":1816,"description":1817,"path":1818,"category":1487,"updatedAt":1401,"sourceType":1361,"tags":1819},"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",[1435,1820,1821,1822,1345],"manifest","schema","validation",{"title":1824,"description":1825,"path":1826,"category":1487,"updatedAt":1401,"sourceType":1361,"tags":1827},"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",[1435,1828,1333,1829,1597],"package-packs","metadata",{"title":1831,"description":1832,"path":1833,"category":1487,"updatedAt":1442,"sourceType":1361,"tags":1834},"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",[1435,1597,1346,1334,1508],{"title":1836,"description":1837,"path":1838,"category":1487,"updatedAt":1442,"sourceType":1361,"tags":1839},"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",[1516,1450,1840,1841,1710],"fallback","openrouter",{"title":1843,"description":1844,"path":1845,"category":1476,"updatedAt":1477,"sourceType":1361,"tags":1846},"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",[1847,1848,1849,1700],"queue","steering","concurrency",{"title":1851,"description":1852,"path":1853,"category":1487,"updatedAt":1503,"sourceType":1361,"tags":1854},"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",[1855,1856,1334,1742,1428],"searxng","web-search",{"title":1858,"description":1859,"path":1860,"category":1487,"updatedAt":1393,"sourceType":1488,"tags":1861},"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",[1544,1681,1333,1518],{"title":1863,"description":1864,"path":1865,"category":1549,"updatedAt":1550,"sourceType":1361,"tags":1866},"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",[1335,1482,1743,1867,1476],"cache",{"title":1869,"description":1870,"path":1871,"category":1487,"updatedAt":1393,"sourceType":1361,"tags":1872},"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",[1333,1873,1874,1681,1713],"signal","signal-cli",{"title":1876,"description":1877,"path":1878,"category":1487,"updatedAt":1401,"sourceType":1361,"tags":1879},"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",[1873,1543,1395,1880,1333],"multi-account",{"title":1882,"description":1883,"path":1884,"category":1487,"updatedAt":1885,"sourceType":1361,"tags":1886},"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",[1346,1887,1888,1889,1890],"config","allowBundled","watch","env",{"title":1892,"description":1893,"path":1894,"category":1487,"updatedAt":1895,"sourceType":1361,"tags":1896},"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。","/docs/manual/skills-system","2026-03-17",[1346,1578,1334,1354],{"title":1898,"description":1899,"path":1900,"category":1476,"updatedAt":1477,"sourceType":1361,"tags":1901},"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",[1902,1903,1904,1905,1333],"streaming","chunking","block","preview",{"title":1907,"description":1908,"path":1909,"category":1487,"updatedAt":1299,"sourceType":1361,"tags":1910},"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",[1911,1912,1913,1914,1482],"system-prompt","context","compaction","pruning",{"title":1916,"description":1917,"path":1918,"category":1487,"updatedAt":1442,"sourceType":1361,"tags":1919},"Telegram 与 WhatsApp 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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",[1936,1937,1516,1428,1938],"vllm","local-models","inference",{"title":1940,"description":1941,"path":1942,"category":1487,"updatedAt":1393,"sourceType":1361,"tags":1943},"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",[1618,1944,1945,1497,1559],"wake-word","talk-mode",{"title":1947,"description":1948,"path":1949,"category":1487,"updatedAt":1442,"sourceType":1361,"tags":1950},"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",[1457,1951,1508,1331,1333],"message",{"title":1953,"description":1954,"path":1955,"category":1487,"updatedAt":1956,"sourceType":1361,"tags":1957},"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",[1457,1958,1388,1331,1654],"api",{"title":1960,"description":1961,"path":1962,"category":1487,"updatedAt":1401,"sourceType":1361,"tags":1963},"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",[1457,1482,1964,1965,1966],"websocket","readonly","chat",{"title":1968,"description":1969,"path":1970,"category":1487,"updatedAt":1442,"sourceType":1361,"tags":1971},"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",[1972,1436,1313,1973,1354],"webhooks","integrations",{"title":1975,"description":1976,"path":1977,"category":1978,"updatedAt":1523,"sourceType":1361,"tags":1979},"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",[1648,1646,1966,1980,1353],"forwarding",{"title":1982,"description":1983,"path":1984,"category":1978,"updatedAt":1401,"sourceType":1361,"tags":1985},"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",[1345,1986,1987,1988,1989],"hot-reload","includes","merge","restart",{"title":1991,"description":1992,"path":1993,"category":1978,"updatedAt":1401,"sourceType":1361,"tags":1994},"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",[1604,1388,1995,1996,1997],"remote-access","tailscale","allowedOrigins",{"title":1999,"description":2000,"path":2001,"category":1978,"updatedAt":1523,"sourceType":1361,"tags":2002},"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",[1506,2003,1914,2004,1353],"retention","runlog",{"title":2006,"description":2007,"path":2008,"category":1978,"updatedAt":1401,"sourceType":1361,"tags":2009},"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",[1313,1506,2010,2011,1353],"heartbeat","scheduling",{"title":2013,"description":2014,"path":2015,"category":1978,"updatedAt":1523,"sourceType":1361,"tags":2016},"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",[1388,1604,1403,1354,2017],"admin",{"title":2019,"description":2020,"path":2021,"category":1978,"updatedAt":1956,"sourceType":1361,"tags":2022},"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 AUTH_TOKEN_MISMATCH、trusted retry、SecretRef token 和远程实例混淆这几类问题。","/docs/operations/dashboard-auth-mismatch-recovery",[1388,1518,2023,2024,1353],"unauthorized","1008",{"title":2026,"description":2027,"path":2028,"category":1978,"updatedAt":1540,"sourceType":1361,"tags":2029},"设备 pairing、fresh token 和 revoke 应该怎么做日常运维","基于最新官方 Pairing 与 Devices CLI 文档，解释 openclaw devices list、approve、rotate、revoke 和 fresh token 的真实边界，以及为什么设备授权不该被当成一次性静态批准。","/docs/operations/device-pairing-token-lifecycle",[1682,1681,1624,2030,1353],"revoke",{"title":2032,"description":2033,"path":2034,"category":1978,"updatedAt":1540,"sourceType":1361,"tags":2035},"doctor 的备份、unknown keys 清理和 --fix 该怎么理解","基于最新官方 Doctor 文档，解释 openclaw doctor 在修复 stale config、unknown keys 和 legacy 状态时的备份与收口方式，帮助团队区分安全修复和强制覆盖。","/docs/operations/doctor-fix-backups-and-unknown-keys",[2036,2037,2038,1887,2039],"doctor","repair","backups","unknown-keys",{"title":2041,"description":2042,"path":2043,"category":1978,"updatedAt":1393,"sourceType":1361,"tags":2044},"Gateway 运维与日常检查","围绕状态检查、访问方式、日志与升级窗口，建立 OpenClaw Gateway 的日常运维习惯。","/docs/operations/gateway-operations",[1331,1353,2045,1750],"status",{"title":2047,"description":2048,"path":2049,"category":1978,"updatedAt":1401,"sourceType":1361,"tags":2050},"Gmail Pub/Sub 接入 OpenClaw","根据最新官方自动化文档，整理 Gmail watch、Google Pub/Sub、Webhook 映射和 Tailscale Funnel 的接入顺序，帮助你把 Gmail 事件稳定送进 OpenClaw。","/docs/operations/gmail-pubsub",[2051,2052,1972,1313,1996],"gmail","pubsub",{"title":2054,"description":2055,"path":2056,"category":1978,"updatedAt":1340,"sourceType":1361,"tags":2057},"长期运行时，如何管理会话、记忆与压缩","把 session、memory、compaction 和重置策略放到同一条治理链里，帮助长期运行的 OpenClaw 环境建立更稳定的上下文边界。","/docs/operations/long-session-governance",[1482,1335,1913,1814,1353],{"title":2059,"description":2060,"path":2061,"category":1978,"updatedAt":1442,"sourceType":1361,"tags":2062},"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",[1450,2063,1516,1840,2064,2065,2066],"cost","qwen","qianfan","kimi",{"title":2068,"description":2069,"path":2070,"category":1978,"updatedAt":1401,"sourceType":1361,"tags":2071},"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",[1450,2072,1518,1786,2073],"health-check","monitoring",{"title":2075,"description":2076,"path":2077,"category":1978,"updatedAt":1393,"sourceType":1361,"tags":2078},"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 profile、独立端口和独立状态目录避免冲突。","/docs/operations/multiple-gateways",[1331,2079,2080,2081,1353],"profile","multi-instance","isolation",{"title":2083,"description":2084,"path":2085,"category":1978,"updatedAt":1299,"sourceType":1361,"tags":2086},"网络模型、发现与配对","基于官方网络中心、配对和 Gateway 拥有的配对文档，梳理 localhost、tailnet、发现、身份和审批之间的关系。","/docs/operations/network-and-pairing",[2087,1681,2088,2089,2090],"network","identity","tailnet","mdns",{"title":2092,"description":2093,"path":2094,"category":1978,"updatedAt":1442,"sourceType":1361,"tags":2095},"OpenClaw 安全最佳实践","了解使用 OpenClaw 时的安全最佳实践，包括密码管理、权限控制和日志监控。","/docs/operations/openclaw-security-best-practices",[1354,2096,2097],"best-practices","guide",{"title":2099,"description":2100,"path":2101,"category":1978,"updatedAt":1523,"sourceType":1361,"tags":2102},"Compaction 前的 memory flush 在保护什么","基于最新官方 Memory、Compaction 和会话管理文档，解释 pre-compaction memory flush 的触发时机、NO_REPLY 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",[1335,1913,2103,2104,1353],"flush","NO_REPLY",{"title":2106,"description":2107,"path":2108,"category":2109,"updatedAt":1442,"sourceType":1361,"tags":2110},"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",[2111,2112,2113,2114],"release","changelog","updates","maintenance",{"title":2116,"description":2117,"path":2118,"category":1978,"updatedAt":1442,"sourceType":1361,"tags":2119},"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",[1403,2120,1996,1331,1353],"ssh",{"title":2122,"description":2123,"path":2124,"category":1978,"updatedAt":1393,"sourceType":1361,"tags":2125},"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",[1403,2126,1497,1996,2120,1682],"operators",{"title":2128,"description":2129,"path":2130,"category":1978,"updatedAt":1393,"sourceType":1361,"tags":2131},"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",[1354,1518,1996,1388],{"title":2133,"description":2134,"path":2135,"category":1978,"updatedAt":1442,"sourceType":1361,"tags":2136},"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",[1354,2137,2138,2139,1353],"audit","hardening","fix",{"title":2141,"description":2142,"path":2143,"category":1978,"updatedAt":1523,"sourceType":1361,"tags":2144},"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 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的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[1346,1578,1435,1436,1597],{"title":2904,"description":2905,"path":2906,"category":2755,"date":1503,"updatedAt":1503,"sourceType":1361,"source":2907,"tags":2908},"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",[1660,1661,1662,1663,1333,1311],{"title":2910,"description":2911,"path":2912,"category":2755,"date":1540,"updatedAt":1540,"sourceType":1361,"source":2913,"tags":2914},"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",[1331,1681,2915,1624,1497],"pending",{"title":2917,"description":2918,"path":2919,"category":2755,"date":1956,"updatedAt":1956,"sourceType":1361,"source":2920,"tags":2921},"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",[1331,1544,1457,1388,2922],"state",{"title":2924,"description":2925,"path":2926,"category":2755,"date":1540,"updatedAt":1540,"sourceType":1361,"source":2927,"tags":2928},"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",[1543,2353,1767,1700,1526],{"title":2930,"description":2931,"path":2932,"category":2755,"date":1550,"updatedAt":1550,"sourceType":1361,"source":2927,"tags":2933},"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",[1543,2426,2934,1542,1814],"activation",{"title":2936,"description":2937,"path":2938,"category":2755,"date":1540,"updatedAt":1540,"sourceType":1361,"source":2939,"tags":2940},"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",[1345,2373,1988,2374,1353],{"title":2942,"description":2943,"path":2944,"category":2555,"date":1401,"updatedAt":1401,"sourceType":1361,"source":2945,"tags":2946},"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",[2947,2495,2948,2949,2950],"showcase","home-assistant","nix","infrastructure",{"title":2952,"description":2953,"path":2954,"category":2755,"date":1523,"updatedAt":1523,"sourceType":1361,"source":2955,"tags":2956},"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",[1482,1335,1913,2838,1814],{"title":2958,"description":2959,"path":2960,"category":2755,"date":1523,"updatedAt":1523,"sourceType":1361,"source":2961,"tags":2962},"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",[2114,1506,1482,2003,1353],{"title":2964,"description":2965,"path":2966,"category":1298,"date":2556,"updatedAt":1393,"sourceType":1307,"source":1305,"tags":2967},"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",[2111,2184,2112,1346,1354],{"title":2969,"description":2970,"path":2971,"category":2755,"date":1442,"updatedAt":1442,"sourceType":1361,"source":2972,"tags":2973},"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",[1335,1435,1735,1727,1742],{"title":2975,"description":2976,"path":2977,"category":2755,"date":1550,"updatedAt":1550,"sourceType":1361,"source":2972,"tags":2978},"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",[1335,2389,2386,1743,1867],{"title":2980,"description":2981,"path":2982,"category":2555,"date":1401,"updatedAt":1401,"sourceType":1361,"source":2945,"tags":2983},"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",[2947,1335,1632,2984,2985],"vector-search","knowledge",{"title":2987,"description":2988,"path":2989,"category":2755,"date":1540,"updatedAt":1540,"sourceType":1361,"source":2990,"tags":2991},"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",[2353,1543,1570,1572,1639],{"title":2993,"description":2994,"path":2995,"category":2755,"date":1523,"updatedAt":1523,"sourceType":1361,"source":2996,"tags":2997},"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",[1700,1457,1526,1704,1333],{"title":2999,"description":3000,"path":3001,"category":2755,"date":1442,"updatedAt":1442,"sourceType":1361,"source":2824,"tags":3002},"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",[1450,2395,1516,1518,2073],{"title":3004,"description":3005,"path":3006,"category":2755,"date":1540,"updatedAt":1540,"sourceType":1361,"source":3007,"tags":3008},"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",[1497,1680,1331,1681,1682],{"title":3010,"description":3011,"path":3012,"category":2555,"date":1401,"updatedAt":1401,"sourceType":1361,"source":3013,"tags":3014},"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",[1387,2540,1808,2541,2114],{"title":3016,"description":3017,"path":3018,"category":2755,"date":1956,"updatedAt":1956,"sourceType":1361,"source":2843,"tags":3019},"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",[2126,1625,1604,1681,1403],{"title":3021,"description":3022,"path":3023,"category":2755,"date":1550,"updatedAt":1550,"sourceType":1361,"source":3024,"tags":3025},"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",[1388,1457,1964,2126,1498],{"title":3027,"description":3028,"path":3029,"category":2755,"date":1540,"updatedAt":1540,"sourceType":1361,"source":2866,"tags":3030},"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",[1681,2234,1333,2235,1353],{"title":3032,"description":3033,"path":3034,"category":2555,"date":1401,"updatedAt":1401,"sourceType":1361,"source":3035,"tags":3036},"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",[1435,1596,1436,1595,1597],{"title":3038,"description":3039,"path":3040,"category":2755,"date":1442,"updatedAt":1442,"sourceType":1361,"source":3041,"tags":3042},"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",[1435,1578,2407,2408,2113],{"title":3044,"description":3045,"path":3046,"category":2755,"date":1442,"updatedAt":1442,"sourceType":1361,"source":3047,"tags":3048},"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",[1795,1796,1312,1648,1310],{"title":3050,"description":3051,"path":3052,"category":2755,"date":1550,"updatedAt":1550,"sourceType":1361,"source":3053,"tags":3054},"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",[1516,1450,1497,1518,1814],{"title":3056,"description":3057,"path":3058,"category":2755,"date":1550,"updatedAt":1550,"sourceType":1361,"source":3059,"tags":3060},"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",[1516,2198,1450,1331,1353],{"title":3062,"description":3063,"path":3064,"category":2555,"date":1401,"updatedAt":1401,"sourceType":1361,"source":1240,"tags":3065},"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",[2111,2112,2114,2113],{"title":3067,"description":3068,"path":3069,"category":2755,"date":1523,"updatedAt":1523,"sourceType":1361,"source":2769,"tags":3070},"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",[1388,1681,1497,1403,2017],{"title":3072,"description":3073,"path":3074,"category":2755,"date":1540,"updatedAt":1540,"sourceType":1361,"source":3075,"tags":3076},"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",[1526,1525,3077,1333,574],"threads",{"title":3079,"description":3080,"path":3081,"category":2755,"date":1503,"updatedAt":1503,"sourceType":1361,"source":3082,"tags":3083},"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",[1855,1742,1856,1428,1334],{"title":3085,"description":3086,"path":3087,"category":2755,"date":1540,"updatedAt":1540,"sourceType":1361,"source":3088,"tags":3089},"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",[2435,3090,3091,2434,1353],"snapshot","rotation",{"title":3093,"description":3094,"path":3095,"category":2755,"date":1540,"updatedAt":1540,"sourceType":1361,"source":2955,"tags":3096},"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",[1544,1354,2304,1681,2152],{"title":3098,"description":3099,"path":3100,"category":2755,"date":1442,"updatedAt":1442,"sourceType":1361,"source":3101,"tags":3102},"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",[1354,2137,2139,2138,1353],{"title":3104,"description":3105,"path":3106,"category":3107,"date":1327,"updatedAt":1327,"sourceType":1595,"source":3108,"tags":3109},"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",[1354,3110,1713,1352],"compliance",{"title":3112,"description":3113,"path":3114,"category":2755,"date":1523,"updatedAt":1523,"sourceType":1361,"source":3088,"tags":3115},"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",[1354,2434,1648,3116,1353],"proxy",{"title":3118,"description":3119,"path":3120,"category":2755,"date":2445,"updatedAt":2445,"sourceType":1361,"source":3121,"tags":3122},"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 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