[{"data":1,"prerenderedAt":4970},["ShallowReactive",2],{"docs-page-cn-\u002Fcn\u002Fmemos_cloud\u002Ffeatures\u002Fknowledge_base":3,"surround-cn-\u002Fcn\u002Fmemos_cloud\u002Ffeatures\u002Fknowledge_base":4954},{"id":4,"title":5,"avatar":6,"banner":6,"body":7,"category":6,"desc":4947,"description":111,"extension":4948,"links":6,"meta":4949,"navigation":6,"path":4950,"seo":4951,"stem":4952,"__hash__":4953},"docs\u002Fcn\u002Fmemos_cloud\u002Ffeatures\u002Fknowledge_base.md","知识库Knowledgebase",null,{"type":8,"value":9,"toc":4930},"minimark",[10,24,27,32,35,38,92,95,100,105,160,165,223,228,312,314,316,321,325,364,368,455,459,520,522,526,530,533,579,589,591,595,599,608,662,687,689,692,703,716,718,721,724,734,749,759,818,820,824,827,829,833,1324,1326,1330,1831,1833,1836,1849,2287,2289,2292,2302,3235,3237,3240,3247,3250,3259,3619,3628,4008,4011,4511,4519,4525,4534,4536,4540,4546,4549,4559,4926],[11,12,13],"warning",{},[14,15,16],"p",{},[17,18,19],"strong",{},[20,21,23],"a",{"href":22},"\u002Fapi_docs\u002Fknowledge\u002Fcreate_kb","本文是对【MemOS知识库】功能做展开介绍，可点此直接查看详细 API 文档",[25,26],"br",{},[28,29,31],"h2",{"id":30},"_1-memosvsrag","1. MemOS vs RAG",[14,33,34],{},"基于 RAG（检索增强生成）的应用，擅长查询与问题语义相似的信息，因此在几万字的知识中，能够快速查询到相关且正确的内容。然而，知识本身无状态，每一次查询都是“一次性”的，缺乏对具体用户和上下文的理解。",[14,36,37],{},"MemOS 能够利用“记忆+知识库”，将当前问题与历史记忆关联起来，在“带着背景”的前提下查找和使用知识，让 AI 应用不仅能更准确地查询资料，还能更了解背景与懂用户，并在交互过程中，自动沉淀为新的记忆，持续补全和完善知识体系。",[39,40,41,49,82],"note",{},[14,42,43,46,47],{},[17,44,45],{},"“记忆+知识库”，MemOS 可以做什么？"," ",[25,48],{},[50,51,52,59,65,71,77],"ul",{},[53,54,55,58],"li",{},[17,56,57],{},"跨境电商客服","——专属邮件回复每一位客户",[53,60,61,64],{},[17,62,63],{},"私域卖家推送","——结合过往记忆，打动高粘性客户",[53,66,67,70],{},[17,68,69],{},"独立站 AI 导购 （Chatbot）","——接入网站右下角，主动发起推荐",[53,72,73,76],{},[17,74,75],{},"企业助理","——了解企业知识，同时参与你的个人工作",[53,78,79],{},[17,80,81],{},"...",[14,83,84,85,91],{},"👉 如果你想动手实践：",[20,86,90],{"href":87,"rel":88},"https:\u002F\u002Fmp.weixin.qq.com\u002Fs\u002Fqm4Av7KiLudaKfxNTC3Eng",[89],"nofollow","使用 n8n + MemOS，给SHEIN 搭销售Agent","。",[14,93,94],{},"以下是两个真实的场景，对比 MemOS 和 RAG 两种解决方案：",[14,96,97],{},[17,98,99],{},"购物客服机器人",[14,101,102],{},[17,103,104],{},"背景",[106,107,112],"pre",{"className":108,"code":109,"language":110,"meta":111,"style":111},"language-python shiki shiki-themes material-theme-lighter github-light-high-contrast github-dark-default","DAY 1 用户询问：我家有只三个月大的金毛，买哪款狗粮比较好?对了，它不吃鸡肉口味的。\nDAY 1 用户在助手推荐下购买了 A 羊肉幼犬狗粮。\nDAY 10 用户询问：狗狗吃这款狗粮会拉稀，我想换一款狗粮。\n","python","",[113,114,115,139,149],"code",{"__ignoreMap":111},[116,117,120,124,128,132,136],"span",{"class":118,"line":119},"line",1,[116,121,123],{"class":122},"sZaqd","DAY",[116,125,127],{"class":126},"sJNII"," 1",[116,129,131],{"class":130},"s5ojA"," 用户询问：我家有只三个月大的金毛，买哪款狗粮比较好",[116,133,135],{"class":134},"ssLBp","?",[116,137,138],{"class":130},"对了，它不吃鸡肉口味的。\n",[116,140,142,144,146],{"class":118,"line":141},2,[116,143,123],{"class":122},[116,145,127],{"class":126},[116,147,148],{"class":130}," 用户在助手推荐下购买了 A 羊肉幼犬狗粮。\n",[116,150,152,154,157],{"class":118,"line":151},3,[116,153,123],{"class":122},[116,155,156],{"class":126}," 10",[116,158,159],{"class":130}," 用户询问：狗狗吃这款狗粮会拉稀，我想换一款狗粮。\n",[14,161,162],{},[17,163,164],{},"RAG 方案",[106,166,168],{"className":108,"code":167,"language":110,"meta":111,"style":111},"# 根据用户发言检索“幼犬狗粮推荐”“拉稀”相关片段，但无法召回“用户的狗不吃鸡肉口味”。检索到知识：\n\n1. 狗粮拉稀常见原因说明：可以更换低敏狗粮。\n2. 低敏幼犬狗粮推荐：B（鸡肉）、C（三文鱼）。\n\n# 🤦 购物助手：如果现在出现拉稀，可以试一试 B（鸡肉味）、C（三文鱼）。\n",[113,169,170,176,182,198,212,217],{"__ignoreMap":111},[116,171,172],{"class":118,"line":119},[116,173,175],{"class":174},"sfVK4","# 根据用户发言检索“幼犬狗粮推荐”“拉稀”相关片段，但无法召回“用户的狗不吃鸡肉口味”。检索到知识：\n",[116,177,178],{"class":118,"line":141},[116,179,181],{"emptyLinePlaceholder":180},true,"\n",[116,183,184,187,191,195],{"class":118,"line":151},[116,185,186],{"class":126},"1",[116,188,190],{"class":189},"suWxN",".",[116,192,194],{"class":193},"s5qkx"," 狗粮拉稀常见原因说明",[116,196,197],{"class":130},"：可以更换低敏狗粮。\n",[116,199,201,204,206,209],{"class":118,"line":200},4,[116,202,203],{"class":126},"2",[116,205,190],{"class":189},[116,207,208],{"class":193}," 低敏幼犬狗粮推荐",[116,210,211],{"class":130},"：B（鸡肉）、C（三文鱼）。\n",[116,213,215],{"class":118,"line":214},5,[116,216,181],{"emptyLinePlaceholder":180},[116,218,220],{"class":118,"line":219},6,[116,221,222],{"class":174},"# 🤦 购物助手：如果现在出现拉稀，可以试一试 B（鸡肉味）、C（三文鱼）。\n",[14,224,225],{},[17,226,227],{},"MemOS 方案",[106,229,231],{"className":108,"code":230,"language":110,"meta":111,"style":111},"# 根据用户发言检索相关记忆，感知到用户家的狗狗是三个月的金毛幼犬，不喜欢吃鸡肉，需要推荐不会拉稀的幼犬狗粮。检索到记忆：\n\n1. 用户家中有一只三个月大的金毛犬，体重约12斤。\n2. 用户家的狗狗不吃鸡肉口味狗粮。\n3. 用户之前购买的是羊肉幼犬狗粮。\n4. 狗粮拉稀常见原因说明：可以更换低敏狗粮。\n5. 低敏幼犬狗粮推荐：B（鸡肉）、C（三文鱼）。\n\n# ✅ 购物助手：你之前提到狗狗是 3 个月大的金毛，而且不能吃鸡肉口味，所以我已帮你排除了所有鸡肉口味的幼犬粮。你之前买过羊肉 + 三文鱼幼犬粮，如果现在出现拉稀，可以尝试更温和的 C（三文鱼幼犬低敏）。\n",[113,232,233,238,242,254,266,278,289,301,306],{"__ignoreMap":111},[116,234,235],{"class":118,"line":119},[116,236,237],{"class":174},"# 根据用户发言检索相关记忆，感知到用户家的狗狗是三个月的金毛幼犬，不喜欢吃鸡肉，需要推荐不会拉稀的幼犬狗粮。检索到记忆：\n",[116,239,240],{"class":118,"line":141},[116,241,181],{"emptyLinePlaceholder":180},[116,243,244,246,248,251],{"class":118,"line":151},[116,245,186],{"class":126},[116,247,190],{"class":189},[116,249,250],{"class":193}," 用户家中有一只三个月大的金毛犬",[116,252,253],{"class":130},"，体重约12斤。\n",[116,255,256,258,260,263],{"class":118,"line":200},[116,257,203],{"class":126},[116,259,190],{"class":189},[116,261,262],{"class":193}," 用户家的狗狗不吃鸡肉口味狗粮",[116,264,265],{"class":130},"。\n",[116,267,268,271,273,276],{"class":118,"line":214},[116,269,270],{"class":126},"3",[116,272,190],{"class":189},[116,274,275],{"class":193}," 用户之前购买的是羊肉幼犬狗粮",[116,277,265],{"class":130},[116,279,280,283,285,287],{"class":118,"line":219},[116,281,282],{"class":126},"4",[116,284,190],{"class":189},[116,286,194],{"class":193},[116,288,197],{"class":130},[116,290,292,295,297,299],{"class":118,"line":291},7,[116,293,294],{"class":126},"5",[116,296,190],{"class":189},[116,298,208],{"class":193},[116,300,211],{"class":130},[116,302,304],{"class":118,"line":303},8,[116,305,181],{"emptyLinePlaceholder":180},[116,307,309],{"class":118,"line":308},9,[116,310,311],{"class":174},"# ✅ 购物助手：你之前提到狗狗是 3 个月大的金毛，而且不能吃鸡肉口味，所以我已帮你排除了所有鸡肉口味的幼犬粮。你之前买过羊肉 + 三文鱼幼犬粮，如果现在出现拉稀，可以尝试更温和的 C（三文鱼幼犬低敏）。\n",[25,313],{},[25,315],{},[14,317,318],{},[17,319,320],{},"企业知识库助手",[14,322,323],{},[17,324,104],{},[106,326,328],{"className":108,"code":327,"language":110,"meta":111,"style":111},"DAY 1 员工询问：我的电脑是 MacBook Pro 13寸，Intel 芯片。我怎么安装公司内网代理？\nDAY 1 助手提供了 Intel 版本的安装步骤。\nDAY 20 员工询问：内网代理打不开了，我该重新装哪个版本？\n",[113,329,330,345,354],{"__ignoreMap":111},[116,331,332,334,336,339,342],{"class":118,"line":119},[116,333,123],{"class":122},[116,335,127],{"class":126},[116,337,338],{"class":130}," 员工询问：我的电脑是 MacBook Pro ",[116,340,341],{"class":134},"13寸",[116,343,344],{"class":130},"，Intel 芯片。我怎么安装公司内网代理？\n",[116,346,347,349,351],{"class":118,"line":141},[116,348,123],{"class":122},[116,350,127],{"class":126},[116,352,353],{"class":130}," 助手提供了 Intel 版本的安装步骤。\n",[116,355,356,358,361],{"class":118,"line":151},[116,357,123],{"class":122},[116,359,360],{"class":126}," 20",[116,362,363],{"class":130}," 员工询问：内网代理打不开了，我该重新装哪个版本？\n",[14,365,366],{},[17,367,164],{},[106,369,371],{"className":108,"code":370,"language":110,"meta":111,"style":111},"# 根据用户发言检索“内网代理”“打不开”相关内容，但无法召回“用户的设备型号”。检索到知识：\n\n1. 内网代理常见故障排查\n2. M1\u002FM2（ARM）版本的内网代理安装说明\n3. Windows 内网代理客户端安装说明\n4. 网络连接与证书问题\n5. 通用 FAQ\n\n# 🤦 知识库助手：请尝试重新下载安装最新的Mac M1\u002FM2（ARM）版本或Windows的内网代理客户端。以下是安装步骤：...\n",[113,372,373,378,382,391,413,425,434,446,450],{"__ignoreMap":111},[116,374,375],{"class":118,"line":119},[116,376,377],{"class":174},"# 根据用户发言检索“内网代理”“打不开”相关内容，但无法召回“用户的设备型号”。检索到知识：\n",[116,379,380],{"class":118,"line":141},[116,381,181],{"emptyLinePlaceholder":180},[116,383,384,386,388],{"class":118,"line":151},[116,385,186],{"class":126},[116,387,190],{"class":189},[116,389,390],{"class":193}," 内网代理常见故障排查\n",[116,392,393,395,397,400,404,407,410],{"class":118,"line":200},[116,394,203],{"class":126},[116,396,190],{"class":189},[116,398,399],{"class":193}," M1",[116,401,403],{"class":402},"saN0X","\u002F",[116,405,406],{"class":130},"M2（",[116,408,409],{"class":122},"ARM",[116,411,412],{"class":130},"）版本的内网代理安装说明\n",[116,414,415,417,419,422],{"class":118,"line":214},[116,416,270],{"class":126},[116,418,190],{"class":189},[116,420,421],{"class":193}," Windows",[116,423,424],{"class":130}," 内网代理客户端安装说明\n",[116,426,427,429,431],{"class":118,"line":219},[116,428,282],{"class":126},[116,430,190],{"class":189},[116,432,433],{"class":193}," 网络连接与证书问题\n",[116,435,436,438,440,443],{"class":118,"line":291},[116,437,294],{"class":126},[116,439,190],{"class":189},[116,441,442],{"class":193}," 通用",[116,444,445],{"class":122}," FAQ\n",[116,447,448],{"class":118,"line":303},[116,449,181],{"emptyLinePlaceholder":180},[116,451,452],{"class":118,"line":308},[116,453,454],{"class":174},"# 🤦 知识库助手：请尝试重新下载安装最新的Mac M1\u002FM2（ARM）版本或Windows的内网代理客户端。以下是安装步骤：...\n",[14,456,457],{},[17,458,227],{},[106,460,462],{"className":108,"code":461,"language":110,"meta":111,"style":111},"# 根据员工问题检索“内网代理”“打不开”相关记忆, 自动识别该员工的设备型号, 检索到记忆：\n\n1. 用户在20天前安装了公司内网代理，他的设备是 MacBook Pro 13（Intel）\n2. 内网代理常见故障排查\n3. Intel 版本的内网代理安装说明\n\n# ✅ 知识库助手：你使用的是 Intel 芯片的 MacBook Pro，建议重新安装 Intel 版本 的内网代理客户端。以下是 Intel 版的下载链接和安装步骤：...\n",[113,463,464,469,473,491,499,511,515],{"__ignoreMap":111},[116,465,466],{"class":118,"line":119},[116,467,468],{"class":174},"# 根据员工问题检索“内网代理”“打不开”相关记忆, 自动识别该员工的设备型号, 检索到记忆：\n",[116,470,471],{"class":118,"line":141},[116,472,181],{"emptyLinePlaceholder":180},[116,474,475,477,479,482,485,488],{"class":118,"line":151},[116,476,186],{"class":126},[116,478,190],{"class":189},[116,480,481],{"class":193}," 用户在20天前安装了公司内网代理",[116,483,484],{"class":130},"，他的设备是 MacBook Pro ",[116,486,487],{"class":126},"13",[116,489,490],{"class":130},"（Intel）\n",[116,492,493,495,497],{"class":118,"line":200},[116,494,203],{"class":126},[116,496,190],{"class":189},[116,498,390],{"class":193},[116,500,501,503,505,508],{"class":118,"line":214},[116,502,270],{"class":126},[116,504,190],{"class":189},[116,506,507],{"class":193}," Intel",[116,509,510],{"class":130}," 版本的内网代理安装说明\n",[116,512,513],{"class":118,"line":219},[116,514,181],{"emptyLinePlaceholder":180},[116,516,517],{"class":118,"line":291},[116,518,519],{"class":174},"# ✅ 知识库助手：你使用的是 Intel 芯片的 MacBook Pro，建议重新安装 Intel 版本 的内网代理客户端。以下是 Intel 版的下载链接和安装步骤：...\n",[25,521],{},[28,523,525],{"id":524},"_2-工作原理","2. 工作原理",[527,528],"img",{"src":529},"https:\u002F\u002Fcdn.memtensor.com.cn\u002Fimg\u002F1769591271771_tg0p0l_compressed.png",[14,531,532],{},"上图展示了终端用户、您构建的 AI Agent 与 MemOS 的完整交互流程：",[534,535,536,543,549,570,576],"ol",{},[53,537,538,539,542],{},"调用",[113,540,541],{},"create\u002Fknowledgebase","接口 \u002F 在控制台点击“添加知识库”，创建 MemOS 知识库。",[53,544,538,545,548],{},[113,546,547],{},"add\u002Fknowledgebase-file","接口 \u002F 在控制台点击“上传文档”，将知识库文档上传到对应的 MemOS 知识库。",[53,550,551,552,554,555,557,558,560,561,563,564,566,567,569],{},"MemOS 接收到请求后，会依次完成以下处理，生成知识库记忆：\n",[25,553],{},"    a. 文档校验：完成鉴权，并对文档的格式、大小等进行合规性校验；\n",[25,556],{},"    b. 文档存储：文档上传成功后由 MemOS 保存，并进入处理队列；\n",[25,559],{},"    c. 文档解析：按不同文件类型解析文档原文内容；\n",[25,562],{},"    d. 智能分段：根据标题、结构与语义将文档拆分为更细粒度的内容片段；\n",[25,565],{},"    e. 生成知识库记忆：为了不丢失内容细节，MemOS 会智能生成记忆，包含文档分片后的原文与处理好的记忆。\n",[25,568],{},"    f. 嵌入与索引：以上的所有记忆内容写入数据库，并建立嵌入索引以支持毫秒级检索。",[53,571,538,572,575],{},[113,573,574],{},"search\u002Fmemory","接口检索记忆，MemOS 会统一返回与上下文相关的用户事实、偏好、工具记忆和知识库记忆。",[53,577,578],{},"将上述记忆拼接在完整指令中，传给您自己部署的大模型，获得回答，返还给用户。",[39,580,581],{},[14,582,583,46,586,588],{},[17,584,585],{},"知识库记忆为什么没有单独的检索接口？",[25,587],{},"\n这是 MemOS 有意为之的设计，我们希望 MemOS 让开发者在一次检索中，同时获得「知识库+用户」记忆，无需关注或区分来源，显著提升回答的实际可用性和用户体感。",[25,590],{},[28,592,594],{"id":593},"_3-知识库要求","3. 知识库要求",[596,597,598],"h3",{"id":598},"容量限制",[14,600,601,602,607],{},"MemOS 云服务目前为所有开发者提供了从免费版到企业版的多种定价方案，不同版本对应的知识库容量与数量限制不同。目前，所有版本限时免费，欢迎前往",[20,603,606],{"href":604,"rel":605},"https:\u002F\u002Fmemos.openmem.net\u002Fcn\u002Fpricing",[89],"官网-价格","，申请符合你需求的版本。",[609,610,611,628],"table",{},[612,613,614],"thead",{},[615,616,617,623],"tr",{},[618,619,620],"th",{},[17,621,622],{},"版本",[618,624,625],{},[17,626,627],{},"知识库存储限制",[629,630,631,642,652],"tbody",{},[615,632,633,639],{},[634,635,636],"td",{},[17,637,638],{},"免费版",[634,640,641],{},"知识库个数：10个；单知识库存储空间：1G",[615,643,644,649],{},[634,645,646],{},[17,647,648],{},"入门版",[634,650,651],{},"知识库个数：30个；单知识库存储空间：10G",[615,653,654,659],{},[634,655,656],{},[17,657,658],{},"专业版",[634,660,661],{},"知识库个数：100个；单知识库存储空间：100G",[11,663,664,674,682],{},[14,665,666,667,669,670,673],{},"注意",[25,668],{},"\n当你的服务等级发生降级时，若现有知识库已超出当前版本的容量限制，MemOS ",[17,671,672],{},"不会清空已有知识库数据","，但将限制以下操作：",[50,675,676,679],{},[53,677,678],{},"无法创建新的知识库",[53,680,681],{},"无法继续上传新文档",[14,683,684,686],{},[25,685],{},"需将使用量调整至当前版本的容量范围内后，相关功能可恢复。",[25,688],{},[596,690,691],{"id":691},"知识文档限制",[534,693,694,697,700],{},[53,695,696],{},"支持上传的文档类型：PDF、DOCX、DOC、TXT、JSON、MD、XML",[53,698,699],{},"单文件大小上限：不超过 100 MB、500页",[53,701,702],{},"单次上传的文件数量上限：不超过20个",[11,704,705],{},[14,706,666,707,709,710,91,713,715],{},[25,708],{},"\n当单次上传的文件数量、单文件大小或页数超过上述限制时，该次上传任务将被判定为",[17,711,712],{},"处理失败",[25,714],{},"请根据限制要求调整文件后，重新发起上传请求。",[25,717],{},[596,719,720],{"id":720},"技能文档限制",[14,722,723],{},"除了普通知识文档，知识库也支持上传自定义技能（Skill）文档。技能文档用于沉淀可复用的任务处理流程，检索时可与其他记忆一起返回给 Agent。格式要求如下所示：",[534,725,726],{},[53,727,728],{},[17,729,730,731],{},"单文件 ",[113,732,733],{},".md",[50,735,736,739],{},[53,737,738],{},"大小限制：≤ 100KB",[53,740,741,742,745,746],{},"文件内容：必须包含 ",[113,743,744],{},"name"," 和 ",[113,747,748],{},"description",[534,750,751],{"start":141},[53,752,753],{},[17,754,755,756],{},"技能压缩包 ",[113,757,758],{},".zip",[609,760,761,771],{},[612,762,763],{},[615,764,765,768],{},[618,766,767],{},"约束",[618,769,770],{},"要求",[629,772,773,781,789,797,805],{},[615,774,775,778],{},[634,776,777],{},"格式",[634,779,780],{},"标准 ZIP，不支持 rar\u002F7z",[615,782,783,786],{},[634,784,785],{},"zip 大小",[634,787,788],{},"≤ 20MB",[615,790,791,794],{},[634,792,793],{},"解压后文件数",[634,795,796],{},"≤ 200",[615,798,799,802],{},[634,800,801],{},"解压后单文件",[634,803,804],{},"≤ 10MB",[615,806,807,810],{},[634,808,809],{},"SKILL.md",[634,811,812,813,403,815,817],{},"≤ 100KB，",[113,814,744],{},[113,816,748],{}," 必填，须在压缩包第一层",[25,819],{},[28,821,823],{"id":822},"_4-使用示例","4. 使用示例",[14,825,826],{},"以下是一个完整的知识库使用示例，帮助您快速上手使用构建专属您的「知识库助手」。",[25,828],{},[596,830,832],{"id":831},"创建知识库财务报销知识库","创建知识库：财务报销知识库",[834,835,836,1228],"code-group",{},[106,837,840],{"className":108,"code":838,"filename":839,"language":110,"meta":111,"style":111},"import os\nimport requests\nimport json\n\n# 替换成你的 MemOS API Key\nos.environ[\"MEMOS_API_KEY\"] = \"YOUR_API_KEY\"\nos.environ[\"MEMOS_BASE_URL\"] = \"https:\u002F\u002Fmemos.memtensor.cn\u002Fapi\u002Fopenmem\u002Fv1\"\n\ndata = {\n    \"knowledgebase_name\": \"财务报销知识库\",\n    \"knowledgebase_description\": \"本公司所有财务报销相关的知识汇总\"\n  }\nheaders = {\n  \"Content-Type\": \"application\u002Fjson\",\n  \"Authorization\": f\"Token {os.environ['MEMOS_API_KEY']}\"\n}\nurl = f\"{os.environ['MEMOS_BASE_URL']}\u002Fcreate\u002Fknowledgebase\"\n\nres = requests.post(url=url, headers=headers, data=json.dumps(data))\n\nprint(f\"result: {res.json()}\")\n","Python (HTTP)",[113,841,842,851,858,865,869,874,912,940,944,955,979,998,1004,1014,1036,1081,1087,1122,1127,1189,1194],{"__ignoreMap":111},[116,843,844,848],{"class":118,"line":119},[116,845,847],{"class":846},"sBMTB","import",[116,849,850],{"class":130}," os\n",[116,852,853,855],{"class":118,"line":141},[116,854,847],{"class":846},[116,856,857],{"class":130}," requests\n",[116,859,860,862],{"class":118,"line":151},[116,861,847],{"class":846},[116,863,864],{"class":130}," json\n",[116,866,867],{"class":118,"line":200},[116,868,181],{"emptyLinePlaceholder":180},[116,870,871],{"class":118,"line":214},[116,872,873],{"class":174},"# 替换成你的 MemOS API Key\n",[116,875,876,879,881,884,887,891,895,897,900,903,906,909],{"class":118,"line":219},[116,877,878],{"class":130},"os",[116,880,190],{"class":189},[116,882,883],{"class":193},"environ",[116,885,886],{"class":189},"[",[116,888,890],{"class":889},"sjUum","\"",[116,892,894],{"class":893},"sp1uZ","MEMOS_API_KEY",[116,896,890],{"class":889},[116,898,899],{"class":189},"]",[116,901,902],{"class":402}," =",[116,904,905],{"class":889}," \"",[116,907,908],{"class":893},"YOUR_API_KEY",[116,910,911],{"class":889},"\"\n",[116,913,914,916,918,920,922,924,927,929,931,933,935,938],{"class":118,"line":291},[116,915,878],{"class":130},[116,917,190],{"class":189},[116,919,883],{"class":193},[116,921,886],{"class":189},[116,923,890],{"class":889},[116,925,926],{"class":893},"MEMOS_BASE_URL",[116,928,890],{"class":889},[116,930,899],{"class":189},[116,932,902],{"class":402},[116,934,905],{"class":889},[116,936,937],{"class":893},"https:\u002F\u002Fmemos.memtensor.cn\u002Fapi\u002Fopenmem\u002Fv1",[116,939,911],{"class":889},[116,941,942],{"class":118,"line":303},[116,943,181],{"emptyLinePlaceholder":180},[116,945,946,949,952],{"class":118,"line":308},[116,947,948],{"class":130},"data ",[116,950,951],{"class":402},"=",[116,953,954],{"class":189}," {\n",[116,956,958,961,964,966,969,971,974,976],{"class":118,"line":957},10,[116,959,960],{"class":889},"    \"",[116,962,963],{"class":893},"knowledgebase_name",[116,965,890],{"class":889},[116,967,968],{"class":189},":",[116,970,905],{"class":889},[116,972,973],{"class":893},"财务报销知识库",[116,975,890],{"class":889},[116,977,978],{"class":189},",\n",[116,980,982,984,987,989,991,993,996],{"class":118,"line":981},11,[116,983,960],{"class":889},[116,985,986],{"class":893},"knowledgebase_description",[116,988,890],{"class":889},[116,990,968],{"class":189},[116,992,905],{"class":889},[116,994,995],{"class":893},"本公司所有财务报销相关的知识汇总",[116,997,911],{"class":889},[116,999,1001],{"class":118,"line":1000},12,[116,1002,1003],{"class":189},"  }\n",[116,1005,1007,1010,1012],{"class":118,"line":1006},13,[116,1008,1009],{"class":130},"headers ",[116,1011,951],{"class":402},[116,1013,954],{"class":189},[116,1015,1017,1020,1023,1025,1027,1029,1032,1034],{"class":118,"line":1016},14,[116,1018,1019],{"class":889},"  \"",[116,1021,1022],{"class":893},"Content-Type",[116,1024,890],{"class":889},[116,1026,968],{"class":189},[116,1028,905],{"class":889},[116,1030,1031],{"class":893},"application\u002Fjson",[116,1033,890],{"class":889},[116,1035,978],{"class":189},[116,1037,1039,1041,1044,1046,1048,1052,1055,1059,1061,1063,1065,1067,1070,1072,1074,1076,1079],{"class":118,"line":1038},15,[116,1040,1019],{"class":889},[116,1042,1043],{"class":893},"Authorization",[116,1045,890],{"class":889},[116,1047,968],{"class":189},[116,1049,1051],{"class":1050},"sZ6T4"," f",[116,1053,1054],{"class":893},"\"Token ",[116,1056,1058],{"class":1057},"scyET","{",[116,1060,878],{"class":130},[116,1062,190],{"class":189},[116,1064,883],{"class":193},[116,1066,886],{"class":189},[116,1068,1069],{"class":889},"'",[116,1071,894],{"class":893},[116,1073,1069],{"class":889},[116,1075,899],{"class":189},[116,1077,1078],{"class":1057},"}",[116,1080,911],{"class":893},[116,1082,1084],{"class":118,"line":1083},16,[116,1085,1086],{"class":189},"}\n",[116,1088,1090,1093,1095,1097,1099,1101,1103,1105,1107,1109,1111,1113,1115,1117,1119],{"class":118,"line":1089},17,[116,1091,1092],{"class":130},"url ",[116,1094,951],{"class":402},[116,1096,1051],{"class":1050},[116,1098,890],{"class":893},[116,1100,1058],{"class":1057},[116,1102,878],{"class":130},[116,1104,190],{"class":189},[116,1106,883],{"class":193},[116,1108,886],{"class":189},[116,1110,1069],{"class":889},[116,1112,926],{"class":893},[116,1114,1069],{"class":889},[116,1116,899],{"class":189},[116,1118,1078],{"class":1057},[116,1120,1121],{"class":893},"\u002Fcreate\u002Fknowledgebase\"\n",[116,1123,1125],{"class":118,"line":1124},18,[116,1126,181],{"emptyLinePlaceholder":180},[116,1128,1130,1133,1135,1138,1140,1144,1147,1151,1153,1155,1158,1161,1163,1166,1168,1171,1173,1176,1178,1181,1183,1186],{"class":118,"line":1129},19,[116,1131,1132],{"class":130},"res ",[116,1134,951],{"class":402},[116,1136,1137],{"class":130}," requests",[116,1139,190],{"class":189},[116,1141,1143],{"class":1142},"sa-2m","post",[116,1145,1146],{"class":189},"(",[116,1148,1150],{"class":1149},"sp4zP","url",[116,1152,951],{"class":402},[116,1154,1150],{"class":1142},[116,1156,1157],{"class":189},",",[116,1159,1160],{"class":1149}," headers",[116,1162,951],{"class":402},[116,1164,1165],{"class":1142},"headers",[116,1167,1157],{"class":189},[116,1169,1170],{"class":1149}," data",[116,1172,951],{"class":402},[116,1174,1175],{"class":1142},"json",[116,1177,190],{"class":189},[116,1179,1180],{"class":1142},"dumps",[116,1182,1146],{"class":189},[116,1184,1185],{"class":1142},"data",[116,1187,1188],{"class":189},"))\n",[116,1190,1192],{"class":118,"line":1191},20,[116,1193,181],{"emptyLinePlaceholder":180},[116,1195,1197,1201,1203,1206,1209,1211,1214,1216,1218,1221,1223,1225],{"class":118,"line":1196},21,[116,1198,1200],{"class":1199},"svxCd","print",[116,1202,1146],{"class":189},[116,1204,1205],{"class":1050},"f",[116,1207,1208],{"class":893},"\"result: ",[116,1210,1058],{"class":1057},[116,1212,1213],{"class":1142},"res",[116,1215,190],{"class":189},[116,1217,1175],{"class":1142},[116,1219,1220],{"class":189},"()",[116,1222,1078],{"class":1057},[116,1224,890],{"class":893},[116,1226,1227],{"class":189},")\n",[106,1229,1232],{"className":108,"code":1230,"filename":1231,"language":110,"meta":111,"style":111},"\"result\": {\n  \"code\": 0,\n  \"data\": {\n    \"id\": \"idxxxxx\"  # 替换成上方创建的知识库ID\n  },\n  \"message\": \"ok\"\n}\n","输出",[113,1233,1234,1249,1264,1276,1297,1302,1320],{"__ignoreMap":111},[116,1235,1236,1239,1243,1245,1247],{"class":118,"line":119},[116,1237,890],{"class":1238},"s9tbJ",[116,1240,1242],{"class":1241},"soLfw","result",[116,1244,890],{"class":1238},[116,1246,968],{"class":189},[116,1248,954],{"class":189},[116,1250,1251,1253,1255,1257,1259,1262],{"class":118,"line":141},[116,1252,1019],{"class":889},[116,1254,113],{"class":893},[116,1256,890],{"class":889},[116,1258,968],{"class":189},[116,1260,1261],{"class":126}," 0",[116,1263,978],{"class":189},[116,1265,1266,1268,1270,1272,1274],{"class":118,"line":151},[116,1267,1019],{"class":889},[116,1269,1185],{"class":893},[116,1271,890],{"class":889},[116,1273,968],{"class":189},[116,1275,954],{"class":189},[116,1277,1278,1280,1283,1285,1287,1289,1292,1294],{"class":118,"line":200},[116,1279,960],{"class":889},[116,1281,1282],{"class":893},"id",[116,1284,890],{"class":889},[116,1286,968],{"class":189},[116,1288,905],{"class":889},[116,1290,1291],{"class":893},"idxxxxx",[116,1293,890],{"class":889},[116,1295,1296],{"class":174},"  # 替换成上方创建的知识库ID\n",[116,1298,1299],{"class":118,"line":214},[116,1300,1301],{"class":189},"  },\n",[116,1303,1304,1306,1309,1311,1313,1315,1318],{"class":118,"line":219},[116,1305,1019],{"class":889},[116,1307,1308],{"class":893},"message",[116,1310,890],{"class":889},[116,1312,968],{"class":189},[116,1314,905],{"class":889},[116,1316,1317],{"class":893},"ok",[116,1319,911],{"class":889},[116,1321,1322],{"class":118,"line":291},[116,1323,1086],{"class":189},[25,1325],{},[596,1327,1329],{"id":1328},"上传文档软件采购报销制度","上传文档：软件采购报销制度",[834,1331,1332,1680],{},[106,1333,1335],{"className":108,"code":1334,"filename":839,"language":110,"meta":111,"style":111},"import os\nimport requests\nimport json\n\n# 替换成你的 MemOS API Key\nos.environ[\"MEMOS_API_KEY\"] = \"YOUR_API_KEY\"\nos.environ[\"MEMOS_BASE_URL\"] = \"https:\u002F\u002Fmemos.memtensor.cn\u002Fapi\u002Fopenmem\u002Fv1\"\n\ndata = {\n    \"knowledgebase_id\": \"idxxxxx\",  # 替换成上方创建的知识库ID\n    \"file\": [\n        {\"content\": \"https:\u002F\u002Fcdn.memtensor.com.cn\u002Ffile\u002F软件采购报销制度.pdf\"}\n    ]\n}\n\nheaders = {\n  \"Content-Type\": \"application\u002Fjson\",\n  \"Authorization\": f\"Token {os.environ['MEMOS_API_KEY']}\"\n}\nurl = f\"{os.environ['MEMOS_BASE_URL']}\u002Fadd\u002Fknowledgebase-file\"\n\nres = requests.post(url=url, headers=headers, data=json.dumps(data))\n\nprint(f\"result: {res.json()}\")\n",[113,1336,1337,1343,1349,1355,1359,1363,1389,1415,1419,1427,1448,1462,1485,1490,1494,1498,1506,1524,1560,1564,1597,1601,1648,1653],{"__ignoreMap":111},[116,1338,1339,1341],{"class":118,"line":119},[116,1340,847],{"class":846},[116,1342,850],{"class":130},[116,1344,1345,1347],{"class":118,"line":141},[116,1346,847],{"class":846},[116,1348,857],{"class":130},[116,1350,1351,1353],{"class":118,"line":151},[116,1352,847],{"class":846},[116,1354,864],{"class":130},[116,1356,1357],{"class":118,"line":200},[116,1358,181],{"emptyLinePlaceholder":180},[116,1360,1361],{"class":118,"line":214},[116,1362,873],{"class":174},[116,1364,1365,1367,1369,1371,1373,1375,1377,1379,1381,1383,1385,1387],{"class":118,"line":219},[116,1366,878],{"class":130},[116,1368,190],{"class":189},[116,1370,883],{"class":193},[116,1372,886],{"class":189},[116,1374,890],{"class":889},[116,1376,894],{"class":893},[116,1378,890],{"class":889},[116,1380,899],{"class":189},[116,1382,902],{"class":402},[116,1384,905],{"class":889},[116,1386,908],{"class":893},[116,1388,911],{"class":889},[116,1390,1391,1393,1395,1397,1399,1401,1403,1405,1407,1409,1411,1413],{"class":118,"line":291},[116,1392,878],{"class":130},[116,1394,190],{"class":189},[116,1396,883],{"class":193},[116,1398,886],{"class":189},[116,1400,890],{"class":889},[116,1402,926],{"class":893},[116,1404,890],{"class":889},[116,1406,899],{"class":189},[116,1408,902],{"class":402},[116,1410,905],{"class":889},[116,1412,937],{"class":893},[116,1414,911],{"class":889},[116,1416,1417],{"class":118,"line":303},[116,1418,181],{"emptyLinePlaceholder":180},[116,1420,1421,1423,1425],{"class":118,"line":308},[116,1422,948],{"class":130},[116,1424,951],{"class":402},[116,1426,954],{"class":189},[116,1428,1429,1431,1434,1436,1438,1440,1442,1444,1446],{"class":118,"line":957},[116,1430,960],{"class":889},[116,1432,1433],{"class":893},"knowledgebase_id",[116,1435,890],{"class":889},[116,1437,968],{"class":189},[116,1439,905],{"class":889},[116,1441,1291],{"class":893},[116,1443,890],{"class":889},[116,1445,1157],{"class":189},[116,1447,1296],{"class":174},[116,1449,1450,1452,1455,1457,1459],{"class":118,"line":981},[116,1451,960],{"class":889},[116,1453,1454],{"class":893},"file",[116,1456,890],{"class":889},[116,1458,968],{"class":189},[116,1460,1461],{"class":189}," [\n",[116,1463,1464,1467,1469,1472,1474,1476,1478,1481,1483],{"class":118,"line":1000},[116,1465,1466],{"class":189},"        {",[116,1468,890],{"class":889},[116,1470,1471],{"class":893},"content",[116,1473,890],{"class":889},[116,1475,968],{"class":189},[116,1477,905],{"class":889},[116,1479,1480],{"class":893},"https:\u002F\u002Fcdn.memtensor.com.cn\u002Ffile\u002F软件采购报销制度.pdf",[116,1482,890],{"class":889},[116,1484,1086],{"class":189},[116,1486,1487],{"class":118,"line":1006},[116,1488,1489],{"class":189},"    ]\n",[116,1491,1492],{"class":118,"line":1016},[116,1493,1086],{"class":189},[116,1495,1496],{"class":118,"line":1038},[116,1497,181],{"emptyLinePlaceholder":180},[116,1499,1500,1502,1504],{"class":118,"line":1083},[116,1501,1009],{"class":130},[116,1503,951],{"class":402},[116,1505,954],{"class":189},[116,1507,1508,1510,1512,1514,1516,1518,1520,1522],{"class":118,"line":1089},[116,1509,1019],{"class":889},[116,1511,1022],{"class":893},[116,1513,890],{"class":889},[116,1515,968],{"class":189},[116,1517,905],{"class":889},[116,1519,1031],{"class":893},[116,1521,890],{"class":889},[116,1523,978],{"class":189},[116,1525,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558],{"class":118,"line":1124},[116,1527,1019],{"class":889},[116,1529,1043],{"class":893},[116,1531,890],{"class":889},[116,1533,968],{"class":189},[116,1535,1051],{"class":1050},[116,1537,1054],{"class":893},[116,1539,1058],{"class":1057},[116,1541,878],{"class":130},[116,1543,190],{"class":189},[116,1545,883],{"class":193},[116,1547,886],{"class":189},[116,1549,1069],{"class":889},[116,1551,894],{"class":893},[116,1553,1069],{"class":889},[116,1555,899],{"class":189},[116,1557,1078],{"class":1057},[116,1559,911],{"class":893},[116,1561,1562],{"class":118,"line":1129},[116,1563,1086],{"class":189},[116,1565,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594],{"class":118,"line":1191},[116,1567,1092],{"class":130},[116,1569,951],{"class":402},[116,1571,1051],{"class":1050},[116,1573,890],{"class":893},[116,1575,1058],{"class":1057},[116,1577,878],{"class":130},[116,1579,190],{"class":189},[116,1581,883],{"class":193},[116,1583,886],{"class":189},[116,1585,1069],{"class":889},[116,1587,926],{"class":893},[116,1589,1069],{"class":889},[116,1591,899],{"class":189},[116,1593,1078],{"class":1057},[116,1595,1596],{"class":893},"\u002Fadd\u002Fknowledgebase-file\"\n",[116,1598,1599],{"class":118,"line":1196},[116,1600,181],{"emptyLinePlaceholder":180},[116,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646],{"class":118,"line":1603},22,[116,1605,1132],{"class":130},[116,1607,951],{"class":402},[116,1609,1137],{"class":130},[116,1611,190],{"class":189},[116,1613,1143],{"class":1142},[116,1615,1146],{"class":189},[116,1617,1150],{"class":1149},[116,1619,951],{"class":402},[116,1621,1150],{"class":1142},[116,1623,1157],{"class":189},[116,1625,1160],{"class":1149},[116,1627,951],{"class":402},[116,1629,1165],{"class":1142},[116,1631,1157],{"class":189},[116,1633,1170],{"class":1149},[116,1635,951],{"class":402},[116,1637,1175],{"class":1142},[116,1639,190],{"class":189},[116,1641,1180],{"class":1142},[116,1643,1146],{"class":189},[116,1645,1185],{"class":1142},[116,1647,1188],{"class":189},[116,1649,1651],{"class":118,"line":1650},23,[116,1652,181],{"emptyLinePlaceholder":180},[116,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678],{"class":118,"line":1655},24,[116,1657,1200],{"class":1199},[116,1659,1146],{"class":189},[116,1661,1205],{"class":1050},[116,1663,1208],{"class":893},[116,1665,1058],{"class":1057},[116,1667,1213],{"class":1142},[116,1669,190],{"class":189},[116,1671,1175],{"class":1142},[116,1673,1220],{"class":189},[116,1675,1078],{"class":1057},[116,1677,890],{"class":893},[116,1679,1227],{"class":189},[106,1681,1683],{"className":108,"code":1682,"filename":1231,"language":110,"meta":111,"style":111},"\"result\": {\n  \"code\": 0,\n  \"data\": [\n    {\n      \"id\": \"1f35642253606ed1e9dd8cd8113a8998\",\n      \"name\": \"软件采购报销制度.pdf\",\n      \"sizeMB\": 0.06331157684326172,\n      \"status\": \"running\"\n    }\n  ],\n  \"message\": \"ok\"\n}\n",[113,1684,1685,1697,1711,1723,1728,1748,1767,1783,1801,1806,1811,1827],{"__ignoreMap":111},[116,1686,1687,1689,1691,1693,1695],{"class":118,"line":119},[116,1688,890],{"class":1238},[116,1690,1242],{"class":1241},[116,1692,890],{"class":1238},[116,1694,968],{"class":189},[116,1696,954],{"class":189},[116,1698,1699,1701,1703,1705,1707,1709],{"class":118,"line":141},[116,1700,1019],{"class":889},[116,1702,113],{"class":893},[116,1704,890],{"class":889},[116,1706,968],{"class":189},[116,1708,1261],{"class":126},[116,1710,978],{"class":189},[116,1712,1713,1715,1717,1719,1721],{"class":118,"line":151},[116,1714,1019],{"class":889},[116,1716,1185],{"class":893},[116,1718,890],{"class":889},[116,1720,968],{"class":189},[116,1722,1461],{"class":189},[116,1724,1725],{"class":118,"line":200},[116,1726,1727],{"class":189},"    {\n",[116,1729,1730,1733,1735,1737,1739,1741,1744,1746],{"class":118,"line":214},[116,1731,1732],{"class":889},"      \"",[116,1734,1282],{"class":893},[116,1736,890],{"class":889},[116,1738,968],{"class":189},[116,1740,905],{"class":889},[116,1742,1743],{"class":893},"1f35642253606ed1e9dd8cd8113a8998",[116,1745,890],{"class":889},[116,1747,978],{"class":189},[116,1749,1750,1752,1754,1756,1758,1760,1763,1765],{"class":118,"line":219},[116,1751,1732],{"class":889},[116,1753,744],{"class":893},[116,1755,890],{"class":889},[116,1757,968],{"class":189},[116,1759,905],{"class":889},[116,1761,1762],{"class":893},"软件采购报销制度.pdf",[116,1764,890],{"class":889},[116,1766,978],{"class":189},[116,1768,1769,1771,1774,1776,1778,1781],{"class":118,"line":291},[116,1770,1732],{"class":889},[116,1772,1773],{"class":893},"sizeMB",[116,1775,890],{"class":889},[116,1777,968],{"class":189},[116,1779,1780],{"class":126}," 0.06331157684326172",[116,1782,978],{"class":189},[116,1784,1785,1787,1790,1792,1794,1796,1799],{"class":118,"line":303},[116,1786,1732],{"class":889},[116,1788,1789],{"class":893},"status",[116,1791,890],{"class":889},[116,1793,968],{"class":189},[116,1795,905],{"class":889},[116,1797,1798],{"class":893},"running",[116,1800,911],{"class":889},[116,1802,1803],{"class":118,"line":308},[116,1804,1805],{"class":189},"    }\n",[116,1807,1808],{"class":118,"line":957},[116,1809,1810],{"class":189},"  ],\n",[116,1812,1813,1815,1817,1819,1821,1823,1825],{"class":118,"line":981},[116,1814,1019],{"class":889},[116,1816,1308],{"class":893},[116,1818,890],{"class":889},[116,1820,968],{"class":189},[116,1822,905],{"class":889},[116,1824,1317],{"class":893},[116,1826,911],{"class":889},[116,1828,1829],{"class":118,"line":1000},[116,1830,1086],{"class":189},[25,1832],{},[596,1834,1835],{"id":1835},"添加用户对话",[39,1837,1839,1844],{"icon":1838},"websymbol:chat",[14,1840,1841,1842],{}," 会话 A：2025-06-10 发生",[25,1843],{},[1845,1846,1848],"div",{"style":1847},"padding-left: 2em;","\n设计师在聊天中表明了自己是【创意平台部门的设计师】的岗位。\n",[106,1850,1852],{"className":108,"code":1851,"language":110,"meta":111,"style":111},"import os\nimport requests\nimport json\n\n# 替换成你的 MemOS API Key\nos.environ[\"MEMOS_API_KEY\"] = \"YOUR_API_KEY\"\nos.environ[\"MEMOS_BASE_URL\"] = \"https:\u002F\u002Fmemos.memtensor.cn\u002Fapi\u002Fopenmem\u002Fv1\"\n\ndata = {\n    \"user_id\": \"memos_user_123\",\n    \"conversation_id\": \"0610\",\n    \"messages\": [\n    {\n        \"role\": \"user\",\n        \"content\": \"我是创意平台部门的设计师。\"\n    },\n    {\n        \"role\": \"assistant\",\n        \"content\": \"好的，我记住了。\"\n    }\n    ]\n}\n\nheaders = {\n  \"Content-Type\": \"application\u002Fjson\",\n  \"Authorization\": f\"Token {os.environ['MEMOS_API_KEY']}\"\n}\nurl = f\"{os.environ['MEMOS_BASE_URL']}\u002Fadd\u002Fmessage\"\n\nres = requests.post(url=url, headers=headers, data=json.dumps(data))\n\nprint(f\"result: {res.json()}\")\n",[113,1853,1854,1860,1866,1872,1876,1880,1906,1932,1936,1944,1964,1984,1997,2001,2022,2039,2044,2048,2067,2084,2088,2092,2096,2100,2108,2127,2164,2169,2203,2208,2255,2260],{"__ignoreMap":111},[116,1855,1856,1858],{"class":118,"line":119},[116,1857,847],{"class":846},[116,1859,850],{"class":130},[116,1861,1862,1864],{"class":118,"line":141},[116,1863,847],{"class":846},[116,1865,857],{"class":130},[116,1867,1868,1870],{"class":118,"line":151},[116,1869,847],{"class":846},[116,1871,864],{"class":130},[116,1873,1874],{"class":118,"line":200},[116,1875,181],{"emptyLinePlaceholder":180},[116,1877,1878],{"class":118,"line":214},[116,1879,873],{"class":174},[116,1881,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904],{"class":118,"line":219},[116,1883,878],{"class":130},[116,1885,190],{"class":189},[116,1887,883],{"class":193},[116,1889,886],{"class":189},[116,1891,890],{"class":889},[116,1893,894],{"class":893},[116,1895,890],{"class":889},[116,1897,899],{"class":189},[116,1899,902],{"class":402},[116,1901,905],{"class":889},[116,1903,908],{"class":893},[116,1905,911],{"class":889},[116,1907,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930],{"class":118,"line":291},[116,1909,878],{"class":130},[116,1911,190],{"class":189},[116,1913,883],{"class":193},[116,1915,886],{"class":189},[116,1917,890],{"class":889},[116,1919,926],{"class":893},[116,1921,890],{"class":889},[116,1923,899],{"class":189},[116,1925,902],{"class":402},[116,1927,905],{"class":889},[116,1929,937],{"class":893},[116,1931,911],{"class":889},[116,1933,1934],{"class":118,"line":303},[116,1935,181],{"emptyLinePlaceholder":180},[116,1937,1938,1940,1942],{"class":118,"line":308},[116,1939,948],{"class":130},[116,1941,951],{"class":402},[116,1943,954],{"class":189},[116,1945,1946,1948,1951,1953,1955,1957,1960,1962],{"class":118,"line":957},[116,1947,960],{"class":889},[116,1949,1950],{"class":893},"user_id",[116,1952,890],{"class":889},[116,1954,968],{"class":189},[116,1956,905],{"class":889},[116,1958,1959],{"class":893},"memos_user_123",[116,1961,890],{"class":889},[116,1963,978],{"class":189},[116,1965,1966,1968,1971,1973,1975,1977,1980,1982],{"class":118,"line":981},[116,1967,960],{"class":889},[116,1969,1970],{"class":893},"conversation_id",[116,1972,890],{"class":889},[116,1974,968],{"class":189},[116,1976,905],{"class":889},[116,1978,1979],{"class":893},"0610",[116,1981,890],{"class":889},[116,1983,978],{"class":189},[116,1985,1986,1988,1991,1993,1995],{"class":118,"line":1000},[116,1987,960],{"class":889},[116,1989,1990],{"class":893},"messages",[116,1992,890],{"class":889},[116,1994,968],{"class":189},[116,1996,1461],{"class":189},[116,1998,1999],{"class":118,"line":1006},[116,2000,1727],{"class":189},[116,2002,2003,2006,2009,2011,2013,2015,2018,2020],{"class":118,"line":1016},[116,2004,2005],{"class":889},"        \"",[116,2007,2008],{"class":893},"role",[116,2010,890],{"class":889},[116,2012,968],{"class":189},[116,2014,905],{"class":889},[116,2016,2017],{"class":893},"user",[116,2019,890],{"class":889},[116,2021,978],{"class":189},[116,2023,2024,2026,2028,2030,2032,2034,2037],{"class":118,"line":1038},[116,2025,2005],{"class":889},[116,2027,1471],{"class":893},[116,2029,890],{"class":889},[116,2031,968],{"class":189},[116,2033,905],{"class":889},[116,2035,2036],{"class":893},"我是创意平台部门的设计师。",[116,2038,911],{"class":889},[116,2040,2041],{"class":118,"line":1083},[116,2042,2043],{"class":189},"    },\n",[116,2045,2046],{"class":118,"line":1089},[116,2047,1727],{"class":189},[116,2049,2050,2052,2054,2056,2058,2060,2063,2065],{"class":118,"line":1124},[116,2051,2005],{"class":889},[116,2053,2008],{"class":893},[116,2055,890],{"class":889},[116,2057,968],{"class":189},[116,2059,905],{"class":889},[116,2061,2062],{"class":893},"assistant",[116,2064,890],{"class":889},[116,2066,978],{"class":189},[116,2068,2069,2071,2073,2075,2077,2079,2082],{"class":118,"line":1129},[116,2070,2005],{"class":889},[116,2072,1471],{"class":893},[116,2074,890],{"class":889},[116,2076,968],{"class":189},[116,2078,905],{"class":889},[116,2080,2081],{"class":893},"好的，我记住了。",[116,2083,911],{"class":889},[116,2085,2086],{"class":118,"line":1191},[116,2087,1805],{"class":189},[116,2089,2090],{"class":118,"line":1196},[116,2091,1489],{"class":189},[116,2093,2094],{"class":118,"line":1603},[116,2095,1086],{"class":189},[116,2097,2098],{"class":118,"line":1650},[116,2099,181],{"emptyLinePlaceholder":180},[116,2101,2102,2104,2106],{"class":118,"line":1655},[116,2103,1009],{"class":130},[116,2105,951],{"class":402},[116,2107,954],{"class":189},[116,2109,2111,2113,2115,2117,2119,2121,2123,2125],{"class":118,"line":2110},25,[116,2112,1019],{"class":889},[116,2114,1022],{"class":893},[116,2116,890],{"class":889},[116,2118,968],{"class":189},[116,2120,905],{"class":889},[116,2122,1031],{"class":893},[116,2124,890],{"class":889},[116,2126,978],{"class":189},[116,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162],{"class":118,"line":2129},26,[116,2131,1019],{"class":889},[116,2133,1043],{"class":893},[116,2135,890],{"class":889},[116,2137,968],{"class":189},[116,2139,1051],{"class":1050},[116,2141,1054],{"class":893},[116,2143,1058],{"class":1057},[116,2145,878],{"class":130},[116,2147,190],{"class":189},[116,2149,883],{"class":193},[116,2151,886],{"class":189},[116,2153,1069],{"class":889},[116,2155,894],{"class":893},[116,2157,1069],{"class":889},[116,2159,899],{"class":189},[116,2161,1078],{"class":1057},[116,2163,911],{"class":893},[116,2165,2167],{"class":118,"line":2166},27,[116,2168,1086],{"class":189},[116,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200],{"class":118,"line":2171},28,[116,2173,1092],{"class":130},[116,2175,951],{"class":402},[116,2177,1051],{"class":1050},[116,2179,890],{"class":893},[116,2181,1058],{"class":1057},[116,2183,878],{"class":130},[116,2185,190],{"class":189},[116,2187,883],{"class":193},[116,2189,886],{"class":189},[116,2191,1069],{"class":889},[116,2193,926],{"class":893},[116,2195,1069],{"class":889},[116,2197,899],{"class":189},[116,2199,1078],{"class":1057},[116,2201,2202],{"class":893},"\u002Fadd\u002Fmessage\"\n",[116,2204,2206],{"class":118,"line":2205},29,[116,2207,181],{"emptyLinePlaceholder":180},[116,2209,2211,2213,2215,2217,2219,2221,2223,2225,2227,2229,2231,2233,2235,2237,2239,2241,2243,2245,2247,2249,2251,2253],{"class":118,"line":2210},30,[116,2212,1132],{"class":130},[116,2214,951],{"class":402},[116,2216,1137],{"class":130},[116,2218,190],{"class":189},[116,2220,1143],{"class":1142},[116,2222,1146],{"class":189},[116,2224,1150],{"class":1149},[116,2226,951],{"class":402},[116,2228,1150],{"class":1142},[116,2230,1157],{"class":189},[116,2232,1160],{"class":1149},[116,2234,951],{"class":402},[116,2236,1165],{"class":1142},[116,2238,1157],{"class":189},[116,2240,1170],{"class":1149},[116,2242,951],{"class":402},[116,2244,1175],{"class":1142},[116,2246,190],{"class":189},[116,2248,1180],{"class":1142},[116,2250,1146],{"class":189},[116,2252,1185],{"class":1142},[116,2254,1188],{"class":189},[116,2256,2258],{"class":118,"line":2257},31,[116,2259,181],{"emptyLinePlaceholder":180},[116,2261,2263,2265,2267,2269,2271,2273,2275,2277,2279,2281,2283,2285],{"class":118,"line":2262},32,[116,2264,1200],{"class":1199},[116,2266,1146],{"class":189},[116,2268,1205],{"class":1050},[116,2270,1208],{"class":893},[116,2272,1058],{"class":1057},[116,2274,1213],{"class":1142},[116,2276,190],{"class":189},[116,2278,1175],{"class":1142},[116,2280,1220],{"class":189},[116,2282,1078],{"class":1057},[116,2284,890],{"class":893},[116,2286,1227],{"class":189},[25,2288],{},[596,2290,2291],{"id":2291},"检索知识库记忆",[39,2293,2294,2299],{"icon":1838},[14,2295,2296,2297],{}," 会话 A：2025-12-12 发生",[25,2298],{},[1845,2300,2301],{"style":1847},"\n用户在一个新的会话中，询问【软件报销制度】，MemOS 会自动召回【知识库记忆：软件报销制度内容】【用户记忆：创意平台设计师】，从而回答更加明确且“懂用户”的软件报销内容。\n",[834,2303,2304,2700],{},[106,2305,2307],{"className":108,"code":2306,"filename":839,"language":110,"meta":111,"style":111},"import os\nimport requests\nimport json\n\n# 替换成你的 MemOS API Key\nos.environ[\"MEMOS_API_KEY\"] = \"YOUR_API_KEY\"\nos.environ[\"MEMOS_BASE_URL\"] = \"https:\u002F\u002Fmemos.memtensor.cn\u002Fapi\u002Fopenmem\u002Fv1\"\n\ndata = {\n    \"user_id\": \"memos_user_123\",\n    \"conversation_id\": \"1211\",\n    \"query\": \"帮我查一下软件采购报销额度。\",\n    \"knowledgebase_ids\":[\"idxxxxx\"]  # 替换成上方创建的知识库ID\n}\nheaders = {\n  \"Content-Type\": \"application\u002Fjson\",\n  \"Authorization\": f\"Token {os.environ['MEMOS_API_KEY']}\"\n}\nurl = f\"{os.environ['MEMOS_BASE_URL']}\u002Fsearch\u002Fmemory\"\n\nres = requests.post(url=url, headers=headers, data=json.dumps(data))\n\n\n# 美化 JSON 输出\njson_res = res.json()\nprint(json.dumps(json_res, indent=2, ensure_ascii=False))\n",[113,2308,2309,2315,2321,2327,2331,2335,2361,2387,2391,2399,2417,2436,2456,2478,2482,2490,2508,2544,2548,2581,2585,2631,2635,2639,2644,2661],{"__ignoreMap":111},[116,2310,2311,2313],{"class":118,"line":119},[116,2312,847],{"class":846},[116,2314,850],{"class":130},[116,2316,2317,2319],{"class":118,"line":141},[116,2318,847],{"class":846},[116,2320,857],{"class":130},[116,2322,2323,2325],{"class":118,"line":151},[116,2324,847],{"class":846},[116,2326,864],{"class":130},[116,2328,2329],{"class":118,"line":200},[116,2330,181],{"emptyLinePlaceholder":180},[116,2332,2333],{"class":118,"line":214},[116,2334,873],{"class":174},[116,2336,2337,2339,2341,2343,2345,2347,2349,2351,2353,2355,2357,2359],{"class":118,"line":219},[116,2338,878],{"class":130},[116,2340,190],{"class":189},[116,2342,883],{"class":193},[116,2344,886],{"class":189},[116,2346,890],{"class":889},[116,2348,894],{"class":893},[116,2350,890],{"class":889},[116,2352,899],{"class":189},[116,2354,902],{"class":402},[116,2356,905],{"class":889},[116,2358,908],{"class":893},[116,2360,911],{"class":889},[116,2362,2363,2365,2367,2369,2371,2373,2375,2377,2379,2381,2383,2385],{"class":118,"line":291},[116,2364,878],{"class":130},[116,2366,190],{"class":189},[116,2368,883],{"class":193},[116,2370,886],{"class":189},[116,2372,890],{"class":889},[116,2374,926],{"class":893},[116,2376,890],{"class":889},[116,2378,899],{"class":189},[116,2380,902],{"class":402},[116,2382,905],{"class":889},[116,2384,937],{"class":893},[116,2386,911],{"class":889},[116,2388,2389],{"class":118,"line":303},[116,2390,181],{"emptyLinePlaceholder":180},[116,2392,2393,2395,2397],{"class":118,"line":308},[116,2394,948],{"class":130},[116,2396,951],{"class":402},[116,2398,954],{"class":189},[116,2400,2401,2403,2405,2407,2409,2411,2413,2415],{"class":118,"line":957},[116,2402,960],{"class":889},[116,2404,1950],{"class":893},[116,2406,890],{"class":889},[116,2408,968],{"class":189},[116,2410,905],{"class":889},[116,2412,1959],{"class":893},[116,2414,890],{"class":889},[116,2416,978],{"class":189},[116,2418,2419,2421,2423,2425,2427,2429,2432,2434],{"class":118,"line":981},[116,2420,960],{"class":889},[116,2422,1970],{"class":893},[116,2424,890],{"class":889},[116,2426,968],{"class":189},[116,2428,905],{"class":889},[116,2430,2431],{"class":893},"1211",[116,2433,890],{"class":889},[116,2435,978],{"class":189},[116,2437,2438,2440,2443,2445,2447,2449,2452,2454],{"class":118,"line":1000},[116,2439,960],{"class":889},[116,2441,2442],{"class":893},"query",[116,2444,890],{"class":889},[116,2446,968],{"class":189},[116,2448,905],{"class":889},[116,2450,2451],{"class":893},"帮我查一下软件采购报销额度。",[116,2453,890],{"class":889},[116,2455,978],{"class":189},[116,2457,2458,2460,2463,2465,2468,2470,2472,2474,2476],{"class":118,"line":1006},[116,2459,960],{"class":889},[116,2461,2462],{"class":893},"knowledgebase_ids",[116,2464,890],{"class":889},[116,2466,2467],{"class":189},":[",[116,2469,890],{"class":889},[116,2471,1291],{"class":893},[116,2473,890],{"class":889},[116,2475,899],{"class":189},[116,2477,1296],{"class":174},[116,2479,2480],{"class":118,"line":1016},[116,2481,1086],{"class":189},[116,2483,2484,2486,2488],{"class":118,"line":1038},[116,2485,1009],{"class":130},[116,2487,951],{"class":402},[116,2489,954],{"class":189},[116,2491,2492,2494,2496,2498,2500,2502,2504,2506],{"class":118,"line":1083},[116,2493,1019],{"class":889},[116,2495,1022],{"class":893},[116,2497,890],{"class":889},[116,2499,968],{"class":189},[116,2501,905],{"class":889},[116,2503,1031],{"class":893},[116,2505,890],{"class":889},[116,2507,978],{"class":189},[116,2509,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542],{"class":118,"line":1089},[116,2511,1019],{"class":889},[116,2513,1043],{"class":893},[116,2515,890],{"class":889},[116,2517,968],{"class":189},[116,2519,1051],{"class":1050},[116,2521,1054],{"class":893},[116,2523,1058],{"class":1057},[116,2525,878],{"class":130},[116,2527,190],{"class":189},[116,2529,883],{"class":193},[116,2531,886],{"class":189},[116,2533,1069],{"class":889},[116,2535,894],{"class":893},[116,2537,1069],{"class":889},[116,2539,899],{"class":189},[116,2541,1078],{"class":1057},[116,2543,911],{"class":893},[116,2545,2546],{"class":118,"line":1124},[116,2547,1086],{"class":189},[116,2549,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578],{"class":118,"line":1129},[116,2551,1092],{"class":130},[116,2553,951],{"class":402},[116,2555,1051],{"class":1050},[116,2557,890],{"class":893},[116,2559,1058],{"class":1057},[116,2561,878],{"class":130},[116,2563,190],{"class":189},[116,2565,883],{"class":193},[116,2567,886],{"class":189},[116,2569,1069],{"class":889},[116,2571,926],{"class":893},[116,2573,1069],{"class":889},[116,2575,899],{"class":189},[116,2577,1078],{"class":1057},[116,2579,2580],{"class":893},"\u002Fsearch\u002Fmemory\"\n",[116,2582,2583],{"class":118,"line":1191},[116,2584,181],{"emptyLinePlaceholder":180},[116,2586,2587,2589,2591,2593,2595,2597,2599,2601,2603,2605,2607,2609,2611,2613,2615,2617,2619,2621,2623,2625,2627,2629],{"class":118,"line":1196},[116,2588,1132],{"class":130},[116,2590,951],{"class":402},[116,2592,1137],{"class":130},[116,2594,190],{"class":189},[116,2596,1143],{"class":1142},[116,2598,1146],{"class":189},[116,2600,1150],{"class":1149},[116,2602,951],{"class":402},[116,2604,1150],{"class":1142},[116,2606,1157],{"class":189},[116,2608,1160],{"class":1149},[116,2610,951],{"class":402},[116,2612,1165],{"class":1142},[116,2614,1157],{"class":189},[116,2616,1170],{"class":1149},[116,2618,951],{"class":402},[116,2620,1175],{"class":1142},[116,2622,190],{"class":189},[116,2624,1180],{"class":1142},[116,2626,1146],{"class":189},[116,2628,1185],{"class":1142},[116,2630,1188],{"class":189},[116,2632,2633],{"class":118,"line":1603},[116,2634,181],{"emptyLinePlaceholder":180},[116,2636,2637],{"class":118,"line":1650},[116,2638,181],{"emptyLinePlaceholder":180},[116,2640,2641],{"class":118,"line":1655},[116,2642,2643],{"class":174},"# 美化 JSON 输出\n",[116,2645,2646,2649,2651,2654,2656,2658],{"class":118,"line":2110},[116,2647,2648],{"class":130},"json_res ",[116,2650,951],{"class":402},[116,2652,2653],{"class":130}," res",[116,2655,190],{"class":189},[116,2657,1175],{"class":1142},[116,2659,2660],{"class":189},"()\n",[116,2662,2663,2665,2667,2669,2671,2673,2675,2678,2680,2683,2685,2687,2689,2692,2694,2698],{"class":118,"line":2129},[116,2664,1200],{"class":1199},[116,2666,1146],{"class":189},[116,2668,1175],{"class":1142},[116,2670,190],{"class":189},[116,2672,1180],{"class":1142},[116,2674,1146],{"class":189},[116,2676,2677],{"class":1142},"json_res",[116,2679,1157],{"class":189},[116,2681,2682],{"class":1149}," indent",[116,2684,951],{"class":402},[116,2686,203],{"class":126},[116,2688,1157],{"class":189},[116,2690,2691],{"class":1149}," ensure_ascii",[116,2693,951],{"class":402},[116,2695,2697],{"class":2696},"smHB8","False",[116,2699,1188],{"class":189},[106,2701,2703],{"className":108,"code":2702,"filename":1231,"language":110,"meta":111,"style":111},"\"memory_detail_list\": [\n  {\n    \"id\": \"2c760355-de4b-4a8f-b98d-b92851d23fa7\",\n    \"memory_key\": \"软件采购报销制度（试行版）\",\n    \"memory_value\": \"该制度旨在规范公司各类软件的采购与报销流程，要求所有软件采购遵循特定品类的采购金额上限。设计类软件的采购上限为1000元，适用于平面设计、视频编辑和原型设计，示例包括Photoshop和Premiere。代码\u002F开发类软件的采购上限为1500元，适用范围包括IDE和开发框架，示例有PyCharm和Visual Studio。办公类软件的采购上限为800元，适用于文档编辑和表格处理，示例包括Office套件和WPS。数据分析类软件的采购上限为1200元，适用范围为数据统计和可视化，示例包括Tableau和Power BI。安全与防护类软件的采购上限为1000元，适用于杀毒和防火墙。协作\u002F项目管理类软件的采购上限为900元，示例包括Jira和Slack。特殊行业软件的采购上限为2000元，需专项审批。所有采购必须符合公司预算与信息安全要求，超出限额的软件需提供业务说明并提交专项审批。\",\n    \"memory_type\": \"WorkingMemory\",\n    \"create_time\": 1765525947718,\n    \"conversation_id\": \"default_session\",\n    \"status\": \"activated\",\n    \"confidence\": 0.99,\n    \"tags\": [\n      \"软件采购\",\n      \"报销制度\",\n      \"审批流程\",\n      \"预算\",\n      \"信息安全\",\n      \"mode:fine\",\n      \"multimodal:file\"\n    ],\n    \"update_time\": 1765525947720,\n    \"relativity\": 0.89308184\n  },\n  {\n    \"id\": \"81fd1e79-65be-4d4e-81e0-8f76ba697c55\",\n    \"memory_key\": \"职位信息\",\n    \"memory_value\": \"用户是创意平台部门的设计师。\",\n    \"memory_type\": \"WorkingMemory\",\n    \"create_time\": 1765526247112,\n    \"conversation_id\": \"0610\",\n    \"status\": \"activated\",\n    \"confidence\": 0.99,\n    \"tags\": [\n      \"职位\",\n      \"部门\",\n      \"设计\"\n    ],\n    \"update_time\": 1765526247113,\n    \"relativity\": 1.6319022e-05\n  }\n]\n",[113,2704,2705,2718,2723,2742,2762,2782,2802,2818,2837,2856,2872,2885,2896,2907,2918,2929,2940,2951,2960,2965,2981,2995,2999,3003,3022,3041,3060,3078,3093,3111,3129,3143,3155,3167,3179,3189,3194,3210,3224,3229],{"__ignoreMap":111},[116,2706,2707,2709,2712,2714,2716],{"class":118,"line":119},[116,2708,890],{"class":1238},[116,2710,2711],{"class":1241},"memory_detail_list",[116,2713,890],{"class":1238},[116,2715,968],{"class":189},[116,2717,1461],{"class":189},[116,2719,2720],{"class":118,"line":141},[116,2721,2722],{"class":189},"  {\n",[116,2724,2725,2727,2729,2731,2733,2735,2738,2740],{"class":118,"line":151},[116,2726,960],{"class":889},[116,2728,1282],{"class":893},[116,2730,890],{"class":889},[116,2732,968],{"class":189},[116,2734,905],{"class":889},[116,2736,2737],{"class":893},"2c760355-de4b-4a8f-b98d-b92851d23fa7",[116,2739,890],{"class":889},[116,2741,978],{"class":189},[116,2743,2744,2746,2749,2751,2753,2755,2758,2760],{"class":118,"line":200},[116,2745,960],{"class":889},[116,2747,2748],{"class":893},"memory_key",[116,2750,890],{"class":889},[116,2752,968],{"class":189},[116,2754,905],{"class":889},[116,2756,2757],{"class":893},"软件采购报销制度（试行版）",[116,2759,890],{"class":889},[116,2761,978],{"class":189},[116,2763,2764,2766,2769,2771,2773,2775,2778,2780],{"class":118,"line":214},[116,2765,960],{"class":889},[116,2767,2768],{"class":893},"memory_value",[116,2770,890],{"class":889},[116,2772,968],{"class":189},[116,2774,905],{"class":889},[116,2776,2777],{"class":893},"该制度旨在规范公司各类软件的采购与报销流程，要求所有软件采购遵循特定品类的采购金额上限。设计类软件的采购上限为1000元，适用于平面设计、视频编辑和原型设计，示例包括Photoshop和Premiere。代码\u002F开发类软件的采购上限为1500元，适用范围包括IDE和开发框架，示例有PyCharm和Visual Studio。办公类软件的采购上限为800元，适用于文档编辑和表格处理，示例包括Office套件和WPS。数据分析类软件的采购上限为1200元，适用范围为数据统计和可视化，示例包括Tableau和Power BI。安全与防护类软件的采购上限为1000元，适用于杀毒和防火墙。协作\u002F项目管理类软件的采购上限为900元，示例包括Jira和Slack。特殊行业软件的采购上限为2000元，需专项审批。所有采购必须符合公司预算与信息安全要求，超出限额的软件需提供业务说明并提交专项审批。",[116,2779,890],{"class":889},[116,2781,978],{"class":189},[116,2783,2784,2786,2789,2791,2793,2795,2798,2800],{"class":118,"line":219},[116,2785,960],{"class":889},[116,2787,2788],{"class":893},"memory_type",[116,2790,890],{"class":889},[116,2792,968],{"class":189},[116,2794,905],{"class":889},[116,2796,2797],{"class":893},"WorkingMemory",[116,2799,890],{"class":889},[116,2801,978],{"class":189},[116,2803,2804,2806,2809,2811,2813,2816],{"class":118,"line":291},[116,2805,960],{"class":889},[116,2807,2808],{"class":893},"create_time",[116,2810,890],{"class":889},[116,2812,968],{"class":189},[116,2814,2815],{"class":126}," 1765525947718",[116,2817,978],{"class":189},[116,2819,2820,2822,2824,2826,2828,2830,2833,2835],{"class":118,"line":303},[116,2821,960],{"class":889},[116,2823,1970],{"class":893},[116,2825,890],{"class":889},[116,2827,968],{"class":189},[116,2829,905],{"class":889},[116,2831,2832],{"class":893},"default_session",[116,2834,890],{"class":889},[116,2836,978],{"class":189},[116,2838,2839,2841,2843,2845,2847,2849,2852,2854],{"class":118,"line":308},[116,2840,960],{"class":889},[116,2842,1789],{"class":893},[116,2844,890],{"class":889},[116,2846,968],{"class":189},[116,2848,905],{"class":889},[116,2850,2851],{"class":893},"activated",[116,2853,890],{"class":889},[116,2855,978],{"class":189},[116,2857,2858,2860,2863,2865,2867,2870],{"class":118,"line":957},[116,2859,960],{"class":889},[116,2861,2862],{"class":893},"confidence",[116,2864,890],{"class":889},[116,2866,968],{"class":189},[116,2868,2869],{"class":126}," 0.99",[116,2871,978],{"class":189},[116,2873,2874,2876,2879,2881,2883],{"class":118,"line":981},[116,2875,960],{"class":889},[116,2877,2878],{"class":893},"tags",[116,2880,890],{"class":889},[116,2882,968],{"class":189},[116,2884,1461],{"class":189},[116,2886,2887,2889,2892,2894],{"class":118,"line":1000},[116,2888,1732],{"class":889},[116,2890,2891],{"class":893},"软件采购",[116,2893,890],{"class":889},[116,2895,978],{"class":189},[116,2897,2898,2900,2903,2905],{"class":118,"line":1006},[116,2899,1732],{"class":889},[116,2901,2902],{"class":893},"报销制度",[116,2904,890],{"class":889},[116,2906,978],{"class":189},[116,2908,2909,2911,2914,2916],{"class":118,"line":1016},[116,2910,1732],{"class":889},[116,2912,2913],{"class":893},"审批流程",[116,2915,890],{"class":889},[116,2917,978],{"class":189},[116,2919,2920,2922,2925,2927],{"class":118,"line":1038},[116,2921,1732],{"class":889},[116,2923,2924],{"class":893},"预算",[116,2926,890],{"class":889},[116,2928,978],{"class":189},[116,2930,2931,2933,2936,2938],{"class":118,"line":1083},[116,2932,1732],{"class":889},[116,2934,2935],{"class":893},"信息安全",[116,2937,890],{"class":889},[116,2939,978],{"class":189},[116,2941,2942,2944,2947,2949],{"class":118,"line":1089},[116,2943,1732],{"class":889},[116,2945,2946],{"class":893},"mode:fine",[116,2948,890],{"class":889},[116,2950,978],{"class":189},[116,2952,2953,2955,2958],{"class":118,"line":1124},[116,2954,1732],{"class":889},[116,2956,2957],{"class":893},"multimodal:file",[116,2959,911],{"class":889},[116,2961,2962],{"class":118,"line":1129},[116,2963,2964],{"class":189},"    ],\n",[116,2966,2967,2969,2972,2974,2976,2979],{"class":118,"line":1191},[116,2968,960],{"class":889},[116,2970,2971],{"class":893},"update_time",[116,2973,890],{"class":889},[116,2975,968],{"class":189},[116,2977,2978],{"class":126}," 1765525947720",[116,2980,978],{"class":189},[116,2982,2983,2985,2988,2990,2992],{"class":118,"line":1196},[116,2984,960],{"class":889},[116,2986,2987],{"class":893},"relativity",[116,2989,890],{"class":889},[116,2991,968],{"class":189},[116,2993,2994],{"class":126}," 0.89308184\n",[116,2996,2997],{"class":118,"line":1603},[116,2998,1301],{"class":189},[116,3000,3001],{"class":118,"line":1650},[116,3002,2722],{"class":189},[116,3004,3005,3007,3009,3011,3013,3015,3018,3020],{"class":118,"line":1655},[116,3006,960],{"class":889},[116,3008,1282],{"class":893},[116,3010,890],{"class":889},[116,3012,968],{"class":189},[116,3014,905],{"class":889},[116,3016,3017],{"class":893},"81fd1e79-65be-4d4e-81e0-8f76ba697c55",[116,3019,890],{"class":889},[116,3021,978],{"class":189},[116,3023,3024,3026,3028,3030,3032,3034,3037,3039],{"class":118,"line":2110},[116,3025,960],{"class":889},[116,3027,2748],{"class":893},[116,3029,890],{"class":889},[116,3031,968],{"class":189},[116,3033,905],{"class":889},[116,3035,3036],{"class":893},"职位信息",[116,3038,890],{"class":889},[116,3040,978],{"class":189},[116,3042,3043,3045,3047,3049,3051,3053,3056,3058],{"class":118,"line":2129},[116,3044,960],{"class":889},[116,3046,2768],{"class":893},[116,3048,890],{"class":889},[116,3050,968],{"class":189},[116,3052,905],{"class":889},[116,3054,3055],{"class":893},"用户是创意平台部门的设计师。",[116,3057,890],{"class":889},[116,3059,978],{"class":189},[116,3061,3062,3064,3066,3068,3070,3072,3074,3076],{"class":118,"line":2166},[116,3063,960],{"class":889},[116,3065,2788],{"class":893},[116,3067,890],{"class":889},[116,3069,968],{"class":189},[116,3071,905],{"class":889},[116,3073,2797],{"class":893},[116,3075,890],{"class":889},[116,3077,978],{"class":189},[116,3079,3080,3082,3084,3086,3088,3091],{"class":118,"line":2171},[116,3081,960],{"class":889},[116,3083,2808],{"class":893},[116,3085,890],{"class":889},[116,3087,968],{"class":189},[116,3089,3090],{"class":126}," 1765526247112",[116,3092,978],{"class":189},[116,3094,3095,3097,3099,3101,3103,3105,3107,3109],{"class":118,"line":2205},[116,3096,960],{"class":889},[116,3098,1970],{"class":893},[116,3100,890],{"class":889},[116,3102,968],{"class":189},[116,3104,905],{"class":889},[116,3106,1979],{"class":893},[116,3108,890],{"class":889},[116,3110,978],{"class":189},[116,3112,3113,3115,3117,3119,3121,3123,3125,3127],{"class":118,"line":2210},[116,3114,960],{"class":889},[116,3116,1789],{"class":893},[116,3118,890],{"class":889},[116,3120,968],{"class":189},[116,3122,905],{"class":889},[116,3124,2851],{"class":893},[116,3126,890],{"class":889},[116,3128,978],{"class":189},[116,3130,3131,3133,3135,3137,3139,3141],{"class":118,"line":2257},[116,3132,960],{"class":889},[116,3134,2862],{"class":893},[116,3136,890],{"class":889},[116,3138,968],{"class":189},[116,3140,2869],{"class":126},[116,3142,978],{"class":189},[116,3144,3145,3147,3149,3151,3153],{"class":118,"line":2262},[116,3146,960],{"class":889},[116,3148,2878],{"class":893},[116,3150,890],{"class":889},[116,3152,968],{"class":189},[116,3154,1461],{"class":189},[116,3156,3158,3160,3163,3165],{"class":118,"line":3157},33,[116,3159,1732],{"class":889},[116,3161,3162],{"class":893},"职位",[116,3164,890],{"class":889},[116,3166,978],{"class":189},[116,3168,3170,3172,3175,3177],{"class":118,"line":3169},34,[116,3171,1732],{"class":889},[116,3173,3174],{"class":893},"部门",[116,3176,890],{"class":889},[116,3178,978],{"class":189},[116,3180,3182,3184,3187],{"class":118,"line":3181},35,[116,3183,1732],{"class":889},[116,3185,3186],{"class":893},"设计",[116,3188,911],{"class":889},[116,3190,3192],{"class":118,"line":3191},36,[116,3193,2964],{"class":189},[116,3195,3197,3199,3201,3203,3205,3208],{"class":118,"line":3196},37,[116,3198,960],{"class":889},[116,3200,2971],{"class":893},[116,3202,890],{"class":889},[116,3204,968],{"class":189},[116,3206,3207],{"class":126}," 1765526247113",[116,3209,978],{"class":189},[116,3211,3213,3215,3217,3219,3221],{"class":118,"line":3212},38,[116,3214,960],{"class":889},[116,3216,2987],{"class":893},[116,3218,890],{"class":889},[116,3220,968],{"class":189},[116,3222,3223],{"class":126}," 1.6319022e-05\n",[116,3225,3227],{"class":118,"line":3226},39,[116,3228,1003],{"class":189},[116,3230,3232],{"class":118,"line":3231},40,[116,3233,3234],{"class":189},"]\n",[25,3236],{},[596,3238,3239],{"id":3239},"反馈优化知识库",[14,3241,3242,3243,3246],{},"在企业中，常会出现企业政策\u002F知识已更新，而知识库更新不及时的问题。目前，MemOS 支持通过",[17,3244,3245],{},"自然语言对话","对知识库的记忆反馈，用于快速更新知识库记忆，从而提高准确性与时效性。",[14,3248,3249],{},"尝试一下，用最简单的交互方式驱动知识库始终保持最新。",[39,3251,3252,3256],{"icon":1838},[14,3253,2296,3254],{},[25,3255],{},[1845,3257,3258],{"style":1847},"\n财务主管在另一个新的会话中，反馈【办公类软件的采购上限为600元，而不是800元】。\n",[106,3260,3262],{"className":108,"code":3261,"language":110,"meta":111,"style":111},"import os\nimport requests\nimport json\n\n# 替换成你的 MemOS API Key\nos.environ[\"MEMOS_API_KEY\"] = \"YOUR_API_KEY\"\nos.environ[\"MEMOS_BASE_URL\"] = \"https:\u002F\u002Fmemos.memtensor.cn\u002Fapi\u002Fopenmem\u002Fv1\"\n\ndata = {\n    \"user_id\": \"memos_user_123\",\n    \"conversation_id\": \"1212\",\n    \"feedback_content\": \"办公类软件的采购上限是600元，而不是800元。\",\n    \"allow_knowledgebase_ids\":[\"idxxxxx\"]  # 替换成上方创建的知识库ID\n}\n\nheaders = {\n  \"Content-Type\": \"application\u002Fjson\",\n  \"Authorization\": f\"Token {os.environ['MEMOS_API_KEY']}\"\n}\nurl = f\"{os.environ['MEMOS_BASE_URL']}\u002Fadd\u002Ffeedback\"\n\nres = requests.post(url=url, headers=headers, data=json.dumps(data))\n\nprint(f\"result: {res.json()}\")\n",[113,3263,3264,3270,3276,3282,3286,3290,3316,3342,3346,3354,3372,3391,3411,3432,3436,3440,3448,3466,3502,3506,3539,3543,3589,3593],{"__ignoreMap":111},[116,3265,3266,3268],{"class":118,"line":119},[116,3267,847],{"class":846},[116,3269,850],{"class":130},[116,3271,3272,3274],{"class":118,"line":141},[116,3273,847],{"class":846},[116,3275,857],{"class":130},[116,3277,3278,3280],{"class":118,"line":151},[116,3279,847],{"class":846},[116,3281,864],{"class":130},[116,3283,3284],{"class":118,"line":200},[116,3285,181],{"emptyLinePlaceholder":180},[116,3287,3288],{"class":118,"line":214},[116,3289,873],{"class":174},[116,3291,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314],{"class":118,"line":219},[116,3293,878],{"class":130},[116,3295,190],{"class":189},[116,3297,883],{"class":193},[116,3299,886],{"class":189},[116,3301,890],{"class":889},[116,3303,894],{"class":893},[116,3305,890],{"class":889},[116,3307,899],{"class":189},[116,3309,902],{"class":402},[116,3311,905],{"class":889},[116,3313,908],{"class":893},[116,3315,911],{"class":889},[116,3317,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340],{"class":118,"line":291},[116,3319,878],{"class":130},[116,3321,190],{"class":189},[116,3323,883],{"class":193},[116,3325,886],{"class":189},[116,3327,890],{"class":889},[116,3329,926],{"class":893},[116,3331,890],{"class":889},[116,3333,899],{"class":189},[116,3335,902],{"class":402},[116,3337,905],{"class":889},[116,3339,937],{"class":893},[116,3341,911],{"class":889},[116,3343,3344],{"class":118,"line":303},[116,3345,181],{"emptyLinePlaceholder":180},[116,3347,3348,3350,3352],{"class":118,"line":308},[116,3349,948],{"class":130},[116,3351,951],{"class":402},[116,3353,954],{"class":189},[116,3355,3356,3358,3360,3362,3364,3366,3368,3370],{"class":118,"line":957},[116,3357,960],{"class":889},[116,3359,1950],{"class":893},[116,3361,890],{"class":889},[116,3363,968],{"class":189},[116,3365,905],{"class":889},[116,3367,1959],{"class":893},[116,3369,890],{"class":889},[116,3371,978],{"class":189},[116,3373,3374,3376,3378,3380,3382,3384,3387,3389],{"class":118,"line":981},[116,3375,960],{"class":889},[116,3377,1970],{"class":893},[116,3379,890],{"class":889},[116,3381,968],{"class":189},[116,3383,905],{"class":889},[116,3385,3386],{"class":893},"1212",[116,3388,890],{"class":889},[116,3390,978],{"class":189},[116,3392,3393,3395,3398,3400,3402,3404,3407,3409],{"class":118,"line":1000},[116,3394,960],{"class":889},[116,3396,3397],{"class":893},"feedback_content",[116,3399,890],{"class":889},[116,3401,968],{"class":189},[116,3403,905],{"class":889},[116,3405,3406],{"class":893},"办公类软件的采购上限是600元，而不是800元。",[116,3408,890],{"class":889},[116,3410,978],{"class":189},[116,3412,3413,3415,3418,3420,3422,3424,3426,3428,3430],{"class":118,"line":1006},[116,3414,960],{"class":889},[116,3416,3417],{"class":893},"allow_knowledgebase_ids",[116,3419,890],{"class":889},[116,3421,2467],{"class":189},[116,3423,890],{"class":889},[116,3425,1291],{"class":893},[116,3427,890],{"class":889},[116,3429,899],{"class":189},[116,3431,1296],{"class":174},[116,3433,3434],{"class":118,"line":1016},[116,3435,1086],{"class":189},[116,3437,3438],{"class":118,"line":1038},[116,3439,181],{"emptyLinePlaceholder":180},[116,3441,3442,3444,3446],{"class":118,"line":1083},[116,3443,1009],{"class":130},[116,3445,951],{"class":402},[116,3447,954],{"class":189},[116,3449,3450,3452,3454,3456,3458,3460,3462,3464],{"class":118,"line":1089},[116,3451,1019],{"class":889},[116,3453,1022],{"class":893},[116,3455,890],{"class":889},[116,3457,968],{"class":189},[116,3459,905],{"class":889},[116,3461,1031],{"class":893},[116,3463,890],{"class":889},[116,3465,978],{"class":189},[116,3467,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500],{"class":118,"line":1124},[116,3469,1019],{"class":889},[116,3471,1043],{"class":893},[116,3473,890],{"class":889},[116,3475,968],{"class":189},[116,3477,1051],{"class":1050},[116,3479,1054],{"class":893},[116,3481,1058],{"class":1057},[116,3483,878],{"class":130},[116,3485,190],{"class":189},[116,3487,883],{"class":193},[116,3489,886],{"class":189},[116,3491,1069],{"class":889},[116,3493,894],{"class":893},[116,3495,1069],{"class":889},[116,3497,899],{"class":189},[116,3499,1078],{"class":1057},[116,3501,911],{"class":893},[116,3503,3504],{"class":118,"line":1129},[116,3505,1086],{"class":189},[116,3507,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536],{"class":118,"line":1191},[116,3509,1092],{"class":130},[116,3511,951],{"class":402},[116,3513,1051],{"class":1050},[116,3515,890],{"class":893},[116,3517,1058],{"class":1057},[116,3519,878],{"class":130},[116,3521,190],{"class":189},[116,3523,883],{"class":193},[116,3525,886],{"class":189},[116,3527,1069],{"class":889},[116,3529,926],{"class":893},[116,3531,1069],{"class":889},[116,3533,899],{"class":189},[116,3535,1078],{"class":1057},[116,3537,3538],{"class":893},"\u002Fadd\u002Ffeedback\"\n",[116,3540,3541],{"class":118,"line":1196},[116,3542,181],{"emptyLinePlaceholder":180},[116,3544,3545,3547,3549,3551,3553,3555,3557,3559,3561,3563,3565,3567,3569,3571,3573,3575,3577,3579,3581,3583,3585,3587],{"class":118,"line":1603},[116,3546,1132],{"class":130},[116,3548,951],{"class":402},[116,3550,1137],{"class":130},[116,3552,190],{"class":189},[116,3554,1143],{"class":1142},[116,3556,1146],{"class":189},[116,3558,1150],{"class":1149},[116,3560,951],{"class":402},[116,3562,1150],{"class":1142},[116,3564,1157],{"class":189},[116,3566,1160],{"class":1149},[116,3568,951],{"class":402},[116,3570,1165],{"class":1142},[116,3572,1157],{"class":189},[116,3574,1170],{"class":1149},[116,3576,951],{"class":402},[116,3578,1175],{"class":1142},[116,3580,190],{"class":189},[116,3582,1180],{"class":1142},[116,3584,1146],{"class":189},[116,3586,1185],{"class":1142},[116,3588,1188],{"class":189},[116,3590,3591],{"class":118,"line":1650},[116,3592,181],{"emptyLinePlaceholder":180},[116,3594,3595,3597,3599,3601,3603,3605,3607,3609,3611,3613,3615,3617],{"class":118,"line":1655},[116,3596,1200],{"class":1199},[116,3598,1146],{"class":189},[116,3600,1205],{"class":1050},[116,3602,1208],{"class":893},[116,3604,1058],{"class":1057},[116,3606,1213],{"class":1142},[116,3608,190],{"class":189},[116,3610,1175],{"class":1142},[116,3612,1220],{"class":189},[116,3614,1078],{"class":1057},[116,3616,890],{"class":893},[116,3618,1227],{"class":189},[39,3620,3621,3625],{"icon":1838},[14,3622,2296,3623],{},[25,3624],{},[1845,3626,3627],{"style":1847},"\n任意其他用户搜索【软件报销制度】时，获取一条新增高权重记忆【办公类软件的采购上限为600元，而不是800元】。\n",[106,3629,3630],{"className":108,"code":2306,"language":110,"meta":111,"style":111},[113,3631,3632,3638,3644,3650,3654,3658,3684,3710,3714,3722,3740,3758,3776,3796,3800,3808,3826,3862,3866,3898,3902,3948,3952,3956,3960,3974],{"__ignoreMap":111},[116,3633,3634,3636],{"class":118,"line":119},[116,3635,847],{"class":846},[116,3637,850],{"class":130},[116,3639,3640,3642],{"class":118,"line":141},[116,3641,847],{"class":846},[116,3643,857],{"class":130},[116,3645,3646,3648],{"class":118,"line":151},[116,3647,847],{"class":846},[116,3649,864],{"class":130},[116,3651,3652],{"class":118,"line":200},[116,3653,181],{"emptyLinePlaceholder":180},[116,3655,3656],{"class":118,"line":214},[116,3657,873],{"class":174},[116,3659,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682],{"class":118,"line":219},[116,3661,878],{"class":130},[116,3663,190],{"class":189},[116,3665,883],{"class":193},[116,3667,886],{"class":189},[116,3669,890],{"class":889},[116,3671,894],{"class":893},[116,3673,890],{"class":889},[116,3675,899],{"class":189},[116,3677,902],{"class":402},[116,3679,905],{"class":889},[116,3681,908],{"class":893},[116,3683,911],{"class":889},[116,3685,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708],{"class":118,"line":291},[116,3687,878],{"class":130},[116,3689,190],{"class":189},[116,3691,883],{"class":193},[116,3693,886],{"class":189},[116,3695,890],{"class":889},[116,3697,926],{"class":893},[116,3699,890],{"class":889},[116,3701,899],{"class":189},[116,3703,902],{"class":402},[116,3705,905],{"class":889},[116,3707,937],{"class":893},[116,3709,911],{"class":889},[116,3711,3712],{"class":118,"line":303},[116,3713,181],{"emptyLinePlaceholder":180},[116,3715,3716,3718,3720],{"class":118,"line":308},[116,3717,948],{"class":130},[116,3719,951],{"class":402},[116,3721,954],{"class":189},[116,3723,3724,3726,3728,3730,3732,3734,3736,3738],{"class":118,"line":957},[116,3725,960],{"class":889},[116,3727,1950],{"class":893},[116,3729,890],{"class":889},[116,3731,968],{"class":189},[116,3733,905],{"class":889},[116,3735,1959],{"class":893},[116,3737,890],{"class":889},[116,3739,978],{"class":189},[116,3741,3742,3744,3746,3748,3750,3752,3754,3756],{"class":118,"line":981},[116,3743,960],{"class":889},[116,3745,1970],{"class":893},[116,3747,890],{"class":889},[116,3749,968],{"class":189},[116,3751,905],{"class":889},[116,3753,2431],{"class":893},[116,3755,890],{"class":889},[116,3757,978],{"class":189},[116,3759,3760,3762,3764,3766,3768,3770,3772,3774],{"class":118,"line":1000},[116,3761,960],{"class":889},[116,3763,2442],{"class":893},[116,3765,890],{"class":889},[116,3767,968],{"class":189},[116,3769,905],{"class":889},[116,3771,2451],{"class":893},[116,3773,890],{"class":889},[116,3775,978],{"class":189},[116,3777,3778,3780,3782,3784,3786,3788,3790,3792,3794],{"class":118,"line":1006},[116,3779,960],{"class":889},[116,3781,2462],{"class":893},[116,3783,890],{"class":889},[116,3785,2467],{"class":189},[116,3787,890],{"class":889},[116,3789,1291],{"class":893},[116,3791,890],{"class":889},[116,3793,899],{"class":189},[116,3795,1296],{"class":174},[116,3797,3798],{"class":118,"line":1016},[116,3799,1086],{"class":189},[116,3801,3802,3804,3806],{"class":118,"line":1038},[116,3803,1009],{"class":130},[116,3805,951],{"class":402},[116,3807,954],{"class":189},[116,3809,3810,3812,3814,3816,3818,3820,3822,3824],{"class":118,"line":1083},[116,3811,1019],{"class":889},[116,3813,1022],{"class":893},[116,3815,890],{"class":889},[116,3817,968],{"class":189},[116,3819,905],{"class":889},[116,3821,1031],{"class":893},[116,3823,890],{"class":889},[116,3825,978],{"class":189},[116,3827,3828,3830,3832,3834,3836,3838,3840,3842,3844,3846,3848,3850,3852,3854,3856,3858,3860],{"class":118,"line":1089},[116,3829,1019],{"class":889},[116,3831,1043],{"class":893},[116,3833,890],{"class":889},[116,3835,968],{"class":189},[116,3837,1051],{"class":1050},[116,3839,1054],{"class":893},[116,3841,1058],{"class":1057},[116,3843,878],{"class":130},[116,3845,190],{"class":189},[116,3847,883],{"class":193},[116,3849,886],{"class":189},[116,3851,1069],{"class":889},[116,3853,894],{"class":893},[116,3855,1069],{"class":889},[116,3857,899],{"class":189},[116,3859,1078],{"class":1057},[116,3861,911],{"class":893},[116,3863,3864],{"class":118,"line":1124},[116,3865,1086],{"class":189},[116,3867,3868,3870,3872,3874,3876,3878,3880,3882,3884,3886,3888,3890,3892,3894,3896],{"class":118,"line":1129},[116,3869,1092],{"class":130},[116,3871,951],{"class":402},[116,3873,1051],{"class":1050},[116,3875,890],{"class":893},[116,3877,1058],{"class":1057},[116,3879,878],{"class":130},[116,3881,190],{"class":189},[116,3883,883],{"class":193},[116,3885,886],{"class":189},[116,3887,1069],{"class":889},[116,3889,926],{"class":893},[116,3891,1069],{"class":889},[116,3893,899],{"class":189},[116,3895,1078],{"class":1057},[116,3897,2580],{"class":893},[116,3899,3900],{"class":118,"line":1191},[116,3901,181],{"emptyLinePlaceholder":180},[116,3903,3904,3906,3908,3910,3912,3914,3916,3918,3920,3922,3924,3926,3928,3930,3932,3934,3936,3938,3940,3942,3944,3946],{"class":118,"line":1196},[116,3905,1132],{"class":130},[116,3907,951],{"class":402},[116,3909,1137],{"class":130},[116,3911,190],{"class":189},[116,3913,1143],{"class":1142},[116,3915,1146],{"class":189},[116,3917,1150],{"class":1149},[116,3919,951],{"class":402},[116,3921,1150],{"class":1142},[116,3923,1157],{"class":189},[116,3925,1160],{"class":1149},[116,3927,951],{"class":402},[116,3929,1165],{"class":1142},[116,3931,1157],{"class":189},[116,3933,1170],{"class":1149},[116,3935,951],{"class":402},[116,3937,1175],{"class":1142},[116,3939,190],{"class":189},[116,3941,1180],{"class":1142},[116,3943,1146],{"class":189},[116,3945,1185],{"class":1142},[116,3947,1188],{"class":189},[116,3949,3950],{"class":118,"line":1603},[116,3951,181],{"emptyLinePlaceholder":180},[116,3953,3954],{"class":118,"line":1650},[116,3955,181],{"emptyLinePlaceholder":180},[116,3957,3958],{"class":118,"line":1655},[116,3959,2643],{"class":174},[116,3961,3962,3964,3966,3968,3970,3972],{"class":118,"line":2110},[116,3963,2648],{"class":130},[116,3965,951],{"class":402},[116,3967,2653],{"class":130},[116,3969,190],{"class":189},[116,3971,1175],{"class":1142},[116,3973,2660],{"class":189},[116,3975,3976,3978,3980,3982,3984,3986,3988,3990,3992,3994,3996,3998,4000,4002,4004,4006],{"class":118,"line":2129},[116,3977,1200],{"class":1199},[116,3979,1146],{"class":189},[116,3981,1175],{"class":1142},[116,3983,190],{"class":189},[116,3985,1180],{"class":1142},[116,3987,1146],{"class":189},[116,3989,2677],{"class":1142},[116,3991,1157],{"class":189},[116,3993,2682],{"class":1149},[116,3995,951],{"class":402},[116,3997,203],{"class":126},[116,3999,1157],{"class":189},[116,4001,2691],{"class":1149},[116,4003,951],{"class":402},[116,4005,2697],{"class":2696},[116,4007,1188],{"class":189},[14,4009,4010],{},"输出结果如下（简化版）：",[106,4012,4014],{"className":108,"code":4013,"language":110,"meta":111,"style":111},"\"memory_detail_list\": [\n  {\n    \"id\": \"8a4f3d2e-c417-4e53-bc25-54451abd5ac8\",\n    \"memory_key\": \"软件采购报销制度（试行版）\",\n    \"memory_value\": \"该制度旨在规范公司各类软件的采购与报销流程，要求所有软件采购遵循特定品类的采购金额上限。设计类软件的采购上限为1000元，适用于平面设计、视频编辑和原型设计，示例包括Photoshop和Premiere。代码\u002F开发类软件的采购上限为1500元，适用范围包括IDE和开发框架，示例有PyCharm和Visual Studio。办公类软件的采购上限为800元，适用于文档编辑和表格处理，示例包括Office套件和WPS。数据分析类软件的采购上限为1200元，适用范围为数据统计和可视化，示例包括Tableau和Power BI。安全与防护类软件的采购上限为1000元，适用于杀毒和防火墙。协作\u002F项目管理类软件的采购上限为900元，示例包括Jira和Slack。特殊行业软件的采购上限为2000元，需专项审批。所有采购必须符合公司预算与信息安全要求，超出限额的软件需提供业务说明并提交专项审批。\",\n    \"memory_type\": \"LongTermMemory\",\n    \"create_time\": 1765525947718,\n    \"conversation_id\": \"default_session\",\n    \"status\": \"activated\",\n    \"confidence\": 0.99,\n    \"tags\": [\n      \"软件采购\",\n      \"报销制度\",\n      \"审批流程\",\n      \"预算\",\n      \"信息安全\",\n      \"mode:fine\",\n      \"multimodal:file\"\n    ],\n    \"update_time\": 1765525947720,\n    \"relativity\": 0.8931847\n  },\n  {\n    \"id\": \"a72a04d1-d7ba-4ebd-9410-0097bfa6c20d\",\n    \"memory_key\": \"办公软件采购上限\",\n    \"memory_value\": \"用户确认办公类软件的采购上限是600元，而不是800元。\",\n    \"memory_type\": \"WorkingMemory\",\n    \"create_time\": 1765531700539,\n    \"conversation_id\": \"1212\",\n    \"status\": \"activated\",\n    \"confidence\": 0.99,\n    \"tags\": [\n      \"采购\",\n      \"办公软件\",\n      \"预算\"\n    ],\n    \"update_time\": 1765531700540,\n    \"relativity\": 0.7196722\n  }\n]\n",[113,4015,4016,4028,4032,4051,4069,4087,4106,4120,4138,4156,4170,4182,4192,4202,4212,4222,4232,4242,4250,4254,4268,4281,4285,4289,4308,4327,4346,4364,4379,4397,4415,4429,4441,4452,4463,4471,4475,4490,4503,4507],{"__ignoreMap":111},[116,4017,4018,4020,4022,4024,4026],{"class":118,"line":119},[116,4019,890],{"class":1238},[116,4021,2711],{"class":1241},[116,4023,890],{"class":1238},[116,4025,968],{"class":189},[116,4027,1461],{"class":189},[116,4029,4030],{"class":118,"line":141},[116,4031,2722],{"class":189},[116,4033,4034,4036,4038,4040,4042,4044,4047,4049],{"class":118,"line":151},[116,4035,960],{"class":889},[116,4037,1282],{"class":893},[116,4039,890],{"class":889},[116,4041,968],{"class":189},[116,4043,905],{"class":889},[116,4045,4046],{"class":893},"8a4f3d2e-c417-4e53-bc25-54451abd5ac8",[116,4048,890],{"class":889},[116,4050,978],{"class":189},[116,4052,4053,4055,4057,4059,4061,4063,4065,4067],{"class":118,"line":200},[116,4054,960],{"class":889},[116,4056,2748],{"class":893},[116,4058,890],{"class":889},[116,4060,968],{"class":189},[116,4062,905],{"class":889},[116,4064,2757],{"class":893},[116,4066,890],{"class":889},[116,4068,978],{"class":189},[116,4070,4071,4073,4075,4077,4079,4081,4083,4085],{"class":118,"line":214},[116,4072,960],{"class":889},[116,4074,2768],{"class":893},[116,4076,890],{"class":889},[116,4078,968],{"class":189},[116,4080,905],{"class":889},[116,4082,2777],{"class":893},[116,4084,890],{"class":889},[116,4086,978],{"class":189},[116,4088,4089,4091,4093,4095,4097,4099,4102,4104],{"class":118,"line":219},[116,4090,960],{"class":889},[116,4092,2788],{"class":893},[116,4094,890],{"class":889},[116,4096,968],{"class":189},[116,4098,905],{"class":889},[116,4100,4101],{"class":893},"LongTermMemory",[116,4103,890],{"class":889},[116,4105,978],{"class":189},[116,4107,4108,4110,4112,4114,4116,4118],{"class":118,"line":291},[116,4109,960],{"class":889},[116,4111,2808],{"class":893},[116,4113,890],{"class":889},[116,4115,968],{"class":189},[116,4117,2815],{"class":126},[116,4119,978],{"class":189},[116,4121,4122,4124,4126,4128,4130,4132,4134,4136],{"class":118,"line":303},[116,4123,960],{"class":889},[116,4125,1970],{"class":893},[116,4127,890],{"class":889},[116,4129,968],{"class":189},[116,4131,905],{"class":889},[116,4133,2832],{"class":893},[116,4135,890],{"class":889},[116,4137,978],{"class":189},[116,4139,4140,4142,4144,4146,4148,4150,4152,4154],{"class":118,"line":308},[116,4141,960],{"class":889},[116,4143,1789],{"class":893},[116,4145,890],{"class":889},[116,4147,968],{"class":189},[116,4149,905],{"class":889},[116,4151,2851],{"class":893},[116,4153,890],{"class":889},[116,4155,978],{"class":189},[116,4157,4158,4160,4162,4164,4166,4168],{"class":118,"line":957},[116,4159,960],{"class":889},[116,4161,2862],{"class":893},[116,4163,890],{"class":889},[116,4165,968],{"class":189},[116,4167,2869],{"class":126},[116,4169,978],{"class":189},[116,4171,4172,4174,4176,4178,4180],{"class":118,"line":981},[116,4173,960],{"class":889},[116,4175,2878],{"class":893},[116,4177,890],{"class":889},[116,4179,968],{"class":189},[116,4181,1461],{"class":189},[116,4183,4184,4186,4188,4190],{"class":118,"line":1000},[116,4185,1732],{"class":889},[116,4187,2891],{"class":893},[116,4189,890],{"class":889},[116,4191,978],{"class":189},[116,4193,4194,4196,4198,4200],{"class":118,"line":1006},[116,4195,1732],{"class":889},[116,4197,2902],{"class":893},[116,4199,890],{"class":889},[116,4201,978],{"class":189},[116,4203,4204,4206,4208,4210],{"class":118,"line":1016},[116,4205,1732],{"class":889},[116,4207,2913],{"class":893},[116,4209,890],{"class":889},[116,4211,978],{"class":189},[116,4213,4214,4216,4218,4220],{"class":118,"line":1038},[116,4215,1732],{"class":889},[116,4217,2924],{"class":893},[116,4219,890],{"class":889},[116,4221,978],{"class":189},[116,4223,4224,4226,4228,4230],{"class":118,"line":1083},[116,4225,1732],{"class":889},[116,4227,2935],{"class":893},[116,4229,890],{"class":889},[116,4231,978],{"class":189},[116,4233,4234,4236,4238,4240],{"class":118,"line":1089},[116,4235,1732],{"class":889},[116,4237,2946],{"class":893},[116,4239,890],{"class":889},[116,4241,978],{"class":189},[116,4243,4244,4246,4248],{"class":118,"line":1124},[116,4245,1732],{"class":889},[116,4247,2957],{"class":893},[116,4249,911],{"class":889},[116,4251,4252],{"class":118,"line":1129},[116,4253,2964],{"class":189},[116,4255,4256,4258,4260,4262,4264,4266],{"class":118,"line":1191},[116,4257,960],{"class":889},[116,4259,2971],{"class":893},[116,4261,890],{"class":889},[116,4263,968],{"class":189},[116,4265,2978],{"class":126},[116,4267,978],{"class":189},[116,4269,4270,4272,4274,4276,4278],{"class":118,"line":1196},[116,4271,960],{"class":889},[116,4273,2987],{"class":893},[116,4275,890],{"class":889},[116,4277,968],{"class":189},[116,4279,4280],{"class":126}," 0.8931847\n",[116,4282,4283],{"class":118,"line":1603},[116,4284,1301],{"class":189},[116,4286,4287],{"class":118,"line":1650},[116,4288,2722],{"class":189},[116,4290,4291,4293,4295,4297,4299,4301,4304,4306],{"class":118,"line":1655},[116,4292,960],{"class":889},[116,4294,1282],{"class":893},[116,4296,890],{"class":889},[116,4298,968],{"class":189},[116,4300,905],{"class":889},[116,4302,4303],{"class":893},"a72a04d1-d7ba-4ebd-9410-0097bfa6c20d",[116,4305,890],{"class":889},[116,4307,978],{"class":189},[116,4309,4310,4312,4314,4316,4318,4320,4323,4325],{"class":118,"line":2110},[116,4311,960],{"class":889},[116,4313,2748],{"class":893},[116,4315,890],{"class":889},[116,4317,968],{"class":189},[116,4319,905],{"class":889},[116,4321,4322],{"class":893},"办公软件采购上限",[116,4324,890],{"class":889},[116,4326,978],{"class":189},[116,4328,4329,4331,4333,4335,4337,4339,4342,4344],{"class":118,"line":2129},[116,4330,960],{"class":889},[116,4332,2768],{"class":893},[116,4334,890],{"class":889},[116,4336,968],{"class":189},[116,4338,905],{"class":889},[116,4340,4341],{"class":893},"用户确认办公类软件的采购上限是600元，而不是800元。",[116,4343,890],{"class":889},[116,4345,978],{"class":189},[116,4347,4348,4350,4352,4354,4356,4358,4360,4362],{"class":118,"line":2166},[116,4349,960],{"class":889},[116,4351,2788],{"class":893},[116,4353,890],{"class":889},[116,4355,968],{"class":189},[116,4357,905],{"class":889},[116,4359,2797],{"class":893},[116,4361,890],{"class":889},[116,4363,978],{"class":189},[116,4365,4366,4368,4370,4372,4374,4377],{"class":118,"line":2171},[116,4367,960],{"class":889},[116,4369,2808],{"class":893},[116,4371,890],{"class":889},[116,4373,968],{"class":189},[116,4375,4376],{"class":126}," 1765531700539",[116,4378,978],{"class":189},[116,4380,4381,4383,4385,4387,4389,4391,4393,4395],{"class":118,"line":2205},[116,4382,960],{"class":889},[116,4384,1970],{"class":893},[116,4386,890],{"class":889},[116,4388,968],{"class":189},[116,4390,905],{"class":889},[116,4392,3386],{"class":893},[116,4394,890],{"class":889},[116,4396,978],{"class":189},[116,4398,4399,4401,4403,4405,4407,4409,4411,4413],{"class":118,"line":2210},[116,4400,960],{"class":889},[116,4402,1789],{"class":893},[116,4404,890],{"class":889},[116,4406,968],{"class":189},[116,4408,905],{"class":889},[116,4410,2851],{"class":893},[116,4412,890],{"class":889},[116,4414,978],{"class":189},[116,4416,4417,4419,4421,4423,4425,4427],{"class":118,"line":2257},[116,4418,960],{"class":889},[116,4420,2862],{"class":893},[116,4422,890],{"class":889},[116,4424,968],{"class":189},[116,4426,2869],{"class":126},[116,4428,978],{"class":189},[116,4430,4431,4433,4435,4437,4439],{"class":118,"line":2262},[116,4432,960],{"class":889},[116,4434,2878],{"class":893},[116,4436,890],{"class":889},[116,4438,968],{"class":189},[116,4440,1461],{"class":189},[116,4442,4443,4445,4448,4450],{"class":118,"line":3157},[116,4444,1732],{"class":889},[116,4446,4447],{"class":893},"采购",[116,4449,890],{"class":889},[116,4451,978],{"class":189},[116,4453,4454,4456,4459,4461],{"class":118,"line":3169},[116,4455,1732],{"class":889},[116,4457,4458],{"class":893},"办公软件",[116,4460,890],{"class":889},[116,4462,978],{"class":189},[116,4464,4465,4467,4469],{"class":118,"line":3181},[116,4466,1732],{"class":889},[116,4468,2924],{"class":893},[116,4470,911],{"class":889},[116,4472,4473],{"class":118,"line":3191},[116,4474,2964],{"class":189},[116,4476,4477,4479,4481,4483,4485,4488],{"class":118,"line":3196},[116,4478,960],{"class":889},[116,4480,2971],{"class":893},[116,4482,890],{"class":889},[116,4484,968],{"class":189},[116,4486,4487],{"class":126}," 1765531700540",[116,4489,978],{"class":189},[116,4491,4492,4494,4496,4498,4500],{"class":118,"line":3212},[116,4493,960],{"class":889},[116,4495,2987],{"class":893},[116,4497,890],{"class":889},[116,4499,968],{"class":189},[116,4501,4502],{"class":126}," 0.7196722\n",[116,4504,4505],{"class":118,"line":3226},[116,4506,1003],{"class":189},[116,4508,4509],{"class":118,"line":3231},[116,4510,3234],{"class":189},[14,4512,4513,4518],{},[20,4514,4517],{"href":4515,"rel":4516},"https:\u002F\u002Fmemos-dashboard.openmem.net\u002FknowledgeBase\u002F",[89],"控制台-知识库","中展示了知识库中所有通过自然语言交互，更正或补全知识库记忆的详情。",[14,4520,4521],{},[527,4522],{"alt":4523,"src":4524},"image.png","https:\u002F\u002Fcdn.memtensor.com.cn\u002Fimg\u002F1765970178683_5tuxe4_compressed.png",[39,4526,4527],{},[14,4528,4529,4530,91],{},"有关反馈 API 字段、格式等信息的完整列表，详见",[20,4531,4533],{"href":4532},"\u002Fapi_docs\u002Fmessage\u002Fadd_feedback","Add Feedback 接口文档",[25,4535],{},[28,4537,4539],{"id":4538},"_5-更多功能上传技能文档","5. 更多功能：上传技能文档",[14,4541,4542,4543,91],{},"如果你希望知识库不仅返回知识内容，还能返回可复用的任务处理流程，可以在知识库中上传技能（Skill）文档。与普通文档不同，上传技能文档时需要将文件类型标记为 ",[113,4544,4545],{},"skill",[14,4547,4548],{},"上传成功后，检索时可同时召回知识库记忆和匹配的技能。",[39,4550,4551],{},[14,4552,4553,4554,4558],{},"技能文件的详细工作原理与使用示例，请查看 ",[20,4555,4557],{"href":4556},"\u002Fmemos_cloud\u002Ffeatures\u002Fskill","技能 Skill"," 中的完整示例。",[834,4560,4561],{},[106,4562,4564],{"className":108,"code":4563,"filename":839,"language":110,"meta":111,"style":111},"import os\nimport requests\nimport json\n\n# 替换成你的 MemOS API Key\nos.environ[\"MEMOS_API_KEY\"] = \"YOUR_API_KEY\"\nos.environ[\"MEMOS_BASE_URL\"] = \"https:\u002F\u002Fmemos.memtensor.cn\u002Fapi\u002Fopenmem\u002Fv1\"\n\ndata = {\n    \"knowledgebase_id\": \"idxxxxx\",  # 替换成你的知识库ID\n    \"file\": [\n        {\n            \"type\": \"skill\",\n            \"content\": \"https:\u002F\u002Fcdn.memtensor.com.cn\u002Ffile\u002FSKILL.md\"\n        }\n    ]\n}\n\nheaders = {\n  \"Content-Type\": \"application\u002Fjson\",\n  \"Authorization\": f\"Token {os.environ['MEMOS_API_KEY']}\"\n}\nurl = f\"{os.environ['MEMOS_BASE_URL']}\u002Fadd\u002Fknowledgebase-file\"\n\nres = requests.post(url=url, headers=headers, data=json.dumps(data))\n\nprint(f\"result: {res.json()}\")\n",[113,4565,4566,4572,4578,4584,4588,4592,4618,4644,4648,4656,4677,4689,4694,4714,4731,4736,4740,4744,4748,4756,4774,4810,4814,4846,4850,4896,4900],{"__ignoreMap":111},[116,4567,4568,4570],{"class":118,"line":119},[116,4569,847],{"class":846},[116,4571,850],{"class":130},[116,4573,4574,4576],{"class":118,"line":141},[116,4575,847],{"class":846},[116,4577,857],{"class":130},[116,4579,4580,4582],{"class":118,"line":151},[116,4581,847],{"class":846},[116,4583,864],{"class":130},[116,4585,4586],{"class":118,"line":200},[116,4587,181],{"emptyLinePlaceholder":180},[116,4589,4590],{"class":118,"line":214},[116,4591,873],{"class":174},[116,4593,4594,4596,4598,4600,4602,4604,4606,4608,4610,4612,4614,4616],{"class":118,"line":219},[116,4595,878],{"class":130},[116,4597,190],{"class":189},[116,4599,883],{"class":193},[116,4601,886],{"class":189},[116,4603,890],{"class":889},[116,4605,894],{"class":893},[116,4607,890],{"class":889},[116,4609,899],{"class":189},[116,4611,902],{"class":402},[116,4613,905],{"class":889},[116,4615,908],{"class":893},[116,4617,911],{"class":889},[116,4619,4620,4622,4624,4626,4628,4630,4632,4634,4636,4638,4640,4642],{"class":118,"line":291},[116,4621,878],{"class":130},[116,4623,190],{"class":189},[116,4625,883],{"class":193},[116,4627,886],{"class":189},[116,4629,890],{"class":889},[116,4631,926],{"class":893},[116,4633,890],{"class":889},[116,4635,899],{"class":189},[116,4637,902],{"class":402},[116,4639,905],{"class":889},[116,4641,937],{"class":893},[116,4643,911],{"class":889},[116,4645,4646],{"class":118,"line":303},[116,4647,181],{"emptyLinePlaceholder":180},[116,4649,4650,4652,4654],{"class":118,"line":308},[116,4651,948],{"class":130},[116,4653,951],{"class":402},[116,4655,954],{"class":189},[116,4657,4658,4660,4662,4664,4666,4668,4670,4672,4674],{"class":118,"line":957},[116,4659,960],{"class":889},[116,4661,1433],{"class":893},[116,4663,890],{"class":889},[116,4665,968],{"class":189},[116,4667,905],{"class":889},[116,4669,1291],{"class":893},[116,4671,890],{"class":889},[116,4673,1157],{"class":189},[116,4675,4676],{"class":174},"  # 替换成你的知识库ID\n",[116,4678,4679,4681,4683,4685,4687],{"class":118,"line":981},[116,4680,960],{"class":889},[116,4682,1454],{"class":893},[116,4684,890],{"class":889},[116,4686,968],{"class":189},[116,4688,1461],{"class":189},[116,4690,4691],{"class":118,"line":1000},[116,4692,4693],{"class":189},"        {\n",[116,4695,4696,4699,4702,4704,4706,4708,4710,4712],{"class":118,"line":1006},[116,4697,4698],{"class":889},"            \"",[116,4700,4701],{"class":893},"type",[116,4703,890],{"class":889},[116,4705,968],{"class":189},[116,4707,905],{"class":889},[116,4709,4545],{"class":893},[116,4711,890],{"class":889},[116,4713,978],{"class":189},[116,4715,4716,4718,4720,4722,4724,4726,4729],{"class":118,"line":1016},[116,4717,4698],{"class":889},[116,4719,1471],{"class":893},[116,4721,890],{"class":889},[116,4723,968],{"class":189},[116,4725,905],{"class":889},[116,4727,4728],{"class":893},"https:\u002F\u002Fcdn.memtensor.com.cn\u002Ffile\u002FSKILL.md",[116,4730,911],{"class":889},[116,4732,4733],{"class":118,"line":1038},[116,4734,4735],{"class":189},"        }\n",[116,4737,4738],{"class":118,"line":1083},[116,4739,1489],{"class":189},[116,4741,4742],{"class":118,"line":1089},[116,4743,1086],{"class":189},[116,4745,4746],{"class":118,"line":1124},[116,4747,181],{"emptyLinePlaceholder":180},[116,4749,4750,4752,4754],{"class":118,"line":1129},[116,4751,1009],{"class":130},[116,4753,951],{"class":402},[116,4755,954],{"class":189},[116,4757,4758,4760,4762,4764,4766,4768,4770,4772],{"class":118,"line":1191},[116,4759,1019],{"class":889},[116,4761,1022],{"class":893},[116,4763,890],{"class":889},[116,4765,968],{"class":189},[116,4767,905],{"class":889},[116,4769,1031],{"class":893},[116,4771,890],{"class":889},[116,4773,978],{"class":189},[116,4775,4776,4778,4780,4782,4784,4786,4788,4790,4792,4794,4796,4798,4800,4802,4804,4806,4808],{"class":118,"line":1196},[116,4777,1019],{"class":889},[116,4779,1043],{"class":893},[116,4781,890],{"class":889},[116,4783,968],{"class":189},[116,4785,1051],{"class":1050},[116,4787,1054],{"class":893},[116,4789,1058],{"class":1057},[116,4791,878],{"class":130},[116,4793,190],{"class":189},[116,4795,883],{"class":193},[116,4797,886],{"class":189},[116,4799,1069],{"class":889},[116,4801,894],{"class":893},[116,4803,1069],{"class":889},[116,4805,899],{"class":189},[116,4807,1078],{"class":1057},[116,4809,911],{"class":893},[116,4811,4812],{"class":118,"line":1603},[116,4813,1086],{"class":189},[116,4815,4816,4818,4820,4822,4824,4826,4828,4830,4832,4834,4836,4838,4840,4842,4844],{"class":118,"line":1650},[116,4817,1092],{"class":130},[116,4819,951],{"class":402},[116,4821,1051],{"class":1050},[116,4823,890],{"class":893},[116,4825,1058],{"class":1057},[116,4827,878],{"class":130},[116,4829,190],{"class":189},[116,4831,883],{"class":193},[116,4833,886],{"class":189},[116,4835,1069],{"class":889},[116,4837,926],{"class":893},[116,4839,1069],{"class":889},[116,4841,899],{"class":189},[116,4843,1078],{"class":1057},[116,4845,1596],{"class":893},[116,4847,4848],{"class":118,"line":1655},[116,4849,181],{"emptyLinePlaceholder":180},[116,4851,4852,4854,4856,4858,4860,4862,4864,4866,4868,4870,4872,4874,4876,4878,4880,4882,4884,4886,4888,4890,4892,4894],{"class":118,"line":2110},[116,4853,1132],{"class":130},[116,4855,951],{"class":402},[116,4857,1137],{"class":130},[116,4859,190],{"class":189},[116,4861,1143],{"class":1142},[116,4863,1146],{"class":189},[116,4865,1150],{"class":1149},[116,4867,951],{"class":402},[116,4869,1150],{"class":1142},[116,4871,1157],{"class":189},[116,4873,1160],{"class":1149},[116,4875,951],{"class":402},[116,4877,1165],{"class":1142},[116,4879,1157],{"class":189},[116,4881,1170],{"class":1149},[116,4883,951],{"class":402},[116,4885,1175],{"class":1142},[116,4887,190],{"class":189},[116,4889,1180],{"class":1142},[116,4891,1146],{"class":189},[116,4893,1185],{"class":1142},[116,4895,1188],{"class":189},[116,4897,4898],{"class":118,"line":2129},[116,4899,181],{"emptyLinePlaceholder":180},[116,4901,4902,4904,4906,4908,4910,4912,4914,4916,4918,4920,4922,4924],{"class":118,"line":2166},[116,4903,1200],{"class":1199},[116,4905,1146],{"class":189},[116,4907,1205],{"class":1050},[116,4909,1208],{"class":893},[116,4911,1058],{"class":1057},[116,4913,1213],{"class":1142},[116,4915,190],{"class":189},[116,4917,1175],{"class":1142},[116,4919,1220],{"class":189},[116,4921,1078],{"class":1057},[116,4923,890],{"class":893},[116,4925,1227],{"class":189},[4927,4928,4929],"style",{},"html pre.shiki code .sZaqd, html code.shiki .sZaqd{--shiki-light:#90A4AE;--shiki-default:#023B95;--shiki-dark:#79C0FF}html pre.shiki code .sJNII, html code.shiki .sJNII{--shiki-light:#F76D47;--shiki-default:#023B95;--shiki-dark:#79C0FF}html pre.shiki code .s5ojA, html code.shiki .s5ojA{--shiki-light:#90A4AE;--shiki-default:#0E1116;--shiki-dark:#E6EDF3}html pre.shiki code .ssLBp, html code.shiki .ssLBp{--shiki-light:#90A4AE;--shiki-light-font-style:inherit;--shiki-default:#6E011A;--shiki-default-font-style:italic;--shiki-dark:#FFA198;--shiki-dark-font-style:italic}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: 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.sfVK4{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#66707B;--shiki-default-font-style:inherit;--shiki-dark:#8B949E;--shiki-dark-font-style:inherit}html pre.shiki code .suWxN, html code.shiki .suWxN{--shiki-light:#39ADB5;--shiki-default:#0E1116;--shiki-dark:#E6EDF3}html pre.shiki code .s5qkx, html code.shiki .s5qkx{--shiki-light:#E53935;--shiki-default:#0E1116;--shiki-dark:#E6EDF3}html pre.shiki code .saN0X, html code.shiki .saN0X{--shiki-light:#39ADB5;--shiki-default:#A0111F;--shiki-dark:#FF7B72}html pre.shiki code .sBMTB, html code.shiki .sBMTB{--shiki-light:#39ADB5;--shiki-light-font-style:italic;--shiki-default:#A0111F;--shiki-default-font-style:inherit;--shiki-dark:#FF7B72;--shiki-dark-font-style:inherit}html pre.shiki code .sjUum, html code.shiki .sjUum{--shiki-light:#39ADB5;--shiki-default:#032563;--shiki-dark:#A5D6FF}html pre.shiki code .sp1uZ, html code.shiki .sp1uZ{--shiki-light:#91B859;--shiki-default:#032563;--shiki-dark:#A5D6FF}html pre.shiki code .sZ6T4, html code.shiki .sZ6T4{--shiki-light:#9C3EDA;--shiki-default:#A0111F;--shiki-dark:#FF7B72}html pre.shiki code .scyET, html code.shiki .scyET{--shiki-light:#F76D47;--shiki-default:#A0111F;--shiki-dark:#FF7B72}html pre.shiki code .sa-2m, html code.shiki .sa-2m{--shiki-light:#6182B8;--shiki-default:#0E1116;--shiki-dark:#E6EDF3}html pre.shiki code .sp4zP, html code.shiki .sp4zP{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#702C00;--shiki-default-font-style:inherit;--shiki-dark:#FFA657;--shiki-dark-font-style:inherit}html pre.shiki code .svxCd, html code.shiki .svxCd{--shiki-light:#6182B8;--shiki-default:#023B95;--shiki-dark:#79C0FF}html pre.shiki code .s9tbJ, html code.shiki .s9tbJ{--shiki-light:#39ADB5;--shiki-light-font-style:italic;--shiki-default:#032563;--shiki-default-font-style:inherit;--shiki-dark:#A5D6FF;--shiki-dark-font-style:inherit}html pre.shiki code .soLfw, html code.shiki .soLfw{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#032563;--shiki-default-font-style:inherit;--shiki-dark:#A5D6FF;--shiki-dark-font-style:inherit}html pre.shiki code .smHB8, html code.shiki .smHB8{--shiki-light:#39ADB5;--shiki-default:#023B95;--shiki-dark:#79C0FF}",{"title":111,"searchDepth":141,"depth":141,"links":4931},[4932,4933,4934,4939,4946],{"id":30,"depth":141,"text":31},{"id":524,"depth":141,"text":525},{"id":593,"depth":141,"text":594,"children":4935},[4936,4937,4938],{"id":598,"depth":151,"text":598},{"id":691,"depth":151,"text":691},{"id":720,"depth":151,"text":720},{"id":822,"depth":141,"text":823,"children":4940},[4941,4942,4943,4944,4945],{"id":831,"depth":151,"text":832},{"id":1328,"depth":151,"text":1329},{"id":1835,"depth":151,"text":1835},{"id":2291,"depth":151,"text":2291},{"id":3239,"depth":151,"text":3239},{"id":4538,"depth":141,"text":4539},"创建项目关联的知识库，检索时结合记忆与知识库。","md",{},"\u002Fcn\u002Fmemos_cloud\u002Ffeatures\u002Fknowledge_base",{"title":5,"description":111},"cn\u002Fmemos_cloud\u002Ffeatures\u002Fknowledge_base","OM2BVUM41rSOcVF6sDR4EnTlcSGfkkDzF31NMkKSLaI",[4955,4963],{"title":4956,"path":4957,"stem":4958,"icon":4959,"framework":6,"module":6,"class":4960,"target":-1,"active":4961,"defaultOpen":4961,"children":-1,"description":4962},"Skill 管理","\u002Fcn\u002Fmemos_cloud\u002Ffeatures\u002Fskill","memos_cloud\u002Ffeatures\u002Fskill","i-ri-function-line",[],false,"为 Agent 检索可复用的相关技能，支持对话自动生成和自定义上传两种方式。",{"title":4964,"path":4965,"stem":4966,"icon":4967,"framework":6,"module":6,"class":4968,"target":-1,"active":4961,"defaultOpen":4961,"children":-1,"description":4969},"工具记忆","\u002Fcn\u002Fmemos_cloud\u002Ffeatures\u002Ftool_calling","memos_cloud\u002Ffeatures\u002Ftool_calling","i-ri-tools-line",[],"添加工具调用信息，将工具调用的决策、执行结果及其使用轨迹统一纳入 MemOS 记忆。",1781252502900]