[{"data":1,"prerenderedAt":3650},["ShallowReactive",2],{"best-practices:memory-management":3,"content-manifest":1004},{"id":4,"title":5,"body":6,"category":987,"date":988,"description":989,"difficulty":990,"extension":991,"meta":992,"navigation":390,"path":993,"seo":994,"source":988,"sourceName":988,"sourceType":995,"stem":996,"tags":997,"updatedAt":1002,"__hash__":1003},"bestPractices/best-practices/memory-management.md","记忆系统配置与使用",{"type":7,"value":8,"toc":951},"minimark",[9,12,16,20,24,37,40,51,54,65,68,71,204,207,210,271,274,305,308,346,349,352,402,405,463,465,468,552,555,599,601,604,647,650,684,687,690,750,753,819,822,825,891,894,923,926,947],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"本文详细介绍 OpenClaw 的记忆系统。",[17,18,19],"h2",{"id":19},"记忆类型",[21,22,23],"h3",{"id":23},"短期记忆",[25,26,27,31,34],"ul",{},[28,29,30],"li",{},"当前会话上下文",[28,32,33],{},"最近 N 条消息",[28,35,36],{},"临时变量",[21,38,39],{"id":39},"长期记忆",[25,41,42,45,48],{},[28,43,44],{},"用户偏好设置",[28,46,47],{},"历史交互记录",[28,49,50],{},"知识库",[21,52,53],{"id":53},"持久记忆",[25,55,56,59,62],{},[28,57,58],{},"跨会话记忆",[28,60,61],{},"用户画像",[28,63,64],{},"技能知识",[17,66,67],{"id":67},"配置选项",[21,69,70],{"id":70},"基本配置",[72,73,78],"pre",{"className":74,"code":75,"language":76,"meta":77,"style":77},"language-json shiki shiki-themes github-light github-dark","{\n  \"memory\": {\n    \"short_term\": {\n      \"max_messages\": 20,\n      \"window_tokens\": 8000\n    },\n    \"long_term\": {\n      \"enabled\": true,\n      \"storage\": \"local\",\n      \"retention\": \"90d\"\n    }\n  }\n}\n","json","",[79,80,81,90,100,108,123,134,140,148,161,175,186,192,198],"code",{"__ignoreMap":77},[82,83,86],"span",{"class":84,"line":85},"line",1,[82,87,89],{"class":88},"sVt8B","{\n",[82,91,93,97],{"class":84,"line":92},2,[82,94,96],{"class":95},"sj4cs","  \"memory\"",[82,98,99],{"class":88},": {\n",[82,101,103,106],{"class":84,"line":102},3,[82,104,105],{"class":95},"    \"short_term\"",[82,107,99],{"class":88},[82,109,111,114,117,120],{"class":84,"line":110},4,[82,112,113],{"class":95},"      \"max_messages\"",[82,115,116],{"class":88},": ",[82,118,119],{"class":95},"20",[82,121,122],{"class":88},",\n",[82,124,126,129,131],{"class":84,"line":125},5,[82,127,128],{"class":95},"      \"window_tokens\"",[82,130,116],{"class":88},[82,132,133],{"class":95},"8000\n",[82,135,137],{"class":84,"line":136},6,[82,138,139],{"class":88},"    },\n",[82,141,143,146],{"class":84,"line":142},7,[82,144,145],{"class":95},"    \"long_term\"",[82,147,99],{"class":88},[82,149,151,154,156,159],{"class":84,"line":150},8,[82,152,153],{"class":95},"      \"enabled\"",[82,155,116],{"class":88},[82,157,158],{"class":95},"true",[82,160,122],{"class":88},[82,162,164,167,169,173],{"class":84,"line":163},9,[82,165,166],{"class":95},"      \"storage\"",[82,168,116],{"class":88},[82,170,172],{"class":171},"sZZnC","\"local\"",[82,174,122],{"class":88},[82,176,178,181,183],{"class":84,"line":177},10,[82,179,180],{"class":95},"      \"retention\"",[82,182,116],{"class":88},[82,184,185],{"class":171},"\"90d\"\n",[82,187,189],{"class":84,"line":188},11,[82,190,191],{"class":88},"    }\n",[82,193,195],{"class":84,"line":194},12,[82,196,197],{"class":88},"  }\n",[82,199,201],{"class":84,"line":200},13,[82,202,203],{"class":88},"}\n",[17,205,206],{"id":206},"记忆操作",[21,208,209],{"id":209},"保存记忆",[72,211,215],{"className":212,"code":213,"language":214,"meta":77,"style":77},"language-python shiki shiki-themes github-light github-dark","# 保存用户偏好\nawait memory.save(\n    key=\"user_preference\",\n    value={\n        \"language\": \"zh-CN\",\n        \"notifications\": True,\n        \"theme\": \"dark\"\n    },\n    scope=\"user\",\n    user_id=\"user123\"\n)\n","python",[79,216,217,222,227,232,237,242,247,252,256,261,266],{"__ignoreMap":77},[82,218,219],{"class":84,"line":85},[82,220,221],{},"# 保存用户偏好\n",[82,223,224],{"class":84,"line":92},[82,225,226],{},"await memory.save(\n",[82,228,229],{"class":84,"line":102},[82,230,231],{},"    key=\"user_preference\",\n",[82,233,234],{"class":84,"line":110},[82,235,236],{},"    value={\n",[82,238,239],{"class":84,"line":125},[82,240,241],{},"        \"language\": \"zh-CN\",\n",[82,243,244],{"class":84,"line":136},[82,245,246],{},"        \"notifications\": True,\n",[82,248,249],{"class":84,"line":142},[82,250,251],{},"        \"theme\": \"dark\"\n",[82,253,254],{"class":84,"line":150},[82,255,139],{},[82,257,258],{"class":84,"line":163},[82,259,260],{},"    scope=\"user\",\n",[82,262,263],{"class":84,"line":177},[82,264,265],{},"    user_id=\"user123\"\n",[82,267,268],{"class":84,"line":188},[82,269,270],{},")\n",[21,272,273],{"id":273},"读取记忆",[72,275,277],{"className":212,"code":276,"language":214,"meta":77,"style":77},"# 读取用户偏好\npreference = await memory.get(\n    key=\"user_preference\",\n    scope=\"user\",\n    user_id=\"user123\"\n)\n",[79,278,279,284,289,293,297,301],{"__ignoreMap":77},[82,280,281],{"class":84,"line":85},[82,282,283],{},"# 读取用户偏好\n",[82,285,286],{"class":84,"line":92},[82,287,288],{},"preference = await memory.get(\n",[82,290,291],{"class":84,"line":102},[82,292,231],{},[82,294,295],{"class":84,"line":110},[82,296,260],{},[82,298,299],{"class":84,"line":125},[82,300,265],{},[82,302,303],{"class":84,"line":136},[82,304,270],{},[21,306,307],{"id":307},"搜索记忆",[72,309,311],{"className":212,"code":310,"language":214,"meta":77,"style":77},"# 搜索相关记忆\nresults = await memory.search(\n    query=\"上次说的项目\",\n    scope=\"user\",\n    user_id=\"user123\",\n    limit=5\n)\n",[79,312,313,318,323,328,332,337,342],{"__ignoreMap":77},[82,314,315],{"class":84,"line":85},[82,316,317],{},"# 搜索相关记忆\n",[82,319,320],{"class":84,"line":92},[82,321,322],{},"results = await memory.search(\n",[82,324,325],{"class":84,"line":102},[82,326,327],{},"    query=\"上次说的项目\",\n",[82,329,330],{"class":84,"line":110},[82,331,260],{},[82,333,334],{"class":84,"line":125},[82,335,336],{},"    user_id=\"user123\",\n",[82,338,339],{"class":84,"line":136},[82,340,341],{},"    limit=5\n",[82,343,344],{"class":84,"line":142},[82,345,270],{},[17,347,348],{"id":348},"上下文管理",[21,350,351],{"id":351},"会话上下文",[72,353,355],{"className":212,"code":354,"language":214,"meta":77,"style":77},"# 设置会话上下文\nsession.context = {\n    \"task\": \"数据分析\",\n    \"data_source\": \"sales_2024\",\n    \"goal\": \"生成月度报告\"\n}\n\n# 获取上下文\ntask = session.context.get(\"task\")\n",[79,356,357,362,367,372,377,382,386,392,397],{"__ignoreMap":77},[82,358,359],{"class":84,"line":85},[82,360,361],{},"# 设置会话上下文\n",[82,363,364],{"class":84,"line":92},[82,365,366],{},"session.context = {\n",[82,368,369],{"class":84,"line":102},[82,370,371],{},"    \"task\": \"数据分析\",\n",[82,373,374],{"class":84,"line":110},[82,375,376],{},"    \"data_source\": \"sales_2024\",\n",[82,378,379],{"class":84,"line":125},[82,380,381],{},"    \"goal\": \"生成月度报告\"\n",[82,383,384],{"class":84,"line":136},[82,385,203],{},[82,387,388],{"class":84,"line":142},[82,389,391],{"emptyLinePlaceholder":390},true,"\n",[82,393,394],{"class":84,"line":150},[82,395,396],{},"# 获取上下文\n",[82,398,399],{"class":84,"line":163},[82,400,401],{},"task = session.context.get(\"task\")\n",[21,403,404],{"id":404},"上下文窗口",[72,406,408],{"className":74,"code":407,"language":76,"meta":77,"style":77},"{\n  \"context\": {\n    \"window_strategy\": \"sliding\",\n    \"max_tokens\": 16000,\n    \"priority\": \"recent\"\n  }\n}\n",[79,409,410,414,421,433,445,455,459],{"__ignoreMap":77},[82,411,412],{"class":84,"line":85},[82,413,89],{"class":88},[82,415,416,419],{"class":84,"line":92},[82,417,418],{"class":95},"  \"context\"",[82,420,99],{"class":88},[82,422,423,426,428,431],{"class":84,"line":102},[82,424,425],{"class":95},"    \"window_strategy\"",[82,427,116],{"class":88},[82,429,430],{"class":171},"\"sliding\"",[82,432,122],{"class":88},[82,434,435,438,440,443],{"class":84,"line":110},[82,436,437],{"class":95},"    \"max_tokens\"",[82,439,116],{"class":88},[82,441,442],{"class":95},"16000",[82,444,122],{"class":88},[82,446,447,450,452],{"class":84,"line":125},[82,448,449],{"class":95},"    \"priority\"",[82,451,116],{"class":88},[82,453,454],{"class":171},"\"recent\"\n",[82,456,457],{"class":84,"line":136},[82,458,197],{"class":88},[82,460,461],{"class":84,"line":142},[82,462,203],{"class":88},[17,464,61],{"id":61},[21,466,467],{"id":467},"创建画像",[72,469,471],{"className":212,"code":470,"language":214,"meta":77,"style":77},"user_profile = {\n    \"id\": \"user123\",\n    \"name\": \"张三\",\n    \"role\": \"工程师\",\n    \"interests\": [\"技术\", \"AI\", \"编程\"],\n    \"preferences\": {\n        \"response_style\": \"简洁\",\n        \"detail_level\": \"详细\"\n    },\n    \"history\": {\n        \"total_conversations\": 150,\n        \"topics\": [\"Python\", \"AI\", \"DevOps\"]\n    }\n}\n\nawait memory.save_profile(user_profile)\n",[79,472,473,478,483,488,493,498,503,508,513,517,522,527,532,536,541,546],{"__ignoreMap":77},[82,474,475],{"class":84,"line":85},[82,476,477],{},"user_profile = {\n",[82,479,480],{"class":84,"line":92},[82,481,482],{},"    \"id\": \"user123\",\n",[82,484,485],{"class":84,"line":102},[82,486,487],{},"    \"name\": \"张三\",\n",[82,489,490],{"class":84,"line":110},[82,491,492],{},"    \"role\": \"工程师\",\n",[82,494,495],{"class":84,"line":125},[82,496,497],{},"    \"interests\": [\"技术\", \"AI\", \"编程\"],\n",[82,499,500],{"class":84,"line":136},[82,501,502],{},"    \"preferences\": {\n",[82,504,505],{"class":84,"line":142},[82,506,507],{},"        \"response_style\": \"简洁\",\n",[82,509,510],{"class":84,"line":150},[82,511,512],{},"        \"detail_level\": \"详细\"\n",[82,514,515],{"class":84,"line":163},[82,516,139],{},[82,518,519],{"class":84,"line":177},[82,520,521],{},"    \"history\": {\n",[82,523,524],{"class":84,"line":188},[82,525,526],{},"        \"total_conversations\": 150,\n",[82,528,529],{"class":84,"line":194},[82,530,531],{},"        \"topics\": [\"Python\", \"AI\", \"DevOps\"]\n",[82,533,534],{"class":84,"line":200},[82,535,191],{},[82,537,539],{"class":84,"line":538},14,[82,540,203],{},[82,542,544],{"class":84,"line":543},15,[82,545,391],{"emptyLinePlaceholder":390},[82,547,549],{"class":84,"line":548},16,[82,550,551],{},"await memory.save_profile(user_profile)\n",[21,553,554],{"id":554},"使用画像",[72,556,558],{"className":212,"code":557,"language":214,"meta":77,"style":77},"# 获取用户画像\nprofile = await memory.get_profile(\"user123\")\n\n# 根据画像调整响应\nif profile.preferences.detail_level == \"详细\":\n    response = await generate_detailed_response(query)\nelse:\n    response = await generate_brief_response(query)\n",[79,559,560,565,570,574,579,584,589,594],{"__ignoreMap":77},[82,561,562],{"class":84,"line":85},[82,563,564],{},"# 获取用户画像\n",[82,566,567],{"class":84,"line":92},[82,568,569],{},"profile = await memory.get_profile(\"user123\")\n",[82,571,572],{"class":84,"line":102},[82,573,391],{"emptyLinePlaceholder":390},[82,575,576],{"class":84,"line":110},[82,577,578],{},"# 根据画像调整响应\n",[82,580,581],{"class":84,"line":125},[82,582,583],{},"if profile.preferences.detail_level == \"详细\":\n",[82,585,586],{"class":84,"line":136},[82,587,588],{},"    response = await generate_detailed_response(query)\n",[82,590,591],{"class":84,"line":142},[82,592,593],{},"else:\n",[82,595,596],{"class":84,"line":150},[82,597,598],{},"    response = await generate_brief_response(query)\n",[17,600,50],{"id":50},[21,602,603],{"id":603},"添加知识",[72,605,607],{"className":212,"code":606,"language":214,"meta":77,"style":77},"knowledge = {\n    \"id\": \"project_alpha\",\n    \"content\": \"Project Alpha 是一个 AI 项目...\",\n    \"tags\": [\"AI\", \"项目\", \"2024\"],\n    \"source\": \"documentation\"\n}\n\nawait memory.add_knowledge(knowledge)\n",[79,608,609,614,619,624,629,634,638,642],{"__ignoreMap":77},[82,610,611],{"class":84,"line":85},[82,612,613],{},"knowledge = {\n",[82,615,616],{"class":84,"line":92},[82,617,618],{},"    \"id\": \"project_alpha\",\n",[82,620,621],{"class":84,"line":102},[82,622,623],{},"    \"content\": \"Project Alpha 是一个 AI 项目...\",\n",[82,625,626],{"class":84,"line":110},[82,627,628],{},"    \"tags\": [\"AI\", \"项目\", \"2024\"],\n",[82,630,631],{"class":84,"line":125},[82,632,633],{},"    \"source\": \"documentation\"\n",[82,635,636],{"class":84,"line":136},[82,637,203],{},[82,639,640],{"class":84,"line":142},[82,641,391],{"emptyLinePlaceholder":390},[82,643,644],{"class":84,"line":150},[82,645,646],{},"await memory.add_knowledge(knowledge)\n",[21,648,649],{"id":649},"查询知识",[72,651,653],{"className":212,"code":652,"language":214,"meta":77,"style":77},"# 基于语义搜索\nresults = await memory.search_knowledge(\n    query=\"AI 项目相关信息\",\n    tags=[\"AI\", \"项目\"],\n    limit=10\n)\n",[79,654,655,660,665,670,675,680],{"__ignoreMap":77},[82,656,657],{"class":84,"line":85},[82,658,659],{},"# 基于语义搜索\n",[82,661,662],{"class":84,"line":92},[82,663,664],{},"results = await memory.search_knowledge(\n",[82,666,667],{"class":84,"line":102},[82,668,669],{},"    query=\"AI 项目相关信息\",\n",[82,671,672],{"class":84,"line":110},[82,673,674],{},"    tags=[\"AI\", \"项目\"],\n",[82,676,677],{"class":84,"line":125},[82,678,679],{},"    limit=10\n",[82,681,682],{"class":84,"line":136},[82,683,270],{},[17,685,686],{"id":686},"记忆策略",[21,688,689],{"id":689},"自动摘要",[72,691,693],{"className":212,"code":692,"language":214,"meta":77,"style":77},"@memory.event(\"session_end\")\nasync def summarize_session(session):\n    # 提取关键信息\n    summary = await summarize(session.messages)\n    \n    # 保存摘要\n    await memory.save(\n        key=f\"session_summary_{session.id}\",\n        value=summary,\n        scope=\"long_term\"\n    )\n",[79,694,695,700,705,710,715,720,725,730,735,740,745],{"__ignoreMap":77},[82,696,697],{"class":84,"line":85},[82,698,699],{},"@memory.event(\"session_end\")\n",[82,701,702],{"class":84,"line":92},[82,703,704],{},"async def summarize_session(session):\n",[82,706,707],{"class":84,"line":102},[82,708,709],{},"    # 提取关键信息\n",[82,711,712],{"class":84,"line":110},[82,713,714],{},"    summary = await summarize(session.messages)\n",[82,716,717],{"class":84,"line":125},[82,718,719],{},"    \n",[82,721,722],{"class":84,"line":136},[82,723,724],{},"    # 保存摘要\n",[82,726,727],{"class":84,"line":142},[82,728,729],{},"    await memory.save(\n",[82,731,732],{"class":84,"line":150},[82,733,734],{},"        key=f\"session_summary_{session.id}\",\n",[82,736,737],{"class":84,"line":163},[82,738,739],{},"        value=summary,\n",[82,741,742],{"class":84,"line":177},[82,743,744],{},"        scope=\"long_term\"\n",[82,746,747],{"class":84,"line":188},[82,748,749],{},"    )\n",[21,751,752],{"id":752},"记忆衰减",[72,754,756],{"className":74,"code":755,"language":76,"meta":77,"style":77},"{\n  \"memory\": {\n    \"decay\": {\n      \"enabled\": true,\n      \"importance_threshold\": 0.3,\n      \"decay_rate\": 0.1\n    }\n  }\n}\n",[79,757,758,762,768,775,785,797,807,811,815],{"__ignoreMap":77},[82,759,760],{"class":84,"line":85},[82,761,89],{"class":88},[82,763,764,766],{"class":84,"line":92},[82,765,96],{"class":95},[82,767,99],{"class":88},[82,769,770,773],{"class":84,"line":102},[82,771,772],{"class":95},"    \"decay\"",[82,774,99],{"class":88},[82,776,777,779,781,783],{"class":84,"line":110},[82,778,153],{"class":95},[82,780,116],{"class":88},[82,782,158],{"class":95},[82,784,122],{"class":88},[82,786,787,790,792,795],{"class":84,"line":125},[82,788,789],{"class":95},"      \"importance_threshold\"",[82,791,116],{"class":88},[82,793,794],{"class":95},"0.3",[82,796,122],{"class":88},[82,798,799,802,804],{"class":84,"line":136},[82,800,801],{"class":95},"      \"decay_rate\"",[82,803,116],{"class":88},[82,805,806],{"class":95},"0.1\n",[82,808,809],{"class":84,"line":142},[82,810,191],{"class":88},[82,812,813],{"class":84,"line":150},[82,814,197],{"class":88},[82,816,817],{"class":84,"line":163},[82,818,203],{"class":88},[17,820,821],{"id":821},"隐私控制",[21,823,824],{"id":824},"数据隔离",[72,826,828],{"className":74,"code":827,"language":76,"meta":77,"style":77},"{\n  \"memory\": {\n    \"isolation\": {\n      \"user_data_separated\": true,\n      \"encryption_at_rest\": true,\n      \"export_control\": true\n    }\n  }\n}\n",[79,829,830,834,840,847,858,869,879,883,887],{"__ignoreMap":77},[82,831,832],{"class":84,"line":85},[82,833,89],{"class":88},[82,835,836,838],{"class":84,"line":92},[82,837,96],{"class":95},[82,839,99],{"class":88},[82,841,842,845],{"class":84,"line":102},[82,843,844],{"class":95},"    \"isolation\"",[82,846,99],{"class":88},[82,848,849,852,854,856],{"class":84,"line":110},[82,850,851],{"class":95},"      \"user_data_separated\"",[82,853,116],{"class":88},[82,855,158],{"class":95},[82,857,122],{"class":88},[82,859,860,863,865,867],{"class":84,"line":125},[82,861,862],{"class":95},"      \"encryption_at_rest\"",[82,864,116],{"class":88},[82,866,158],{"class":95},[82,868,122],{"class":88},[82,870,871,874,876],{"class":84,"line":136},[82,872,873],{"class":95},"      \"export_control\"",[82,875,116],{"class":88},[82,877,878],{"class":95},"true\n",[82,880,881],{"class":84,"line":142},[82,882,191],{"class":88},[82,884,885],{"class":84,"line":150},[82,886,197],{"class":88},[82,888,889],{"class":84,"line":163},[82,890,203],{"class":88},[21,892,893],{"id":893},"数据删除",[72,895,897],{"className":212,"code":896,"language":214,"meta":77,"style":77},"# 删除用户所有记忆\nawait memory.delete_all(user_id=\"user123\")\n\n# 删除特定记忆\nawait memory.delete(key=\"preference\", user_id=\"user123\")\n",[79,898,899,904,909,913,918],{"__ignoreMap":77},[82,900,901],{"class":84,"line":85},[82,902,903],{},"# 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不只是“安装站”。","/docs/manual/clawhub-versioning-and-sync",[1266,1033,1275,1276,1277],"sync","lockfile","versioning",{"title":1279,"description":1280,"path":1281,"category":1176,"updatedAt":1089,"sourceType":1048,"tags":1282},"社区插件目录怎么用","基于最新官方插件文档，整理 Community plugins 页面里最重要的筛选思路，帮助你判断哪些第三方插件值得装、哪些只适合观察。","/docs/manual/community-plugins-directory",[1124,1283,1284,1285,1286],"community","ecosystem","extensions","directory",{"title":1288,"description":1289,"path":1290,"category":1237,"updatedAt":1238,"sourceType":1048,"tags":1291},"Control UI 的 Tools 面板为什么更像运行时目录，不是静态配置页","基于最新官方 WebChat 文档，解释 Control UI `/agents` 里的 Tools 面板如何通过 tools.catalog 拉取运行时目录、何时回退到静态列表，以及为什么真正的可用性最终仍由 allow/deny 和多层策略优先级决定。","/docs/manual/control-ui-tools-catalog-and-policy-precedence",[1292,1022,1293,1294,1166],"control-ui","catalog","policy",{"title":1296,"description":1297,"path":1298,"category":1014,"updatedAt":1002,"sourceType":1048,"tags":1299},"Control UI 是什么","理解 Control UI 在 OpenClaw 中承担的角色，以及首次安装、排错和长期运行时应该如何使用它。","/docs/manual/control-ui",[1077,1292,1019,1040],{"title":1301,"description":1302,"path":933,"category":1114,"updatedAt":1002,"sourceType":1048,"tags":1303},"OpenClaw 核心能力总览","用一页理解 OpenClaw 当前最重要的能力结构，包括渠道、控制台、扩展和运行边界。",[1304,1021,1033,1305],"capabilities","voice",{"title":1307,"description":1308,"path":1309,"category":1176,"updatedAt":1089,"sourceType":1048,"tags":1310},"Dashboard 快速打开与认证行为","基于最新官方 Dashboard 文档，整理 openclaw dashboard 的快速打开路径、token 在浏览器里的保存行为，以及本地与远程打开时最容易混淆的认证边界。","/docs/manual/dashboard-fast-path-and-auth",[1077,1292,1205,1311,1312],"token","browser",{"title":1314,"description":1315,"path":1316,"category":1176,"updatedAt":1089,"sourceType":1048,"tags":1317},"Deepgram 音频转录怎么接","基于最新官方 Deepgram provider 文档，整理 OpenClaw 里语音转录的接入方式、配置重点，以及它和聊天模型 provider 的边界。","/docs/manual/deepgram-audio-transcription",[1318,1319,1320,1305,1203],"deepgram","transcription","audio",{"title":1322,"description":1323,"path":1324,"category":1176,"updatedAt":1002,"sourceType":1048,"tags":1325},"Discord 与 Slack 接入重点","团队协作场景里，Discord 和 Slack 分别适合什么、和 Telegram/WhatsApp 的差别在哪里，以及群组响应策略该怎么收敛。","/docs/manual/discord-and-slack",[1021,1260,1326,1170,1327],"slack","team",{"title":1329,"description":1330,"path":1331,"category":1176,"updatedAt":1332,"sourceType":1048,"tags":1333},"Exec 工具、apply_patch 与执行审批","基于官方 exec、apply_patch 和 exec approvals 文档，解释高权限工具如何工作，为什么审批是硬边界，以及哪些配置最值得先看。","/docs/manual/exec-tools-and-approvals","2026-03-12",[1334,1335,1336,1022,1041],"exec","apply-patch","approvals",{"title":1338,"description":1339,"path":1340,"category":1176,"updatedAt":1238,"sourceType":1048,"tags":1341},"从 Skills 到 Workflows：OpenClaw 扩展栈完整地图","把 Skills、Tools、插件、Hooks、ClawHub、OpenProse、Lobster 和审批流程收成一张扩展地图，帮助你判断什么时候该引入哪一层复杂度。","/docs/manual/extension-stack-full-map",[1033,1022,1124,1126,1342,1336],"workflows",{"title":1344,"description":1345,"path":1346,"category":1176,"updatedAt":1190,"sourceType":1048,"tags":1347},"Feishu 扫码接入、群控边界与 Drive 评论流","基于最新官方 Feishu 文档，整理 OpenClaw 2026.4.10 之后的飞书扫码接入、群聊控制、Drive 评论事件和 reply_comment 工作流。","/docs/manual/feishu-qr-login-and-drive-comments",[1348,1349,1021,1350,1351,1352],"feishu","lark","drive","comments","collaboration",{"title":1354,"description":1355,"path":1356,"category":1237,"updatedAt":1238,"sourceType":1048,"tags":1357},"Telegram forum topic、群 session 和 thread key 应该怎么一起看","基于最新官方 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",[1258,1358,1000,1213,1166],"forum-topics",{"title":1360,"description":1361,"path":1362,"category":1176,"updatedAt":1238,"sourceType":1048,"tags":1363},"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",[1031,1019,1021,1140,998,1069],{"title":1365,"description":1366,"path":1367,"category":1176,"updatedAt":1228,"sourceType":1048,"tags":1368},"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",[1184,1369,1370,1371,1019],"headless","pairing","devices",{"title":1373,"description":1374,"path":1375,"category":1176,"updatedAt":1089,"sourceType":1048,"tags":1376},"Hooks 生命周期与事件类型","基于最新官方 Hooks 文档，解释 agent:bootstrap、session start/end、/new、/reset 等生命周期事件分别适合放什么逻辑，以及什么时候该用 hook pack 或插件托管 hooks。","/docs/manual/hook-lifecycle-events",[1126,1377,1378,1069,1124],"lifecycle","events",{"title":1380,"description":1381,"path":1382,"category":1176,"updatedAt":1002,"sourceType":1048,"tags":1383},"Hooks 能做什么","从中文用户角度理解 OpenClaw 里的 hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[1126,1069,1342,1378],{"title":1385,"description":1386,"path":1387,"category":1176,"updatedAt":1210,"sourceType":1048,"tags":1388},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 各自解决什么问题，避免把“回复慢”都误判成模型问题。","/docs/manual/inbound-dedupe-and-debounce",[1389,1390,1391,1392,1393],"messages","queueing","dedupe","debounce","delivery",{"title":1395,"description":1396,"path":1397,"category":1176,"updatedAt":1132,"sourceType":1048,"tags":1398},"本地模型支持（Ollama）","使用 Ollama 在本地运行大语言模型，实现隐私优先、零成本的 AI 助手体验。","/docs/manual/local-models-ollama",[1399,1400,1401,1402,1117],"ollama","local-model","llm","privacy",{"title":1404,"description":1405,"path":1406,"category":1176,"updatedAt":1089,"sourceType":1048,"tags":1407},"节点位置能力怎么用","基于最新官方 Location Command 文档，整理 OpenClaw 的 location.get 能力、权限模式、精确位置开关，以及它和普通聊天入口的边界。","/docs/manual/location-command-nodes",[1408,1184,1247,1409,1410],"location","permissions","gps",{"title":1412,"description":1413,"path":1414,"category":1176,"updatedAt":1089,"sourceType":1048,"tags":1415},"记忆文件怎么分层加载","基于最新官方 Memory 文档，整理 OpenClaw 的 daily log、MEMORY.md、memory_search 和 memory_get 各自适合存什么，以及为什么群组上下文不该直接读长期记忆。","/docs/manual/memory-files-and-loading-boundaries",[998,1416,1000,1417,1418],"markdown","memory_search","memory_get",{"title":1420,"description":1421,"path":1422,"category":1176,"updatedAt":1132,"sourceType":1048,"tags":1423},"memory plugin slot 和 Markdown source of truth 怎么配合","基于最新官方 Memory、CLI memory 与 Plugins 文档，解释为什么 OpenClaw 记忆的 source of truth 仍然是 Markdown 文件，以及 plugins.slots.memory 该怎么理解和切换。","/docs/manual/memory-plugin-slots-and-source-of-truth",[998,1124,1424,1425,1416],"lancedb","memory-core",{"title":1427,"description":1428,"path":1429,"category":1176,"updatedAt":1332,"sourceType":1048,"tags":1430},"记忆搜索与索引机制","基于官方记忆概念和 memory CLI 文档，解释记忆文件、索引来源、provider 选择以及排障时该看什么。","/docs/manual/memory-search-and-indexing",[998,1431,1432,1433,1424],"search","indexing","embeddings",{"title":1435,"description":1436,"path":1437,"category":1176,"updatedAt":1002,"sourceType":995,"tags":1438},"OpenClaw 记忆系统怎么工作","理解 OpenClaw 的 SOUL、Tools、用户长期记忆和会话上下文如何协作，以及为什么它更像持续运行的系统而不是一次性聊天窗口。","/docs/manual/memory-system",[998,1001,1232,1439],"logs",{"title":1441,"description":1442,"path":1443,"category":1176,"updatedAt":1002,"sourceType":1048,"tags":1444},"Memory、Tools、Skills 如何协同","记忆层负责保留什么，Tools 负责执行什么，Skills 负责组织什么，三者该怎么分工才不会让 OpenClaw 越用越乱。","/docs/manual/memory-tools-skills-playbook",[998,1022,1033,1001,1068],{"title":1446,"description":1447,"path":1448,"category":1176,"updatedAt":1332,"sourceType":1048,"tags":1449},"消息投递、重试与响应行为","基于官方 retry、messages 和 FAQ 文档，解释消息发送失败时 OpenClaw 会重试什么，不会重试什么，以及为什么群聊和渠道行为会不同。","/docs/manual/message-retries-and-delivery",[1389,1450,1393,1258,1260],"retry",{"title":1452,"description":1453,"path":1454,"category":1237,"updatedAt":1238,"sourceType":1048,"tags":1455},"模型 allowlist、alias 和图片能力门控应该怎么理解","基于最新官方 Models CLI 文档，整理 agents.defaults.models、primary、fallbacks、imageModel 和 imageGenerationModel 的职责，帮助团队理解模型白名单和共享能力门控到底会影响什么。","/docs/manual/model-allowlists-and-capability-gating",[1140,1456,1457,1458,1459,1166],"allowlist","aliases","image","gating",{"title":1461,"description":1462,"path":1463,"category":1176,"updatedAt":1132,"sourceType":1048,"tags":1464},"OpenClaw 的 Models 应该怎么理解","理解 OpenClaw 里模型层的角色、选择思路和常见配置边界，避免把所有问题都误判成模型问题。","/docs/manual/models-overview",[1140,1401,1203,1213],{"title":1466,"description":1467,"path":1468,"category":1176,"updatedAt":1002,"sourceType":1048,"tags":1469},"Nodes 与设备能力","理解 OpenClaw 的 nodes 是什么、如何配对，以及相机、语音、屏幕、位置等设备能力在系统里的作用。","/docs/manual/nodes-and-device-actions",[1184,1247,1246,1305,1370],{"title":1471,"description":1472,"path":1473,"category":1166,"updatedAt":1167,"sourceType":1048,"tags":1474},"OAuth 认证与多账号管理","理解 OpenClaw 如何处理 OAuth 认证、Token 存储和多账号路由，以及常见问题排查。","/docs/manual/oauth-auth",[1475,1205,1476,1477,1478],"oauth","codex","claude","profiles",{"title":1480,"description":1481,"path":1482,"category":1176,"updatedAt":1132,"sourceType":1048,"tags":1483},"OpenProse 和 Lobster 的边界怎么分","基于最新官方 Lobster 文档，整理 OpenProse 与 Lobster 在多智能体准备、确定性执行和审批恢复上的分工，帮助中文团队判断什么时候该用 /prose，什么时候该转成工作流运行时。","/docs/manual/openprose-and-lobster-boundaries",[1484,1485,1125,1336,1068],"openprose","lobster",{"title":1487,"description":1488,"path":1489,"category":1166,"updatedAt":1490,"sourceType":1048,"tags":1491},"平台支持总览","OpenClaw 支持的操作系统和部署平台，包括 Gateway、桌面应用和移动节点。","/docs/manual/platforms-overview","2026-06-06",[1492,1222,1493,1494,1495,1496,1497],"platforms","ios","android","windows","linux","install",{"title":1499,"description":1500,"path":1501,"category":1176,"updatedAt":1089,"sourceType":1048,"tags":1502},"插件托管 hooks 与扩展能力边界","基于最新官方 Plugins 与 Hooks 文档，整理插件托管 hooks 的工作方式、显示位置、启停边界，以及为什么它和独立 hook pack 不是同一种治理对象。","/docs/manual/plugin-managed-hooks",[1124,1126,1069,1285,1503],"governance",{"title":1505,"description":1506,"path":1507,"category":1176,"updatedAt":1089,"sourceType":1048,"tags":1508},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 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思路和长期运行时的配置重点。","/docs/manual/providers-and-fallback",[1203,1140,1529,1530,1399],"fallback","openrouter",{"title":1532,"description":1533,"path":1534,"category":1166,"updatedAt":1167,"sourceType":1048,"tags":1535},"Queue 系统与消息转向","理解 OpenClaw 的 Queue 系统、消息转向模式和并发控制机制。","/docs/manual/queue-system",[1536,1537,1538,1389],"queue","steering","concurrency",{"title":1540,"description":1541,"path":1542,"category":1176,"updatedAt":1190,"sourceType":1048,"tags":1543},"用 SearXNG 给 OpenClaw 配自托管 web_search","基于最新官方 SearXNG Search 文档，整理 OpenClaw 如何接入自托管 SearXNG 作为 web_search provider，以及生产环境里最该注意哪些边界。","/docs/manual/searxng-search-provider",[1544,1545,1022,1431,1117],"searxng","web-search",{"title":1547,"description":1548,"path":1549,"category":1176,"updatedAt":1002,"sourceType":995,"tags":1550},"Session 与配对机制","理解 OpenClaw 如何通过配对、allowFrom、群组提及规则和 session 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做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[1370,1908,1258,1371,1886],"bootstrapToken",{"title":1910,"description":1911,"path":1912,"category":1886,"updatedAt":1167,"sourceType":1048,"tags":1913},"引导文件模板系统","AGENTS.md、SOUL.md、BOOTSTRAP.md 等引导文件的用途、写法和最佳实践。","/docs/reference/bootstrap-templates",[1914,1171,1214,1001,1776,1170],"templates",{"title":1916,"description":1917,"path":1918,"category":1880,"updatedAt":1228,"sourceType":1048,"tags":1919},"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",[1370,1920,1021,1921,1705],"allowFrom","account",{"title":1923,"description":1924,"path":1925,"category":1880,"updatedAt":1332,"sourceType":1048,"tags":1926},"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",[1195,1886,1927,1928],"commands","terminal",{"title":1930,"description":1931,"path":1932,"category":1880,"updatedAt":1238,"sourceType":1048,"tags":1933},"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",[1934,1935,1205,1203,1886],"cloudflare-ai-gateway","headers",{"title":1937,"description":1938,"path":1939,"category":1940,"updatedAt":1132,"sourceType":1283,"tags":1941},"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",[1283,1942,1943,1944],"github","issues","feedback",{"title":1946,"description":1947,"path":1948,"category":1880,"updatedAt":1332,"sourceType":1048,"tags":1949},"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",[1032,1886,1950,1951],"settings","options",{"title":1953,"description":1954,"path":1955,"category":1880,"updatedAt":1089,"sourceType":1048,"tags":1956},"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",[1292,1370,1371,1312,1705],{"title":1958,"description":1959,"path":1960,"category":1880,"updatedAt":1238,"sourceType":1048,"tags":1961},"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",[1193,1450,1962,1536,1886],"scheduler",{"title":1964,"description":1965,"path":1966,"category":1880,"updatedAt":1644,"sourceType":1048,"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",[1077,1311,1968,1969,1205],"secretref","sessionStorage",{"title":1971,"description":1972,"path":1973,"category":1974,"updatedAt":1332,"sourceType":1048,"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",[1976,1977,1978,1724,1439],"debugging","debug","runtime-overrides",{"title":1980,"description":1981,"path":1982,"category":1880,"updatedAt":1210,"sourceType":1048,"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",[1891,1984,1985,1977,1886],"logging","flags",{"title":1987,"description":1988,"path":1989,"category":1880,"updatedAt":1210,"sourceType":1048,"tags":1990},"dmScope 和 identityLinks 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之间真正的优先级。","/docs/reference/env-sources-and-precedence",[1579,1032,1240,2004,1886],"shell",{"title":2006,"description":2007,"path":2008,"category":1880,"updatedAt":1132,"sourceType":1016,"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",[2010,1799,1283,2011,1801],"sources","trust",{"title":2013,"description":2014,"path":2015,"category":1880,"updatedAt":1089,"sourceType":1048,"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",[1019,2017,1195,1652,1185],"rpc",{"title":2019,"description":2020,"path":2021,"category":1880,"updatedAt":1210,"sourceType":1048,"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",[1370,1371,1019,1184,1886],{"title":2024,"description":2025,"path":2026,"category":1880,"updatedAt":1644,"sourceType":1048,"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",[1232,1019,1147,1077,1886],{"title":2029,"description":2030,"path":2031,"category":1880,"updatedAt":1238,"sourceType":1048,"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",[1019,1652,2033,2034,1886],"protocol","scopes",{"title":2036,"description":2037,"path":2038,"category":1880,"updatedAt":1228,"sourceType":1048,"tags":2039},"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",[1231,2040,1213,1456,1389],"mention",{"title":2042,"description":2043,"path":2044,"category":1880,"updatedAt":1238,"sourceType":1048,"tags":2045},"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",[1698,2046,2047,2048,1886],"visibility","activeHours","alerts",{"title":2050,"description":2051,"path":2052,"category":1880,"updatedAt":1228,"sourceType":1048,"tags":2053},"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",[1646,1652,2054,1019,1886],"sdk",{"title":2056,"description":2057,"path":2058,"category":1880,"updatedAt":1228,"sourceType":1048,"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",[1032,2060,1676,2061,1886],"include","arrays",{"title":2063,"description":2064,"path":2065,"category":1880,"updatedAt":1210,"sourceType":1048,"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",[1485,2067,1336,1068,1886],"invoke",{"title":2069,"description":2070,"path":2071,"category":1880,"updatedAt":1238,"sourceType":1048,"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",[998,2073,2074,2075,2076,1886],"hybrid-search","ranking","mmr","retrieval",{"title":2078,"description":2079,"path":2080,"category":1880,"updatedAt":1132,"sourceType":1048,"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",[1140,2082,1205,1203,1886],"probe",{"title":2084,"description":2085,"path":2086,"category":1880,"updatedAt":1574,"sourceType":1048,"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",[1370,1371,1920,2088,1705],"credentials",{"title":2090,"description":2091,"path":2092,"category":1880,"updatedAt":1132,"sourceType":1048,"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",[1124,1266,2094,2095,1801,1886],"npm","pin",{"title":2097,"description":2098,"path":2099,"category":1974,"updatedAt":1089,"sourceType":1048,"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",[1976,2101,1439,1203,1402],"raw-stream",{"title":2103,"description":2104,"path":2105,"category":1880,"updatedAt":1238,"sourceType":1048,"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",[1091,2107,1205,1019,1886],"tlsFingerprint",{"title":2109,"description":2110,"path":2111,"category":1880,"updatedAt":1238,"sourceType":1048,"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",[1232,1041,1991,1370,1456],{"title":2129,"description":2130,"path":2131,"category":1880,"updatedAt":2132,"sourceType":1048,"tags":2133},"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",[1232,2134,2135,1601,1886],"transcript","jsonl",{"title":2137,"description":2138,"path":2139,"category":1880,"updatedAt":2132,"sourceType":1048,"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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正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[1201,1202,1204,1203,1503],{"title":2485,"description":2486,"path":2487,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2488,"tags":2489},"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",[1230,1214,1231,1213,1259],{"title":2491,"description":2492,"path":2493,"category":2449,"date":1238,"updatedAt":1238,"sourceType":1048,"source":2494,"tags":2495},"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",[1077,1859,1370,1091,1041],{"title":2497,"description":2498,"path":2499,"category":2449,"date":1132,"updatedAt":1132,"sourceType":1048,"source":2457,"tags":2500},"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",[1258,1260,1336,1021,1814],{"title":2502,"description":2503,"path":2504,"category":2300,"date":1015,"updatedAt":1015,"sourceType":1283,"source":2505,"tags":2506},"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",[2180,1284,2303,2256],{"title":2508,"description":2509,"path":2510,"category":2449,"date":1132,"updatedAt":1132,"sourceType":1048,"source":2511,"tags":2512},"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",[1266,1033,1275,1276,2513,1267],"telemetry",{"title":2515,"description":2516,"path":2517,"category":2242,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2518,"tags":2519},"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",[1195,1019,2017,1185,1040],{"title":2521,"description":2522,"path":2523,"category":2449,"date":1210,"updatedAt":1210,"sourceType":1048,"source":2524,"tags":2525},"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",[1032,1579,1212,2526,1040],"overrides",{"title":2528,"description":2529,"path":2530,"category":2242,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2437,"tags":2531},"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",[999,1601,1000,998,2532],"continuity",{"title":2534,"description":2535,"path":2536,"category":2242,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2537,"tags":2538},"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",[1292,1077,1684,1370,1091],{"title":2540,"description":2541,"path":2542,"category":2449,"date":1644,"updatedAt":1644,"sourceType":1048,"source":2463,"tags":2543},"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",[1077,1171,1968,1205,1292],{"title":2545,"description":2546,"path":2547,"category":2449,"date":1132,"updatedAt":1132,"sourceType":1048,"source":2463,"tags":2548},"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",[1077,1147,1311,1968,1213,2549],"web",{"title":2551,"description":2552,"path":2553,"category":2242,"date":1015,"updatedAt":1015,"sourceType":1283,"source":2554,"tags":2555},"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",[1029,1033,1284,2180],{"title":2557,"description":2558,"path":2559,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2560,"tags":2561},"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",[1371,1370,1311,1718,2562],"rotate",{"title":2564,"description":2565,"path":2566,"category":2449,"date":1210,"updatedAt":1210,"sourceType":1048,"source":2567,"tags":2568},"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",[1724,1891,1725,1976,1040],{"title":2570,"description":2571,"path":2572,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2567,"tags":2573},"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",[1724,1725,1576,1802,1891],{"title":2575,"description":2576,"path":2577,"category":2578,"date":1015,"updatedAt":1015,"sourceType":1283,"source":2579,"tags":2580},"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",[2581,2582,2583,2584],"education","adoption","ai-tutor","higher-education",{"title":2586,"description":2587,"path":2588,"category":2578,"date":1015,"updatedAt":1015,"sourceType":1283,"source":2589,"tags":2590},"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",[1039,2182,1068,2180],{"title":2592,"description":2593,"path":2594,"category":2242,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2595,"tags":2596},"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",[1033,1266,1124,1126,1285],{"title":2598,"description":2599,"path":2600,"category":2449,"date":1190,"updatedAt":1190,"sourceType":1048,"source":2601,"tags":2602},"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",[1348,1349,1350,1351,1021,1352],{"title":2604,"description":2605,"path":2606,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2607,"tags":2608},"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",[1019,1370,2609,1311,1184],"pending",{"title":2611,"description":2612,"path":2613,"category":2449,"date":1644,"updatedAt":1644,"sourceType":1048,"source":2614,"tags":2615},"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",[1019,1232,1147,1077,2616],"state",{"title":2618,"description":2619,"path":2620,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2621,"tags":2622},"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",[1231,2040,1456,1389,1213],{"title":2624,"description":2625,"path":2626,"category":2449,"date":1238,"updatedAt":1238,"sourceType":1048,"source":2621,"tags":2627},"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",[1231,2113,2628,1230,1503],"activation",{"title":2630,"description":2631,"path":2632,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2633,"tags":2634},"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",[1032,2060,1676,2061,1040],{"title":2636,"description":2637,"path":2638,"category":2242,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2639,"tags":2640},"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",[2641,2182,2642,2643,2644],"showcase","home-assistant","nix","infrastructure",{"title":2646,"description":2647,"path":2648,"category":2449,"date":1210,"updatedAt":1210,"sourceType":1048,"source":2649,"tags":2650},"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 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正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[998,1124,1424,1416,1431],{"title":2669,"description":2670,"path":2671,"category":2449,"date":1238,"updatedAt":1238,"sourceType":1048,"source":2666,"tags":2672},"OpenClaw 正在把记忆检索从“向量搜索”写成一条完整流水线","官方最近围绕 Memory 和 memory CLI 的文档更新，正在把 hybrid search、重排、temporal decay、session indexing 和 embedding cache 逐步写成一条更完整的检索链。","/news/openclaw-memory-retrieval-pipeline-watch-2026-03-29",[998,2076,2073,1432,1556],{"title":2674,"description":2675,"path":2676,"category":2242,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2639,"tags":2677},"OpenClaw 官方 Showcase 记忆观察：WhatsApp Memory Vault、Karakeep 与中文学习 Skill 正在把语音和知识流转成长期资产","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的记忆与知识类案例，观察 OpenClaw 如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[2641,998,1319,2678,2679],"vector-search","knowledge",{"title":2681,"description":2682,"path":2683,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2684,"tags":2685},"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",[2040,1231,1258,1260,1326],{"title":2687,"description":2688,"path":2689,"category":2449,"date":1210,"updatedAt":1210,"sourceType":1048,"source":2690,"tags":2691},"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",[1389,1147,1213,1393,1021],{"title":2693,"description":2694,"path":2695,"category":2449,"date":1132,"updatedAt":1132,"sourceType":1048,"source":2518,"tags":2696},"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",[1140,2082,1203,1205,1761],{"title":2698,"description":2699,"path":2700,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2701,"tags":2702},"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",[1184,1369,1019,1370,1371],{"title":2704,"description":2705,"path":2706,"category":2242,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2707,"tags":2708},"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",[1076,2227,1497,2228,1802],{"title":2710,"description":2711,"path":2712,"category":2449,"date":1644,"updatedAt":1644,"sourceType":1048,"source":2537,"tags":2713},"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",[1814,1312,1292,1370,1091],{"title":2715,"description":2716,"path":2717,"category":2449,"date":1238,"updatedAt":1238,"sourceType":1048,"source":2718,"tags":2719},"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",[1077,1147,1652,1814,1185],{"title":2721,"description":2722,"path":2723,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2560,"tags":2724},"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",[1370,1920,1021,1921,1040],{"title":2726,"description":2727,"path":2728,"category":2242,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2729,"tags":2730},"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",[1124,1284,1126,1283,1285],{"title":2732,"description":2733,"path":2734,"category":2449,"date":1132,"updatedAt":1132,"sourceType":1048,"source":2735,"tags":2736},"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",[1124,1266,2094,2095,1801],{"title":2738,"description":2739,"path":2740,"category":2449,"date":1132,"updatedAt":1132,"sourceType":1048,"source":2741,"tags":2742},"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",[1484,1485,1068,1336,1125],{"title":2744,"description":2745,"path":2746,"category":2449,"date":1238,"updatedAt":1238,"sourceType":1048,"source":2747,"tags":2748},"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",[1203,1140,1184,1205,1503],{"title":2750,"description":2751,"path":2752,"category":2449,"date":1238,"updatedAt":1238,"sourceType":1048,"source":2753,"tags":2754},"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",[1203,1885,1140,1019,1040],{"title":2756,"description":2757,"path":2758,"category":2242,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2437,"tags":2759},"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",[1799,1800,1802,1801],{"title":2761,"description":2762,"path":2763,"category":2449,"date":1210,"updatedAt":1210,"sourceType":1048,"source":2463,"tags":2764},"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",[1077,1370,1184,1091,1705],{"title":2766,"description":2767,"path":2768,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2769,"tags":2770},"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",[1213,1212,2771,1021,1214],"threads",{"title":2773,"description":2774,"path":2775,"category":2449,"date":1190,"updatedAt":1190,"sourceType":1048,"source":2776,"tags":2777},"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",[1544,1431,1545,1117,1022],{"title":2779,"description":2780,"path":2781,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2782,"tags":2783},"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",[2122,2784,2785,2121,1040],"snapshot","rotation",{"title":2787,"description":2788,"path":2789,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2649,"tags":2790},"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",[1232,1041,1991,1370,1839],{"title":2792,"description":2793,"path":2794,"category":2449,"date":1132,"updatedAt":1132,"sourceType":1048,"source":2795,"tags":2796},"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",[1041,1824,1826,1825,1040],{"title":2798,"description":2799,"path":2800,"category":2801,"date":1015,"updatedAt":1015,"sourceType":1283,"source":2802,"tags":2803},"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",[1041,2804,1402,1039],"compliance",{"title":2806,"description":2807,"path":2808,"category":2449,"date":1210,"updatedAt":1210,"sourceType":1048,"source":2782,"tags":2809},"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",[1041,2121,1336,2810,1040],"proxy",{"title":2812,"description":2813,"path":2814,"category":2449,"date":2132,"updatedAt":2132,"sourceType":1048,"source":2815,"tags":2816},"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",[1232,2135,1601,2134,1019],{"title":2818,"description":2819,"path":2820,"category":2449,"date":2132,"updatedAt":2132,"sourceType":1048,"source":2821,"tags":2822},"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",[1000,1195,2141,1824,1040],{"title":2824,"description":2825,"path":2826,"category":2449,"date":1228,"updatedAt":1228,"sourceType":1048,"source":2827,"tags":2828},"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",[1041,1839,1840,2829,1019],"sandbox",{"title":2831,"description":2832,"path":2833,"category":2242,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2639,"tags":2834},"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",[2641,1283,1258,1033,1069],{"title":2836,"description":2837,"path":2838,"category":2449,"date":1238,"updatedAt":1238,"sourceType":1048,"source":2827,"tags":2839},"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",[1839,1992,1230,1213,1041],{"title":2841,"description":2842,"path":2843,"category":2449,"date":2132,"updatedAt":2132,"sourceType":1048,"source":2844,"tags":2845},"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",[2134,1203,2160,2161,2846],"compatibility",{"title":2848,"description":2849,"path":2850,"category":2449,"date":1132,"updatedAt":1132,"sourceType":1048,"source":2494,"tags":2851},"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 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