[{"data":1,"prerenderedAt":3656},["ShallowReactive",2],{"best-practices:transcript-hygiene-governance":3,"content-manifest":1052},{"id":4,"title":5,"body":6,"category":1031,"date":1032,"description":1033,"difficulty":1034,"extension":1035,"meta":1036,"navigation":795,"path":1037,"seo":1038,"source":1039,"sourceName":1040,"sourceType":1041,"stem":1042,"tags":1043,"updatedAt":1050,"__hash__":1051},"bestPractices/best-practices/transcript-hygiene-governance.md","Transcript 会话记录治理与归档策略",{"type":7,"value":8,"toc":1015},"minimark",[9,13,17,40,43,48,51,62,65,80,83,88,91,158,161,313,317,320,401,404,415,418,422,425,509,512,588,591,594,598,601,683,686,689,703,706,709,764,767,770,855,858,908,911,914,951,954,981,984,1011],[10,11,5],"h1",{"id":12},"transcript-会话记录治理与归档策略",[14,15,16],"p",{},"OpenClaw 长期运行后，会话记录（transcript）会自然积累。如果不做治理，会带来三个问题：",[18,19,20,28,34],"ol",{},[21,22,23,27],"li",{},[24,25,26],"strong",{},"存储无限增长"," - 每个对话都永久保留，磁盘迟早会满",[21,29,30,33],{},[24,31,32],{},"查询性能下降"," - 搜索和索引的基数变大，响应变慢",[21,35,36,39],{},[24,37,38],{},"隐私合规风险"," - 某些数据需要定期清理或脱敏",[14,41,42],{},"这篇指南帮你建立一套 transcript 治理策略。",[44,45,47],"h2",{"id":46},"transcript-在-openclaw-里存成什么样","Transcript 在 OpenClaw 里存成什么样",[14,49,50],{},"OpenClaw 的会话记录通常以 JSONL 格式存储：",[52,53,58],"pre",{"className":54,"code":56,"language":57},[55],"language-text","~/.openclaw/sessions/\n├── session_abc123.jsonl\n├── session_def456.jsonl\n└── archive/\n    ├── 2026-01/\n    │   └── session_abc123.jsonl.gz\n    └── 2026-02/\n        └── session_def456.jsonl.gz\n","text",[59,60,56],"code",{"__ignoreMap":61},"",[14,63,64],{},"每条记录包含：",[66,67,68,71,74,77],"ul",{},[21,69,70],{},"消息内容",[21,72,73],{},"时间戳",[21,75,76],{},"发送者信息",[21,78,79],{},"元数据（渠道、Agent ID 等）",[44,81,82],{"id":82},"三层治理策略",[84,85,87],"h3",{"id":86},"第一层会话生命周期管理","第一层：会话生命周期管理",[14,89,90],{},"不是每个会话都需要永久保留。合理的生命周期策略：",[92,93,94,110],"table",{},[95,96,97],"thead",{},[98,99,100,104,107],"tr",{},[101,102,103],"th",{},"会话类型",[101,105,106],{},"保留策略",[101,108,109],{},"理由",[111,112,113,125,136,147],"tbody",{},[98,114,115,119,122],{},[116,117,118],"td",{},"临时测试对话",[116,120,121],{},"7 天后自动清理",[116,123,124],{},"无长期价值",[98,126,127,130,133],{},[116,128,129],{},"普通用户对话",[116,131,132],{},"90 天后归档",[116,134,135],{},"兼顾支持和隐私",[98,137,138,141,144],{},[116,139,140],{},"工作流执行记录",[116,142,143],{},"30 天后清理",[116,145,146],{},"通常只需看最近结果",[98,148,149,152,155],{},[116,150,151],{},"重要项目对话",[116,153,154],{},"永久保留",[116,156,157],{},"有知识沉淀价值",[14,159,160],{},"在 OpenClaw 配置中，可以通过 session 策略实现：",[52,162,166],{"className":163,"code":164,"language":165,"meta":61,"style":61},"language-json shiki shiki-themes github-light github-dark","{\n  \"sessions\": {\n    \"retention\": {\n      \"default\": \"90d\",\n      \"rules\": [\n        {\n          \"tag\": \"test\",\n          \"retention\": \"7d\"\n        },\n        {\n          \"tag\": \"project\",\n          \"retention\": \"forever\"\n        }\n      ]\n    }\n  }\n}\n","json",[59,167,168,177,187,195,211,220,226,239,250,256,261,273,283,289,295,301,307],{"__ignoreMap":61},[169,170,173],"span",{"class":171,"line":172},"line",1,[169,174,176],{"class":175},"sVt8B","{\n",[169,178,180,184],{"class":171,"line":179},2,[169,181,183],{"class":182},"sj4cs","  \"sessions\"",[169,185,186],{"class":175},": {\n",[169,188,190,193],{"class":171,"line":189},3,[169,191,192],{"class":182},"    \"retention\"",[169,194,186],{"class":175},[169,196,198,201,204,208],{"class":171,"line":197},4,[169,199,200],{"class":182},"      \"default\"",[169,202,203],{"class":175},": ",[169,205,207],{"class":206},"sZZnC","\"90d\"",[169,209,210],{"class":175},",\n",[169,212,214,217],{"class":171,"line":213},5,[169,215,216],{"class":182},"      \"rules\"",[169,218,219],{"class":175},": [\n",[169,221,223],{"class":171,"line":222},6,[169,224,225],{"class":175},"        {\n",[169,227,229,232,234,237],{"class":171,"line":228},7,[169,230,231],{"class":182},"          \"tag\"",[169,233,203],{"class":175},[169,235,236],{"class":206},"\"test\"",[169,238,210],{"class":175},[169,240,242,245,247],{"class":171,"line":241},8,[169,243,244],{"class":182},"          \"retention\"",[169,246,203],{"class":175},[169,248,249],{"class":206},"\"7d\"\n",[169,251,253],{"class":171,"line":252},9,[169,254,255],{"class":175},"        },\n",[169,257,259],{"class":171,"line":258},10,[169,260,225],{"class":175},[169,262,264,266,268,271],{"class":171,"line":263},11,[169,265,231],{"class":182},[169,267,203],{"class":175},[169,269,270],{"class":206},"\"project\"",[169,272,210],{"class":175},[169,274,276,278,280],{"class":171,"line":275},12,[169,277,244],{"class":182},[169,279,203],{"class":175},[169,281,282],{"class":206},"\"forever\"\n",[169,284,286],{"class":171,"line":285},13,[169,287,288],{"class":175},"        }\n",[169,290,292],{"class":171,"line":291},14,[169,293,294],{"class":175},"      ]\n",[169,296,298],{"class":171,"line":297},15,[169,299,300],{"class":175},"    }\n",[169,302,304],{"class":171,"line":303},16,[169,305,306],{"class":175},"  }\n",[169,308,310],{"class":171,"line":309},17,[169,311,312],{"class":175},"}\n",[84,314,316],{"id":315},"第二层compaction-与压缩","第二层：Compaction 与压缩",[14,318,319],{},"OpenClaw 的 compaction 机制会自动处理长会话：",[52,321,323],{"className":163,"code":322,"language":165,"meta":61,"style":61},"{\n  \"memory\": {\n    \"compaction\": {\n      \"enabled\": true,\n      \"trigger\": \"token_threshold\",\n      \"threshold\": 12000,\n      \"strategy\": \"summary\"\n    }\n  }\n}\n",[59,324,325,329,336,343,355,367,379,389,393,397],{"__ignoreMap":61},[169,326,327],{"class":171,"line":172},[169,328,176],{"class":175},[169,330,331,334],{"class":171,"line":179},[169,332,333],{"class":182},"  \"memory\"",[169,335,186],{"class":175},[169,337,338,341],{"class":171,"line":189},[169,339,340],{"class":182},"    \"compaction\"",[169,342,186],{"class":175},[169,344,345,348,350,353],{"class":171,"line":197},[169,346,347],{"class":182},"      \"enabled\"",[169,349,203],{"class":175},[169,351,352],{"class":182},"true",[169,354,210],{"class":175},[169,356,357,360,362,365],{"class":171,"line":213},[169,358,359],{"class":182},"      \"trigger\"",[169,361,203],{"class":175},[169,363,364],{"class":206},"\"token_threshold\"",[169,366,210],{"class":175},[169,368,369,372,374,377],{"class":171,"line":222},[169,370,371],{"class":182},"      \"threshold\"",[169,373,203],{"class":175},[169,375,376],{"class":182},"12000",[169,378,210],{"class":175},[169,380,381,384,386],{"class":171,"line":228},[169,382,383],{"class":182},"      \"strategy\"",[169,385,203],{"class":175},[169,387,388],{"class":206},"\"summary\"\n",[169,390,391],{"class":171,"line":241},[169,392,300],{"class":175},[169,394,395],{"class":171,"line":252},[169,396,306],{"class":175},[169,398,399],{"class":171,"line":258},[169,400,312],{"class":175},[14,402,403],{},"Compaction 的作用：",[66,405,406,409,412],{},[21,407,408],{},"当会话 token 数超过阈值时，自动压缩早期内容",[21,410,411],{},"把详细对话转成摘要，保留关键信息",[21,413,414],{},"释放上下文窗口，同时不丢失核心内容",[14,416,417],{},"但这只解决 \"运行时内存\" 的问题，不解决 \"磁盘存储\" 的问题。",[84,419,421],{"id":420},"第三层归档与清理","第三层：归档与清理",[14,423,424],{},"对于磁盘上的旧会话文件，需要主动归档：",[52,426,430],{"className":427,"code":428,"language":429,"meta":61,"style":61},"language-bash shiki shiki-themes github-light github-dark","# 手动归档示例\nfind ~/.openclaw/sessions/ -name \"*.jsonl\" -mtime +90 \\\n  -exec gzip {} \\; \\\n  -exec mv {}.gz ~/.openclaw/sessions/archive/$(date +%Y-%m)/ \\;\n","bash",[59,431,432,438,462,478],{"__ignoreMap":61},[169,433,434],{"class":171,"line":172},[169,435,437],{"class":436},"sJ8bj","# 手动归档示例\n",[169,439,440,444,447,450,453,456,459],{"class":171,"line":179},[169,441,443],{"class":442},"sScJk","find",[169,445,446],{"class":206}," ~/.openclaw/sessions/",[169,448,449],{"class":182}," -name",[169,451,452],{"class":206}," \"*.jsonl\"",[169,454,455],{"class":182}," -mtime",[169,457,458],{"class":206}," +90",[169,460,461],{"class":182}," \\\n",[169,463,464,467,470,473,476],{"class":171,"line":189},[169,465,466],{"class":182},"  -exec",[169,468,469],{"class":206}," gzip",[169,471,472],{"class":206}," {}",[169,474,475],{"class":182}," \\;",[169,477,461],{"class":182},[169,479,480,482,485,488,491,494,497,500,503,506],{"class":171,"line":197},[169,481,466],{"class":182},[169,483,484],{"class":206}," mv",[169,486,487],{"class":206}," {}.gz",[169,489,490],{"class":206}," ~/.openclaw/sessions/archive/",[169,492,493],{"class":175},"$(",[169,495,496],{"class":442},"date",[169,498,499],{"class":206}," +%Y-%m",[169,501,502],{"class":175},")",[169,504,505],{"class":206},"/",[169,507,508],{"class":182}," \\;\n",[14,510,511],{},"更推荐的做法是用 OpenClaw 内置的归档能力（如果已启用）：",[52,513,515],{"className":163,"code":514,"language":165,"meta":61,"style":61},"{\n  \"sessions\": {\n    \"archive\": {\n      \"enabled\": true,\n      \"after\": \"90d\",\n      \"compress\": true,\n      \"destination\": \"/var/backups/openclaw/sessions/\"\n    }\n  }\n}\n",[59,516,517,521,527,534,544,555,566,576,580,584],{"__ignoreMap":61},[169,518,519],{"class":171,"line":172},[169,520,176],{"class":175},[169,522,523,525],{"class":171,"line":179},[169,524,183],{"class":182},[169,526,186],{"class":175},[169,528,529,532],{"class":171,"line":189},[169,530,531],{"class":182},"    \"archive\"",[169,533,186],{"class":175},[169,535,536,538,540,542],{"class":171,"line":197},[169,537,347],{"class":182},[169,539,203],{"class":175},[169,541,352],{"class":182},[169,543,210],{"class":175},[169,545,546,549,551,553],{"class":171,"line":213},[169,547,548],{"class":182},"      \"after\"",[169,550,203],{"class":175},[169,552,207],{"class":206},[169,554,210],{"class":175},[169,556,557,560,562,564],{"class":171,"line":222},[169,558,559],{"class":182},"      \"compress\"",[169,561,203],{"class":175},[169,563,352],{"class":182},[169,565,210],{"class":175},[169,567,568,571,573],{"class":171,"line":228},[169,569,570],{"class":182},"      \"destination\"",[169,572,203],{"class":175},[169,574,575],{"class":206},"\"/var/backups/openclaw/sessions/\"\n",[169,577,578],{"class":171,"line":241},[169,579,300],{"class":175},[169,581,582],{"class":171,"line":252},[169,583,306],{"class":175},[169,585,586],{"class":171,"line":258},[169,587,312],{"class":175},[44,589,590],{"id":590},"隐私合规要点",[14,592,593],{},"如果你的 OpenClaw 实例处理敏感数据，transcript 治理需要额外注意：",[84,595,597],{"id":596},"pii-检测与脱敏","PII 检测与脱敏",[14,599,600],{},"在存储前对 transcript 进行扫描：",[52,602,604],{"className":163,"code":603,"language":165,"meta":61,"style":61},"{\n  \"sessions\": {\n    \"hygiene\": {\n      \"redactPII\": true,\n      \"patterns\": [\n        \"email\",\n        \"phone\",\n        \"ssn\",\n        \"credit_card\"\n      ]\n    }\n  }\n}\n",[59,605,606,610,616,623,634,641,648,655,662,667,671,675,679],{"__ignoreMap":61},[169,607,608],{"class":171,"line":172},[169,609,176],{"class":175},[169,611,612,614],{"class":171,"line":179},[169,613,183],{"class":182},[169,615,186],{"class":175},[169,617,618,621],{"class":171,"line":189},[169,619,620],{"class":182},"    \"hygiene\"",[169,622,186],{"class":175},[169,624,625,628,630,632],{"class":171,"line":197},[169,626,627],{"class":182},"      \"redactPII\"",[169,629,203],{"class":175},[169,631,352],{"class":182},[169,633,210],{"class":175},[169,635,636,639],{"class":171,"line":213},[169,637,638],{"class":182},"      \"patterns\"",[169,640,219],{"class":175},[169,642,643,646],{"class":171,"line":222},[169,644,645],{"class":206},"        \"email\"",[169,647,210],{"class":175},[169,649,650,653],{"class":171,"line":228},[169,651,652],{"class":206},"        \"phone\"",[169,654,210],{"class":175},[169,656,657,660],{"class":171,"line":241},[169,658,659],{"class":206},"        \"ssn\"",[169,661,210],{"class":175},[169,663,664],{"class":171,"line":252},[169,665,666],{"class":206},"        \"credit_card\"\n",[169,668,669],{"class":171,"line":258},[169,670,294],{"class":175},[169,672,673],{"class":171,"line":263},[169,674,300],{"class":175},[169,676,677],{"class":171,"line":275},[169,678,306],{"class":175},[169,680,681],{"class":171,"line":285},[169,682,312],{"class":175},[84,684,685],{"id":685},"用户删除请求",[14,687,688],{},"某些法规（如 GDPR）要求支持用户删除请求。实现方式：",[18,690,691,694,700],{},[21,692,693],{},"按用户 ID 标记所有相关会话",[21,695,696,697],{},"执行 ",[59,698,699],{},"openclaw sessions purge --user \u003Cuser_id>",[21,701,702],{},"确认索引中也已清除",[84,704,705],{"id":705},"访问审计",[14,707,708],{},"记录谁查看了哪些会话：",[52,710,712],{"className":163,"code":711,"language":165,"meta":61,"style":61},"{\n  \"sessions\": {\n    \"audit\": {\n      \"readAccess\": true,\n      \"exportAccess\": true\n    }\n  }\n}\n",[59,713,714,718,724,731,742,752,756,760],{"__ignoreMap":61},[169,715,716],{"class":171,"line":172},[169,717,176],{"class":175},[169,719,720,722],{"class":171,"line":179},[169,721,183],{"class":182},[169,723,186],{"class":175},[169,725,726,729],{"class":171,"line":189},[169,727,728],{"class":182},"    \"audit\"",[169,730,186],{"class":175},[169,732,733,736,738,740],{"class":171,"line":197},[169,734,735],{"class":182},"      \"readAccess\"",[169,737,203],{"class":175},[169,739,352],{"class":182},[169,741,210],{"class":175},[169,743,744,747,749],{"class":171,"line":213},[169,745,746],{"class":182},"      \"exportAccess\"",[169,748,203],{"class":175},[169,750,751],{"class":182},"true\n",[169,753,754],{"class":171,"line":222},[169,755,300],{"class":175},[169,757,758],{"class":171,"line":228},[169,759,306],{"class":175},[169,761,762],{"class":171,"line":241},[169,763,312],{"class":175},[44,765,766],{"id":766},"存储监控与告警",[14,768,769],{},"建立 transcript 存储的监控基线：",[52,771,773],{"className":427,"code":772,"language":429,"meta":61,"style":61},"# 检查会话存储大小\ndu -sh ~/.openclaw/sessions/\n\n# 检查会话数量\nfind ~/.openclaw/sessions/ -name \"*.jsonl\" | wc -l\n\n# 检查最老的会话\nls -lt ~/.openclaw/sessions/*.jsonl | tail -5\n",[59,774,775,780,791,797,802,822,826,831],{"__ignoreMap":61},[169,776,777],{"class":171,"line":172},[169,778,779],{"class":436},"# 检查会话存储大小\n",[169,781,782,785,788],{"class":171,"line":179},[169,783,784],{"class":442},"du",[169,786,787],{"class":182}," -sh",[169,789,790],{"class":206}," ~/.openclaw/sessions/\n",[169,792,793],{"class":171,"line":189},[169,794,796],{"emptyLinePlaceholder":795},true,"\n",[169,798,799],{"class":171,"line":197},[169,800,801],{"class":436},"# 检查会话数量\n",[169,803,804,806,808,810,812,816,819],{"class":171,"line":213},[169,805,443],{"class":442},[169,807,446],{"class":206},[169,809,449],{"class":182},[169,811,452],{"class":206},[169,813,815],{"class":814},"szBVR"," |",[169,817,818],{"class":442}," wc",[169,820,821],{"class":182}," -l\n",[169,823,824],{"class":171,"line":222},[169,825,796],{"emptyLinePlaceholder":795},[169,827,828],{"class":171,"line":228},[169,829,830],{"class":436},"# 检查最老的会话\n",[169,832,833,836,839,841,844,847,849,852],{"class":171,"line":241},[169,834,835],{"class":442},"ls",[169,837,838],{"class":182}," -lt",[169,840,446],{"class":206},[169,842,843],{"class":182},"*",[169,845,846],{"class":206},".jsonl",[169,848,815],{"class":814},[169,850,851],{"class":442}," tail",[169,853,854],{"class":182}," -5\n",[14,856,857],{},"建议的告警阈值：",[92,859,860,873],{},[95,861,862],{},[98,863,864,867,870],{},[101,865,866],{},"指标",[101,868,869],{},"警告",[101,871,872],{},"严重",[111,874,875,886,897],{},[98,876,877,880,883],{},[116,878,879],{},"总会话存储大小",[116,881,882],{},"> 10GB",[116,884,885],{},"> 50GB",[98,887,888,891,894],{},[116,889,890],{},"活跃会话数",[116,892,893],{},"> 1000",[116,895,896],{},"> 5000",[98,898,899,902,905],{},[116,900,901],{},"最老未归档会话",[116,903,904],{},"> 120 天",[116,906,907],{},"> 180 天",[44,909,910],{"id":910},"定期维护检查单",[14,912,913],{},"每月执行一次：",[66,915,918,927,933,939,945],{"className":916},[917],"contains-task-list",[21,919,922,926],{"className":920},[921],"task-list-item",[923,924],"input",{"disabled":795,"type":925},"checkbox"," 检查存储增长趋势",[21,928,930,932],{"className":929},[921],[923,931],{"disabled":795,"type":925}," 确认归档任务正常执行",[21,934,936,938],{"className":935},[921],[923,937],{"disabled":795,"type":925}," 抽查几个归档文件是否可解压读取",[21,940,942,944],{"className":941},[921],[923,943],{"disabled":795,"type":925}," 检查是否有异常大的单个会话文件",[21,946,948,950],{"className":947},[921],[923,949],{"disabled":795,"type":925}," 确认 PII 脱敏规则仍覆盖新业务字段",[14,952,953],{},"每季度执行一次：",[66,955,957,963,969,975],{"className":956},[917],[21,958,960,962],{"className":959},[921],[923,961],{"disabled":795,"type":925}," 评估保留策略是否需要调整",[21,964,966,968],{"className":965},[921],[923,967],{"disabled":795,"type":925}," 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当成一次性安装项目。","/docs/getting-started/enterprise-ops-entry",[1088,1049,1067,1089,1090],"enterprise","security","upgrades",{"title":1092,"description":1093,"path":1094,"category":1062,"updatedAt":1095,"sourceType":1041,"tags":1096},"创建第一个 Agent","从零开始创建你的第一个 OpenClaw Agent，理解 Agent 的基本概念和配置方式。","/docs/getting-started/first-agent","2026-05-26",[1068,1097,1098,1099],"quickstart","tutorial","basics",{"title":1101,"description":1102,"path":1103,"category":1062,"updatedAt":1095,"sourceType":1041,"tags":1104},"接入第一个渠道","学习如何将 OpenClaw Agent 接入消息渠道，实现多平台统一管理。","/docs/getting-started/first-channel",[1069,1097,1098,1099],{"title":1106,"description":1107,"path":1108,"category":1062,"updatedAt":1095,"sourceType":1041,"tags":1109},"添加第一个技能","学习如何为 OpenClaw Agent 添加和配置技能，让助手具备更多能力。","/docs/getting-started/first-skill",[1082,1097,1098,1099],{"title":1111,"description":1112,"path":1113,"category":1062,"updatedAt":1095,"sourceType":1041,"tags":1114},"创建第一个工作流","学习如何使用 OpenClaw 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Telegram、WhatsApp、飞书等渠道接入，而不是在最小链路未稳定时过早增加复杂度。","/docs/getting-started/when-to-connect-channels","2026-03-24",[1069,1123,1175,1067,1182],"safety",{"title":1184,"description":1185,"path":1186,"category":1062,"updatedAt":1180,"sourceType":1064,"tags":1187},"模型、配置和安全这三页分别什么时候看","用最短方式判断什么时候该去看模型选择、关键配置和安全实践，避免把问题带到错误页面里越看越乱。","/docs/getting-started/when-to-read-models-config-security",[1188,1189,1089,1175,1148],"models","configurations",{"title":1191,"description":1192,"path":1193,"category":1062,"updatedAt":1180,"sourceType":1064,"tags":1194},"Dashboard、WebChat 和聊天渠道分别什么时候用","把 OpenClaw 最常见的三个使用入口拆开，帮助你判断什么时候该进 Dashboard，什么时候该用 WebChat，什么时候才值得接入 Telegram、飞书或 WhatsApp。","/docs/getting-started/when-to-use-dashboard-webchat-or-channels",[1124,1195,1069,1175,1148],"webchat",{"title":1197,"description":1198,"path":1199,"category":1062,"updatedAt":1180,"sourceType":1064,"tags":1200},"我应该先从哪个页面开始","面向第一次进入中文站的用户，按目标、角色和当前问题判断应该先看文档、学习路径、主题中心、视频还是案例。","/docs/getting-started/which-page-should-i-start-with",[1148,1175,1157,1201,1202],"paths","topics",{"title":1204,"description":1205,"path":1206,"category":1162,"updatedAt":1129,"sourceType":1041,"tags":1207},"OpenClaw 适合哪些用户","判断你是否真的需要 OpenClaw，以及它更适合哪类中文用户和团队。","/docs/getting-started/who-is-openclaw-for",[1208,1079,1209,1165],"users","scenarios",{"title":1211,"description":1212,"path":1213,"category":1214,"updatedAt":1129,"sourceType":1215,"tags":1216},"Agent 工作区结构说明","了解 OpenClaw 工作区里各类核心文件的作用，包括 AGENTS、SOUL、USER、MEMORY、日志、skills 和 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配置重点。","/docs/manual/bedrock-guardrails-and-auth",[1242,1243,1244,1245,1246,1188],"bedrock","aws","providers","guardrails","auth",{"title":1248,"description":1249,"path":1250,"category":1214,"updatedAt":1251,"sourceType":1041,"tags":1252},"bindings 的优先级怎么影响 agent 选择","基于最新官方 Channel Routing 与 Configuration 文档，解释 peer、guild、team、account、channel 和 default agent 的命中顺序，以及为什么 binding 命中问题常常看起来像“模型选错了”。","/docs/manual/bindings-precedence-and-agent-selection","2026-03-22",[1253,1254,1255,1069,1081],"bindings","routing","agents",{"title":1257,"description":1258,"path":1259,"category":1214,"updatedAt":1180,"sourceType":1041,"tags":1260},"BlueBubbles 与 iMessage 接入","为什么官方更推荐 BlueBubbles，而不是 legacy imsg，以及远程 Mac 和 webhook 模式下该注意什么。","/docs/manual/bluebubbles-imessage",[1069,1261,1262,1263,1264],"bluebubbles","imessage","macos","webhook",{"title":1266,"description":1267,"path":1268,"category":1214,"updatedAt":1269,"sourceType":1041,"tags":1270},"Broadcast Groups 和普通 routing 的边界怎么区分","基于最新官方 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Groups 与 Channel Routing 文档，整理 Telegram forum topic 在 OpenClaw 里的 session key 形态、topic 级上下文隔离和群触发边界，帮助团队理解“同一群里的不同 topic”为什么已经不是同一条会话。","/docs/manual/forum-topics-and-group-session-keys",[1300,1401,1045,1254,1282],"forum-topics",{"title":1403,"description":1404,"path":1405,"category":1214,"updatedAt":1279,"sourceType":1041,"tags":1406},"从第一次跑通到长期运行：OpenClaw 的完整系统地图","把安装、Gateway、控制面、渠道、模型、记忆、自动化和长期维护放到一条完整主线上，帮助你从“先跑起来”过渡到“长期稳定使用”。","/docs/manual/from-first-run-to-long-running-system",[1080,1067,1069,1188,1071,1116],{"title":1408,"description":1409,"path":1410,"category":1214,"updatedAt":1269,"sourceType":1041,"tags":1411},"Headless nodes 和设备宿主边界怎么分","基于最新官方 Nodes、Architecture 与 Pairing 文档，解释 headless nodes、普通设备节点和 Gateway 之间的职责差异，帮助团队理解“能力跑在哪台机器上”这条边界。","/docs/manual/headless-node-hosts-and-device-boundaries",[1225,1412,1413,1414,1067],"headless","pairing","devices",{"title":1416,"description":1417,"path":1418,"category":1214,"updatedAt":1137,"sourceType":1041,"tags":1419},"Hooks 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完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[1081,1889,1949,1950],"settings","options",{"title":1952,"description":1953,"path":1954,"category":1883,"updatedAt":1137,"sourceType":1041,"tags":1955},"Control UI 设备配对与浏览器授权","基于最新官方 Control UI 与 Pairing 文档，解释为什么远程浏览器首次连接需要设备配对、设备身份如何记住，以及什么时候需要重新批准。","/docs/reference/control-ui-device-pairing",[1334,1413,1414,1355,1707],{"title":1957,"description":1958,"path":1959,"category":1883,"updatedAt":1279,"sourceType":1041,"tags":1960},"cron run 入队语义和 retry backoff 应该怎么理解","基于最新官方 cron CLI 与 Cron Jobs 文档，解释 openclaw cron run 为什么先返回 enqueued、何时该去看 runs，以及 recurring job 连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[1234,1492,1961,1962,1889],"scheduler","queue",{"title":1964,"description":1965,"path":1966,"category":1883,"updatedAt":1646,"sourceType":1041,"tags":1967},"Dashboard 的 SecretRef token、sessionStorage 和非 token 化 URL 应该怎么理解","基于最新官方 Dashboard 文档，解释 openclaw dashboard 在普通 token、SecretRef token 和远程入口下分别如何引导认证，以及为什么当前浏览器标签页的 sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[1124,1354,1968,1969,1246],"secretref","sessionStorage",{"title":1971,"description":1972,"path":1973,"category":1974,"updatedAt":1375,"sourceType":1041,"tags":1975},"调试、运行时覆盖与开发排障","基于官方 debugging 和 FAQ 文档，整理 `/debug`、watch 模式、dev profile 以及排查流式输出异常时最值得先看的入口。","/docs/reference/debugging-and-runtime-overrides","排错",[1976,1977,1978,1726,1481],"debugging","debug","runtime-overrides",{"title":1980,"description":1981,"path":1982,"category":1883,"updatedAt":1251,"sourceType":1041,"tags":1983},"Diagnostics flags 和定向日志应该怎么用","基于最新官方 Diagnostics Flags 与 Logging 文档，解释 OpenClaw 如何用 diagnostics.flags 和 OPENCLAW_DIAGNOSTICS 打开定向调试日志，以及为什么这比全局 verbose 更适合长期排障。","/docs/reference/diagnostics-flags-and-targeted-logs",[1895,1984,1985,1977,1889],"logging","flags",{"title":1987,"description":1988,"path":1989,"category":1883,"updatedAt":1251,"sourceType":1041,"tags":1990},"dmScope 和 identityLinks 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之间真正的优先级。","/docs/reference/env-sources-and-precedence",[1590,1081,1281,2004,1889],"shell",{"title":2006,"description":2007,"path":2008,"category":1883,"updatedAt":1180,"sourceType":1064,"tags":2009},"如何结合官方文档、GitHub 和中文渠道跟踪 OpenClaw","把官方文档、GitHub Releases、Issues、中文教程站、媒体报道和中文社区解读放到同一套可信度框架里，减少信息滞后和误读。","/docs/reference/external-sources-and-trust-levels",[2010,1801,1325,2011,1803],"sources","trust",{"title":2013,"description":2014,"path":2015,"category":1883,"updatedAt":1137,"sourceType":1041,"tags":2016},"Gateway 命令与 RPC 该怎么用","基于最新官方 CLI Reference 与 Gateway protocol 文档，整理 openclaw gateway 子命令、RPC 调用边界、显式凭据要求，以及为什么它更适合被当成控制面入口而不是随手脚本助手。","/docs/reference/gateway-cli-and-rpc",[1067,2017,1236,1654,1226],"rpc",{"title":2019,"description":2020,"path":2021,"category":1883,"updatedAt":1251,"sourceType":1041,"tags":2022},"Gateway-owned pairing 和 device pairing 有什么区别","基于最新官方 Pairing 与 Gateway-owned pairing 文档，解释 node.pair.* 这套旧式网关配对和当前 WS device pairing 的真实边界，避免把两套授权机制混成一套。","/docs/reference/gateway-owned-pairing-vs-device-pairing",[1413,1414,1067,1225,1889],{"title":2024,"description":2025,"path":2026,"category":1883,"updatedAt":1646,"sourceType":1041,"tags":2027},"Gateway 为什么是 session source of truth","基于最新官方 Session 文档，解释 OpenClaw 的 session store、JSONL transcript、token 计数和 UI 查询为什么都应围绕 Gateway 理解，避免把本地浏览器、WebChat 或 operator 设备误当成真实状态源。","/docs/reference/gateway-session-source-of-truth",[1273,1067,1195,1124,1889],{"title":2029,"description":2030,"path":2031,"category":1883,"updatedAt":1279,"sourceType":1041,"tags":2032},"Gateway WebSocket 的 role 和 scope 应该怎么理解","基于最新官方 Gateway Protocol 文档，解释 OpenClaw 的 WebSocket 握手里 role、scopes、client mode 和协议版本各自在声明什么，以及为什么这条连接已经是统一控制面而不只是聊天通道。","/docs/reference/gateway-ws-roles-and-scopes",[1067,1654,2033,2034,1889],"protocol","scopes",{"title":2036,"description":2037,"path":2038,"category":1883,"updatedAt":1269,"sourceType":1041,"tags":2039},"groupPolicy、allowlist 和 mention gating 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SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[1648,1654,2054,1067,1889],"sdk",{"title":2056,"description":2057,"path":2058,"category":1883,"updatedAt":1269,"sourceType":1041,"tags":2059},"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",[1081,2060,1678,2061,1889],"include","arrays",{"title":2063,"description":2064,"path":2065,"category":1883,"updatedAt":1251,"sourceType":1041,"tags":2066},"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",[1518,2067,1379,1115,1889],"invoke",{"title":2069,"description":2070,"path":2071,"category":1883,"updatedAt":1279,"sourceType":1041,"tags":2072},"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",[1071,2073,2074,2075,2076,1889],"hybrid-search","ranking","mmr","retrieval",{"title":2078,"description":2079,"path":2080,"category":1883,"updatedAt":1180,"sourceType":1041,"tags":2081},"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",[1188,2082,1246,1244,1889],"probe",{"title":2084,"description":2085,"path":2086,"category":1883,"updatedAt":1585,"sourceType":1041,"tags":2087},"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",[1413,1414,1919,2088,1707],"credentials",{"title":2090,"description":2091,"path":2092,"category":1883,"updatedAt":1180,"sourceType":1041,"tags":2093},"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",[1172,1308,2094,2095,1803,1889],"npm","pin",{"title":2097,"description":2098,"path":2099,"category":1974,"updatedAt":1137,"sourceType":1041,"tags":2100},"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",[1976,2101,1481,1244,1047],"raw-stream",{"title":2103,"description":2104,"path":2105,"category":1883,"updatedAt":1279,"sourceType":1041,"tags":2106},"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",[1139,2107,1246,1067,1889],"tlsFingerprint",{"title":2109,"description":2110,"path":2111,"category":1883,"updatedAt":1279,"sourceType":1041,"tags":2112},"回复机器人消息也算 mention 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入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[1273,1089,1991,1413,1498],{"title":2130,"description":2131,"path":2132,"category":1883,"updatedAt":2133,"sourceType":1041,"tags":2134},"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",[1273,1044,2135,1603,1889],"jsonl",{"title":2137,"description":2138,"path":2139,"category":1883,"updatedAt":2133,"sourceType":1041,"tags":2140},"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 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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",[1044,1046,1244,2160,1889],"tool-calls",{"title":2162,"description":2163,"path":2164,"category":1974,"updatedAt":1129,"sourceType":1041,"tags":2165},"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",[2154,1726,1735,1481],{"title":2167,"description":2168,"path":2169,"category":1883,"updatedAt":1251,"sourceType":1041,"tags":2170},"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",[1195,2171,2172,1044,1889],"history","inject",{"title":2174,"description":2175,"path":2176,"category":2177,"updatedAt":1180,"sourceType":1041,"tags":2178},"国内云部署思路","面向中文团队整理 OpenClaw 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之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[1236,1067,2017,1226,1049],{"title":2526,"description":2527,"path":2528,"category":2454,"date":1251,"updatedAt":1251,"sourceType":1041,"source":2529,"tags":2530},"OpenClaw 的配置分层边界越来越清楚","官方最近围绕 Environment Variables、Configuration、Logging 和 Debugging 的文档更新，正在把正式配置、env 注入和一次性 override 拆成更清楚的层。","/news/openclaw-configuration-layering-watch-2026-03-22","https://docs.openclaw.ai/help/environment",[1081,1590,1253,2531,1049],"overrides",{"title":2533,"description":2534,"path":2535,"category":2243,"date":1137,"updatedAt":1137,"sourceType":1041,"source":2442,"tags":2536},"OpenClaw 上下文观察：Compaction、Session 连续性与 persona 保真正在成为官方显式关注点","基于 2026 年 3 月 21 日可见的官方 Context 文档与 GitHub Releases 页面，整理最近最值得中文站关注的上下文变化：compaction 后 token 检查、session continuity、persona/language 保真，以及它们对长期使用的意义。","/news/openclaw-context-compaction-watch-2026-03-21",[1602,1603,1045,1071,2537],"continuity",{"title":2539,"description":2540,"path":2541,"category":2243,"date":1137,"updatedAt":1137,"sourceType":1041,"source":2542,"tags":2543},"OpenClaw 控制面观察：Control UI、设备配对与 Tailscale Serve 正在把浏览器管理做成正式能力","基于 2026 年 3 月 21 日可见的官方 Control UI、Dashboard、Pairing 与 Tailscale 文档，整理最近最值得关注的控制面变化：浏览器设备配对、语言支持、远程 Serve 与更明确的管理面边界。","/news/openclaw-control-surface-watch-2026-03-21","https://docs.openclaw.ai/web/control-ui",[1334,1124,1686,1413,1139],{"title":2545,"description":2546,"path":2547,"category":2454,"date":1646,"updatedAt":1646,"sourceType":1041,"source":2468,"tags":2548},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 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开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[1078,1082,1326,2179],{"title":2563,"description":2564,"path":2565,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2566,"tags":2567},"OpenClaw 的 devices CLI 正在把设备授权写成一条完整生命周期","官方最近围绕 devices CLI 的补强，让 approve、revoke、rotate 和 fresh token 不再像零散命令，而更像完整的设备授权生命周期。","/news/openclaw-device-token-lifecycle-watch-2026-03-25","https://docs.openclaw.ai/channels/pairing",[1414,1413,1354,1720,2568],"rotate",{"title":2570,"description":2571,"path":2572,"category":2454,"date":1251,"updatedAt":1251,"sourceType":1041,"source":2573,"tags":2574},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[1726,1895,1727,1976,1049],{"title":2576,"description":2577,"path":2578,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2573,"tags":2579},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[1726,1727,1587,1804,1895],{"title":2581,"description":2582,"path":2583,"category":2584,"date":1063,"updatedAt":1063,"sourceType":1325,"source":2585,"tags":2586},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 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",[2587,2588,2589,2590],"education","adoption","ai-tutor","higher-education",{"title":2592,"description":2593,"path":2594,"category":2584,"date":1063,"updatedAt":1063,"sourceType":1325,"source":2595,"tags":2596},"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",[1088,2181,1115,2179],{"title":2598,"description":2599,"path":2600,"category":2243,"date":1137,"updatedAt":1137,"sourceType":1041,"source":2601,"tags":2602},"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",[1082,1308,1172,1174,1327],{"title":2604,"description":2605,"path":2606,"category":2454,"date":1231,"updatedAt":1231,"sourceType":1041,"source":2607,"tags":2608},"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",[1391,1392,1393,1394,1069,1395],{"title":2610,"description":2611,"path":2612,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2613,"tags":2614},"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",[1067,1413,2615,1354,1225],"pending",{"title":2617,"description":2618,"path":2619,"category":2454,"date":1646,"updatedAt":1646,"sourceType":1041,"source":2620,"tags":2621},"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",[1067,1273,1195,1124,2622],"state",{"title":2624,"description":2625,"path":2626,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2627,"tags":2628},"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",[1272,2040,1498,1432,1254],{"title":2630,"description":2631,"path":2632,"category":2454,"date":1279,"updatedAt":1279,"sourceType":1041,"source":2627,"tags":2633},"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",[1272,2113,2634,1271,1524],"activation",{"title":2636,"description":2637,"path":2638,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2639,"tags":2640},"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",[1081,2060,1678,2061,1049],{"title":2642,"description":2643,"path":2644,"category":2243,"date":1137,"updatedAt":1137,"sourceType":1041,"source":2645,"tags":2646},"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",[2647,2181,2648,2649,2650],"showcase","home-assistant","nix","infrastructure",{"title":2652,"description":2653,"path":2654,"category":2454,"date":1251,"updatedAt":1251,"sourceType":1041,"source":2655,"tags":2656},"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",[1045,1071,1603,2537,1524],{"title":2658,"description":2659,"path":2660,"category":2454,"date":1251,"updatedAt":1251,"sourceType":1041,"source":2661,"tags":2662},"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",[1804,1234,1045,1693,1049],{"title":2664,"description":2665,"path":2666,"category":2270,"date":2244,"updatedAt":1129,"sourceType":1941,"source":2272,"tags":2667},"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",[1801,1874,1802,1082,1089],{"title":2669,"description":2670,"path":2671,"category":2454,"date":1180,"updatedAt":1180,"sourceType":1041,"source":2672,"tags":2673},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[2647,1071,1362,2684,2685],"vector-search","knowledge",{"title":2687,"description":2688,"path":2689,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2690,"tags":2691},"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",[2040,1272,1300,1302,1369],{"title":2693,"description":2694,"path":2695,"category":2454,"date":1251,"updatedAt":1251,"sourceType":1041,"source":2696,"tags":2697},"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",[1432,1195,1254,1436,1069],{"title":2699,"description":2700,"path":2701,"category":2454,"date":1180,"updatedAt":1180,"sourceType":1041,"source":2523,"tags":2702},"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",[1188,2082,1244,1246,1764],{"title":2704,"description":2705,"path":2706,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2707,"tags":2708},"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",[1225,1412,1067,1413,1414],{"title":2710,"description":2711,"path":2712,"category":2243,"date":1137,"updatedAt":1137,"sourceType":1041,"source":2713,"tags":2714},"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",[1123,2227,2715,2228,1804],"install",{"title":2717,"description":2718,"path":2719,"category":2454,"date":1646,"updatedAt":1646,"sourceType":1041,"source":2542,"tags":2720},"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",[1816,1355,1334,1413,1139],{"title":2722,"description":2723,"path":2724,"category":2454,"date":1279,"updatedAt":1279,"sourceType":1041,"source":2725,"tags":2726},"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",[1124,1195,1654,1816,1226],{"title":2728,"description":2729,"path":2730,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2566,"tags":2731},"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",[1413,1919,1069,1920,1049],{"title":2733,"description":2734,"path":2735,"category":2243,"date":1137,"updatedAt":1137,"sourceType":1041,"source":2736,"tags":2737},"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",[1172,1326,1174,1325,1327],{"title":2739,"description":2740,"path":2741,"category":2454,"date":1180,"updatedAt":1180,"sourceType":1041,"source":2742,"tags":2743},"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",[1172,1308,2094,2095,1803],{"title":2745,"description":2746,"path":2747,"category":2454,"date":1180,"updatedAt":1180,"sourceType":1041,"source":2748,"tags":2749},"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",[1517,1518,1115,1379,1173],{"title":2751,"description":2752,"path":2753,"category":2454,"date":1279,"updatedAt":1279,"sourceType":1041,"source":2754,"tags":2755},"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",[1244,1188,1225,1246,1524],{"title":2757,"description":2758,"path":2759,"category":2454,"date":1279,"updatedAt":1279,"sourceType":1041,"source":2760,"tags":2761},"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",[1244,1888,1188,1067,1049],{"title":2763,"description":2764,"path":2765,"category":2243,"date":1137,"updatedAt":1137,"sourceType":1041,"source":2442,"tags":2766},"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",[1801,1802,1804,1803],{"title":2768,"description":2769,"path":2770,"category":2454,"date":1251,"updatedAt":1251,"sourceType":1041,"source":2468,"tags":2771},"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",[1124,1413,1225,1139,1707],{"title":2773,"description":2774,"path":2775,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2776,"tags":2777},"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",[1254,1253,2778,1069,1255],"threads",{"title":2780,"description":2781,"path":2782,"category":2454,"date":1231,"updatedAt":1231,"sourceType":1041,"source":2783,"tags":2784},"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",[1557,1473,1558,1165,1070],{"title":2786,"description":2787,"path":2788,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2789,"tags":2790},"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",[2122,2791,2792,2121,1049],"snapshot","rotation",{"title":2794,"description":2795,"path":2796,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2655,"tags":2797},"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",[1273,1089,1991,1413,1842],{"title":2799,"description":2800,"path":2801,"category":2454,"date":1180,"updatedAt":1180,"sourceType":1041,"source":2802,"tags":2803},"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",[1089,1827,1829,1828,1049],{"title":2805,"description":2806,"path":2807,"category":2808,"date":1063,"updatedAt":1063,"sourceType":1325,"source":2809,"tags":2810},"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",[1089,1048,1047,1088],{"title":2812,"description":2813,"path":2814,"category":2454,"date":1251,"updatedAt":1251,"sourceType":1041,"source":2789,"tags":2815},"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",[1089,2121,1379,2816,1049],"proxy",{"title":2818,"description":2819,"path":2820,"category":2454,"date":2133,"updatedAt":2133,"sourceType":1041,"source":2821,"tags":2822},"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",[1273,2135,1603,1044,1067],{"title":2824,"description":2825,"path":2826,"category":2454,"date":2133,"updatedAt":2133,"sourceType":1041,"source":2827,"tags":2828},"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",[1045,1236,2141,1827,1049],{"title":2830,"description":2831,"path":2832,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2833,"tags":2834},"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",[1089,1842,1843,2835,1067],"sandbox",{"title":2837,"description":2838,"path":2839,"category":2243,"date":1137,"updatedAt":1137,"sourceType":1041,"source":2645,"tags":2840},"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",[2647,1325,1300,1082,1116],{"title":2842,"description":2843,"path":2844,"category":2454,"date":1279,"updatedAt":1279,"sourceType":1041,"source":2833,"tags":2845},"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",[1842,1992,1271,1254,1089],{"title":2847,"description":2848,"path":2849,"category":2454,"date":2133,"updatedAt":2133,"sourceType":1041,"source":2850,"tags":2851},"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",[1044,1244,1046,2160,2852],"compatibility",{"title":2854,"description":2855,"path":2856,"category":2454,"date":1180,"updatedAt":1180,"sourceType":1041,"source":2499,"tags":2857},"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",[1862,1089,1139,1067,1246],{"title":2859,"description":2860,"path":2861,"category":2454,"date":1646,"updatedAt":1646,"sourceType":1041,"source":2620,"tags":2862},"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",[1067,1195,1648,1976,1273],{"title":2864,"description":2865,"path":2866,"category":2454,"date":1180,"updatedAt":1180,"sourceType":1041,"source":2867,"tags":2868},"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",[2207,1804,1907,1067,2622],{"title":2870,"description":2871,"path":2872,"category":2454,"date":1180,"updatedAt":1180,"sourceType":1041,"source":2873,"tags":2874},"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",[1874,1875,1876,1877,1878],{"title":2876,"description":2877,"path":2878,"category":2243,"date":1137,"updatedAt":1137,"sourceType":1041,"source":2645,"tags":2879},"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",[2647,1348,2880,2881,1362],"phone","tts",{"title":2883,"description":2884,"path":2885,"category":2454,"date":1269,"updatedAt":1269,"sourceType":1041,"source":2886,"tags":2887},"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",[1348,1634,1635,1225,1414],{"title":2889,"description":2890,"path":2891,"category":2243,"date":1137,"updatedAt":1137,"sourceType":1041,"source":2468,"tags":2892},"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",[1124,1195,1654,1334,2555],{"title":2894,"description":2895,"path":2896,"category":2454,"date":1646,"updatedAt":1646,"sourceType":1041,"source":2897,"tags":2898},"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 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