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\"\u9648\u5929\u6865\u9093\u4e9a\u5cf0\u8054\u624b\u7834\u89e3\u5927\u6a21\u578b\u8bb0\u5fc6\u96be\u9898\uff014\u4e2a\u6708\u6253\u9020SOTA\u7cfb\u7edf\uff0c\u60ac\u8d4f8\u4e07\u7f8e\u5143\u53d1\u8d77\u5168\u7403\u8bb0\u5fc6\u6311\u6218\u8d5b\"\/<\/div><\/figure>\n
\"\u9648\u5929\u6865\u9093\u4e9a\u5cf0\u8054\u624b\u7834\u89e3\u5927\u6a21\u578b\u8bb0\u5fc6\u96be\u9898\uff014\u4e2a\u6708\u6253\u9020SOTA\u7cfb\u7edf\uff0c\u60ac\u8d4f8\u4e07\u7f8e\u5143\u53d1\u8d77\u5168\u7403\u8bb0\u5fc6\u6311\u6218\u8d5b\"\/<\/div><\/figure>\n
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\u5176\u4e2d\u4e1a\u754c\u7528\u7684\u6bd4\u8f83\u591a\u7684\u65b9\u6cd5\uff0c\u8fd8\u662fRAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\uff0c\u4e5f\u5c31\u662f\u57fa\u4e8e\u5916\u90e8\u5b58\u50a8\u7684\u8bb0\u5fc6\u3002<\/p>\n

\u4f46RAG\u540c\u6837\u7f3a\u70b9\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u5de5\u4f5c\u65b9\u5f0f\u662f\u5c06\u957f\u6587\u672c\u5207\u6210\u4e00\u4e2a\u4e2a\u7247\u6bb5\uff0c\u4f1a\u7834\u574f\u4fe1\u606f\u7684\u8fde\u8d2f\u6027\uff0c\u8ba9\u6a21\u578b\u96be\u4ee5\u7406\u89e3\u590d\u6742\u7684\u56e0\u679c\u5173\u7cfb\u3002<\/p>\n

\u5176\u6b21RAG\u4f9d\u8d56\u5411\u91cf\u76f8\u4f3c\u5ea6\u68c0\u7d22\uff0c\u64c5\u957f\u627e\u8bed\u4e49\u76f8\u8fd1\u7684\u5185\u5bb9\uff0c\u4f46\u5728\u65f6\u5e8f\u5339\u914d\u4e0a\u4e0d\u8db3\uff1b\u53e6\u5916RAG\u77e5\u8bc6\u662f\u76f8\u5bf9\u9759\u6001\u7684\uff0c\u5982\u679c\u8981\u66f4\u65b0\u4fe1\u606f\uff0c\u5219\u9700\u8981\u9ad8\u6602\u7684\u6210\u672c\u652f\u6301\u3002<\/p>\n

\u57fa\u4e8e\u6b64\uff0cEverMemOS\u5e94\u8fd0\u800c\u751f\u3002<\/p>\n

\u542f\u53d1\u4e8e\u8111\u79d1\u5b66\u6280\u672f\u7684\u7814\u7a76\u6210\u679c\uff0c\u76db\u5927\u4e00\u76f4\u4ee5\u6765\u975e\u5e38\u91cd\u89c6\u957f\u671f\u8bb0\u5fc6\u9886\u57df\u7684\u7814\u7a76\u3002\u65e9\u57282024\u5e7410\u6708\uff0c\u76db\u5927\u56e2\u961f\u5c31\u5bf9\u5916\u53d1\u5e03\u4e86\u957f\u671f\u8bb0\u5fc6\u9886\u57df\u7684\u7eb2\u9886\u6027\u6587\u7ae0\u300aLong Term Memory-The Foundation of AI Self-Evolution\u300b\u3002<\/p>\n

\u57fa\u4e8e\u76db\u5927\u591a\u4e2a\u56e2\u961f\u5728\u8be5\u9886\u57df\u7684\u6301\u7eed\u79ef\u7d2f\uff0cEverMind\u57282025\u5e748\u6708\u6b63\u5f0f\u542f\u52a8EverMemOS\u9879\u76ee\uff0c\u5e76\u4e8e11\u6708\u5bf9\u5916\u6b63\u5f0f\u53d1\u5e03\u5f00\u6e90\u7248\u672c\u3002<\/p>\n

EverMemOS\u662fEverMind\u6253\u9020\u7684\u9996\u6b3eAI\u8bb0\u5fc6\u57fa\u7840\u8bbe\u65bd\uff0c\u5bf9\u6bd4\u540c\u8d5b\u9053\u56e2\u961f\uff0c\u4f3c\u4e4e\u59d7\u59d7\u6765\u8fdf\u3002<\/p>\n

Mem0\u3001Zep\u7b49\u4ea7\u54c1\u6700\u65e9\u90fd\u80fd\u8ffd\u6eaf\u52302024\u5e74\uff0c\u73b0\u5728\u5546\u4e1a\u5316\u6700\u6210\u529f\u7684\u5f00\u53d1\u8005\u6846\u67b6Letta\uff08\u539fMemGPT\uff09\u4e5f\u662f2023\u5e74\u5c31\u5f00\u59cb\u8d77\u6b65\u3002<\/p>\n

EverMemOS\u5374\u4ea4\u51fa\u4e86\u4eae\u773c\u7684\u7b54\u5377\uff1a\u6700\u665a\u5165\u573a\uff0c\u4f46\u6548\u679c\u5f2f\u9053\u8d85\u8f66\u3002<\/p>\n

\u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u5b83\u540c\u65f6\u7ee7\u627f\u4e86\u57fa\u4e8e\u5916\u90e8\u5b58\u50a8\u548c\u57fa\u4e8e\u9690\u72b6\u6001\u4e24\u79cd\u8def\u5f84\u3002\u4e0d\u8fc7\u4e1a\u5185\u5e76\u975e\u6ca1\u6709\u5c1d\u8bd5\u8fc7\u6b64\u7c7b\u65b9\u6848\uff0c\u4f46EverMind\u663e\u7136\u5728\u8bb0\u5fc6\u63d0\u53d6\u7684\u7cbe\u51c6\u5ea6\u548c\u903b\u8f91\u4e00\u81f4\u6027\u4e0a\u5b9e\u73b0\u4e86\u66f4\u4f18\u7684\u5e73\u8861\u3002<\/p>\n

\u539f\u56e0\u5728\u4e8eEverMind\u6293\u4f4f\u4e86\u7cbe\u9ad3\uff0c\u7528\u9093\u4e9a\u5cf0\u7684\u8bdd\u8bf4\uff0c\u5c31\u662f\uff1a<\/p>\n

\u901a\u8fc7EverMemOS\uff0c\u6211\u4eec\u8d4b\u4e88\u667a\u80fd\u4f53\u4e00\u4e2a\u6d3b\u7684\u3001\u4e0d\u65ad\u6f14\u5316\u7684\u5386\u53f2\u3002<\/p>\n

\u8fd9\u91cc\u7684\u5173\u952e\u8bcd\u5176\u5b9e\u662f\u201c\u6d3b\u7684\u201d\u3002\u90a3\u4e48\u5982\u4f55\u80fd\u4fdd\u5b58\u6700\u9c9c\u6d3b\u7684\u8bb0\u5fc6\u5462\uff1f\u4eba\u7c7b\u5927\u8111\u3002<\/p>\n

\u8fd9\u5c31\u5f15\u51fa\u4e86EverMind\u7684\u72ec\u7279\u601d\u8def\u2014\u2014\u751f\u7269\u542f\u53d1\u3002<\/p>\n

\u5177\u4f53\u6765\u8bb2\uff0cEverMemOS\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u8bb0\u5fc6\u7684\u5f62\u6210\u5e76\u8f6c\u5316\u4e3a\u8ba1\u7b97\u6846\u67b6\uff0c\u5229\u7528\u4e09\u9636\u6bb5\u5c42\u5c42\u9012\u8fdb\u4ee5\u5b9e\u73b0\u5927\u6a21\u578b\u957f\u671f\u8bb0\u5fc6\u7684\u5b58\u50a8\u548c\u63d0\u53d6\uff1a<\/p>\n

Step 1\uff1a\u60c5\u666f\u8f68\u8ff9\u6784\u5efa\u3002<\/p>\n

\u5bf9\u5e94\u4eba\u8111\u7684\u6d77\u9a6c\u4f53\u548c\u5185\u55c5\u76ae\u5c42\uff0c\u53ef\u4ee5\u5c06\u8fde\u7eed\u7684\u5bf9\u8bdd\u5185\u5bb9\u62c6\u5206\u6210\u4e00\u4e2a\u4e2a\u72ec\u7acb\u7684\u8bb0\u5fc6\u5355\u5143\uff08MemCell\uff09\uff0c\u6bcf\u4e2a\u5355\u5143\u91cc\u4e0d\u4ec5\u8bb0\u5f55\u6709\u5b8c\u6574\u7684\u804a\u5929\u5185\u5bb9\uff0c\u8fd8\u5305\u62ec\u4e00\u4e9b\u5173\u952e\u4e8b\u5b9e\u3001\u65f6\u6548\u4fe1\u606f\u7b49\u3002<\/p>\n

Step 2\uff1a\u8bed\u4e49\u6574\u5408\u3002<\/p>\n

\u7c7b\u6bd4\u65b0\u76ae\u5c42\uff08\u524d\u989d\u53f6\u76ae\u5c42+\u989e\u53f6\u76ae\u5c42\uff09\uff0c\u7cfb\u7edf\u4f1a\u5c06\u5185\u5bb9\u76f8\u5173\u7684\u8bb0\u5fc6\u5355\u5143\u5f52\u7c7b\u5728\u4e00\u8d77\uff0c\u5f62\u6210\u4e3b\u9898\u5316\u7684\u8bb0\u5fc6\u573a\u666f\uff08MemScene\uff09\uff0c\u540c\u65f6\u8fd8\u4f1a\u66f4\u65b0\u7528\u6237\u753b\u50cf\uff0c\u533a\u5206\u7528\u6237\u7684\u957f\u671f\u7a33\u5b9a\u504f\u597d\u548c\u77ed\u671f\u4e34\u65f6\u72b6\u6001\u3002<\/p>\n

Step 3\uff1a\u91cd\u6784\u5f0f\u56de\u5fc6\u3002<\/p>\n

\u8fd9\u4e00\u6b65\u5bf9\u5e94\u7684\u662f\u524d\u989d\u53f6\u76ae\u5c42\u548c\u6d77\u9a6c\u4f53\u7684\u534f\u540c\u673a\u5236\uff0c\u5f53\u7528\u6237\u63d0\u95ee\u65f6\uff0c\u7cfb\u7edf\u5c31\u4f1a\u5728\u8bb0\u5fc6\u573a\u666f\u7684\u5f15\u5bfc\u4e0b\u8fdb\u884c\u667a\u80fd\u68c0\u7d22\uff0c\u53ea\u6311\u9009\u51fa\u5fc5\u8981\u4e14\u8db3\u591f\u7684\u8bb0\u5fc6\u5185\u5bb9\uff0c\u7528\u4e8e\u540e\u7eed\u7684\u63a8\u7406\u4efb\u52a1\u3002<\/p>\n

\u7531\u6b64\uff0cAI\u5b66\u4f1a\u50cf\u4eba\u7c7b\u4e00\u6837\u8bb0\u5fc6\u2014\u2014\u8fd9\u4e0d\u4ec5\u662f\u77e5\u8bc6\u7684\u6570\u636e\u5e93\u5b58\u50a8\uff0c\u66f4\u662f\u8ba4\u77e5\u7cfb\u7edf\u7684\u6df1\u5ea6\u6574\u5408\u3002\u5982\u6b64\u4e00\u6765\uff0c\u5373\u4fbf\u662f\u5728\u591a\u4e2aAgent\u4e4b\u95f4\uff0c\u4e5f\u80fd\u5b9e\u73b0\u4fe1\u606f\u7684\u9ad8\u6548\u4f20\u9012\u3002<\/p>\n

\u81f3\u4e8e\u6548\u679c\u5982\u4f55\uff0c\u54b1\u4eec\u8fd8\u662f\u773c\u89c1\u4e3a\u5b9e\uff0c\u770b\u770b\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u3002<\/p>\n

\u56e2\u961f\u9009\u53d6\u4e864\u4e2a\u4e3b\u6d41\u8bb0\u5fc6\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4ee5\u53ca\u591a\u79cd\u5927\u6a21\u578b\u8bb0\u5fc6\u589e\u5f3a\u65b9\u6cd5\u3002\u6240\u6709\u65b9\u6cd5\u90fd\u57fa\u4e8e\u540c\u4e00\u57fa\u7840\u5927\u6a21\u578b\uff08GPT-4o-mini\u6216GPT-4.1-mini\uff09\u8fdb\u884c\u6d4b\u8bd5\u3002<\/p>\n

\u7ed3\u679c\u4e5f\u5f88\u660e\u663e\uff0cEverMemOS\u5927\u83b7\u5168\u80dc\uff0c\u5168\u9762\u8d85\u8d8a\u73b0\u6709\u8bb0\u5fc6\u7cfb\u7edf\u548c\u5168\u4e0a\u4e0b\u6587\u6a21\u578b\u3002<\/p>\n

\u5176\u4e2d\u5728LoCoMo\u4e0a\uff0c\u51c6\u786e\u7387\u76f4\u63a5\u4e00\u8dc3\u6765\u523093.05%\uff0c\u5c24\u5176\u662f\u5728\u591a\u8df3\u63a8\u7406\u548c\u65f6\u5e8f\u4efb\u52a1\u4e0a\u8868\u73b0\u7a81\u51fa\uff0c\u5206\u522b\u63d0\u534719.7%\u548c16.1%\uff0c\u540c\u65f6token\u4f7f\u7528\u91cf\u548c\u8ba1\u7b97\u6210\u672c\u5f97\u5230\u5927\u5e45\u5ea6\u964d\u4f4e\u3002<\/p>\n

\u5728\u591a\u4f1a\u8bdd\u5bf9\u8bdd\u8bc4\u4f30LongMemEval\u91cc\uff0cEverMemOS\u540c\u6837\u4ee583%\u7684\u51c6\u786e\u7387\u4f4d\u5c45\u699c\u9996\uff0c\u8bf4\u660e\u5728\u9762\u5bf9\u8de8\u5ea6\u6781\u5927\u3001\u4fe1\u606f\u91cf\u6781\u9ad8\u7684\u573a\u666f\u4e2d\uff0cEverMemOS\u4f9d\u65e7\u80fd\u591f\u7cbe\u51c6\u68c0\u7d22\u548c\u5173\u8054\u5230\u8fc7\u53bb\u7684\u4fe1\u606f\uff0c\u5e76\u4e14\u901a\u8fc7\u6301\u7eed\u4ea4\u6d41\u8fd8\u4f1a\u4e0d\u65ad\u8fdb\u5316\u5b8c\u5584\u81ea\u5df1\u3002<\/p>\n

HaluMem\u7531MemTensor\u548c\u4e2d\u56fd\u7535\u4fe1\u7814\u7a76\u9662\u8054\u5408\u53d1\u5e03\uff0c\u662f\u4e1a\u754c\u9996\u4e2a\u9762\u5411AI\u8bb0\u5fc6\u7cfb\u7edf\u7684\u64cd\u4f5c\u7ea7\u5e7b\u89c9\u8bc4\u4f30\u57fa\u51c6\u3002\u800cEverMemOS\u5728\u4fdd\u8bc1\u8bb0\u5fc6\u5b8c\u6574\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u663e\u8457\u6539\u5584\u4e86\u5e7b\u89c9\u73b0\u8c61\u3002<\/p>\n

\u5728PersonaMem v2\u91cc\uff0cEverMemOS\u5728\u4e5d\u4e2a\u590d\u6742\u573a\u666f\u4e2d\u4f9d\u65e7\u5168\u573a\u6700\u4f73\uff0c\u4fdd\u8bc1\u4e86\u6df1\u5ea6\u4e2a\u6027\u5316\u548c\u884c\u4e3a\u4e00\u81f4\u6027\u3002<\/p>\n

\u8db3\u4ee5\u89c1\u5f97\uff0cEverMemOS\u662f\u76f8\u5f53\u5168\u80fd\u7684\u4e00\u679a\u9009\u624b\uff0c\u8bb0\u6027\u597d\u3001\u641c\u5f97\u51c6\uff0c\u5173\u952e\u8fd8\u8fd0\u884c\u901f\u5ea6\u5feb\u3001\u6210\u672c\u8fd8\u591f\u4f4e\uff0c\u6700\u957f\u53ef\u7a81\u7834\u767e\u5146\u4e0a\u4e0b\u6587\u9650\u5236\u3002<\/p>\n

\u4e00\u8fb9\u5e2e\u5927\u6a21\u578b\u51cf\u8d1f\uff0c\u4e00\u8fb9\u5e2e\u5927\u6a21\u578b\u8865\u8bb0\u5fc6\u529b\uff0c\u582a\u79f0\u5927\u6a21\u578b\u7248\u5b89\u795e\u8865\u8111\u6db2\uff08bushi\uff09<\/p>\n

\u8bda\u7136\uff0c\u6280\u672f\u624e\u5b9e\u662f\u4e00\u56de\u4e8b\uff0c\u80fd\u4e0d\u80fd\u8ba9\u5f00\u53d1\u8005\u7528\u8d77\u6765\u5219\u662f\u53e6\u5916\u4e00\u56de\u4e8b\u3002<\/p>\n

EverMind\u89c9\u5f97\uff0c\u5f00\u6e90\u8fd8\u4e0d\u591f\uff0c\u76f4\u63a5\u4e0a\u4e91\u670d\u52a1\u3002<\/p>\n

\u7701\u53bb\u4e2d\u95f4\u7e41\u6742\u7684\u57fa\u7840\u8bbe\u65bd\u642d\u5efa\uff0c\u4ece\u5f00\u53d1\u8005\u5230EverMemOS\uff0c\u53ea\u9700\u8981\u5b8c\u6210\u7b80\u5355\u7684\u4e24\u884cAPI\u4ee3\u7801\u8c03\u7528\uff0c\u5c31\u80fd\u5b9e\u73b0\u591a\u9879\u8bb0\u5fc6\u64cd\u4f5c\uff0c\u5305\u62ec\uff1a<\/p>\n

\u6709\u4e24\u79cd\u4f7f\u7528EverMemOS\u7684\u65b9\u5f0f\uff0cEverMemOS Cloud\u548c\u5f00\u6e90\u7248\u672c\u3002\u524d\u8005\u4f7f\u7528\u6258\u7ba1API\uff0c\u66f4\u65b9\u4fbf\u4e5f\u66f4\u5feb\uff0c\u4e14\u6838\u5fc3\u5f15\u64ce\u4f1a\u81ea\u52a8\u66f4\u65b0\u5230\u6700\u65b0\u7248\u672c\uff0c\u540e\u8005\u5219\u7531\u7528\u6237\u81ea\u5df1\u8fd0\u7ef4\u3002<\/p>\n

\u5f00\u6e90\u7248\u672c\u9700\u8981\u81ea\u884c\u51c6\u5907\u90e8\u7f72\u73af\u5883\uff1a<\/p>\n

\u4e91\u670d\u52a1\u4e0a\u624b\u66f4\u5feb\uff0c\u529f\u80fd\u7b80\u6d01\uff0c\u63a2\u7d22\u7a7a\u95f4\u5374\u5f88\u5927\uff1a\u914d\u7f6e\u8bb0\u5fc6\u7a7a\u95f4\u2192\u83b7\u53d6API\u5bc6\u94a5\u2192\u4fdd\u5b58\u8bb0\u5fc6\u2192\u4f7f\u7528\u8bb0\u5fc6\uff0c\u5373\u53ef\u8f7b\u677e\u4f53\u9a8c\u5f53\u524d\u4e1a\u754c\u6027\u80fdSOTA\u7684Memory\u7cfb\u7edf\u3002<\/p>\n

\u76ee\u524d\u4e91\u670d\u52a1\u5df2\u7ecf\u6b63\u5f0f\u5f00\u653e\u5185\u6d4b\u7533\u8bf7\uff0c\u586b\u5199\u6b63\u786e\u7684\u90ae\u7bb1\u5730\u5740\u540e\u5373\u53ef\u4eab\u53d7\u514d\u8d39\u670d\u52a1\u3002\uff08\u7533\u8bf7\u5165\u53e3\uff1ahttps:\/\/console.evermind.ai\/\uff09<\/p>\n

\u4e0d\u8fc7\u6b63\u5982\u9093\u4e9a\u5cf0\u6240\u8bf4\uff0c\u8981\u60f3\u638c\u63e1AI\uff0c\u591a\u5b66\u4e0d\u5982\u591a\u7528\u3002\u5728\u90e8\u7f72\u597dEverMemOS\u540e\uff0c\u4e0d\u59a8\u6765\u53c2\u52a0EverMind\u4e3e\u529e\u7684\u8bb0\u5fc6\u8d77\u6e90\u5927\u8d5b\u3002<\/p>\n

EverMind\u628a\u821e\u53f0\u4e5f\u7ed9\u5927\u5bb6\u4e00\u7ad9\u5f0f\u642d\u597d\u4e86\uff5e<\/p>\n

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1\u3001\u8bb0\u5fc6+\u667a\u80fd\u4f53\uff1a<\/p>\n

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\u8d5b\u4e8b\u62a5\u540d\uff1ahttps:\/\/evermind.ai\/activities\u4e91\u670d\u52a1\u5165\u53e3\uff1ahttps:\/\/console.evermind.ai\/\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2601.02163\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/EverMind-AI\/EverMemOS\u5b98\u7f51\u5730\u5740\uff1ahttps:\/\/evermind.ai\/<\/p>\n

\n

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\u9e6d\u7fbd \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

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