[{"data":1,"prerenderedAt":4444},["ShallowReactive",2],{"\u002Fcn\u002Fmemos_cloud\u002Ffeatures\u002Fadvanced\u002Fknowledge_base":3,"surround-\u002Fcn\u002Fmemos_cloud\u002Ffeatures\u002Fadvanced\u002Fknowledge_base":4428},{"id":4,"title":5,"avatar":6,"banner":6,"body":7,"category":6,"desc":4421,"description":111,"extension":4422,"links":6,"meta":4423,"navigation":6,"path":4424,"seo":4425,"stem":4426,"__hash__":4427},"docs\u002Fcn\u002Fmemos_cloud\u002Ffeatures\u002Fadvanced\u002Fknowledge_base.md","知识库Knowledgebase",null,{"type":8,"value":9,"toc":4406},"minimark",[10,24,27,32,35,38,92,95,100,105,152,157,214,219,303,305,307,312,316,349,353,433,437,498,500,504,508,511,557,567,569,573,577,580,591,645,670,672,675,686,699,701,705,708,710,714,1200,1202,1206,1708,1710,1713,1726,2164,2166,2169,2179,3107,3109,3112,3119,3122,3131,3491,3500,3876,3879,4379,4387,4393,4402],[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 material-theme material-theme-palenight","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","",[113,114,115,131,141],"code",{"__ignoreMap":111},[116,117,120,124,128],"span",{"class":118,"line":119},"line",1,[116,121,123],{"class":122},"sTEyZ","DAY ",[116,125,127],{"class":126},"sbssI","1",[116,129,130],{"class":122}," 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。\n",[116,132,134,136,138],{"class":118,"line":133},2,[116,135,123],{"class":122},[116,137,127],{"class":126},[116,139,140],{"class":122}," 用户在助手推荐下购买了 A 羊肉幼犬狗粮。\n",[116,142,144,146,149],{"class":118,"line":143},3,[116,145,123],{"class":122},[116,147,148],{"class":126},"10",[116,150,151],{"class":122}," 用户询问：狗狗吃这款狗粮会拉稀，我想换一款狗粮。\n",[14,153,154],{},[17,155,156],{},"RAG 方案",[106,158,160],{"className":108,"code":159,"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",[113,161,162,168,174,189,203,208],{"__ignoreMap":111},[116,163,164],{"class":118,"line":119},[116,165,167],{"class":166},"sHwdD","# 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",[116,169,170],{"class":118,"line":133},[116,171,173],{"emptyLinePlaceholder":172},true,"\n",[116,175,176,178,182,186],{"class":118,"line":143},[116,177,127],{"class":126},[116,179,181],{"class":180},"sMK4o",".",[116,183,185],{"class":184},"swJcz"," 狗粮拉稀常见原因说明",[116,187,188],{"class":122},"：可以更换低敏狗粮。\n",[116,190,192,195,197,200],{"class":118,"line":191},4,[116,193,194],{"class":126},"2",[116,196,181],{"class":180},[116,198,199],{"class":184}," 低敏幼犬狗粮推荐",[116,201,202],{"class":122},"：B（鸡肉）、C（三文鱼）。\n",[116,204,206],{"class":118,"line":205},5,[116,207,173],{"emptyLinePlaceholder":172},[116,209,211],{"class":118,"line":210},6,[116,212,213],{"class":166},"# 🤦 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",[14,215,216],{},[17,217,218],{},"MemOS 方案",[106,220,222],{"className":108,"code":221,"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",[113,223,224,229,233,245,257,269,280,292,297],{"__ignoreMap":111},[116,225,226],{"class":118,"line":119},[116,227,228],{"class":166},"# 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",[116,230,231],{"class":118,"line":133},[116,232,173],{"emptyLinePlaceholder":172},[116,234,235,237,239,242],{"class":118,"line":143},[116,236,127],{"class":126},[116,238,181],{"class":180},[116,240,241],{"class":184}," 用户家中有一只三个月大的金毛犬",[116,243,244],{"class":122},"，体重约12斤。\n",[116,246,247,249,251,254],{"class":118,"line":191},[116,248,194],{"class":126},[116,250,181],{"class":180},[116,252,253],{"class":184}," 用户家的狗狗不吃鸡肉口味狗粮",[116,255,256],{"class":122},"。\n",[116,258,259,262,264,267],{"class":118,"line":205},[116,260,261],{"class":126},"3",[116,263,181],{"class":180},[116,265,266],{"class":184}," 用户之前购买的是羊肉幼犬狗粮",[116,268,256],{"class":122},[116,270,271,274,276,278],{"class":118,"line":210},[116,272,273],{"class":126},"4",[116,275,181],{"class":180},[116,277,185],{"class":184},[116,279,188],{"class":122},[116,281,283,286,288,290],{"class":118,"line":282},7,[116,284,285],{"class":126},"5",[116,287,181],{"class":180},[116,289,199],{"class":184},[116,291,202],{"class":122},[116,293,295],{"class":118,"line":294},8,[116,296,173],{"emptyLinePlaceholder":172},[116,298,300],{"class":118,"line":299},9,[116,301,302],{"class":166},"# ✅ 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",[25,304],{},[25,306],{},[14,308,309],{},[17,310,311],{},"企业知识库助手",[14,313,314],{},[17,315,104],{},[106,317,319],{"className":108,"code":318,"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",[113,320,321,330,339],{"__ignoreMap":111},[116,322,323,325,327],{"class":118,"line":119},[116,324,123],{"class":122},[116,326,127],{"class":126},[116,328,329],{"class":122}," 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？\n",[116,331,332,334,336],{"class":118,"line":133},[116,333,123],{"class":122},[116,335,127],{"class":126},[116,337,338],{"class":122}," 助手提供了 Intel 版本的安装步骤。\n",[116,340,341,343,346],{"class":118,"line":143},[116,342,123],{"class":122},[116,344,345],{"class":126},"20",[116,347,348],{"class":122}," 员工询问：内网代理打不开了，我该重新装哪个版本？\n",[14,350,351],{},[17,352,156],{},[106,354,356],{"className":108,"code":355,"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",[113,357,358,363,367,376,391,403,412,424,428],{"__ignoreMap":111},[116,359,360],{"class":118,"line":119},[116,361,362],{"class":166},"# 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",[116,364,365],{"class":118,"line":133},[116,366,173],{"emptyLinePlaceholder":172},[116,368,369,371,373],{"class":118,"line":143},[116,370,127],{"class":126},[116,372,181],{"class":180},[116,374,375],{"class":184}," 内网代理常见故障排查\n",[116,377,378,380,382,385,388],{"class":118,"line":191},[116,379,194],{"class":126},[116,381,181],{"class":180},[116,383,384],{"class":184}," M1",[116,386,387],{"class":180},"\u002F",[116,389,390],{"class":122},"M2（ARM）版本的内网代理安装说明\n",[116,392,393,395,397,400],{"class":118,"line":205},[116,394,261],{"class":126},[116,396,181],{"class":180},[116,398,399],{"class":184}," Windows",[116,401,402],{"class":122}," 内网代理客户端安装说明\n",[116,404,405,407,409],{"class":118,"line":210},[116,406,273],{"class":126},[116,408,181],{"class":180},[116,410,411],{"class":184}," 网络连接与证书问题\n",[116,413,414,416,418,421],{"class":118,"line":282},[116,415,285],{"class":126},[116,417,181],{"class":180},[116,419,420],{"class":184}," 通用",[116,422,423],{"class":122}," FAQ\n",[116,425,426],{"class":118,"line":294},[116,427,173],{"emptyLinePlaceholder":172},[116,429,430],{"class":118,"line":299},[116,431,432],{"class":166},"# 🤦 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",[14,434,435],{},[17,436,218],{},[106,438,440],{"className":108,"code":439,"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",[113,441,442,447,451,469,477,489,493],{"__ignoreMap":111},[116,443,444],{"class":118,"line":119},[116,445,446],{"class":166},"# 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",[116,448,449],{"class":118,"line":133},[116,450,173],{"emptyLinePlaceholder":172},[116,452,453,455,457,460,463,466],{"class":118,"line":143},[116,454,127],{"class":126},[116,456,181],{"class":180},[116,458,459],{"class":184}," 用户在20天前安装了公司内网代理",[116,461,462],{"class":122},"，他的设备是 MacBook Pro ",[116,464,465],{"class":126},"13",[116,467,468],{"class":122},"（Intel）\n",[116,470,471,473,475],{"class":118,"line":191},[116,472,194],{"class":126},[116,474,181],{"class":180},[116,476,375],{"class":184},[116,478,479,481,483,486],{"class":118,"line":205},[116,480,261],{"class":126},[116,482,181],{"class":180},[116,484,485],{"class":184}," Intel",[116,487,488],{"class":122}," 版本的内网代理安装说明\n",[116,490,491],{"class":118,"line":210},[116,492,173],{"emptyLinePlaceholder":172},[116,494,495],{"class":118,"line":282},[116,496,497],{"class":166},"# ✅ 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",[25,499],{},[28,501,503],{"id":502},"_2-工作原理","2. 工作原理",[505,506],"img",{"src":507},"https:\u002F\u002Fcdn.memtensor.com.cn\u002Fimg\u002F1769591271771_tg0p0l_compressed.png",[14,509,510],{},"上图展示了终端用户、您构建的 AI Agent 与 MemOS 的完整交互流程：",[512,513,514,521,527,548,554],"ol",{},[53,515,516,517,520],{},"调用",[113,518,519],{},"create\u002Fknowledgebase","接口 \u002F 在控制台点击“添加知识库”，创建 MemOS 知识库。",[53,522,516,523,526],{},[113,524,525],{},"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。",[53,528,529,530,532,533,535,536,538,539,541,542,544,545,547],{},"MemOS 接收到请求后，会依次完成以下处理，生成知识库记忆：\n",[25,531],{},"    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",[25,534],{},"    b. 文档存储：文档上传成功后由 MemOS 保存，并进入处理队列；\n",[25,537],{},"    c. 文档解析：按不同文件类型解析文档原文内容；\n",[25,540],{},"    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",[25,543],{},"    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",[25,546],{},"    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。",[53,549,516,550,553],{},[113,551,552],{},"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。",[53,555,556],{},"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。",[39,558,559],{},[14,560,561,46,564,566],{},[17,562,563],{},"知识库记忆为什么没有单独的检索接口？",[25,565],{},"\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。",[25,568],{},[28,570,572],{"id":571},"_3-知识库要求","3. 知识库要求",[574,575,576],"h3",{"id":576},"容量限制",[14,578,579],{},"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。",[39,581,582],{},[14,583,584,585,590],{},"目前，所有版本限时免费，欢迎前往",[20,586,589],{"href":587,"rel":588},"https:\u002F\u002Fmemos.openmem.net\u002Fcn\u002Fpricing",[89],"官网-价格","，申请符合你需求的版本。",[592,593,594,611],"table",{},[595,596,597],"thead",{},[598,599,600,606],"tr",{},[601,602,603],"th",{},[17,604,605],{},"版本",[601,607,608],{},[17,609,610],{},"知识库存储限制",[612,613,614,625,635],"tbody",{},[598,615,616,622],{},[617,618,619],"td",{},[17,620,621],{},"免费版",[617,623,624],{},"知识库个数：10个；单知识库存储空间：1G",[598,626,627,632],{},[617,628,629],{},[17,630,631],{},"入门版",[617,633,634],{},"知识库个数：30个；单知识库存储空间：10G",[598,636,637,642],{},[617,638,639],{},[17,640,641],{},"专业版",[617,643,644],{},"知识库个数：100个；单知识库存储空间：100G",[11,646,647,659,667],{},[14,648,649,650,652,653,656,657],{}," 注意",[25,651],{},"\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 ",[17,654,655],{},"不会清空已有知识库数据","，但将限制以下操作：",[25,658],{},[50,660,661,664],{},[53,662,663],{},"无法创建新的知识库",[53,665,666],{},"无法继续上传新文档",[14,668,669],{},"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。",[25,671],{},[574,673,674],{"id":674},"文档限制",[512,676,677,680,683],{},[53,678,679],{},"支持上传的文档类型：PDF、DOCX、DOC、TXT、JSON、MD、XML",[53,681,682],{},"单文件大小上限：不超过 100 MB、500页",[53,684,685],{},"单次上传的文件数量上限：不超过20个",[11,687,688],{},[14,689,649,690,692,693,91,696,698],{},[25,691],{},"\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",[17,694,695],{},"处理失败",[25,697],{},"\n请根据限制要求调整文件后，重新发起上传请求。",[25,700],{},[28,702,704],{"id":703},"_4-使用示例","4. 使用示例",[14,706,707],{},"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」。",[25,709],{},[574,711,713],{"id":712},"创建知识库财务报销知识库","创建知识库：财务报销知识库",[715,716,717,1106],"code-group",{},[106,718,721],{"className":108,"code":719,"filename":720,"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)",[113,722,723,732,739,746,750,755,792,820,824,835,859,878,884,894,916,960,966,1001,1006,1068,1073],{"__ignoreMap":111},[116,724,725,729],{"class":118,"line":119},[116,726,728],{"class":727},"s7zQu","import",[116,730,731],{"class":122}," os\n",[116,733,734,736],{"class":118,"line":133},[116,735,728],{"class":727},[116,737,738],{"class":122}," requests\n",[116,740,741,743],{"class":118,"line":143},[116,742,728],{"class":727},[116,744,745],{"class":122}," json\n",[116,747,748],{"class":118,"line":191},[116,749,173],{"emptyLinePlaceholder":172},[116,751,752],{"class":118,"line":205},[116,753,754],{"class":166},"# 替换成你的 MemOS API Key\n",[116,756,757,760,762,765,768,771,775,777,780,783,786,789],{"class":118,"line":210},[116,758,759],{"class":122},"os",[116,761,181],{"class":180},[116,763,764],{"class":184},"environ",[116,766,767],{"class":180},"[",[116,769,770],{"class":180},"\"",[116,772,774],{"class":773},"sfazB","MEMOS_API_KEY",[116,776,770],{"class":180},[116,778,779],{"class":180},"]",[116,781,782],{"class":180}," =",[116,784,785],{"class":180}," \"",[116,787,788],{"class":773},"YOUR_API_KEY",[116,790,791],{"class":180},"\"\n",[116,793,794,796,798,800,802,804,807,809,811,813,815,818],{"class":118,"line":282},[116,795,759],{"class":122},[116,797,181],{"class":180},[116,799,764],{"class":184},[116,801,767],{"class":180},[116,803,770],{"class":180},[116,805,806],{"class":773},"MEMOS_BASE_URL",[116,808,770],{"class":180},[116,810,779],{"class":180},[116,812,782],{"class":180},[116,814,785],{"class":180},[116,816,817],{"class":773},"https:\u002F\u002Fmemos.memtensor.cn\u002Fapi\u002Fopenmem\u002Fv1",[116,819,791],{"class":180},[116,821,822],{"class":118,"line":294},[116,823,173],{"emptyLinePlaceholder":172},[116,825,826,829,832],{"class":118,"line":299},[116,827,828],{"class":122},"data ",[116,830,831],{"class":180},"=",[116,833,834],{"class":180}," {\n",[116,836,838,841,844,846,849,851,854,856],{"class":118,"line":837},10,[116,839,840],{"class":180},"    \"",[116,842,843],{"class":773},"knowledgebase_name",[116,845,770],{"class":180},[116,847,848],{"class":180},":",[116,850,785],{"class":180},[116,852,853],{"class":773},"财务报销知识库",[116,855,770],{"class":180},[116,857,858],{"class":180},",\n",[116,860,862,864,867,869,871,873,876],{"class":118,"line":861},11,[116,863,840],{"class":180},[116,865,866],{"class":773},"knowledgebase_description",[116,868,770],{"class":180},[116,870,848],{"class":180},[116,872,785],{"class":180},[116,874,875],{"class":773},"本公司所有财务报销相关的知识汇总",[116,877,791],{"class":180},[116,879,881],{"class":118,"line":880},12,[116,882,883],{"class":180},"  }\n",[116,885,887,890,892],{"class":118,"line":886},13,[116,888,889],{"class":122},"headers ",[116,891,831],{"class":180},[116,893,834],{"class":180},[116,895,897,900,903,905,907,909,912,914],{"class":118,"line":896},14,[116,898,899],{"class":180},"  \"",[116,901,902],{"class":773},"Content-Type",[116,904,770],{"class":180},[116,906,848],{"class":180},[116,908,785],{"class":180},[116,910,911],{"class":773},"application\u002Fjson",[116,913,770],{"class":180},[116,915,858],{"class":180},[116,917,919,921,924,926,928,932,935,938,940,942,944,946,949,951,953,955,958],{"class":118,"line":918},15,[116,920,899],{"class":180},[116,922,923],{"class":773},"Authorization",[116,925,770],{"class":180},[116,927,848],{"class":180},[116,929,931],{"class":930},"spNyl"," f",[116,933,934],{"class":773},"\"Token ",[116,936,937],{"class":126},"{",[116,939,759],{"class":122},[116,941,181],{"class":180},[116,943,764],{"class":184},[116,945,767],{"class":180},[116,947,948],{"class":180},"'",[116,950,774],{"class":773},[116,952,948],{"class":180},[116,954,779],{"class":180},[116,956,957],{"class":126},"}",[116,959,791],{"class":773},[116,961,963],{"class":118,"line":962},16,[116,964,965],{"class":180},"}\n",[116,967,969,972,974,976,978,980,982,984,986,988,990,992,994,996,998],{"class":118,"line":968},17,[116,970,971],{"class":122},"url ",[116,973,831],{"class":180},[116,975,931],{"class":930},[116,977,770],{"class":773},[116,979,937],{"class":126},[116,981,759],{"class":122},[116,983,181],{"class":180},[116,985,764],{"class":184},[116,987,767],{"class":180},[116,989,948],{"class":180},[116,991,806],{"class":773},[116,993,948],{"class":180},[116,995,779],{"class":180},[116,997,957],{"class":126},[116,999,1000],{"class":773},"\u002Fcreate\u002Fknowledgebase\"\n",[116,1002,1004],{"class":118,"line":1003},18,[116,1005,173],{"emptyLinePlaceholder":172},[116,1007,1009,1012,1014,1017,1019,1023,1026,1030,1032,1034,1037,1040,1042,1045,1047,1050,1052,1055,1057,1060,1062,1065],{"class":118,"line":1008},19,[116,1010,1011],{"class":122},"res ",[116,1013,831],{"class":180},[116,1015,1016],{"class":122}," requests",[116,1018,181],{"class":180},[116,1020,1022],{"class":1021},"s2Zo4","post",[116,1024,1025],{"class":180},"(",[116,1027,1029],{"class":1028},"sHdIc","url",[116,1031,831],{"class":180},[116,1033,1029],{"class":1021},[116,1035,1036],{"class":180},",",[116,1038,1039],{"class":1028}," headers",[116,1041,831],{"class":180},[116,1043,1044],{"class":1021},"headers",[116,1046,1036],{"class":180},[116,1048,1049],{"class":1028}," data",[116,1051,831],{"class":180},[116,1053,1054],{"class":1021},"json",[116,1056,181],{"class":180},[116,1058,1059],{"class":1021},"dumps",[116,1061,1025],{"class":180},[116,1063,1064],{"class":1021},"data",[116,1066,1067],{"class":180},"))\n",[116,1069,1071],{"class":118,"line":1070},20,[116,1072,173],{"emptyLinePlaceholder":172},[116,1074,1076,1079,1081,1084,1087,1089,1092,1094,1096,1099,1101,1103],{"class":118,"line":1075},21,[116,1077,1078],{"class":1021},"print",[116,1080,1025],{"class":180},[116,1082,1083],{"class":930},"f",[116,1085,1086],{"class":773},"\"result: ",[116,1088,937],{"class":126},[116,1090,1091],{"class":1021},"res",[116,1093,181],{"class":180},[116,1095,1054],{"class":1021},[116,1097,1098],{"class":180},"()",[116,1100,957],{"class":126},[116,1102,770],{"class":773},[116,1104,1105],{"class":180},")\n",[106,1107,1110],{"className":108,"code":1108,"filename":1109,"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",[113,1111,1112,1125,1140,1152,1173,1178,1196],{"__ignoreMap":111},[116,1113,1114,1116,1119,1121,1123],{"class":118,"line":119},[116,1115,770],{"class":727},[116,1117,1118],{"class":166},"result",[116,1120,770],{"class":727},[116,1122,848],{"class":180},[116,1124,834],{"class":180},[116,1126,1127,1129,1131,1133,1135,1138],{"class":118,"line":133},[116,1128,899],{"class":180},[116,1130,113],{"class":773},[116,1132,770],{"class":180},[116,1134,848],{"class":180},[116,1136,1137],{"class":126}," 0",[116,1139,858],{"class":180},[116,1141,1142,1144,1146,1148,1150],{"class":118,"line":143},[116,1143,899],{"class":180},[116,1145,1064],{"class":773},[116,1147,770],{"class":180},[116,1149,848],{"class":180},[116,1151,834],{"class":180},[116,1153,1154,1156,1159,1161,1163,1165,1168,1170],{"class":118,"line":191},[116,1155,840],{"class":180},[116,1157,1158],{"class":773},"id",[116,1160,770],{"class":180},[116,1162,848],{"class":180},[116,1164,785],{"class":180},[116,1166,1167],{"class":773},"idxxxxx",[116,1169,770],{"class":180},[116,1171,1172],{"class":166},"  # 替换成上方创建的知识库ID\n",[116,1174,1175],{"class":118,"line":205},[116,1176,1177],{"class":180},"  },\n",[116,1179,1180,1182,1185,1187,1189,1191,1194],{"class":118,"line":210},[116,1181,899],{"class":180},[116,1183,1184],{"class":773},"message",[116,1186,770],{"class":180},[116,1188,848],{"class":180},[116,1190,785],{"class":180},[116,1192,1193],{"class":773},"ok",[116,1195,791],{"class":180},[116,1197,1198],{"class":118,"line":282},[116,1199,965],{"class":180},[25,1201],{},[574,1203,1205],{"id":1204},"上传文档软件采购报销制度","上传文档：软件采购报销制度",[715,1207,1208,1556],{},[106,1209,1211],{"className":108,"code":1210,"filename":720,"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",[113,1212,1213,1219,1225,1231,1235,1239,1265,1291,1295,1303,1324,1338,1361,1366,1370,1374,1382,1400,1436,1440,1473,1477,1524,1529],{"__ignoreMap":111},[116,1214,1215,1217],{"class":118,"line":119},[116,1216,728],{"class":727},[116,1218,731],{"class":122},[116,1220,1221,1223],{"class":118,"line":133},[116,1222,728],{"class":727},[116,1224,738],{"class":122},[116,1226,1227,1229],{"class":118,"line":143},[116,1228,728],{"class":727},[116,1230,745],{"class":122},[116,1232,1233],{"class":118,"line":191},[116,1234,173],{"emptyLinePlaceholder":172},[116,1236,1237],{"class":118,"line":205},[116,1238,754],{"class":166},[116,1240,1241,1243,1245,1247,1249,1251,1253,1255,1257,1259,1261,1263],{"class":118,"line":210},[116,1242,759],{"class":122},[116,1244,181],{"class":180},[116,1246,764],{"class":184},[116,1248,767],{"class":180},[116,1250,770],{"class":180},[116,1252,774],{"class":773},[116,1254,770],{"class":180},[116,1256,779],{"class":180},[116,1258,782],{"class":180},[116,1260,785],{"class":180},[116,1262,788],{"class":773},[116,1264,791],{"class":180},[116,1266,1267,1269,1271,1273,1275,1277,1279,1281,1283,1285,1287,1289],{"class":118,"line":282},[116,1268,759],{"class":122},[116,1270,181],{"class":180},[116,1272,764],{"class":184},[116,1274,767],{"class":180},[116,1276,770],{"class":180},[116,1278,806],{"class":773},[116,1280,770],{"class":180},[116,1282,779],{"class":180},[116,1284,782],{"class":180},[116,1286,785],{"class":180},[116,1288,817],{"class":773},[116,1290,791],{"class":180},[116,1292,1293],{"class":118,"line":294},[116,1294,173],{"emptyLinePlaceholder":172},[116,1296,1297,1299,1301],{"class":118,"line":299},[116,1298,828],{"class":122},[116,1300,831],{"class":180},[116,1302,834],{"class":180},[116,1304,1305,1307,1310,1312,1314,1316,1318,1320,1322],{"class":118,"line":837},[116,1306,840],{"class":180},[116,1308,1309],{"class":773},"knowledgebase_id",[116,1311,770],{"class":180},[116,1313,848],{"class":180},[116,1315,785],{"class":180},[116,1317,1167],{"class":773},[116,1319,770],{"class":180},[116,1321,1036],{"class":180},[116,1323,1172],{"class":166},[116,1325,1326,1328,1331,1333,1335],{"class":118,"line":861},[116,1327,840],{"class":180},[116,1329,1330],{"class":773},"file",[116,1332,770],{"class":180},[116,1334,848],{"class":180},[116,1336,1337],{"class":180}," [\n",[116,1339,1340,1343,1345,1348,1350,1352,1354,1357,1359],{"class":118,"line":880},[116,1341,1342],{"class":180},"        {",[116,1344,770],{"class":180},[116,1346,1347],{"class":773},"content",[116,1349,770],{"class":180},[116,1351,848],{"class":180},[116,1353,785],{"class":180},[116,1355,1356],{"class":773},"https:\u002F\u002Fcdn.memtensor.com.cn\u002Ffile\u002F软件采购报销制度.pdf",[116,1358,770],{"class":180},[116,1360,965],{"class":180},[116,1362,1363],{"class":118,"line":886},[116,1364,1365],{"class":180},"    ]\n",[116,1367,1368],{"class":118,"line":896},[116,1369,965],{"class":180},[116,1371,1372],{"class":118,"line":918},[116,1373,173],{"emptyLinePlaceholder":172},[116,1375,1376,1378,1380],{"class":118,"line":962},[116,1377,889],{"class":122},[116,1379,831],{"class":180},[116,1381,834],{"class":180},[116,1383,1384,1386,1388,1390,1392,1394,1396,1398],{"class":118,"line":968},[116,1385,899],{"class":180},[116,1387,902],{"class":773},[116,1389,770],{"class":180},[116,1391,848],{"class":180},[116,1393,785],{"class":180},[116,1395,911],{"class":773},[116,1397,770],{"class":180},[116,1399,858],{"class":180},[116,1401,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434],{"class":118,"line":1003},[116,1403,899],{"class":180},[116,1405,923],{"class":773},[116,1407,770],{"class":180},[116,1409,848],{"class":180},[116,1411,931],{"class":930},[116,1413,934],{"class":773},[116,1415,937],{"class":126},[116,1417,759],{"class":122},[116,1419,181],{"class":180},[116,1421,764],{"class":184},[116,1423,767],{"class":180},[116,1425,948],{"class":180},[116,1427,774],{"class":773},[116,1429,948],{"class":180},[116,1431,779],{"class":180},[116,1433,957],{"class":126},[116,1435,791],{"class":773},[116,1437,1438],{"class":118,"line":1008},[116,1439,965],{"class":180},[116,1441,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470],{"class":118,"line":1070},[116,1443,971],{"class":122},[116,1445,831],{"class":180},[116,1447,931],{"class":930},[116,1449,770],{"class":773},[116,1451,937],{"class":126},[116,1453,759],{"class":122},[116,1455,181],{"class":180},[116,1457,764],{"class":184},[116,1459,767],{"class":180},[116,1461,948],{"class":180},[116,1463,806],{"class":773},[116,1465,948],{"class":180},[116,1467,779],{"class":180},[116,1469,957],{"class":126},[116,1471,1472],{"class":773},"\u002Fadd\u002Fknowledgebase-file\"\n",[116,1474,1475],{"class":118,"line":1075},[116,1476,173],{"emptyLinePlaceholder":172},[116,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522],{"class":118,"line":1479},22,[116,1481,1011],{"class":122},[116,1483,831],{"class":180},[116,1485,1016],{"class":122},[116,1487,181],{"class":180},[116,1489,1022],{"class":1021},[116,1491,1025],{"class":180},[116,1493,1029],{"class":1028},[116,1495,831],{"class":180},[116,1497,1029],{"class":1021},[116,1499,1036],{"class":180},[116,1501,1039],{"class":1028},[116,1503,831],{"class":180},[116,1505,1044],{"class":1021},[116,1507,1036],{"class":180},[116,1509,1049],{"class":1028},[116,1511,831],{"class":180},[116,1513,1054],{"class":1021},[116,1515,181],{"class":180},[116,1517,1059],{"class":1021},[116,1519,1025],{"class":180},[116,1521,1064],{"class":1021},[116,1523,1067],{"class":180},[116,1525,1527],{"class":118,"line":1526},23,[116,1528,173],{"emptyLinePlaceholder":172},[116,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554],{"class":118,"line":1531},24,[116,1533,1078],{"class":1021},[116,1535,1025],{"class":180},[116,1537,1083],{"class":930},[116,1539,1086],{"class":773},[116,1541,937],{"class":126},[116,1543,1091],{"class":1021},[116,1545,181],{"class":180},[116,1547,1054],{"class":1021},[116,1549,1098],{"class":180},[116,1551,957],{"class":126},[116,1553,770],{"class":773},[116,1555,1105],{"class":180},[106,1557,1559],{"className":108,"code":1558,"filename":1109,"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\": \"PROCESSING\"\n    }\n  ],\n  \"message\": \"ok\"\n}\n",[113,1560,1561,1573,1587,1599,1604,1624,1644,1660,1678,1683,1688,1704],{"__ignoreMap":111},[116,1562,1563,1565,1567,1569,1571],{"class":118,"line":119},[116,1564,770],{"class":727},[116,1566,1118],{"class":166},[116,1568,770],{"class":727},[116,1570,848],{"class":180},[116,1572,834],{"class":180},[116,1574,1575,1577,1579,1581,1583,1585],{"class":118,"line":133},[116,1576,899],{"class":180},[116,1578,113],{"class":773},[116,1580,770],{"class":180},[116,1582,848],{"class":180},[116,1584,1137],{"class":126},[116,1586,858],{"class":180},[116,1588,1589,1591,1593,1595,1597],{"class":118,"line":143},[116,1590,899],{"class":180},[116,1592,1064],{"class":773},[116,1594,770],{"class":180},[116,1596,848],{"class":180},[116,1598,1337],{"class":180},[116,1600,1601],{"class":118,"line":191},[116,1602,1603],{"class":180},"    {\n",[116,1605,1606,1609,1611,1613,1615,1617,1620,1622],{"class":118,"line":205},[116,1607,1608],{"class":180},"      \"",[116,1610,1158],{"class":773},[116,1612,770],{"class":180},[116,1614,848],{"class":180},[116,1616,785],{"class":180},[116,1618,1619],{"class":773},"1f35642253606ed1e9dd8cd8113a8998",[116,1621,770],{"class":180},[116,1623,858],{"class":180},[116,1625,1626,1628,1631,1633,1635,1637,1640,1642],{"class":118,"line":210},[116,1627,1608],{"class":180},[116,1629,1630],{"class":773},"name",[116,1632,770],{"class":180},[116,1634,848],{"class":180},[116,1636,785],{"class":180},[116,1638,1639],{"class":773},"软件采购报销制度.pdf",[116,1641,770],{"class":180},[116,1643,858],{"class":180},[116,1645,1646,1648,1651,1653,1655,1658],{"class":118,"line":282},[116,1647,1608],{"class":180},[116,1649,1650],{"class":773},"sizeMB",[116,1652,770],{"class":180},[116,1654,848],{"class":180},[116,1656,1657],{"class":126}," 0.06331157684326172",[116,1659,858],{"class":180},[116,1661,1662,1664,1667,1669,1671,1673,1676],{"class":118,"line":294},[116,1663,1608],{"class":180},[116,1665,1666],{"class":773},"status",[116,1668,770],{"class":180},[116,1670,848],{"class":180},[116,1672,785],{"class":180},[116,1674,1675],{"class":773},"PROCESSING",[116,1677,791],{"class":180},[116,1679,1680],{"class":118,"line":299},[116,1681,1682],{"class":180},"    }\n",[116,1684,1685],{"class":118,"line":837},[116,1686,1687],{"class":180},"  ],\n",[116,1689,1690,1692,1694,1696,1698,1700,1702],{"class":118,"line":861},[116,1691,899],{"class":180},[116,1693,1184],{"class":773},[116,1695,770],{"class":180},[116,1697,848],{"class":180},[116,1699,785],{"class":180},[116,1701,1193],{"class":773},[116,1703,791],{"class":180},[116,1705,1706],{"class":118,"line":880},[116,1707,965],{"class":180},[25,1709],{},[574,1711,1712],{"id":1712},"添加用户对话",[39,1714,1716,1721],{"icon":1715},"websymbol:chat",[14,1717,1718,1719],{}," 会话 A：2025-06-10 发生",[25,1720],{},[1722,1723,1725],"div",{"style":1724},"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",[106,1727,1729],{"className":108,"code":1728,"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",[113,1730,1731,1737,1743,1749,1753,1757,1783,1809,1813,1821,1841,1861,1874,1878,1899,1916,1921,1925,1944,1961,1965,1969,1973,1977,1985,2004,2041,2046,2080,2085,2132,2137],{"__ignoreMap":111},[116,1732,1733,1735],{"class":118,"line":119},[116,1734,728],{"class":727},[116,1736,731],{"class":122},[116,1738,1739,1741],{"class":118,"line":133},[116,1740,728],{"class":727},[116,1742,738],{"class":122},[116,1744,1745,1747],{"class":118,"line":143},[116,1746,728],{"class":727},[116,1748,745],{"class":122},[116,1750,1751],{"class":118,"line":191},[116,1752,173],{"emptyLinePlaceholder":172},[116,1754,1755],{"class":118,"line":205},[116,1756,754],{"class":166},[116,1758,1759,1761,1763,1765,1767,1769,1771,1773,1775,1777,1779,1781],{"class":118,"line":210},[116,1760,759],{"class":122},[116,1762,181],{"class":180},[116,1764,764],{"class":184},[116,1766,767],{"class":180},[116,1768,770],{"class":180},[116,1770,774],{"class":773},[116,1772,770],{"class":180},[116,1774,779],{"class":180},[116,1776,782],{"class":180},[116,1778,785],{"class":180},[116,1780,788],{"class":773},[116,1782,791],{"class":180},[116,1784,1785,1787,1789,1791,1793,1795,1797,1799,1801,1803,1805,1807],{"class":118,"line":282},[116,1786,759],{"class":122},[116,1788,181],{"class":180},[116,1790,764],{"class":184},[116,1792,767],{"class":180},[116,1794,770],{"class":180},[116,1796,806],{"class":773},[116,1798,770],{"class":180},[116,1800,779],{"class":180},[116,1802,782],{"class":180},[116,1804,785],{"class":180},[116,1806,817],{"class":773},[116,1808,791],{"class":180},[116,1810,1811],{"class":118,"line":294},[116,1812,173],{"emptyLinePlaceholder":172},[116,1814,1815,1817,1819],{"class":118,"line":299},[116,1816,828],{"class":122},[116,1818,831],{"class":180},[116,1820,834],{"class":180},[116,1822,1823,1825,1828,1830,1832,1834,1837,1839],{"class":118,"line":837},[116,1824,840],{"class":180},[116,1826,1827],{"class":773},"user_id",[116,1829,770],{"class":180},[116,1831,848],{"class":180},[116,1833,785],{"class":180},[116,1835,1836],{"class":773},"memos_user_123",[116,1838,770],{"class":180},[116,1840,858],{"class":180},[116,1842,1843,1845,1848,1850,1852,1854,1857,1859],{"class":118,"line":861},[116,1844,840],{"class":180},[116,1846,1847],{"class":773},"conversation_id",[116,1849,770],{"class":180},[116,1851,848],{"class":180},[116,1853,785],{"class":180},[116,1855,1856],{"class":773},"0610",[116,1858,770],{"class":180},[116,1860,858],{"class":180},[116,1862,1863,1865,1868,1870,1872],{"class":118,"line":880},[116,1864,840],{"class":180},[116,1866,1867],{"class":773},"messages",[116,1869,770],{"class":180},[116,1871,848],{"class":180},[116,1873,1337],{"class":180},[116,1875,1876],{"class":118,"line":886},[116,1877,1603],{"class":180},[116,1879,1880,1883,1886,1888,1890,1892,1895,1897],{"class":118,"line":896},[116,1881,1882],{"class":180},"        \"",[116,1884,1885],{"class":773},"role",[116,1887,770],{"class":180},[116,1889,848],{"class":180},[116,1891,785],{"class":180},[116,1893,1894],{"class":773},"user",[116,1896,770],{"class":180},[116,1898,858],{"class":180},[116,1900,1901,1903,1905,1907,1909,1911,1914],{"class":118,"line":918},[116,1902,1882],{"class":180},[116,1904,1347],{"class":773},[116,1906,770],{"class":180},[116,1908,848],{"class":180},[116,1910,785],{"class":180},[116,1912,1913],{"class":773},"我是创意平台部门的设计师。",[116,1915,791],{"class":180},[116,1917,1918],{"class":118,"line":962},[116,1919,1920],{"class":180},"    },\n",[116,1922,1923],{"class":118,"line":968},[116,1924,1603],{"class":180},[116,1926,1927,1929,1931,1933,1935,1937,1940,1942],{"class":118,"line":1003},[116,1928,1882],{"class":180},[116,1930,1885],{"class":773},[116,1932,770],{"class":180},[116,1934,848],{"class":180},[116,1936,785],{"class":180},[116,1938,1939],{"class":773},"assistant",[116,1941,770],{"class":180},[116,1943,858],{"class":180},[116,1945,1946,1948,1950,1952,1954,1956,1959],{"class":118,"line":1008},[116,1947,1882],{"class":180},[116,1949,1347],{"class":773},[116,1951,770],{"class":180},[116,1953,848],{"class":180},[116,1955,785],{"class":180},[116,1957,1958],{"class":773},"好的，我记住了。",[116,1960,791],{"class":180},[116,1962,1963],{"class":118,"line":1070},[116,1964,1682],{"class":180},[116,1966,1967],{"class":118,"line":1075},[116,1968,1365],{"class":180},[116,1970,1971],{"class":118,"line":1479},[116,1972,965],{"class":180},[116,1974,1975],{"class":118,"line":1526},[116,1976,173],{"emptyLinePlaceholder":172},[116,1978,1979,1981,1983],{"class":118,"line":1531},[116,1980,889],{"class":122},[116,1982,831],{"class":180},[116,1984,834],{"class":180},[116,1986,1988,1990,1992,1994,1996,1998,2000,2002],{"class":118,"line":1987},25,[116,1989,899],{"class":180},[116,1991,902],{"class":773},[116,1993,770],{"class":180},[116,1995,848],{"class":180},[116,1997,785],{"class":180},[116,1999,911],{"class":773},[116,2001,770],{"class":180},[116,2003,858],{"class":180},[116,2005,2007,2009,2011,2013,2015,2017,2019,2021,2023,2025,2027,2029,2031,2033,2035,2037,2039],{"class":118,"line":2006},26,[116,2008,899],{"class":180},[116,2010,923],{"class":773},[116,2012,770],{"class":180},[116,2014,848],{"class":180},[116,2016,931],{"class":930},[116,2018,934],{"class":773},[116,2020,937],{"class":126},[116,2022,759],{"class":122},[116,2024,181],{"class":180},[116,2026,764],{"class":184},[116,2028,767],{"class":180},[116,2030,948],{"class":180},[116,2032,774],{"class":773},[116,2034,948],{"class":180},[116,2036,779],{"class":180},[116,2038,957],{"class":126},[116,2040,791],{"class":773},[116,2042,2044],{"class":118,"line":2043},27,[116,2045,965],{"class":180},[116,2047,2049,2051,2053,2055,2057,2059,2061,2063,2065,2067,2069,2071,2073,2075,2077],{"class":118,"line":2048},28,[116,2050,971],{"class":122},[116,2052,831],{"class":180},[116,2054,931],{"class":930},[116,2056,770],{"class":773},[116,2058,937],{"class":126},[116,2060,759],{"class":122},[116,2062,181],{"class":180},[116,2064,764],{"class":184},[116,2066,767],{"class":180},[116,2068,948],{"class":180},[116,2070,806],{"class":773},[116,2072,948],{"class":180},[116,2074,779],{"class":180},[116,2076,957],{"class":126},[116,2078,2079],{"class":773},"\u002Fadd\u002Fmessage\"\n",[116,2081,2083],{"class":118,"line":2082},29,[116,2084,173],{"emptyLinePlaceholder":172},[116,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130],{"class":118,"line":2087},30,[116,2089,1011],{"class":122},[116,2091,831],{"class":180},[116,2093,1016],{"class":122},[116,2095,181],{"class":180},[116,2097,1022],{"class":1021},[116,2099,1025],{"class":180},[116,2101,1029],{"class":1028},[116,2103,831],{"class":180},[116,2105,1029],{"class":1021},[116,2107,1036],{"class":180},[116,2109,1039],{"class":1028},[116,2111,831],{"class":180},[116,2113,1044],{"class":1021},[116,2115,1036],{"class":180},[116,2117,1049],{"class":1028},[116,2119,831],{"class":180},[116,2121,1054],{"class":1021},[116,2123,181],{"class":180},[116,2125,1059],{"class":1021},[116,2127,1025],{"class":180},[116,2129,1064],{"class":1021},[116,2131,1067],{"class":180},[116,2133,2135],{"class":118,"line":2134},31,[116,2136,173],{"emptyLinePlaceholder":172},[116,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162],{"class":118,"line":2139},32,[116,2141,1078],{"class":1021},[116,2143,1025],{"class":180},[116,2145,1083],{"class":930},[116,2147,1086],{"class":773},[116,2149,937],{"class":126},[116,2151,1091],{"class":1021},[116,2153,181],{"class":180},[116,2155,1054],{"class":1021},[116,2157,1098],{"class":180},[116,2159,957],{"class":126},[116,2161,770],{"class":773},[116,2163,1105],{"class":180},[25,2165],{},[574,2167,2168],{"id":2168},"检索知识库记忆",[39,2170,2171,2176],{"icon":1715},[14,2172,2173,2174],{}," 会话 A：2025-12-12 发生",[25,2175],{},[1722,2177,2178],{"style":1724},"\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",[715,2180,2181,2572],{},[106,2182,2184],{"className":108,"code":2183,"filename":720,"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",[113,2185,2186,2192,2198,2204,2208,2212,2238,2264,2268,2276,2294,2313,2333,2355,2359,2367,2385,2421,2425,2458,2462,2508,2512,2516,2521,2538],{"__ignoreMap":111},[116,2187,2188,2190],{"class":118,"line":119},[116,2189,728],{"class":727},[116,2191,731],{"class":122},[116,2193,2194,2196],{"class":118,"line":133},[116,2195,728],{"class":727},[116,2197,738],{"class":122},[116,2199,2200,2202],{"class":118,"line":143},[116,2201,728],{"class":727},[116,2203,745],{"class":122},[116,2205,2206],{"class":118,"line":191},[116,2207,173],{"emptyLinePlaceholder":172},[116,2209,2210],{"class":118,"line":205},[116,2211,754],{"class":166},[116,2213,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236],{"class":118,"line":210},[116,2215,759],{"class":122},[116,2217,181],{"class":180},[116,2219,764],{"class":184},[116,2221,767],{"class":180},[116,2223,770],{"class":180},[116,2225,774],{"class":773},[116,2227,770],{"class":180},[116,2229,779],{"class":180},[116,2231,782],{"class":180},[116,2233,785],{"class":180},[116,2235,788],{"class":773},[116,2237,791],{"class":180},[116,2239,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262],{"class":118,"line":282},[116,2241,759],{"class":122},[116,2243,181],{"class":180},[116,2245,764],{"class":184},[116,2247,767],{"class":180},[116,2249,770],{"class":180},[116,2251,806],{"class":773},[116,2253,770],{"class":180},[116,2255,779],{"class":180},[116,2257,782],{"class":180},[116,2259,785],{"class":180},[116,2261,817],{"class":773},[116,2263,791],{"class":180},[116,2265,2266],{"class":118,"line":294},[116,2267,173],{"emptyLinePlaceholder":172},[116,2269,2270,2272,2274],{"class":118,"line":299},[116,2271,828],{"class":122},[116,2273,831],{"class":180},[116,2275,834],{"class":180},[116,2277,2278,2280,2282,2284,2286,2288,2290,2292],{"class":118,"line":837},[116,2279,840],{"class":180},[116,2281,1827],{"class":773},[116,2283,770],{"class":180},[116,2285,848],{"class":180},[116,2287,785],{"class":180},[116,2289,1836],{"class":773},[116,2291,770],{"class":180},[116,2293,858],{"class":180},[116,2295,2296,2298,2300,2302,2304,2306,2309,2311],{"class":118,"line":861},[116,2297,840],{"class":180},[116,2299,1847],{"class":773},[116,2301,770],{"class":180},[116,2303,848],{"class":180},[116,2305,785],{"class":180},[116,2307,2308],{"class":773},"1211",[116,2310,770],{"class":180},[116,2312,858],{"class":180},[116,2314,2315,2317,2320,2322,2324,2326,2329,2331],{"class":118,"line":880},[116,2316,840],{"class":180},[116,2318,2319],{"class":773},"query",[116,2321,770],{"class":180},[116,2323,848],{"class":180},[116,2325,785],{"class":180},[116,2327,2328],{"class":773},"帮我查一下软件采购报销额度。",[116,2330,770],{"class":180},[116,2332,858],{"class":180},[116,2334,2335,2337,2340,2342,2345,2347,2349,2351,2353],{"class":118,"line":886},[116,2336,840],{"class":180},[116,2338,2339],{"class":773},"knowledgebase_ids",[116,2341,770],{"class":180},[116,2343,2344],{"class":180},":[",[116,2346,770],{"class":180},[116,2348,1167],{"class":773},[116,2350,770],{"class":180},[116,2352,779],{"class":180},[116,2354,1172],{"class":166},[116,2356,2357],{"class":118,"line":896},[116,2358,965],{"class":180},[116,2360,2361,2363,2365],{"class":118,"line":918},[116,2362,889],{"class":122},[116,2364,831],{"class":180},[116,2366,834],{"class":180},[116,2368,2369,2371,2373,2375,2377,2379,2381,2383],{"class":118,"line":962},[116,2370,899],{"class":180},[116,2372,902],{"class":773},[116,2374,770],{"class":180},[116,2376,848],{"class":180},[116,2378,785],{"class":180},[116,2380,911],{"class":773},[116,2382,770],{"class":180},[116,2384,858],{"class":180},[116,2386,2387,2389,2391,2393,2395,2397,2399,2401,2403,2405,2407,2409,2411,2413,2415,2417,2419],{"class":118,"line":968},[116,2388,899],{"class":180},[116,2390,923],{"class":773},[116,2392,770],{"class":180},[116,2394,848],{"class":180},[116,2396,931],{"class":930},[116,2398,934],{"class":773},[116,2400,937],{"class":126},[116,2402,759],{"class":122},[116,2404,181],{"class":180},[116,2406,764],{"class":184},[116,2408,767],{"class":180},[116,2410,948],{"class":180},[116,2412,774],{"class":773},[116,2414,948],{"class":180},[116,2416,779],{"class":180},[116,2418,957],{"class":126},[116,2420,791],{"class":773},[116,2422,2423],{"class":118,"line":1003},[116,2424,965],{"class":180},[116,2426,2427,2429,2431,2433,2435,2437,2439,2441,2443,2445,2447,2449,2451,2453,2455],{"class":118,"line":1008},[116,2428,971],{"class":122},[116,2430,831],{"class":180},[116,2432,931],{"class":930},[116,2434,770],{"class":773},[116,2436,937],{"class":126},[116,2438,759],{"class":122},[116,2440,181],{"class":180},[116,2442,764],{"class":184},[116,2444,767],{"class":180},[116,2446,948],{"class":180},[116,2448,806],{"class":773},[116,2450,948],{"class":180},[116,2452,779],{"class":180},[116,2454,957],{"class":126},[116,2456,2457],{"class":773},"\u002Fsearch\u002Fmemory\"\n",[116,2459,2460],{"class":118,"line":1070},[116,2461,173],{"emptyLinePlaceholder":172},[116,2463,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506],{"class":118,"line":1075},[116,2465,1011],{"class":122},[116,2467,831],{"class":180},[116,2469,1016],{"class":122},[116,2471,181],{"class":180},[116,2473,1022],{"class":1021},[116,2475,1025],{"class":180},[116,2477,1029],{"class":1028},[116,2479,831],{"class":180},[116,2481,1029],{"class":1021},[116,2483,1036],{"class":180},[116,2485,1039],{"class":1028},[116,2487,831],{"class":180},[116,2489,1044],{"class":1021},[116,2491,1036],{"class":180},[116,2493,1049],{"class":1028},[116,2495,831],{"class":180},[116,2497,1054],{"class":1021},[116,2499,181],{"class":180},[116,2501,1059],{"class":1021},[116,2503,1025],{"class":180},[116,2505,1064],{"class":1021},[116,2507,1067],{"class":180},[116,2509,2510],{"class":118,"line":1479},[116,2511,173],{"emptyLinePlaceholder":172},[116,2513,2514],{"class":118,"line":1526},[116,2515,173],{"emptyLinePlaceholder":172},[116,2517,2518],{"class":118,"line":1531},[116,2519,2520],{"class":166},"# 美化 JSON 输出\n",[116,2522,2523,2526,2528,2531,2533,2535],{"class":118,"line":1987},[116,2524,2525],{"class":122},"json_res ",[116,2527,831],{"class":180},[116,2529,2530],{"class":122}," res",[116,2532,181],{"class":180},[116,2534,1054],{"class":1021},[116,2536,2537],{"class":180},"()\n",[116,2539,2540,2542,2544,2546,2548,2550,2552,2555,2557,2560,2562,2564,2566,2569],{"class":118,"line":2006},[116,2541,1078],{"class":1021},[116,2543,1025],{"class":180},[116,2545,1054],{"class":1021},[116,2547,181],{"class":180},[116,2549,1059],{"class":1021},[116,2551,1025],{"class":180},[116,2553,2554],{"class":1021},"json_res",[116,2556,1036],{"class":180},[116,2558,2559],{"class":1028}," indent",[116,2561,831],{"class":180},[116,2563,194],{"class":126},[116,2565,1036],{"class":180},[116,2567,2568],{"class":1028}," ensure_ascii",[116,2570,2571],{"class":180},"=False))\n",[106,2573,2575],{"className":108,"code":2574,"filename":1109,"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",[113,2576,2577,2590,2595,2614,2634,2654,2674,2690,2709,2728,2744,2757,2768,2779,2790,2801,2812,2823,2832,2837,2853,2867,2871,2875,2894,2913,2932,2950,2965,2983,3001,3015,3027,3039,3051,3061,3066,3082,3096,3101],{"__ignoreMap":111},[116,2578,2579,2581,2584,2586,2588],{"class":118,"line":119},[116,2580,770],{"class":727},[116,2582,2583],{"class":166},"memory_detail_list",[116,2585,770],{"class":727},[116,2587,848],{"class":180},[116,2589,1337],{"class":180},[116,2591,2592],{"class":118,"line":133},[116,2593,2594],{"class":180},"  {\n",[116,2596,2597,2599,2601,2603,2605,2607,2610,2612],{"class":118,"line":143},[116,2598,840],{"class":180},[116,2600,1158],{"class":773},[116,2602,770],{"class":180},[116,2604,848],{"class":180},[116,2606,785],{"class":180},[116,2608,2609],{"class":773},"2c760355-de4b-4a8f-b98d-b92851d23fa7",[116,2611,770],{"class":180},[116,2613,858],{"class":180},[116,2615,2616,2618,2621,2623,2625,2627,2630,2632],{"class":118,"line":191},[116,2617,840],{"class":180},[116,2619,2620],{"class":773},"memory_key",[116,2622,770],{"class":180},[116,2624,848],{"class":180},[116,2626,785],{"class":180},[116,2628,2629],{"class":773},"软件采购报销制度（试行版）",[116,2631,770],{"class":180},[116,2633,858],{"class":180},[116,2635,2636,2638,2641,2643,2645,2647,2650,2652],{"class":118,"line":205},[116,2637,840],{"class":180},[116,2639,2640],{"class":773},"memory_value",[116,2642,770],{"class":180},[116,2644,848],{"class":180},[116,2646,785],{"class":180},[116,2648,2649],{"class":773},"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。",[116,2651,770],{"class":180},[116,2653,858],{"class":180},[116,2655,2656,2658,2661,2663,2665,2667,2670,2672],{"class":118,"line":210},[116,2657,840],{"class":180},[116,2659,2660],{"class":773},"memory_type",[116,2662,770],{"class":180},[116,2664,848],{"class":180},[116,2666,785],{"class":180},[116,2668,2669],{"class":773},"WorkingMemory",[116,2671,770],{"class":180},[116,2673,858],{"class":180},[116,2675,2676,2678,2681,2683,2685,2688],{"class":118,"line":282},[116,2677,840],{"class":180},[116,2679,2680],{"class":773},"create_time",[116,2682,770],{"class":180},[116,2684,848],{"class":180},[116,2686,2687],{"class":126}," 1765525947718",[116,2689,858],{"class":180},[116,2691,2692,2694,2696,2698,2700,2702,2705,2707],{"class":118,"line":294},[116,2693,840],{"class":180},[116,2695,1847],{"class":773},[116,2697,770],{"class":180},[116,2699,848],{"class":180},[116,2701,785],{"class":180},[116,2703,2704],{"class":773},"default_session",[116,2706,770],{"class":180},[116,2708,858],{"class":180},[116,2710,2711,2713,2715,2717,2719,2721,2724,2726],{"class":118,"line":299},[116,2712,840],{"class":180},[116,2714,1666],{"class":773},[116,2716,770],{"class":180},[116,2718,848],{"class":180},[116,2720,785],{"class":180},[116,2722,2723],{"class":773},"activated",[116,2725,770],{"class":180},[116,2727,858],{"class":180},[116,2729,2730,2732,2735,2737,2739,2742],{"class":118,"line":837},[116,2731,840],{"class":180},[116,2733,2734],{"class":773},"confidence",[116,2736,770],{"class":180},[116,2738,848],{"class":180},[116,2740,2741],{"class":126}," 0.99",[116,2743,858],{"class":180},[116,2745,2746,2748,2751,2753,2755],{"class":118,"line":861},[116,2747,840],{"class":180},[116,2749,2750],{"class":773},"tags",[116,2752,770],{"class":180},[116,2754,848],{"class":180},[116,2756,1337],{"class":180},[116,2758,2759,2761,2764,2766],{"class":118,"line":880},[116,2760,1608],{"class":180},[116,2762,2763],{"class":773},"软件采购",[116,2765,770],{"class":180},[116,2767,858],{"class":180},[116,2769,2770,2772,2775,2777],{"class":118,"line":886},[116,2771,1608],{"class":180},[116,2773,2774],{"class":773},"报销制度",[116,2776,770],{"class":180},[116,2778,858],{"class":180},[116,2780,2781,2783,2786,2788],{"class":118,"line":896},[116,2782,1608],{"class":180},[116,2784,2785],{"class":773},"审批流程",[116,2787,770],{"class":180},[116,2789,858],{"class":180},[116,2791,2792,2794,2797,2799],{"class":118,"line":918},[116,2793,1608],{"class":180},[116,2795,2796],{"class":773},"预算",[116,2798,770],{"class":180},[116,2800,858],{"class":180},[116,2802,2803,2805,2808,2810],{"class":118,"line":962},[116,2804,1608],{"class":180},[116,2806,2807],{"class":773},"信息安全",[116,2809,770],{"class":180},[116,2811,858],{"class":180},[116,2813,2814,2816,2819,2821],{"class":118,"line":968},[116,2815,1608],{"class":180},[116,2817,2818],{"class":773},"mode:fine",[116,2820,770],{"class":180},[116,2822,858],{"class":180},[116,2824,2825,2827,2830],{"class":118,"line":1003},[116,2826,1608],{"class":180},[116,2828,2829],{"class":773},"multimodal:file",[116,2831,791],{"class":180},[116,2833,2834],{"class":118,"line":1008},[116,2835,2836],{"class":180},"    ],\n",[116,2838,2839,2841,2844,2846,2848,2851],{"class":118,"line":1070},[116,2840,840],{"class":180},[116,2842,2843],{"class":773},"update_time",[116,2845,770],{"class":180},[116,2847,848],{"class":180},[116,2849,2850],{"class":126}," 1765525947720",[116,2852,858],{"class":180},[116,2854,2855,2857,2860,2862,2864],{"class":118,"line":1075},[116,2856,840],{"class":180},[116,2858,2859],{"class":773},"relativity",[116,2861,770],{"class":180},[116,2863,848],{"class":180},[116,2865,2866],{"class":126}," 0.89308184\n",[116,2868,2869],{"class":118,"line":1479},[116,2870,1177],{"class":180},[116,2872,2873],{"class":118,"line":1526},[116,2874,2594],{"class":180},[116,2876,2877,2879,2881,2883,2885,2887,2890,2892],{"class":118,"line":1531},[116,2878,840],{"class":180},[116,2880,1158],{"class":773},[116,2882,770],{"class":180},[116,2884,848],{"class":180},[116,2886,785],{"class":180},[116,2888,2889],{"class":773},"81fd1e79-65be-4d4e-81e0-8f76ba697c55",[116,2891,770],{"class":180},[116,2893,858],{"class":180},[116,2895,2896,2898,2900,2902,2904,2906,2909,2911],{"class":118,"line":1987},[116,2897,840],{"class":180},[116,2899,2620],{"class":773},[116,2901,770],{"class":180},[116,2903,848],{"class":180},[116,2905,785],{"class":180},[116,2907,2908],{"class":773},"职位信息",[116,2910,770],{"class":180},[116,2912,858],{"class":180},[116,2914,2915,2917,2919,2921,2923,2925,2928,2930],{"class":118,"line":2006},[116,2916,840],{"class":180},[116,2918,2640],{"class":773},[116,2920,770],{"class":180},[116,2922,848],{"class":180},[116,2924,785],{"class":180},[116,2926,2927],{"class":773},"用户是创意平台部门的设计师。",[116,2929,770],{"class":180},[116,2931,858],{"class":180},[116,2933,2934,2936,2938,2940,2942,2944,2946,2948],{"class":118,"line":2043},[116,2935,840],{"class":180},[116,2937,2660],{"class":773},[116,2939,770],{"class":180},[116,2941,848],{"class":180},[116,2943,785],{"class":180},[116,2945,2669],{"class":773},[116,2947,770],{"class":180},[116,2949,858],{"class":180},[116,2951,2952,2954,2956,2958,2960,2963],{"class":118,"line":2048},[116,2953,840],{"class":180},[116,2955,2680],{"class":773},[116,2957,770],{"class":180},[116,2959,848],{"class":180},[116,2961,2962],{"class":126}," 1765526247112",[116,2964,858],{"class":180},[116,2966,2967,2969,2971,2973,2975,2977,2979,2981],{"class":118,"line":2082},[116,2968,840],{"class":180},[116,2970,1847],{"class":773},[116,2972,770],{"class":180},[116,2974,848],{"class":180},[116,2976,785],{"class":180},[116,2978,1856],{"class":773},[116,2980,770],{"class":180},[116,2982,858],{"class":180},[116,2984,2985,2987,2989,2991,2993,2995,2997,2999],{"class":118,"line":2087},[116,2986,840],{"class":180},[116,2988,1666],{"class":773},[116,2990,770],{"class":180},[116,2992,848],{"class":180},[116,2994,785],{"class":180},[116,2996,2723],{"class":773},[116,2998,770],{"class":180},[116,3000,858],{"class":180},[116,3002,3003,3005,3007,3009,3011,3013],{"class":118,"line":2134},[116,3004,840],{"class":180},[116,3006,2734],{"class":773},[116,3008,770],{"class":180},[116,3010,848],{"class":180},[116,3012,2741],{"class":126},[116,3014,858],{"class":180},[116,3016,3017,3019,3021,3023,3025],{"class":118,"line":2139},[116,3018,840],{"class":180},[116,3020,2750],{"class":773},[116,3022,770],{"class":180},[116,3024,848],{"class":180},[116,3026,1337],{"class":180},[116,3028,3030,3032,3035,3037],{"class":118,"line":3029},33,[116,3031,1608],{"class":180},[116,3033,3034],{"class":773},"职位",[116,3036,770],{"class":180},[116,3038,858],{"class":180},[116,3040,3042,3044,3047,3049],{"class":118,"line":3041},34,[116,3043,1608],{"class":180},[116,3045,3046],{"class":773},"部门",[116,3048,770],{"class":180},[116,3050,858],{"class":180},[116,3052,3054,3056,3059],{"class":118,"line":3053},35,[116,3055,1608],{"class":180},[116,3057,3058],{"class":773},"设计",[116,3060,791],{"class":180},[116,3062,3064],{"class":118,"line":3063},36,[116,3065,2836],{"class":180},[116,3067,3069,3071,3073,3075,3077,3080],{"class":118,"line":3068},37,[116,3070,840],{"class":180},[116,3072,2843],{"class":773},[116,3074,770],{"class":180},[116,3076,848],{"class":180},[116,3078,3079],{"class":126}," 1765526247113",[116,3081,858],{"class":180},[116,3083,3085,3087,3089,3091,3093],{"class":118,"line":3084},38,[116,3086,840],{"class":180},[116,3088,2859],{"class":773},[116,3090,770],{"class":180},[116,3092,848],{"class":180},[116,3094,3095],{"class":126}," 1.6319022e-05\n",[116,3097,3099],{"class":118,"line":3098},39,[116,3100,883],{"class":180},[116,3102,3104],{"class":118,"line":3103},40,[116,3105,3106],{"class":180},"]\n",[25,3108],{},[574,3110,3111],{"id":3111},"反馈优化知识库",[14,3113,3114,3115,3118],{},"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",[17,3116,3117],{},"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。",[14,3120,3121],{},"尝试一下，用最简单的交互方式驱动知识库始终保持最新。",[39,3123,3124,3128],{"icon":1715},[14,3125,2173,3126],{},[25,3127],{},[1722,3129,3130],{"style":1724},"\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",[106,3132,3134],{"className":108,"code":3133,"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",[113,3135,3136,3142,3148,3154,3158,3162,3188,3214,3218,3226,3244,3263,3283,3304,3308,3312,3320,3338,3374,3378,3411,3415,3461,3465],{"__ignoreMap":111},[116,3137,3138,3140],{"class":118,"line":119},[116,3139,728],{"class":727},[116,3141,731],{"class":122},[116,3143,3144,3146],{"class":118,"line":133},[116,3145,728],{"class":727},[116,3147,738],{"class":122},[116,3149,3150,3152],{"class":118,"line":143},[116,3151,728],{"class":727},[116,3153,745],{"class":122},[116,3155,3156],{"class":118,"line":191},[116,3157,173],{"emptyLinePlaceholder":172},[116,3159,3160],{"class":118,"line":205},[116,3161,754],{"class":166},[116,3163,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186],{"class":118,"line":210},[116,3165,759],{"class":122},[116,3167,181],{"class":180},[116,3169,764],{"class":184},[116,3171,767],{"class":180},[116,3173,770],{"class":180},[116,3175,774],{"class":773},[116,3177,770],{"class":180},[116,3179,779],{"class":180},[116,3181,782],{"class":180},[116,3183,785],{"class":180},[116,3185,788],{"class":773},[116,3187,791],{"class":180},[116,3189,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212],{"class":118,"line":282},[116,3191,759],{"class":122},[116,3193,181],{"class":180},[116,3195,764],{"class":184},[116,3197,767],{"class":180},[116,3199,770],{"class":180},[116,3201,806],{"class":773},[116,3203,770],{"class":180},[116,3205,779],{"class":180},[116,3207,782],{"class":180},[116,3209,785],{"class":180},[116,3211,817],{"class":773},[116,3213,791],{"class":180},[116,3215,3216],{"class":118,"line":294},[116,3217,173],{"emptyLinePlaceholder":172},[116,3219,3220,3222,3224],{"class":118,"line":299},[116,3221,828],{"class":122},[116,3223,831],{"class":180},[116,3225,834],{"class":180},[116,3227,3228,3230,3232,3234,3236,3238,3240,3242],{"class":118,"line":837},[116,3229,840],{"class":180},[116,3231,1827],{"class":773},[116,3233,770],{"class":180},[116,3235,848],{"class":180},[116,3237,785],{"class":180},[116,3239,1836],{"class":773},[116,3241,770],{"class":180},[116,3243,858],{"class":180},[116,3245,3246,3248,3250,3252,3254,3256,3259,3261],{"class":118,"line":861},[116,3247,840],{"class":180},[116,3249,1847],{"class":773},[116,3251,770],{"class":180},[116,3253,848],{"class":180},[116,3255,785],{"class":180},[116,3257,3258],{"class":773},"1212",[116,3260,770],{"class":180},[116,3262,858],{"class":180},[116,3264,3265,3267,3270,3272,3274,3276,3279,3281],{"class":118,"line":880},[116,3266,840],{"class":180},[116,3268,3269],{"class":773},"feedback_content",[116,3271,770],{"class":180},[116,3273,848],{"class":180},[116,3275,785],{"class":180},[116,3277,3278],{"class":773},"办公类软件的采购上限是600元，而不是800元。",[116,3280,770],{"class":180},[116,3282,858],{"class":180},[116,3284,3285,3287,3290,3292,3294,3296,3298,3300,3302],{"class":118,"line":886},[116,3286,840],{"class":180},[116,3288,3289],{"class":773},"allow_knowledgebase_ids",[116,3291,770],{"class":180},[116,3293,2344],{"class":180},[116,3295,770],{"class":180},[116,3297,1167],{"class":773},[116,3299,770],{"class":180},[116,3301,779],{"class":180},[116,3303,1172],{"class":166},[116,3305,3306],{"class":118,"line":896},[116,3307,965],{"class":180},[116,3309,3310],{"class":118,"line":918},[116,3311,173],{"emptyLinePlaceholder":172},[116,3313,3314,3316,3318],{"class":118,"line":962},[116,3315,889],{"class":122},[116,3317,831],{"class":180},[116,3319,834],{"class":180},[116,3321,3322,3324,3326,3328,3330,3332,3334,3336],{"class":118,"line":968},[116,3323,899],{"class":180},[116,3325,902],{"class":773},[116,3327,770],{"class":180},[116,3329,848],{"class":180},[116,3331,785],{"class":180},[116,3333,911],{"class":773},[116,3335,770],{"class":180},[116,3337,858],{"class":180},[116,3339,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372],{"class":118,"line":1003},[116,3341,899],{"class":180},[116,3343,923],{"class":773},[116,3345,770],{"class":180},[116,3347,848],{"class":180},[116,3349,931],{"class":930},[116,3351,934],{"class":773},[116,3353,937],{"class":126},[116,3355,759],{"class":122},[116,3357,181],{"class":180},[116,3359,764],{"class":184},[116,3361,767],{"class":180},[116,3363,948],{"class":180},[116,3365,774],{"class":773},[116,3367,948],{"class":180},[116,3369,779],{"class":180},[116,3371,957],{"class":126},[116,3373,791],{"class":773},[116,3375,3376],{"class":118,"line":1008},[116,3377,965],{"class":180},[116,3379,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408],{"class":118,"line":1070},[116,3381,971],{"class":122},[116,3383,831],{"class":180},[116,3385,931],{"class":930},[116,3387,770],{"class":773},[116,3389,937],{"class":126},[116,3391,759],{"class":122},[116,3393,181],{"class":180},[116,3395,764],{"class":184},[116,3397,767],{"class":180},[116,3399,948],{"class":180},[116,3401,806],{"class":773},[116,3403,948],{"class":180},[116,3405,779],{"class":180},[116,3407,957],{"class":126},[116,3409,3410],{"class":773},"\u002Fadd\u002Ffeedback\"\n",[116,3412,3413],{"class":118,"line":1075},[116,3414,173],{"emptyLinePlaceholder":172},[116,3416,3417,3419,3421,3423,3425,3427,3429,3431,3433,3435,3437,3439,3441,3443,3445,3447,3449,3451,3453,3455,3457,3459],{"class":118,"line":1479},[116,3418,1011],{"class":122},[116,3420,831],{"class":180},[116,3422,1016],{"class":122},[116,3424,181],{"class":180},[116,3426,1022],{"class":1021},[116,3428,1025],{"class":180},[116,3430,1029],{"class":1028},[116,3432,831],{"class":180},[116,3434,1029],{"class":1021},[116,3436,1036],{"class":180},[116,3438,1039],{"class":1028},[116,3440,831],{"class":180},[116,3442,1044],{"class":1021},[116,3444,1036],{"class":180},[116,3446,1049],{"class":1028},[116,3448,831],{"class":180},[116,3450,1054],{"class":1021},[116,3452,181],{"class":180},[116,3454,1059],{"class":1021},[116,3456,1025],{"class":180},[116,3458,1064],{"class":1021},[116,3460,1067],{"class":180},[116,3462,3463],{"class":118,"line":1526},[116,3464,173],{"emptyLinePlaceholder":172},[116,3466,3467,3469,3471,3473,3475,3477,3479,3481,3483,3485,3487,3489],{"class":118,"line":1531},[116,3468,1078],{"class":1021},[116,3470,1025],{"class":180},[116,3472,1083],{"class":930},[116,3474,1086],{"class":773},[116,3476,937],{"class":126},[116,3478,1091],{"class":1021},[116,3480,181],{"class":180},[116,3482,1054],{"class":1021},[116,3484,1098],{"class":180},[116,3486,957],{"class":126},[116,3488,770],{"class":773},[116,3490,1105],{"class":180},[39,3492,3493,3497],{"icon":1715},[14,3494,2173,3495],{},[25,3496],{},[1722,3498,3499],{"style":1724},"\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",[106,3501,3502],{"className":108,"code":2183,"language":110,"meta":111,"style":111},[113,3503,3504,3510,3516,3522,3526,3530,3556,3582,3586,3594,3612,3630,3648,3668,3672,3680,3698,3734,3738,3770,3774,3820,3824,3828,3832,3846],{"__ignoreMap":111},[116,3505,3506,3508],{"class":118,"line":119},[116,3507,728],{"class":727},[116,3509,731],{"class":122},[116,3511,3512,3514],{"class":118,"line":133},[116,3513,728],{"class":727},[116,3515,738],{"class":122},[116,3517,3518,3520],{"class":118,"line":143},[116,3519,728],{"class":727},[116,3521,745],{"class":122},[116,3523,3524],{"class":118,"line":191},[116,3525,173],{"emptyLinePlaceholder":172},[116,3527,3528],{"class":118,"line":205},[116,3529,754],{"class":166},[116,3531,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554],{"class":118,"line":210},[116,3533,759],{"class":122},[116,3535,181],{"class":180},[116,3537,764],{"class":184},[116,3539,767],{"class":180},[116,3541,770],{"class":180},[116,3543,774],{"class":773},[116,3545,770],{"class":180},[116,3547,779],{"class":180},[116,3549,782],{"class":180},[116,3551,785],{"class":180},[116,3553,788],{"class":773},[116,3555,791],{"class":180},[116,3557,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580],{"class":118,"line":282},[116,3559,759],{"class":122},[116,3561,181],{"class":180},[116,3563,764],{"class":184},[116,3565,767],{"class":180},[116,3567,770],{"class":180},[116,3569,806],{"class":773},[116,3571,770],{"class":180},[116,3573,779],{"class":180},[116,3575,782],{"class":180},[116,3577,785],{"class":180},[116,3579,817],{"class":773},[116,3581,791],{"class":180},[116,3583,3584],{"class":118,"line":294},[116,3585,173],{"emptyLinePlaceholder":172},[116,3587,3588,3590,3592],{"class":118,"line":299},[116,3589,828],{"class":122},[116,3591,831],{"class":180},[116,3593,834],{"class":180},[116,3595,3596,3598,3600,3602,3604,3606,3608,3610],{"class":118,"line":837},[116,3597,840],{"class":180},[116,3599,1827],{"class":773},[116,3601,770],{"class":180},[116,3603,848],{"class":180},[116,3605,785],{"class":180},[116,3607,1836],{"class":773},[116,3609,770],{"class":180},[116,3611,858],{"class":180},[116,3613,3614,3616,3618,3620,3622,3624,3626,3628],{"class":118,"line":861},[116,3615,840],{"class":180},[116,3617,1847],{"class":773},[116,3619,770],{"class":180},[116,3621,848],{"class":180},[116,3623,785],{"class":180},[116,3625,2308],{"class":773},[116,3627,770],{"class":180},[116,3629,858],{"class":180},[116,3631,3632,3634,3636,3638,3640,3642,3644,3646],{"class":118,"line":880},[116,3633,840],{"class":180},[116,3635,2319],{"class":773},[116,3637,770],{"class":180},[116,3639,848],{"class":180},[116,3641,785],{"class":180},[116,3643,2328],{"class":773},[116,3645,770],{"class":180},[116,3647,858],{"class":180},[116,3649,3650,3652,3654,3656,3658,3660,3662,3664,3666],{"class":118,"line":886},[116,3651,840],{"class":180},[116,3653,2339],{"class":773},[116,3655,770],{"class":180},[116,3657,2344],{"class":180},[116,3659,770],{"class":180},[116,3661,1167],{"class":773},[116,3663,770],{"class":180},[116,3665,779],{"class":180},[116,3667,1172],{"class":166},[116,3669,3670],{"class":118,"line":896},[116,3671,965],{"class":180},[116,3673,3674,3676,3678],{"class":118,"line":918},[116,3675,889],{"class":122},[116,3677,831],{"class":180},[116,3679,834],{"class":180},[116,3681,3682,3684,3686,3688,3690,3692,3694,3696],{"class":118,"line":962},[116,3683,899],{"class":180},[116,3685,902],{"c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[\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\": 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