[{"data":1,"prerenderedAt":3516},["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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的差别在哪里，以及群组响应策略该怎么收敛。","/docs/manual/discord-and-slack",[1021,1232,1300,1168,1301],"slack","team",{"title":1303,"description":1304,"path":1305,"category":1166,"updatedAt":1047,"sourceType":1048,"tags":1306},"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",[1307,1308,1309,1022,1041],"exec","apply-patch","approvals",{"title":1311,"description":1312,"path":1313,"category":1166,"updatedAt":1209,"sourceType":1048,"tags":1314},"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",[1033,1022,1124,1126,1315,1309],"workflows",{"title":1317,"description":1318,"path":1319,"category":1208,"updatedAt":1209,"sourceType":1048,"tags":1320},"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",[1230,1321,1000,1184,1212],"forum-topics",{"title":1323,"description":1324,"path":1325,"category":1166,"updatedAt":1209,"sourceType":1048,"tags":1326},"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":1328,"description":1329,"path":1330,"category":1166,"updatedAt":1199,"sourceType":1048,"tags":1331},"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",[1175,1332,1333,1334,1019],"headless","pairing","devices",{"title":1336,"description":1337,"path":1338,"category":1166,"updatedAt":1089,"sourceType":1048,"tags":1339},"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",[1126,1340,1341,1069,1124],"lifecycle","events",{"title":1343,"description":1344,"path":1345,"category":1166,"updatedAt":1002,"sourceType":1048,"tags":1346},"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",[1126,1069,1315,1341],{"title":1348,"description":1349,"path":1350,"category":1166,"updatedAt":1181,"sourceType":1048,"tags":1351},"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",[1352,1353,1354,1355,1356],"messages","queueing","dedupe","debounce","delivery",{"title":1358,"description":1359,"path":1360,"category":1166,"updatedAt":1132,"sourceType":1048,"tags":1361},"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",[1362,1363,1364,1365,1117],"ollama","local-model","llm","privacy",{"title":1367,"description":1368,"path":1369,"category":1166,"updatedAt":1089,"sourceType":1048,"tags":1370},"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",[1371,1175,1219,1372,1373],"location","permissions","gps",{"title":1375,"description":1376,"path":1377,"category":1166,"updatedAt":1089,"sourceType":1048,"tags":1378},"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",[998,1379,1000,1380,1381],"markdown","memory_search","memory_get",{"title":1383,"description":1384,"path":1385,"category":1166,"updatedAt":1132,"sourceType":1048,"tags":1386},"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",[998,1124,1387,1388,1379],"lancedb","memory-core",{"title":1390,"description":1391,"path":1392,"category":1166,"updatedAt":1047,"sourceType":1048,"tags":1393},"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",[998,1394,1395,1396,1387],"search","indexing","embeddings",{"title":1398,"description":1399,"path":1400,"category":1166,"updatedAt":1002,"sourceType":995,"tags":1401},"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",[998,1001,1203,1402],"logs",{"title":1404,"description":1405,"path":1406,"category":1166,"updatedAt":1002,"sourceType":1048,"tags":1407},"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":1409,"description":1410,"path":1411,"category":1166,"updatedAt":1047,"sourceType":1048,"tags":1412},"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",[1352,1413,1356,1230,1232],"retry",{"title":1415,"description":1416,"path":1417,"category":1208,"updatedAt":1209,"sourceType":1048,"tags":1418},"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",[1140,1419,1420,1421,1422,1212],"allowlist","aliases","image","gating",{"title":1424,"description":1425,"path":1426,"category":1166,"updatedAt":1132,"sourceType":1048,"tags":1427},"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",[1140,1364,1294,1184],{"title":1429,"description":1430,"path":1431,"category":1166,"updatedAt":1002,"sourceType":1048,"tags":1432},"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",[1175,1219,1218,1277,1333],{"title":1434,"description":1435,"path":1436,"category":1166,"updatedAt":1132,"sourceType":1048,"tags":1437},"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",[1438,1439,1125,1309,1068],"openprose","lobster",{"title":1441,"description":1442,"path":1443,"category":1166,"updatedAt":1089,"sourceType":1048,"tags":1444},"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",[1124,1126,1069,1257,1445],"governance",{"title":1447,"description":1448,"path":1449,"category":1166,"updatedAt":1089,"sourceType":1048,"tags":1450},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 的必填字段、校验规则，以及为什么插件清单会直接影响配置是否可通过。","/docs/manual/plugin-manifest",[1124,1451,1452,1453,1032],"manifest","schema","validation",{"title":1455,"description":1456,"path":1457,"category":1166,"updatedAt":1089,"sourceType":1048,"tags":1458},"插件包与频道目录元信息","根据最新官方插件文档，解释 package packs、插件 id 生成规则、openclaw.channel 元信息，以及为什么这些字段会影响安装与引导体验。","/docs/manual/plugin-package-packs",[1124,1459,1021,1460,1257],"package-packs","metadata",{"title":1462,"description":1463,"path":1464,"category":1166,"updatedAt":1132,"sourceType":1048,"tags":1465},"OpenClaw 插件系统怎么用","基于官方插件与 CLI 文档，解释插件和 Skills、Tools 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和运行时环境注入边界。","/docs/manual/skills-configuration","2026-03-18",[1033,1504,1505,1506,1507],"config","allowBundled","watch","env",{"title":1509,"description":1510,"path":1511,"category":1166,"updatedAt":1512,"sourceType":1048,"tags":1513},"Skills 系统怎么工作","理解 OpenClaw Skills 的三层来源、加载流程、ClawHub 风险，以及为什么不应该一次安装过多技能。","/docs/manual/skills-system","2026-03-17",[1033,1238,1022,1041],{"title":1515,"description":1516,"path":1517,"category":1166,"updatedAt":1047,"sourceType":1048,"tags":1518},"系统提示词、上下文与压缩","基于官方 system prompt、context、compaction 与 session pruning 文档，解释 OpenClaw 一次运行到底会把什么发给模型，以及上下文为什么会变满。","/docs/manual/system-prompt-context-and-compaction",[1519,999,1520,1521,1000],"system-prompt","compaction","pruning",{"title":1523,"description":1524,"path":1525,"category":1166,"updatedAt":1132,"sourceType":1048,"tags":1526},"Telegram 与 WhatsApp 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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",[1812,1901,1902,1894,1807],"logging","flags",{"title":1904,"description":1905,"path":1906,"category":1801,"updatedAt":1181,"sourceType":1048,"tags":1907},"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",[1203,1908,1909,1184,1807],"dmScope","identityLinks",{"title":1911,"description":1912,"path":1913,"category":1801,"updatedAt":1181,"sourceType":1048,"tags":1914},"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",[1644,1645,1812,1915,1807],"migrations",{"title":1917,"description":1918,"path":1919,"category":1801,"updatedAt":1181,"sourceType":1048,"tags":1920},"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",[1507,1032,1211,1921,1807],"shell",{"title":1923,"description":1924,"path":1925,"category":1801,"updatedAt":1132,"sourceType":1016,"tags":1926},"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",[1927,1720,1255,1928,1722],"sources","trust",{"title":1930,"description":1931,"path":1932,"category":1801,"updatedAt":1089,"sourceType":1048,"tags":1933},"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",[1019,1934,1466,1571,1176],"rpc",{"title":1936,"description":1937,"path":1938,"category":1801,"updatedAt":1181,"sourceType":1048,"tags":1939},"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",[1333,1334,1019,1175,1807],{"title":1941,"description":1942,"path":1943,"category":1801,"updatedAt":1563,"sourceType":1048,"tags":1944},"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",[1203,1019,1147,1077,1807],{"title":1946,"description":1947,"path":1948,"category":1801,"updatedAt":1209,"sourceType":1048,"tags":1949},"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",[1019,1571,1950,1951,1807],"protocol","scopes",{"title":1953,"description":1954,"path":1955,"category":1801,"updatedAt":1199,"sourceType":1048,"tags":1956},"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",[1202,1957,1184,1419,1352],"mention",{"title":1959,"description":1960,"path":1961,"category":1801,"updatedAt":1209,"sourceType":1048,"tags":1962},"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",[1618,1963,1964,1965,1807],"visibility","activeHours","alerts",{"title":1967,"description":1968,"path":1969,"category":1801,"updatedAt":1199,"sourceType":1048,"tags":1970},"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",[1565,1571,1971,1019,1807],"sdk",{"title":1973,"description":1974,"path":1975,"category":1801,"updatedAt":1199,"sourceType":1048,"tags":1976},"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",[1032,1977,1595,1978,1807],"include","arrays",{"title":1980,"description":1981,"path":1982,"category":1801,"updatedAt":1181,"sourceType":1048,"tags":1983},"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",[1439,1984,1309,1068,1807],"invoke",{"title":1986,"description":1987,"path":1988,"category":1801,"updatedAt":1209,"sourceType":1048,"tags":1989},"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",[998,1990,1991,1992,1993,1807],"hybrid-search","ranking","mmr","retrieval",{"title":1995,"description":1996,"path":1997,"category":1801,"updatedAt":1132,"sourceType":1048,"tags":1998},"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",[1140,1999,1283,1294,1807],"probe",{"title":2001,"description":2002,"path":2003,"category":1801,"updatedAt":1502,"sourceType":1048,"tags":2004},"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",[1333,1334,1836,2005,1625],"credentials",{"title":2007,"description":2008,"path":2009,"category":1801,"updatedAt":1132,"sourceType":1048,"tags":2010},"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",[1124,1238,2011,2012,1722,1807],"npm","pin",{"title":2014,"description":2015,"path":2016,"category":1891,"updatedAt":1089,"sourceType":1048,"tags":2017},"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",[1893,2018,1402,1294,1365],"raw-stream",{"title":2020,"description":2021,"path":2022,"category":1801,"updatedAt":1209,"sourceType":1048,"tags":2023},"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",[1091,2024,1283,1019,1807],"tlsFingerprint",{"title":2026,"description":2027,"path":2028,"category":1801,"updatedAt":1209,"sourceType":1048,"tags":2029},"回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文","基于最新官方 Groups 与 Group Messages 文档，解释 OpenClaw 在群聊里怎样把 reply metadata 当成隐式 mention，以及未触发回复的群消息何时只进入 pending history、何时会被彻底丢弃。","/docs/reference/reply-mention-and-pending-history",[1202,2030,2031,2032,1807],"mentions","pending-history","reply",{"title":2034,"description":2035,"path":2036,"category":1801,"updatedAt":1181,"sourceType":1048,"tags":2037},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[2038,2039,2040,1294,1807],"secrets","secretrefs","runtime",{"title":2042,"description":2043,"path":2044,"category":1801,"updatedAt":1199,"sourceType":1048,"tags":2045},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[1203,1041,1908,1333,1419],{"title":2047,"description":2048,"path":2049,"category":1801,"updatedAt":2050,"sourceType":1048,"tags":2051},"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",[1203,2052,2053,1520,1807],"transcript","jsonl",{"title":2055,"description":2056,"path":2057,"category":1801,"updatedAt":2050,"sourceType":1048,"tags":2058},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[1000,1466,2059,1745,1040],"store",{"title":2061,"description":2062,"path":2063,"category":1801,"updatedAt":1209,"sourceType":1048,"tags":2064},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[1041,1760,1745,2065,1807],"ingress",{"title":2067,"description":2068,"path":2069,"category":1801,"updatedAt":1089,"sourceType":1048,"tags":2070},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[1466,1653,2071,1402,2072],"health","troubleshooting",{"title":2074,"description":2075,"path":2076,"category":1801,"updatedAt":2050,"sourceType":1048,"tags":2077},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[2052,2078,1294,2079,1807],"hygiene","tool-calls",{"title":2081,"description":2082,"path":2083,"category":1891,"updatedAt":1002,"sourceType":1048,"tags":2084},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[2072,1644,1653,1402],{"title":2086,"description":2087,"path":2088,"category":1801,"updatedAt":1181,"sourceType":1048,"tags":2089},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[1147,2090,2091,2052,1807],"history","inject",{"title":2093,"description":2094,"path":2095,"category":2096,"updatedAt":1132,"sourceType":1048,"tags":2097},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[2098,2099,2100,2101,1672,1673],"china","cloud","deployment","feishu",{"title":2103,"description":2104,"path":2105,"category":2096,"updatedAt":1002,"sourceType":1048,"tags":2106},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[2100,1092,2107,2099,2108],"docker","wsl2",{"title":2110,"description":2111,"path":2112,"category":2096,"updatedAt":1512,"sourceType":1048,"tags":2113},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[1075,2011,2114,2108],"install-script",{"title":2116,"description":2117,"path":2118,"category":2096,"updatedAt":1089,"sourceType":1048,"tags":2119},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[1075,2120,2114,2121,1723],"updater","git",{"title":2123,"description":2124,"path":2125,"category":2096,"updatedAt":1047,"sourceType":1048,"tags":2126},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 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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",[1264,1077,1603,1333,1091],{"title":2450,"description":2451,"path":2452,"category":2371,"date":1563,"updatedAt":1563,"sourceType":1048,"source":2385,"tags":2453},"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",[1077,2454,1885,1283,1264],"bootstrap",{"title":2456,"description":2457,"path":2458,"category":2371,"date":1132,"updatedAt":1132,"sourceType":1048,"source":2385,"tags":2459},"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",[1077,1147,1284,1885,1184,2460],"web",{"title":2462,"description":2463,"path":2464,"category":2163,"date":1015,"updatedAt":1015,"sourceType":1255,"source":2465,"tags":2466},"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",[1029,1033,1256,2098],{"title":2468,"description":2469,"path":2470,"category":2371,"date":1199,"updatedAt":1199,"sourceType":1048,"source":2471,"tags":2472},"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 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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",[1039,2100,1068,2098],{"title":2503,"description":2504,"path":2505,"category":2163,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2506,"tags":2507},"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",[1033,1238,1124,1126,1257],{"title":2509,"description":2510,"path":2511,"category":2371,"date":1199,"updatedAt":1199,"sourceType":1048,"source":2512,"tags":2513},"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 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执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[1294,1140,1175,1283,1445],{"title":2656,"description":2657,"path":2658,"category":2371,"date":1209,"updatedAt":1209,"sourceType":1048,"source":2659,"tags":2660},"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",[1294,1806,1140,1019,1040],{"title":2662,"description":2663,"path":2664,"category":2163,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2365,"tags":2665},"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",[1720,1721,1723,1722],{"title":2667,"description":2668,"path":2669,"category":2371,"date":1181,"updatedAt":1181,"sourceType":1048,"source":2385,"tags":2670},"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",[1077,1333,1175,1091,1625],{"title":2672,"description":2673,"path":2674,"category":2371,"date":1199,"updatedAt":1199,"sourceType":1048,"source":2675,"tags":2676},"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",[1184,1183,2677,1021,1185],"threads",{"title":2679,"description":2680,"path":2681,"category":2371,"date":1199,"updatedAt":1199,"sourceType":1048,"source":2682,"tags":2683},"OpenClaw Secret 观察：active 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三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[1041,1745,1747,1746,1040],{"title":2698,"description":2699,"path":2700,"category":2701,"date":1015,"updatedAt":1015,"sourceType":1255,"source":2702,"tags":2703},"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",[1041,2704,1365,1039],"compliance",{"title":2706,"description":2707,"path":2708,"category":2371,"date":1181,"updatedAt":1181,"sourceType":1048,"source":2682,"tags":2709},"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",[1041,2038,1309,2710,1040],"proxy",{"title":2712,"description":2713,"path":2714,"category":2371,"date":2050,"updatedAt":2050,"sourceType":1048,"source":2715,"tags":2716},"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",[1203,2053,1520,2052,1019],{"title":2718,"description":2719,"path":2720,"category":2371,"date":2050,"updatedAt":2050,"sourceType":1048,"source":2721,"tags":2722},"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",[1000,1466,2059,1745,1040],{"title":2724,"description":2725,"path":2726,"category":2371,"date":1199,"updatedAt":1199,"sourceType":1048,"source":2727,"tags":2728},"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",[1041,1760,1761,2729,1019],"sandbox",{"title":2731,"description":2732,"path":2733,"category":2163,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2544,"tags":2734},"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",[2546,1255,1230,1033,1069],{"title":2736,"description":2737,"path":2738,"category":2371,"date":1209,"updatedAt":1209,"sourceType":1048,"source":2727,"tags":2739},"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",[1760,1909,1201,1184,1041],{"title":2741,"description":2742,"path":2743,"category":2371,"date":2050,"updatedAt":2050,"sourceType":1048,"source":2744,"tags":2745},"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",[2052,1294,2078,2079,2746],"compatibility",{"title":2748,"description":2749,"path":2750,"category":2371,"date":1132,"updatedAt":1132,"sourceType":1048,"source":2404,"tags":2751},"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",[1780,1041,1091,1019,1283],{"title":2753,"description":2754,"path":2755,"category":2371,"date":1563,"updatedAt":1563,"sourceType":1048,"source":2519,"tags":2756},"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",[1019,1147,1565,1893,1203],{"title":2758,"description":2759,"path":2760,"category":2371,"date":1132,"updatedAt":1132,"sourceType":1048,"source":2761,"tags":2762},"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",[2127,1723,1824,1019,2521],{"title":2764,"description":2765,"path":2766,"category":2371,"date":1132,"updatedAt":1132,"sourceType":1048,"source":2767,"tags":2768},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1792,1793,1794,1795,1796],{"title":2770,"description":2771,"path":2772,"category":2163,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2544,"tags":2773},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[2546,1277,2774,2775,1292],"phone","tts",{"title":2777,"description":2778,"path":2779,"category":2371,"date":1199,"updatedAt":1199,"sourceType":1048,"source":2780,"tags":2781},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[1277,1551,1552,1175,1334],{"title":2783,"description":2784,"path":2785,"category":2163,"date":1089,"updatedAt":1089,"sourceType":1048,"source":2385,"tags":2786},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[1077,1147,1571,1264,2460],{"title":2788,"description":2789,"path":2790,"category":2371,"date":1563,"updatedAt":1563,"sourceType":1048,"source":2791,"tags":2792},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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