[{"data":1,"prerenderedAt":3766},["ShallowReactive",2],{"best-practices:chinese-optimization":3,"content-manifest":1254},{"id":4,"title":5,"body":6,"category":1237,"date":1238,"description":1239,"difficulty":1240,"extension":1241,"meta":1242,"navigation":314,"path":1243,"seo":1244,"source":1238,"sourceName":1238,"sourceType":1245,"stem":1246,"tags":1247,"updatedAt":1252,"__hash__":1253},"bestPractices/best-practices/chinese-optimization.md","OpenClaw 中文优化指南",{"type":7,"value":8,"toc":1208},"minimark",[9,13,17,21,25,100,103,292,295,298,405,408,485,488,491,557,560,623,626,689,692,695,787,790,891,894,897,954,957,1014,1017,1020,1023,1056,1059,1062,1079,1082,1128,1131,1178,1181,1204],[10,11,5],"h1",{"id":12},"openclaw-中文优化指南",[14,15,16],"p",{},"本文为中文用户提供 OpenClaw 的优化配置建议，帮助获得更好的中文交互体验。",[18,19,20],"h2",{"id":20},"模型选择",[22,23,24],"h3",{"id":24},"推荐模型",[26,27,28,44],"table",{},[29,30,31],"thead",{},[32,33,34,38,41],"tr",{},[35,36,37],"th",{},"模型",[35,39,40],{},"中文能力",[35,42,43],{},"推荐场景",[45,46,47,59,69,79,90],"tbody",{},[32,48,49,53,56],{},[50,51,52],"td",{},"GPT-4",[50,54,55],{},"⭐⭐⭐⭐⭐",[50,57,58],{},"复杂任务、专业写作",[32,60,61,64,66],{},[50,62,63],{},"Claude 3",[50,65,55],{},[50,67,68],{},"长文本、分析任务",[32,70,71,74,76],{},[50,72,73],{},"Qwen 2.5",[50,75,55],{},[50,77,78],{},"本地部署、中文优先",[32,80,81,84,87],{},[50,82,83],{},"DeepSeek",[50,85,86],{},"⭐⭐⭐⭐",[50,88,89],{},"代码、技术问答",[32,91,92,95,97],{},[50,93,94],{},"GLM-4",[50,96,86],{},[50,98,99],{},"国产模型、合规需求",[22,101,102],{"id":102},"配置示例",[104,105,110],"pre",{"className":106,"code":107,"language":108,"meta":109,"style":109},"language-json shiki shiki-themes github-light github-dark","{\n  \"providers\": {\n    \"openai\": {\n      \"models\": [\"gpt-4\", \"gpt-4-turbo\"]\n    },\n    \"anthropic\": {\n      \"models\": [\"claude-3-opus\", \"claude-3-sonnet\"]\n    },\n    \"ollama\": {\n      \"models\": [\"qwen2.5\", \"deepseek-coder\"]\n    }\n  },\n  \"modelStrategy\": {\n    \"chat\": \"gpt-4\",\n    \"chinese\": \"qwen2.5\",\n    \"code\": \"deepseek-coder\"\n  }\n}\n","json","",[111,112,113,122,132,140,162,168,176,193,198,206,223,229,235,243,257,269,280,286],"code",{"__ignoreMap":109},[114,115,118],"span",{"class":116,"line":117},"line",1,[114,119,121],{"class":120},"sVt8B","{\n",[114,123,125,129],{"class":116,"line":124},2,[114,126,128],{"class":127},"sj4cs","  \"providers\"",[114,130,131],{"class":120},": {\n",[114,133,135,138],{"class":116,"line":134},3,[114,136,137],{"class":127},"    \"openai\"",[114,139,131],{"class":120},[114,141,143,146,149,153,156,159],{"class":116,"line":142},4,[114,144,145],{"class":127},"      \"models\"",[114,147,148],{"class":120},": [",[114,150,152],{"class":151},"sZZnC","\"gpt-4\"",[114,154,155],{"class":120},", ",[114,157,158],{"class":151},"\"gpt-4-turbo\"",[114,160,161],{"class":120},"]\n",[114,163,165],{"class":116,"line":164},5,[114,166,167],{"class":120},"    },\n",[114,169,171,174],{"class":116,"line":170},6,[114,172,173],{"class":127},"    \"anthropic\"",[114,175,131],{"class":120},[114,177,179,181,183,186,188,191],{"class":116,"line":178},7,[114,180,145],{"class":127},[114,182,148],{"class":120},[114,184,185],{"class":151},"\"claude-3-opus\"",[114,187,155],{"class":120},[114,189,190],{"class":151},"\"claude-3-sonnet\"",[114,192,161],{"class":120},[114,194,196],{"class":116,"line":195},8,[114,197,167],{"class":120},[114,199,201,204],{"class":116,"line":200},9,[114,202,203],{"class":127},"    \"ollama\"",[114,205,131],{"class":120},[114,207,209,211,213,216,218,221],{"class":116,"line":208},10,[114,210,145],{"class":127},[114,212,148],{"class":120},[114,214,215],{"class":151},"\"qwen2.5\"",[114,217,155],{"class":120},[114,219,220],{"class":151},"\"deepseek-coder\"",[114,222,161],{"class":120},[114,224,226],{"class":116,"line":225},11,[114,227,228],{"class":120},"    }\n",[114,230,232],{"class":116,"line":231},12,[114,233,234],{"class":120},"  },\n",[114,236,238,241],{"class":116,"line":237},13,[114,239,240],{"class":127},"  \"modelStrategy\"",[114,242,131],{"class":120},[114,244,246,249,252,254],{"class":116,"line":245},14,[114,247,248],{"class":127},"    \"chat\"",[114,250,251],{"class":120},": ",[114,253,152],{"class":151},[114,255,256],{"class":120},",\n",[114,258,260,263,265,267],{"class":116,"line":259},15,[114,261,262],{"class":127},"    \"chinese\"",[114,264,251],{"class":120},[114,266,215],{"class":151},[114,268,256],{"class":120},[114,270,272,275,277],{"class":116,"line":271},16,[114,273,274],{"class":127},"    \"code\"",[114,276,251],{"class":120},[114,278,279],{"class":151},"\"deepseek-coder\"\n",[114,281,283],{"class":116,"line":282},17,[114,284,285],{"class":120},"  }\n",[114,287,289],{"class":116,"line":288},18,[114,290,291],{"class":120},"}\n",[18,293,294],{"id":294},"系统提示词优化",[22,296,297],{"id":297},"中文助手提示词",[104,299,303],{"className":300,"code":301,"language":302,"meta":109,"style":109},"language-markdown shiki shiki-themes github-light github-dark","你是一个专业的中文 AI 助手。\n\n## 沟通风格\n- 使用自然流畅的中文表达\n- 避免翻译腔和生硬表达\n- 适当使用中文习惯用语\n\n## 回答原则\n- 直接回答问题，避免冗长铺垫\n- 使用清晰的段落和列表结构\n- 必要时提供示例说明\n\n## 特殊处理\n- 技术术语保留英文或提供中英对照\n- 代码注释使用中文\n- 文件路径和命令保持原样\n","markdown",[111,304,305,310,316,322,331,338,345,349,354,361,368,375,379,384,391,398],{"__ignoreMap":109},[114,306,307],{"class":116,"line":117},[114,308,309],{"class":120},"你是一个专业的中文 AI 助手。\n",[114,311,312],{"class":116,"line":124},[114,313,315],{"emptyLinePlaceholder":314},true,"\n",[114,317,318],{"class":116,"line":134},[114,319,321],{"class":320},"sq-ep","## 沟通风格\n",[114,323,324,328],{"class":116,"line":142},[114,325,327],{"class":326},"s4XuR","-",[114,329,330],{"class":120}," 使用自然流畅的中文表达\n",[114,332,333,335],{"class":116,"line":164},[114,334,327],{"class":326},[114,336,337],{"class":120}," 避免翻译腔和生硬表达\n",[114,339,340,342],{"class":116,"line":170},[114,341,327],{"class":326},[114,343,344],{"class":120}," 适当使用中文习惯用语\n",[114,346,347],{"class":116,"line":178},[114,348,315],{"emptyLinePlaceholder":314},[114,350,351],{"class":116,"line":195},[114,352,353],{"class":320},"## 回答原则\n",[114,355,356,358],{"class":116,"line":200},[114,357,327],{"class":326},[114,359,360],{"class":120}," 直接回答问题，避免冗长铺垫\n",[114,362,363,365],{"class":116,"line":208},[114,364,327],{"class":326},[114,366,367],{"class":120}," 使用清晰的段落和列表结构\n",[114,369,370,372],{"class":116,"line":225},[114,371,327],{"class":326},[114,373,374],{"class":120}," 必要时提供示例说明\n",[114,376,377],{"class":116,"line":231},[114,378,315],{"emptyLinePlaceholder":314},[114,380,381],{"class":116,"line":237},[114,382,383],{"class":320},"## 特殊处理\n",[114,385,386,388],{"class":116,"line":245},[114,387,327],{"class":326},[114,389,390],{"class":120}," 技术术语保留英文或提供中英对照\n",[114,392,393,395],{"class":116,"line":259},[114,394,327],{"class":326},[114,396,397],{"class":120}," 代码注释使用中文\n",[114,399,400,402],{"class":116,"line":271},[114,401,327],{"class":326},[114,403,404],{"class":120}," 文件路径和命令保持原样\n",[22,406,407],{"id":407},"专业领域提示词",[104,409,411],{"className":300,"code":410,"language":302,"meta":109,"style":109},"你是一个专业的技术文档助手。\n\n## 写作规范\n- 使用简体中文\n- 技术术语首次出现时标注英文\n- 代码示例添加中文注释\n- 步骤说明清晰明确\n\n## 格式要求\n- 使用 Markdown 格式\n- 标题层级不超过三级\n- 列表项简洁明了\n",[111,412,413,418,422,427,434,441,448,455,459,464,471,478],{"__ignoreMap":109},[114,414,415],{"class":116,"line":117},[114,416,417],{"class":120},"你是一个专业的技术文档助手。\n",[114,419,420],{"class":116,"line":124},[114,421,315],{"emptyLinePlaceholder":314},[114,423,424],{"class":116,"line":134},[114,425,426],{"class":320},"## 写作规范\n",[114,428,429,431],{"class":116,"line":142},[114,430,327],{"class":326},[114,432,433],{"class":120}," 使用简体中文\n",[114,435,436,438],{"class":116,"line":164},[114,437,327],{"class":326},[114,439,440],{"class":120}," 技术术语首次出现时标注英文\n",[114,442,443,445],{"class":116,"line":170},[114,444,327],{"class":326},[114,446,447],{"class":120}," 代码示例添加中文注释\n",[114,449,450,452],{"class":116,"line":178},[114,451,327],{"class":326},[114,453,454],{"class":120}," 步骤说明清晰明确\n",[114,456,457],{"class":116,"line":195},[114,458,315],{"emptyLinePlaceholder":314},[114,460,461],{"class":116,"line":200},[114,462,463],{"class":320},"## 格式要求\n",[114,465,466,468],{"class":116,"line":208},[114,467,327],{"class":326},[114,469,470],{"class":120}," 使用 Markdown 格式\n",[114,472,473,475],{"class":116,"line":225},[114,474,327],{"class":326},[114,476,477],{"class":120}," 标题层级不超过三级\n",[114,479,480,482],{"class":116,"line":231},[114,481,327],{"class":326},[114,483,484],{"class":120}," 列表项简洁明了\n",[18,486,487],{"id":487},"中文技能推荐",[22,489,490],{"id":490},"信息获取",[104,492,494],{"className":106,"code":493,"language":108,"meta":109,"style":109},"{\n  \"skills\": [\n    \"baidu-search\",      // 百度搜索\n    \"zhihu-search\",      // 知乎搜索\n    \"weibo-search\",      // 微博搜索\n    \"bilibili-search\"    // B站搜索\n  ]\n}\n",[111,495,496,500,508,520,530,540,548,553],{"__ignoreMap":109},[114,497,498],{"class":116,"line":117},[114,499,121],{"class":120},[114,501,502,505],{"class":116,"line":124},[114,503,504],{"class":127},"  \"skills\"",[114,506,507],{"class":120},": [\n",[114,509,510,513,516],{"class":116,"line":134},[114,511,512],{"class":151},"    \"baidu-search\"",[114,514,515],{"class":120},",      ",[114,517,519],{"class":518},"sJ8bj","// 百度搜索\n",[114,521,522,525,527],{"class":116,"line":142},[114,523,524],{"class":151},"    \"zhihu-search\"",[114,526,515],{"class":120},[114,528,529],{"class":518},"// 知乎搜索\n",[114,531,532,535,537],{"class":116,"line":164},[114,533,534],{"class":151},"    \"weibo-search\"",[114,536,515],{"class":120},[114,538,539],{"class":518},"// 微博搜索\n",[114,541,542,545],{"class":116,"line":170},[114,543,544],{"class":151},"    \"bilibili-search\"",[114,546,547],{"class":518},"    // B站搜索\n",[114,549,550],{"class":116,"line":178},[114,551,552],{"class":120},"  ]\n",[114,554,555],{"class":116,"line":195},[114,556,291],{"class":120},[22,558,559],{"id":559},"内容处理",[104,561,563],{"className":106,"code":562,"language":108,"meta":109,"style":109},"{\n  \"skills\": [\n    \"chinese-nlp\",       // 中文 NLP\n    \"pinyin-convert\",    // 拼音转换\n    \"simplified-traditional\", // 简繁转换\n    \"chinese-summarizer\" // 中文摘要\n  ]\n}\n",[111,564,565,569,575,586,597,607,615,619],{"__ignoreMap":109},[114,566,567],{"class":116,"line":117},[114,568,121],{"class":120},[114,570,571,573],{"class":116,"line":124},[114,572,504],{"class":127},[114,574,507],{"class":120},[114,576,577,580,583],{"class":116,"line":134},[114,578,579],{"class":151},"    \"chinese-nlp\"",[114,581,582],{"class":120},",       ",[114,584,585],{"class":518},"// 中文 NLP\n",[114,587,588,591,594],{"class":116,"line":142},[114,589,590],{"class":151},"    \"pinyin-convert\"",[114,592,593],{"class":120},",    ",[114,595,596],{"class":518},"// 拼音转换\n",[114,598,599,602,604],{"class":116,"line":164},[114,600,601],{"class":151},"    \"simplified-traditional\"",[114,603,155],{"class":120},[114,605,606],{"class":518},"// 简繁转换\n",[114,608,609,612],{"class":116,"line":170},[114,610,611],{"class":151},"    \"chinese-summarizer\"",[114,613,614],{"class":518}," // 中文摘要\n",[114,616,617],{"class":116,"line":178},[114,618,552],{"class":120},[114,620,621],{"class":116,"line":195},[114,622,291],{"class":120},[22,624,625],{"id":625},"本地服务",[104,627,629],{"className":106,"code":628,"language":108,"meta":109,"style":109},"{\n  \"skills\": [\n    \"wechat-work\",       // 企业微信\n    \"dingtalk\",          // 钉钉\n    \"feishu\",            // 飞书\n    \"aliyun-oss\"         // 阿里云 OSS\n  ]\n}\n",[111,630,631,635,641,651,662,673,681,685],{"__ignoreMap":109},[114,632,633],{"class":116,"line":117},[114,634,121],{"class":120},[114,636,637,639],{"class":116,"line":124},[114,638,504],{"class":127},[114,640,507],{"class":120},[114,642,643,646,648],{"class":116,"line":134},[114,644,645],{"class":151},"    \"wechat-work\"",[114,647,582],{"class":120},[114,649,650],{"class":518},"// 企业微信\n",[114,652,653,656,659],{"class":116,"line":142},[114,654,655],{"class":151},"    \"dingtalk\"",[114,657,658],{"class":120},",          ",[114,660,661],{"class":518},"// 钉钉\n",[114,663,664,667,670],{"class":116,"line":164},[114,665,666],{"class":151},"    \"feishu\"",[114,668,669],{"class":120},",            ",[114,671,672],{"class":518},"// 飞书\n",[114,674,675,678],{"class":116,"line":170},[114,676,677],{"class":151},"    \"aliyun-oss\"",[114,679,680],{"class":518},"         // 阿里云 OSS\n",[114,682,683],{"class":116,"line":178},[114,684,552],{"class":120},[114,686,687],{"class":116,"line":195},[114,688,291],{"class":120},[18,690,691],{"id":691},"渠道配置",[22,693,694],{"id":694},"飞书配置",[104,696,698],{"className":106,"code":697,"language":108,"meta":109,"style":109},"{\n  \"channels\": {\n    \"feishu\": {\n      \"enabled\": true,\n      \"appId\": \"${FEISHU_APP_ID}\",\n      \"appSecret\": \"${FEISHU_APP_SECRET}\",\n      \"encryptKey\": \"${FEISHU_ENCRYPT_KEY}\",\n      \"messageFormat\": \"markdown\"\n    }\n  }\n}\n",[111,699,700,704,711,717,729,741,753,765,775,779,783],{"__ignoreMap":109},[114,701,702],{"class":116,"line":117},[114,703,121],{"class":120},[114,705,706,709],{"class":116,"line":124},[114,707,708],{"class":127},"  \"channels\"",[114,710,131],{"class":120},[114,712,713,715],{"class":116,"line":134},[114,714,666],{"class":127},[114,716,131],{"class":120},[114,718,719,722,724,727],{"class":116,"line":142},[114,720,721],{"class":127},"      \"enabled\"",[114,723,251],{"class":120},[114,725,726],{"class":127},"true",[114,728,256],{"class":120},[114,730,731,734,736,739],{"class":116,"line":164},[114,732,733],{"class":127},"      \"appId\"",[114,735,251],{"class":120},[114,737,738],{"class":151},"\"${FEISHU_APP_ID}\"",[114,740,256],{"class":120},[114,742,743,746,748,751],{"class":116,"line":170},[114,744,745],{"class":127},"      \"appSecret\"",[114,747,251],{"class":120},[114,749,750],{"class":151},"\"${FEISHU_APP_SECRET}\"",[114,752,256],{"class":120},[114,754,755,758,760,763],{"class":116,"line":178},[114,756,757],{"class":127},"      \"encryptKey\"",[114,759,251],{"class":120},[114,761,762],{"class":151},"\"${FEISHU_ENCRYPT_KEY}\"",[114,764,256],{"class":120},[114,766,767,770,772],{"class":116,"line":195},[114,768,769],{"class":127},"      \"messageFormat\"",[114,771,251],{"class":120},[114,773,774],{"class":151},"\"markdown\"\n",[114,776,777],{"class":116,"line":200},[114,778,228],{"class":120},[114,780,781],{"class":116,"line":208},[114,782,285],{"class":120},[114,784,785],{"class":116,"line":225},[114,786,291],{"class":120},[22,788,789],{"id":789},"企业微信配置",[104,791,793],{"className":106,"code":792,"language":108,"meta":109,"style":109},"{\n  \"channels\": {\n    \"wechat-work\": {\n      \"enabled\": true,\n      \"corpId\": \"${WECHAT_CORP_ID}\",\n      \"agentId\": \"${WECHAT_AGENT_ID}\",\n      \"secret\": \"${WECHAT_SECRET}\",\n      \"token\": \"${WECHAT_TOKEN}\",\n      \"encodingAESKey\": \"${WECHAT_AES_KEY}\"\n    }\n  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和长期在线实例的协作边界。","/docs/operations/remote-operators-and-nodes",[1342,1988,1427,1856,1982,1588],"operators",{"title":1990,"description":1991,"path":1992,"category":1838,"updatedAt":1324,"sourceType":1298,"tags":1993},"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",[1292,1536,1856,1328],{"title":1995,"description":1996,"path":1997,"category":1838,"updatedAt":1383,"sourceType":1298,"tags":1998},"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",[1292,1999,2000,2001,1291],"audit","hardening","fix",{"title":2003,"description":2004,"path":2005,"category":1838,"updatedAt":1433,"sourceType":1298,"tags":2006},"sessions cleanup 和 session maintenance 应该怎么配合","基于最新官方 sessions CLI 文档，解释 openclaw sessions cleanup 的作用范围、dry-run/enforce 语义、active-key 保护，以及它和 cron maintenance 不是同一层清理。","/docs/operations/sessions-cleanup-and-maintenance",[1575,2007,1976,2008,1291],"cleanup","transcripts",{"title":2010,"description":2011,"path":2012,"category":1838,"updatedAt":1451,"sourceType":1298,"tags":2013},"shared inbox 的运营边界和信任模型","基于最新官方 Security、Session 和 Groups 文档，解释 OpenClaw 对 shared inbox 的默认安全假设、适合的协作硬化方式，以及为什么真正的互不信任多租户场景更应该拆成独立 gateway。","/docs/operations/shared-inbox-trust-boundaries",[1292,2014,2015,1269,1291],"shared-inbox","trust-model",{"title":2017,"description":2018,"path":2019,"category":1838,"updatedAt":1252,"sourceType":1298,"tags":2020},"Tailscale Serve / Funnel 怎么选","基于官方 Tailscale 文档，解释 serve、funnel、tailnet 绑定和 allowTailscale 的差异，以及更稳的使用边界。","/docs/operations/tailscale-serve-and-funnel",[1856,2021,2022,1269,1536],"serve","funnel",{"title":2024,"description":2025,"path":2026,"category":1838,"updatedAt":1324,"sourceType":1298,"tags":2027},"团队频道里的 Session 隔离策略","当 OpenClaw 进入 Discord、Slack 等多人频道后，如何把频道、线程、私聊和长期记忆分开，避免上下文污染。","/docs/operations/team-channel-session-strategy",[1455,1484,1553,1281,2028,1291],"group-chat",{"title":2030,"description":2031,"path":2032,"category":1838,"updatedAt":1754,"sourceType":1298,"tags":2033},"Trusted Proxy Auth 怎么用","理解 OpenClaw 的 trusted-proxy 认证模式、适用场景、风险检查项，以及它和普通 TLS 反向代理的本质区别。","/docs/operations/trusted-proxy-auth",[2034,2035,1536,1269,1292],"trusted-proxy","reverse-proxy",{"title":2037,"description":2038,"path":2039,"category":1838,"updatedAt":1340,"sourceType":1298,"tags":2040},"Trusted Proxy 和 Tailscale Serve 怎么选","基于最新官方安全与 trusted proxy 文档，解释 OpenClaw 在 trusted-proxy、token/password 和 Tailscale Serve 之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[2034,1856,2035,1536,1269,1292],{"title":2042,"description":2043,"path":2044,"category":1838,"updatedAt":1383,"sourceType":1298,"tags":2045},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 顺序。","/docs/operations/update-channels-and-safe-rollout",[2046,1271,2047,2048,2049,2050],"update","stable","beta","dev","rollout",{"title":2052,"description":2053,"path":2054,"category":2055,"updatedAt":1461,"sourceType":1298,"tags":2056},"Anthropic context1m 的 429 和 fallback 应该怎么处理","基于最新官方 Gateway Troubleshooting 与 Model Failover 文档，解释 Anthropic 长上下文 429 为什么常只在长 session 里出现、什么时候该关掉 context1m，以及怎样用 fallback 把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[2057,2058,2059,2060,2061],"anthropic","429","context1m","failover","reference",{"title":2063,"description":2064,"path":2065,"category":2055,"updatedAt":1324,"sourceType":1298,"tags":2066},"API 与参考资料阅读入口","说明 OpenClaw 的参考资料应如何阅读，以及中文用户在查 CLI、配置、诊断和模块说明时该怎么找信息。","/docs/reference/api-reference-overview",[2061,1718,1756,2067],"diagnostics",{"title":2069,"description":2070,"path":2071,"category":2055,"updatedAt":1383,"sourceType":1298,"tags":2072},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec Approvals 文档，解释 openclaw approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[1562,1672,1560,1269,2073,2061],"node",{"title":2075,"description":2076,"path":2077,"category":2055,"updatedAt":1461,"sourceType":1298,"tags":2078},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 cooldown，以及为什么同一个 session 往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[1536,2079,2060,1575,2061],"profiles",{"title":2081,"description":2082,"path":2083,"category":2055,"updatedAt":1461,"sourceType":1298,"tags":2084},"setup code、bootstrapToken 和 /pair pending 应该怎么一起看","基于最新官方 Pairing 文档，解释 Telegram 首次设备接入时 setup code 里到底装了什么、bootstrapToken 只负责哪一步，以及为什么最后仍然要回到 /pair pending 做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[1587,2085,1482,1588,2061],"bootstrapToken",{"title":2087,"description":2088,"path":2089,"category":2055,"updatedAt":1451,"sourceType":1298,"tags":2090},"频道 pairing CLI 和 account scope 应该怎么一起看","基于最新官方 Pairing 文档，解释 openclaw pairing 的 list、approve、clear、--account 与 --notify 分别影响什么，以及多账号渠道下为什么不能只看一个默认 allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[1587,2091,1271,2092,1878],"allowFrom","account",{"title":2094,"description":2095,"path":2096,"category":2055,"updatedAt":1252,"sourceType":1298,"tags":2097},"CLI 命令参考","OpenClaw 命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[1718,2061,2098,2099],"commands","terminal",{"title":2101,"description":2102,"path":2103,"category":2055,"updatedAt":1461,"sourceType":1298,"tags":2104},"Cloudflare AI Gateway 的双层鉴权头应该怎么配","基于最新官方 Cloudflare AI Gateway 文档，解释 provider API key 和 cf-aig-authorization 为什么是两层不同凭据，以及 daemon 场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[2105,2106,1536,1547,2061],"cloudflare-ai-gateway","headers",{"title":2108,"description":2109,"path":2110,"category":2111,"updatedAt":1383,"sourceType":1507,"tags":2112},"社区支持","汇总 OpenClaw 的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[1507,2113,2114,2115],"github","issues","feedback",{"title":2117,"description":2118,"path":2119,"category":2055,"updatedAt":1252,"sourceType":1298,"tags":2120},"配置参考","OpenClaw 完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[1283,2061,2121,2122],"settings","options",{"title":2124,"description":2125,"path":2126,"category":2055,"updatedAt":1340,"sourceType":1298,"tags":2127},"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",[1516,1587,1588,1538,1878],{"title":2129,"description":2130,"path":2131,"category":2055,"updatedAt":1461,"sourceType":1298,"tags":2132},"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",[1863,1666,2133,2134,2061],"scheduler","queue",{"title":2136,"description":2137,"path":2138,"category":2055,"updatedAt":1816,"sourceType":1298,"tags":2139},"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",[1328,1537,2140,2141,1536],"secretref","sessionStorage",{"title":2143,"description":2144,"path":2145,"category":2146,"updatedAt":1252,"sourceType":1298,"tags":2147},"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",[2148,2149,2150,1897,1655],"debugging","debug","runtime-overrides",{"title":2152,"description":2153,"path":2154,"category":2055,"updatedAt":1433,"sourceType":1298,"tags":2155},"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",[2067,2156,2157,2149,2061],"logging","flags",{"title":2159,"description":2160,"path":2161,"category":2055,"updatedAt":1433,"sourceType":1298,"tags":2162},"dmScope 和 identityLinks 应该怎么一起用","基于最新官方会话管理文档，解释 OpenClaw 的 dmScope 四种模式、identityLinks 的真实作用，以及为什么多人 DM、跨渠道私聊和多账户环境不能只改一个开关。","/docs/reference/dm-scope-and-identity-links",[1455,2163,2164,1436,2061],"dmScope","identityLinks",{"title":2166,"description":2167,"path":2168,"category":2055,"updatedAt":1433,"sourceType":1298,"tags":2169},"doctor 的 repair、force 和 non-interactive 应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 之间各自会做什么，避免把修复模式混成“越猛越好”。","/docs/reference/doctor-repair-modes",[1897,1898,2067,2170,2061],"migrations",{"title":2172,"description":2173,"path":2174,"category":2055,"updatedAt":1433,"sourceType":1298,"tags":2175},"环境变量从哪里来，优先级怎么排","基于最新官方 Environment Variables 与 Configuration 文档，解释 OpenClaw 会从哪些来源读取环境变量、为什么默认不覆盖已有值，以及 `.env`、config env 和 shell import 之间真正的优先级。","/docs/reference/env-sources-and-precedence",[1759,1283,1463,2176,2061],"shell",{"title":2178,"description":2179,"path":2180,"category":2055,"updatedAt":1383,"sourceType":1266,"tags":2181},"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",[2182,1973,1507,2183,1975],"sources","trust",{"title":2185,"description":2186,"path":2187,"category":2055,"updatedAt":1340,"sourceType":1298,"tags":2188},"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",[1269,2189,1718,1824,1428],"rpc",{"title":2191,"description":2192,"path":2193,"category":2055,"updatedAt":1433,"sourceType":1298,"tags":2194},"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",[1587,1588,1269,1427,2061],{"title":2196,"description":2197,"path":2198,"category":2055,"updatedAt":1816,"sourceType":1298,"tags":2199},"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",[1455,1269,1398,1328,2061],{"title":2201,"description":2202,"path":2203,"category":2055,"updatedAt":1461,"sourceType":1298,"tags":2204},"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",[1269,1824,2205,2206,2061],"protocol","scopes",{"title":2208,"description":2209,"path":2210,"category":2055,"updatedAt":1451,"sourceType":1298,"tags":2211},"groupPolicy、allowlist 和 mention gating 的顺序应该怎么理解","基于最新官方 Groups、Group Messages 和 Messages 文档，解释 OpenClaw 在群聊里如何按 groupPolicy、群组 allowlist 和 mention gating 三层顺序决定消息是丢弃、只进上下文，还是正式触发回复。","/docs/reference/group-policy-and-mention-gating-order",[1454,2212,1436,1672,1606],"mention",{"title":2214,"description":2215,"path":2216,"category":2055,"updatedAt":1461,"sourceType":1298,"tags":2217},"HEARTBEAT_OK、可见性控制和 quiet-hours 应该怎么一起看","基于最新官方 Heartbeat 与 Automation Troubleshooting 文档，解释 HEARTBEAT_OK 的 ack 语义、alerts-disabled 和 dm-blocked 等可见性控制，以及 quiet-hours 为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[1871,2218,2219,2220,2061],"visibility","activeHours","alerts",{"title":2222,"description":2223,"path":2224,"category":2055,"updatedAt":1451,"sourceType":1298,"tags":2225},"HTTP API、Gateway WebSocket 和 SDK 应该怎么分工","基于最新官方 API 与 Web 文档，解释 OpenClaw 里 HTTP API、Gateway WebSocket 和 SDK 各自适合什么场景，帮助团队判断当前到底应该走管理接口、实时会话层还是语言 SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[1818,1824,2226,1269,2061],"sdk",{"title":2228,"description":2229,"path":2230,"category":2055,"updatedAt":1451,"sourceType":1298,"tags":2231},"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",[1283,2232,1848,2233,2061],"include","arrays",{"title":2235,"description":2236,"path":2237,"category":2055,"updatedAt":1433,"sourceType":1298,"tags":2238},"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",[1691,2239,1562,1318,2061],"invoke",{"title":2241,"description":2242,"path":2243,"category":2055,"updatedAt":1461,"sourceType":1298,"tags":2244},"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",[1273,2245,2246,2247,2248,2061],"hybrid-search","ranking","mmr","retrieval",{"title":2250,"description":2251,"path":2252,"category":2055,"updatedAt":1383,"sourceType":1298,"tags":2253},"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",[1391,2254,1536,1547,2061],"probe",{"title":2256,"description":2257,"path":2258,"category":2055,"updatedAt":1754,"sourceType":1298,"tags":2259},"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",[1587,1588,2091,2260,1878],"credentials",{"title":2262,"description":2263,"path":2264,"category":2055,"updatedAt":1383,"sourceType":1298,"tags":2265},"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",[1375,1490,2266,2267,1975,2061],"npm","pin",{"title":2269,"description":2270,"path":2271,"category":2146,"updatedAt":1340,"sourceType":1298,"tags":2272},"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",[2148,2273,1655,1547,1619],"raw-stream",{"title":2275,"description":2276,"path":2277,"category":2055,"updatedAt":1461,"sourceType":1298,"tags":2278},"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",[1342,2279,1536,1269,2061],"tlsFingerprint",{"title":2281,"description":2282,"path":2283,"category":2055,"updatedAt":1461,"sourceType":1298,"tags":2284},"回复机器人消息也算 mention 吗，pending history 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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",[1455,1292,2163,1587,1672],{"title":2302,"description":2303,"path":2304,"category":2055,"updatedAt":2305,"sourceType":1298,"tags":2306},"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",[1455,2307,2308,1773,2061],"transcript","jsonl",{"title":2310,"description":2311,"path":2312,"category":2055,"updatedAt":2305,"sourceType":1298,"tags":2313},"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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串成了一条更完整的恢复路径，让认证失败不再只是黑箱报错。","/news/openclaw-auth-mismatch-retry-watch-2026-03-26","https://docs.openclaw.ai/web/dashboard",[1328,1536,2640,1666,1885],"drift",{"title":2642,"description":2643,"path":2644,"category":2624,"date":1461,"updatedAt":1461,"sourceType":1298,"source":2645,"tags":2646},"OpenClaw 的自动化运维面正在收成一条更清楚的排障梯子","官方最近围绕 Heartbeat、cron CLI 和 Automation Troubleshooting 的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[1319,1871,1863,2327,1291],{"title":2648,"description":2649,"path":2650,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2651,"tags":2652},"OpenClaw 开始把 Broadcast Groups 从路由技巧推进成多代理协作入口","官方最新 Broadcast Groups 文档把多 agent 同群运行的触发条件、session 隔离和处理策略写得更完整了，也让它和普通 bindings 的分工更清楚。","/news/openclaw-broadcast-groups-watch-2026-03-25","https://docs.openclaw.ai/channels/broadcast-groups",[1453,1437,1454,1436,1483],{"title":2654,"description":2655,"path":2656,"category":2624,"date":1461,"updatedAt":1461,"sourceType":1298,"source":2657,"tags":2658},"OpenClaw 的浏览器管理员面正在收成一条完整信任链","官方最近围绕 Pairing、Remote Access、Trusted Proxy Auth 和 Dashboard 的文档更新，正在把浏览器入口从“页面能打开”收敛成“地址、认证、设备与 operator 权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[1328,2034,1587,1342,1292],{"title":2660,"description":2661,"path":2662,"category":2624,"date":1383,"updatedAt":1383,"sourceType":1298,"source":2632,"tags":2663},"OpenClaw 渠道观察：Telegram 和 Discord 正在从聊天入口扩展成正式审批面","基于 2026 年 3 月 24 日可见的官方 Exec Approvals 文档，Telegram 与 Discord 最近最值得关注的变化不是又多了一个命令，而是它们已经开始承担受控审批入口。","/news/openclaw-channel-approval-clients-watch-2026-03-24",[1482,1484,1562,1271,1988],{"title":2665,"description":2666,"path":2667,"category":2478,"date":1265,"updatedAt":1265,"sourceType":1507,"source":2668,"tags":2669},"OpenClaw 在中国 AI 生态中的位置：从中文教程热到本地化能力竞赛","基于 2026 年 3 月 16 日整理素材，梳理 OpenClaw 在中国 AI 生态里的关注点：本地部署、中文模型接入、数据安全与本土服务集成。","/news/openclaw-china-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-china-ai-ecosystem-analysis.md",[2353,1508,1250,2433],{"title":2671,"description":2672,"path":2673,"category":2624,"date":1383,"updatedAt":1383,"sourceType":1298,"source":2674,"tags":2675},"OpenClaw ClawHub 观察：sync、lockfile 与最小 telemetry 让技能注册表更像正式分发生态","基于 2026 年 3 月 24 日可见的官方 ClawHub 文档，最近最值得关注的变化不是“技能数量”，而是技能分发、版本记录和同步行为正在更像一套正式 registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[1490,1284,1499,1500,2676,1491],"telemetry",{"title":2678,"description":2679,"path":2680,"category":2418,"date":1340,"updatedAt":1340,"sourceType":1298,"source":2681,"tags":2682},"OpenClaw CLI 观察：命令行已经不只是辅助工具，而是在慢慢收敛成正式控制面","基于 2026 年 3 月 21 日可见的官方 CLI Reference、Gateway protocol 与 Dashboard 文档，整理最近最值得中文站关注的 CLI 变化：status/health/logs 分层、gateway RPC 边界，以及 Dashboard 和 CLI 之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[1718,1269,2189,1428,1291],{"title":2684,"description":2685,"path":2686,"category":2624,"date":1433,"updatedAt":1433,"sourceType":1298,"source":2687,"tags":2688},"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",[1283,1759,1435,2689,1291],"overrides",{"title":2691,"description":2692,"path":2693,"category":2418,"date":1340,"updatedAt":1340,"sourceType":1298,"source":2618,"tags":2694},"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",[1772,1773,1575,1273,2695],"continuity",{"title":2697,"description":2698,"path":2699,"category":2418,"date":1340,"updatedAt":1340,"sourceType":1298,"source":2700,"tags":2701},"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",[1516,1328,1856,1587,1342],{"title":2703,"description":2704,"path":2705,"category":2624,"date":1816,"updatedAt":1816,"sourceType":1298,"source":2638,"tags":2706},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 环境里的引导行为，也让它更像正式控制面入口。","/news/openclaw-dashboard-bootstrap-watch-2026-03-26",[1328,2707,2140,1536,1516],"bootstrap",{"title":2709,"description":2710,"path":2711,"category":2624,"date":1383,"updatedAt":1383,"sourceType":1298,"source":2638,"tags":2712},"OpenClaw Web 控制面观察：Dashboard 与 WebChat 的认证引导和回流边界正在变清楚","基于 2026 年 3 月 24 日可见的官方 dashboard CLI、Web Dashboard 与 WebChat 文档，最近 Web 控制面最值得关注的变化是认证引导、SecretRef token 处理和 WebChat 回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[1328,1398,1537,2140,1436,2713],"web",{"title":2715,"description":2716,"path":2717,"category":2418,"date":1265,"updatedAt":1265,"sourceType":1507,"source":2718,"tags":2719},"OpenClaw 开发者生态扩张观察：中文技能与本地工作流成为新增长点","基于 2026 年 3 月 16 日临时素材，整理 OpenClaw 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",[1280,1284,1508,2353],{"title":2721,"description":2722,"path":2723,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2724,"tags":2725},"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",[1588,1587,1537,1891,2726],"rotate",{"title":2728,"description":2729,"path":2730,"category":2624,"date":1433,"updatedAt":1433,"sourceType":1298,"source":2731,"tags":2732},"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",[1897,2067,1898,2148,1291],{"title":2734,"description":2735,"path":2736,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2731,"tags":2737},"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",[1897,1898,1756,1976,2067],{"title":2739,"description":2740,"path":2741,"category":2742,"date":1265,"updatedAt":1265,"sourceType":1507,"source":2743,"tags":2744},"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",[2745,2746,2747,2748],"education","adoption","ai-tutor","higher-education",{"title":2750,"description":2751,"path":2752,"category":2742,"date":1265,"updatedAt":1265,"sourceType":1507,"source":2753,"tags":2754},"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",[1290,2355,1318,2353],{"title":2756,"description":2757,"path":2758,"category":2418,"date":1340,"updatedAt":1340,"sourceType":1298,"source":2759,"tags":2760},"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",[1284,1490,1375,1377,1509],{"title":2762,"description":2763,"path":2764,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2765,"tags":2766},"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",[1269,1587,2767,1537,1427],"pending",{"title":2769,"description":2770,"path":2771,"category":2624,"date":1816,"updatedAt":1816,"sourceType":1298,"source":2772,"tags":2773},"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",[1269,1455,1398,1328,2774],"state",{"title":2776,"description":2777,"path":2778,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2779,"tags":2780},"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",[1454,2212,1672,1606,1436],{"title":2782,"description":2783,"path":2784,"category":2624,"date":1461,"updatedAt":1461,"sourceType":1298,"source":2779,"tags":2785},"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",[1454,2285,2786,1453,1697],"activation",{"title":2788,"description":2789,"path":2790,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2791,"tags":2792},"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",[1283,2232,1848,2233,1291],{"title":2794,"description":2795,"path":2796,"category":2418,"date":1340,"updatedAt":1340,"sourceType":1298,"source":2797,"tags":2798},"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",[2799,2355,2800,2801,2802],"showcase","home-assistant","nix","infrastructure",{"title":2804,"description":2805,"path":2806,"category":2624,"date":1433,"updatedAt":1433,"sourceType":1298,"source":2807,"tags":2808},"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",[1575,1273,1773,2695,1697],{"title":2810,"description":2811,"path":2812,"category":2624,"date":1433,"updatedAt":1433,"sourceType":1298,"source":2813,"tags":2814},"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",[1976,1863,1575,1864,1291],{"title":2816,"description":2817,"path":2818,"category":2445,"date":2419,"updatedAt":1324,"sourceType":2113,"source":2447,"tags":2819},"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",[1973,2046,1974,1284,1292],{"title":2821,"description":2822,"path":2823,"category":2624,"date":1383,"updatedAt":1383,"sourceType":1298,"source":2824,"tags":2825},"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",[2799,1273,1545,2836,2837],"vector-search","knowledge",{"title":2839,"description":2840,"path":2841,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2842,"tags":2843},"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",[2212,1454,1482,1484,1553],{"title":2845,"description":2846,"path":2847,"category":2624,"date":1433,"updatedAt":1433,"sourceType":1298,"source":2848,"tags":2849},"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",[1606,1398,1436,1610,1271],{"title":2851,"description":2852,"path":2853,"category":2624,"date":1383,"updatedAt":1383,"sourceType":1298,"source":2681,"tags":2854},"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",[1391,2254,1547,1536,1935],{"title":2856,"description":2857,"path":2858,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2859,"tags":2860},"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",[1427,1586,1269,1587,1588],{"title":2862,"description":2863,"path":2864,"category":2418,"date":1340,"updatedAt":1340,"sourceType":1298,"source":2865,"tags":2866},"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",[1327,2402,2867,2403,1976],"install",{"title":2869,"description":2870,"path":2871,"category":2624,"date":1816,"updatedAt":1816,"sourceType":1298,"source":2700,"tags":2872},"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",[1988,1538,1516,1587,1342],{"title":2874,"description":2875,"path":2876,"category":2624,"date":1461,"updatedAt":1461,"sourceType":1298,"source":2877,"tags":2878},"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",[1328,1398,1824,1988,1428],{"title":2880,"description":2881,"path":2882,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2724,"tags":2883},"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",[1587,2091,1271,2092,1291],{"title":2885,"description":2886,"path":2887,"category":2418,"date":1340,"updatedAt":1340,"sourceType":1298,"source":2888,"tags":2889},"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",[1375,1508,1377,1507,1509],{"title":2891,"description":2892,"path":2893,"category":2624,"date":1383,"updatedAt":1383,"sourceType":1298,"source":2894,"tags":2895},"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",[1375,1490,2266,2267,1975],{"title":2897,"description":2898,"path":2899,"category":2624,"date":1383,"updatedAt":1383,"sourceType":1298,"source":2900,"tags":2901},"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",[1690,1691,1318,1562,1376],{"title":2903,"description":2904,"path":2905,"category":2624,"date":1461,"updatedAt":1461,"sourceType":1298,"source":2906,"tags":2907},"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",[1547,1391,1427,1536,1697],{"title":2909,"description":2910,"path":2911,"category":2624,"date":1461,"updatedAt":1461,"sourceType":1298,"source":2912,"tags":2913},"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",[1547,2060,1391,1269,1291],{"title":2915,"description":2916,"path":2917,"category":2418,"date":1340,"updatedAt":1340,"sourceType":1298,"source":2618,"tags":2918},"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",[1973,1974,1976,1975],{"title":2920,"description":2921,"path":2922,"category":2624,"date":1433,"updatedAt":1433,"sourceType":1298,"source":2638,"tags":2923},"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",[1328,1587,1427,1342,1878],{"title":2925,"description":2926,"path":2927,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2928,"tags":2929},"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",[1436,1435,2930,1271,1437],"threads",{"title":2932,"description":2933,"path":2934,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2935,"tags":2936},"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",[2294,2937,2938,2293,1291],"snapshot","rotation",{"title":2940,"description":2941,"path":2942,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2807,"tags":2943},"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",[1455,1292,2163,1587,2014],{"title":2945,"description":2946,"path":2947,"category":2624,"date":1383,"updatedAt":1383,"sourceType":1298,"source":2948,"tags":2949},"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",[1292,1999,2001,2000,1291],{"title":2951,"description":2952,"path":2953,"category":2954,"date":1265,"updatedAt":1265,"sourceType":1507,"source":2955,"tags":2956},"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",[1292,2957,1619,1290],"compliance",{"title":2959,"description":2960,"path":2961,"category":2624,"date":1433,"updatedAt":1433,"sourceType":1298,"source":2935,"tags":2962},"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",[1292,2293,1562,2963,1291],"proxy",{"title":2965,"description":2966,"path":2967,"category":2624,"date":2305,"updatedAt":2305,"sourceType":1298,"source":2968,"tags":2969},"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",[1455,2308,1773,2307,1269],{"title":2971,"description":2972,"path":2973,"category":2624,"date":2305,"updatedAt":2305,"sourceType":1298,"source":2974,"tags":2975},"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",[1575,1718,2314,1999,1291],{"title":2977,"description":2978,"path":2979,"category":2624,"date":1451,"updatedAt":1451,"sourceType":1298,"source":2980,"tags":2981},"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",[1292,2014,2015,2982,1269],"sandbox",{"title":2984,"description":2985,"path":2986,"category":2418,"date":1340,"updatedAt":1340,"sourceType":1298,"source":2797,"tags":2987},"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",[2799,1507,1482,1284,1319],{"title":2989,"description":2990,"path":2991,"category":2624,"date":1461,"updatedAt":1461,"sourceType":1298,"source":2980,"tags":2992},"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",[2014,2164,1453,1436,1292],{"title":2994,"description":2995,"path":2996,"category":2624,"date":2305,"updatedAt":2305,"sourceType":1298,"source":2997,"tags":2998},"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",[2307,1547,2333,2334,2999],"compatibility",{"title":3001,"description":3002,"path":3003,"category":2624,"date":1383,"updatedAt":1383,"sourceType":1298,"source":2657,"tags":3004},"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",[2034,1292,1342,1269,1536],{"title":3006,"description":3007,"path":3008,"category":2624,"date":1816,"updatedAt":1816,"sourceType":1298,"source":2772,"tags":3009},"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",[1269,1398,1818,2148,1455],{"title":3011,"description":3012,"path":3013,"category":2624,"date":1383,"updatedAt":1383,"sourceType":1298,"source":3014,"tags":3015},"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",[2382,1976,2079,1269,2774],{"title":3017,"description":3018,"path":3019,"category":2624,"date":1383,"updatedAt":1383,"sourceType":1298,"source":3020,"tags":3021},"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 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