\n| Zep<\/td>\n | gpt-4o<\/td>\n | 71.2%<\/td>\n | 2.58 s<\/td>\n | 0.684 s<\/td>\n | 1.6k<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u901a\u8fc7\u95ee\u9898\u7c7b\u578b\u7684\u5206\u6790\u663e\u793a\uff0c\u4f7f\u7528Zep\u7684gpt-4o-mini\u5728\u516d\u79cd\u7c7b\u522b\u4e2d\u7684\u56db\u79cd\u4e2d\u8868\u73b0\u51fa\u6539\u8fdb\uff0c\u5176\u4e2d\u5728\u590d\u6742\u7684\u95ee\u7c7b\u578b\u4e2d\u6539\u8fdb\u6700\u5927\uff1a\u5355\u4f1a\u8bdd\u504f\u597d\u3001\u591a\u4f1a\u8bdd\u548c\u65f6\u5e8f\u63a8\u7406\u3002\u5f53\u4f7f\u7528gpt-4o\u65f6\uff0cZep\u5728\u77e5\u8bc6\u66f4\u65b0\u7c7b\u522b\u4e2d\u8fdb\u4e00\u6b65\u5c55\u793a\u4e86\u6539\u8fdb\u7684\u6027\u80fd\uff0c\u7a81\u51fa\u4e86\u5176\u4e0e\u66f4\u5f3a\u5927\u7684\u6a21\u578b\u914d\u5408\u4f7f\u7528\u65f6\u66f4\u6709\u6548\u3002\u7136\u800c\uff0c\u53ef\u80fd\u9700\u8981\u989d\u5916\u7684\u5f00\u53d1\u6765\u63d0\u9ad8\u4e0d\u592a\u5f3a\u5927\u7684\u6a21\u578b\u5bf9Zep\u7684\u65f6\u95f4\u6570\u636e\u7684\u7406\u89e3\u3002<\/p>\n \u88683\uff1aLongMemEvals\u95ee\u9898\u7c7b\u578b\u5206\u89e3<\/strong><\/p>\n\n\n\n| \u95ee\u9898\u7c7b\u578b<\/th>\n | \u6a21\u578b<\/th>\n | \u5168\u4e0a\u4e0b\u6587<\/th>\n | Zep<\/th>\n | \u589e\u91cf<\/th>\n<\/tr>\n<\/thead>\n | \n\n| \u5355\u4f1a\u8bdd\u504f\u597d<\/td>\n | gpt-4o-mini<\/td>\n | 30.0%<\/td>\n | 53.3%<\/td>\n | 77.7%\u2191<\/td>\n<\/tr>\n | \n| \u5355\u4f1a\u8bdd\u52a9\u624b<\/td>\n | gpt-4o-mini<\/td>\n | 81.8%<\/td>\n | 75.0%<\/td>\n | 90’6%\u2191<\/td>\n<\/tr>\n | \n| \u65f6\u5e8f\u63a8\u7406<\/td>\n | gpt-4o-mini<\/td>\n | 36.5%<\/td>\n | 54.1%<\/td>\n | 48.2%\u2191<\/td>\n<\/tr>\n | \n| \u591a\u4f1a\u8bdd<\/td>\n | gpt-4o-mini<\/td>\n | 40.6%<\/td>\n | 47.4%<\/td>\n | 16.7%\u2191<\/td>\n<\/tr>\n | \n| \u77e5\u8bc6\u66f4\u65b0<\/td>\n | gpt-4o-mini<\/td>\n | 76.9%<\/td>\n | 74.4%<\/td>\n | 3.36%\u2193<\/td>\n<\/tr>\n | \n| \u5355\u4f1a\u8bdd\u7528\u6237<\/td>\n | gpt-4o-mini<\/td>\n | 81.4%<\/td>\n | 92.9%<\/td>\n | 14.1%\u2191<\/td>\n<\/tr>\n | \n| \u5355\u4f1a\u8bdd\u504f\u597d<\/td>\n | gpt-4o<\/td>\n | 20.0%<\/td>\n | 56.7%<\/td>\n | 184%\u2191<\/td>\n<\/tr>\n | \n| \u5355\u4f1a\u8bdd\u52a9\u624b<\/td>\n | gpt-4o<\/td>\n | 94.6%<\/td>\n | 80.4%<\/td>\n | 17.7%\u2193<\/td>\n<\/tr>\n | \n| \u65f6\u5e8f\u63a8\u7406<\/td>\n | gpt-4o<\/td>\n | 45.1%<\/td>\n | 62.4%<\/td>\n | 38.4%\u2191<\/td>\n<\/tr>\n | \n| \u591a\u4f1a\u8bdd<\/td>\n | gpt-4o<\/td>\n | 44.3%<\/td>\n | 57.9%<\/td>\n | 30.7%\u2191<\/td>\n<\/tr>\n | \n| \u77e5\u8bc6\u66f4\u65b0<\/td>\n | gpt-4o<\/td>\n | 78.2%<\/td>\n | 83.3%<\/td>\n | 6.52%\u2191<\/td>\n<\/tr>\n | \n| \u5355\u4f1a\u8bdd\u7528\u6237<\/td>\n | gpt-4o<\/td>\n | 81.4%<\/td>\n | 92.9%<\/td>\n | 14.1%\u2191<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u8fd9\u4e9b\u7ed3\u679c\u8bc1\u660e\u4e86Zep\u80fd\u591f\u5728\u6a21\u578b\u89c4\u6a21\u4e0a\u63d0\u9ad8\u6027\u80fd\uff0c\u4e0e\u66f4\u5f3a\u5927\u7684\u6a21\u578b\u914d\u5408\u4f7f\u7528\u65f6\uff0c\u5728\u590d\u6742\u548c\u7ec6\u817b\u7684\u95ee\u9898\u7c7b\u578b\u4e0a\u89c2\u5bdf\u5230\u6700\u663e\u8457\u7684\u6539\u8fdb\u3002\u5ef6\u8fdf\u6539\u8fdb\u5c24\u4e3a\u663e\u8457\uff0cZep\u5c06\u54cd\u5e94\u65f6\u95f4\u51cf\u5c11\u4e86\u5927\u7ea690%\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u66f4\u9ad8\u7684\u51c6\u786e\u6027\u3002<\/p>\n \u5355\u4f1a\u8bdd\u52a9\u624b\u95ee\u9898\u7684\u6027\u80fd\u4e0b\u964d\u2014\u2014gpt-4o\u4e3a17.7%\uff0cgpt-4o-mini\u4e3a9.06%\u2014\u2014\u4ee3\u8868\u4e86Zep\u5728\u5176\u4ed6\u65b9\u9762\u7684\u4e00\u81f4\u6539\u8fdb\u4e2d\u7684\u4e00\u4e2a\u663e\u8457\u4f8b\u5916\uff0c\u8fd9\u8868\u660e\u9700\u8981\u8fdb\u4e00\u6b65\u7684\u7814\u7a76\u548c\u5de5\u7a0b\u5de5\u4f5c\u3002<\/p>\n <\/p>\n 5. \u7ed3\u8bba<\/h2>\n\u6211\u4eec\u5df2\u7ecf\u4ecb\u7ecd\u4e86Zep\uff0c\u8fd9\u662f\u4e00\u79cd\u57fa\u4e8e\u56fe\u7684LLM\u8bb0\u5fc6\u65b9\u6cd5\uff0c\u5b83\u7ed3\u5408\u4e86\u8bed\u4e49\u548c\u60c5\u8282\u8bb0\u5fc6\u4ee5\u53ca\u5b9e\u4f53\u548c\u793e\u533a\u6458\u8981\u3002\u6211\u4eec\u7684\u8bc4\u4f30\u8868\u660e\uff0cZep\u5728\u73b0\u6709\u7684\u8bb0\u5fc6\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8fbe\u5230\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd\uff0c\u540c\u65f6\u51cf\u5c11\u4e86token\u6210\u672c\uff0c\u5e76\u5728\u663e\u8457\u964d\u4f4e\u5ef6\u8fdf\u7684\u60c5\u51b5\u4e0b\u8fd0\u884c\u3002<\/p>\n \u867d\u7136Graphiti\u548cZep\u53d6\u5f97\u7684\u6210\u679c\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u4f46\u53ef\u80fd\u53ea\u662f\u57fa\u4e8e\u56fe\u7684\u8bb0\u5fc6\u7cfb\u7edf\u7684\u521d\u6b65\u8fdb\u5c55\u3002\u591a\u6761\u7814\u7a76\u9014\u5f84\u53ef\u4ee5\u5efa\u7acb\u5728\u8fd9\u4e24\u4e2a\u6846\u67b6\u4e4b\u4e0a\uff0c\u5305\u62ec\u5c06\u5176\u4ed6GraphRAG\u65b9\u6cd5\u6574\u5408\u5230Zep\u8303\u5f0f\u4e2d\uff0c\u4ee5\u53ca\u6211\u4eec\u5de5\u4f5c\u7684\u65b0\u9896\u6269\u5c55\u3002<\/p>\n \u7814\u7a76\u5df2\u7ecf\u8bc1\u660e\u4e86\u5728GraphRAG\u8303\u5f0f\u4e2d\u9488\u5bf9LLM\u5b9e\u4f53\u548c\u8fb9\u63d0\u53d6\u8fdb\u884c\u5fae\u8c03\u6a21\u578b\u7684\u4ef7\u503c\uff0c\u63d0\u9ad8\u4e86\u51c6\u786e\u6027\uff0c\u540c\u65f6\u51cf\u5c11\u4e86\u6210\u672c\u548c\u5ef6\u8fdf[19][25]\u3002\u7c7b\u4f3c\u5730\uff0c\u9488\u5bf9Graphiti\u63d0\u793a\u7684\u5fae\u8c03\u6a21\u578b\u53ef\u80fd\u4f1a\u589e\u5f3a\u77e5\u8bc6\u63d0\u53d6\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u590d\u6742\u7684\u5bf9\u8bdd\u3002\u6b64\u5916\uff0c\u5c3d\u7ba1\u5f53\u524d\u5173\u4e8eLLM\u751f\u6210\u7684\u77e5\u8bc6\u56fe\u8c31\u7684\u7814\u7a76\u4e3b\u8981\u5728\u6ca1\u6709\u6b63\u5f0f\u672c\u4f53\u7684\u60c5\u51b5\u4e0b\u8fd0\u884c[9][4][17][19][26]\uff0c\u7279\u5b9a\u9886\u57df\u7684\u672c\u4f53\u5177\u6709\u91cd\u5927\u6f5c\u529b\u3002\u56fe\u672c\u4f53\uff0c\u5728\u9884LLM\u77e5\u8bc6\u56fe\u8c31\u5de5\u4f5c\u4e2d\u662f\u57fa\u7840\uff0c\u503c\u5f97\u5728Graphiti\u6846\u67b6\u4e2d\u8fdb\u4e00\u6b65\u63a2\u7d22\u3002<\/p>\n \u6211\u4eec\u5bf9\u5408\u9002\u7684\u8bb0\u5fc6\u57fa\u51c6\u6d4b\u8bd5\u7684\u641c\u7d22\u63ed\u793a\u4e86\u6709\u9650\u7684\u9009\u62e9\uff0c\u73b0\u6709\u7684\u57fa\u51c6\u6d4b\u8bd5\u901a\u5e38\u7f3a\u4e4f\u7a33\u5065\u6027\u548c\u590d\u6742\u6027\uff0c\u901a\u5e38\u9ed8\u8ba4\u4e3a\u7b80\u5355\u7684\u5bfb\u9488\u5f0f\u4e8b\u5b9e\u68c0\u7d22\u95ee\u9898[3]\u3002\u8be5\u9886\u57df\u9700\u8981\u989d\u5916\u7684\u8bb0\u5fc6\u57fa\u51c6\u6d4b\u8bd5\uff0c\u7279\u522b\u662f\u90a3\u4e9b\u53cd\u6620\u5ba2\u6237\u4f53\u9a8c\u4efb\u52a1\u7b49\u5546\u4e1a\u5e94\u7528\uff0c\u4ee5\u6709\u6548\u5730\u8bc4\u4f30\u548c\u533a\u5206\u8bb0\u5fc6\u65b9\u6cd5\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u73b0\u6709\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e0d\u8db3\u4ee5\u8bc4\u4f30Zep\u5904\u7406\u548c\u7efc\u5408\u5bf9\u8bdd\u5386\u53f2\u4e0e\u7ed3\u6784\u5316\u4e1a\u52a1\u6570\u636e\u7684\u80fd\u529b\u3002\u867d\u7136Zep\u4e13\u6ce8\u4e8eLLM\u8bb0\u5fc6\uff0c\u4f46\u5176\u4f20\u7edf\u7684RAG\u80fd\u529b\u5e94\u4e0e[17]\u3001[27]\u548c[28]\u4e2d\u7684\u65e2\u5b9a\u57fa\u51c6\u6d4b\u8bd5\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n \u5f53\u524d\u5173\u4e8eLLM\u8bb0\u5fc6\u548cRAG\u7cfb\u7edf\u7684\u6587\u732e\u4e2d\uff0c\u5c1a\u672a\u5145\u5206\u89e3\u51b3\u751f\u4ea7\u7cfb\u7edf\u7684\u53ef\u6269\u5c55\u6027\uff0c\u5305\u62ec\u6210\u672c\u548c\u5ef6\u8fdf\u3002\u6211\u4eec\u5305\u62ec\u4e86\u68c0\u7d22\u673a\u5236\u7684\u5ef6\u8fdf\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4ee5\u5f00\u59cb\u89e3\u51b3\u8fd9\u4e00\u5dee\u8ddd\uff0c\u9075\u5faaLightRAG\u7684\u4f5c\u8005\u5728\u4f18\u5148\u8003\u8651\u8fd9\u4e9b\u6307\u6807\u65b9\u9762\u7684\u4f8b\u5b50\u3002<\/p>\n 6. \u9644\u5f55<\/h2>\n6.1 \u56fe\u8c31\u6784\u5efa\u63d0\u793a<\/h3>\n6.1.1 \u5b9e\u4f53\u63d0\u53d6<\/h4>\n{\u5f53\u524d_\u6d88\u606f}\r\n<\/\u5f53\u524d\u6d88\u606f>\r\n\u6839\u636e\u4ee5\u4e0a\u5bf9\u8bdd\uff0c\u4ece\u201c\u5f53\u524d\u6d88\u606f\u201d\u4e2d\u63d0\u53d6\u660e\u786e\u6216\u9690\u542b\u63d0\u53ca\u7684\u5b9e\u4f53\u8282\u70b9\uff1a\r\n\u51c6\u5219\uff1a\r\n1.\u59cb\u7ec8\u63d0\u53d6\u8bf4\u8bdd\u8005\/\u6f14\u5458\u4f5c\u4e3a\u7b2c\u4e00\u4e2a\u8282\u70b9\u3002\u8bf4\u8bdd\u8005\u662f\u6bcf\u884c\u5bf9\u8bdd\u4e2d\u5192\u53f7\u524d\u7684\u90e8\u5206\u3002\r\n2.\u63d0\u53d6\u201c\u5f53\u524d\u6d88\u606f\u201d\u4e2d\u63d0\u53ca\u7684\u5176\u4ed6\u91cd\u8981\u5b9e\u4f53\u3001\u6982\u5ff5\u6216\u6f14\u5458\u3002\r\n3.\u4e0d\u8981\u4e3a\u5173\u7cfb\u6216\u52a8\u4f5c\u521b\u5efa\u8282\u70b9\u3002\r\n4.\u4e0d\u8981\u4e3a\u65f6\u95f4\u4fe1\u606f\uff08\u5982\u65e5\u671f\u3001\u65f6\u95f4\u6216\u5e74\u4efd\uff09\u521b\u5efa\u8282\u70b9\uff08\u8fd9\u4e9b\u5c06\u5728\u7a0d\u540e\u6dfb\u52a0\u5230\u8fb9\u7f18\uff09\u3002\r\n5.\u5728\u8282\u70b9\u547d\u540d\u65f6\u5c3d\u53ef\u80fd\u660e\u786e\uff0c\u4f7f\u7528\u5168\u540d\u3002\r\n6.\u4e0d\u8981\u4ec5\u63d0\u53d6\u63d0\u53ca\u7684\u5b9e\u4f53<\/pre>\n <\/p>\n 6.1.2 \u5b9e\u4f53\u89e3\u6790<\/h4>\n<\u4e4b\u524d\u7684\u6d88\u606f>\r\n{\u4e4b\u524d\u7684\u6d88\u606f}\r\n<\/\u4e4b\u524d\u7684\u6d88\u606f>\r\n<\u5f53\u524d\u6d88\u606f>\r\n{\u5f53\u524d\u6d88\u606f}\r\n<\/\u5f53\u524d\u6d88\u606f>\r\n<\u73b0\u6709\u8282\u70b9>\r\n{\u73b0\u6709\u8282\u70b9}\r\n<\/\u73b0\u6709\u8282\u70b9>\r\n\u7ed9\u5b9a\u4e0a\u8ff0\u7684\u73b0\u6709\u8282\u70b9\u3001\u6d88\u606f\u548c\u4e4b\u524d\u7684\u6d88\u606f\u3002\u786e\u5b9a\u4ece\u5bf9\u8bdd\u4e2d\u63d0\u53d6\u7684\u65b0\u8282\u70b9\u662f\u5426\u662f\u73b0\u6709\u8282\u70b9\u4e2d\u7684\u91cd\u590d\u5b9e\u4f53\u3002\r\n<\u65b0\u8282\u70b9>\r\n{\u65b0\u8282\u70b9}\r\n<\/\u65b0\u8282\u70b9>\r\n\u4efb\u52a1\uff1a\r\n1. \u5982\u679c\u65b0\u8282\u70b9\u4e0e\u73b0\u6709\u8282\u70b9\u4e2d\u7684\u4efb\u4f55\u8282\u70b9\u8868\u793a\u76f8\u540c\u7684\u5b9e\u4f53\uff0c\u5219\u5728\u54cd\u5e94\u4e2d\u8fd4\u56de\u201cis_duplicate: true\u201d\u3002\u5426\u5219\uff0c\u8fd4\u56de\u201cis_duplicate: false\u201d\u3002\r\n2. \u5982\u679c is_duplicate \u4e3a true\uff0c\u5219\u5728\u54cd\u5e94\u4e2d\u540c\u65f6\u8fd4\u56de\u73b0\u6709\u8282\u70b9\u7684 uuid\u3002\r\n3. \u5982\u679c is_duplicate \u4e3a true\uff0c\u5219\u8fd4\u56de\u8282\u70b9\u7684\u6700\u5b8c\u6574\u7684\u5168\u540d\u3002\r\n\u6307\u5357\uff1a\r\n1. \u4f7f\u7528\u8282\u70b9\u7684\u540d\u79f0\u548c\u6458\u8981\u6765\u786e\u5b9a\u5b9e\u4f53\u662f\u5426\u91cd\u590d\uff0c\u91cd\u590d\u8282\u70b9\u53ef\u80fd\u5177\u6709\u4e0d\u540c\u7684\u540d\u79f0\u3002<\/pre>\n6.1.3 \u4e8b\u5b9e\u63d0\u53d6<\/h4>\n<\u4e4b\u524d\u7684\u6d88\u606f>\r\n{\u4e4b\u524d\u7684\u6d88\u606f}\r\n<\/\u4e4b\u524d\u7684\u6d88\u606f>\r\n<\u5f53\u524d\u6d88\u606f>\r\n{\u5f53\u524d\u6d88\u606f}\r\n<\/\u5f53\u524d\u6d88\u606f>\r\n<\u5b9e\u4f53>\r\n{\u5b9e\u4f53}\r\n<\/\u5b9e\u4f53>\r\n\u7ed9\u5b9a\u4e0a\u8ff0\u6d88\u606f\u548c\u5b9e\u4f53\uff0c\u4ece\u5f53\u524d\u6d88\u606f\u4e2d\u63d0\u53d6\u6240\u6709\u4e0e\u5217\u51fa\u7684\u5b9e\u4f53\u76f8\u5173\u7684\u8981\u7d20\u3002\r\n\u6307\u5357\uff1a\r\n1. \u4ec5\u63d0\u53d6\u6240\u63d0\u4f9b\u7684\u5b9e\u4f53\u4e4b\u95f4\u7684\u4e8b\u5b9e\u3002\r\n2. \u6bcf\u4e2a\u4e8b\u5b9e\u5e94\u8868\u793a\u4e24\u4e2a\u4e0d\u540c\u8282\u70b9\u4e4b\u95f4\u7684\u6e05\u6670\u5173\u7cfb\u3002\r\n3. relation_type \u5e94\u8be5\u662f\u5bf9\u4e8b\u5b9e\u7684\u7b80\u6d01\u3001\u5168\u5927\u5199\u63cf\u8ff0\uff08\u4f8b\u5982\uff0cLOVES\u3001IS_FRIENDS_WITH\u3001\r\nWORKS_FOR\uff09\u3002\r\n4. \u63d0\u4f9b\u5305\u542b\u6240\u6709\u76f8\u5173\u4fe1\u606f\u7684\u66f4\u8be6\u7ec6\u7684\u4e8b\u5b9e\u3002\r\n5. \u8003\u8651\u5173\u7cfb\u7684\u65f6\u95f4\u65b9\u9762\uff08\u5982\u679c\u76f8\u5173\uff09\u3002<\/pre>\n6.1.4 \u4e8b\u5b9e\u89e3\u6790<\/h4>\n\u7ed9\u5b9a\u4ee5\u4e0b\u4e0a\u4e0b\u6587\uff0c\u5224\u65ad \"\u65b0\u8fb9\" \u662f\u5426\u8868\u793a \"\u73b0\u6709\u8fb9\" \u5217\u8868\u4e2d\u4efb\u4f55\u4e00\u6761\u8fb9\u6240\u8868\u8fbe\u7684\u76f8\u540c\u4fe1\u606f\u3002\r\n<\u73b0\u6709\u8fb9>\r\n{existing_edges}\r\n<\/\u73b0\u6709\u8fb9>\r\n<\u65b0\u8fb9>\r\n{new_edge}\r\n<\/\u65b0\u8fb9>\r\n\u4efb\u52a1\uff1a\r\n\u5982\u679c \"\u65b0\u8fb9\" \u8868\u793a\u4e0e \"\u73b0\u6709\u8fb9\" \u4e2d\u4efb\u4f55\u4e00\u6761\u8fb9\u76f8\u540c\u7684\u4e8b\u5b9e\u4fe1\u606f\uff0c\u5219\u5728\u54cd\u5e94\u4e2d\u8fd4\u56de 'is_duplicate: true'\u3002 \u5426\u5219\uff0c\u8fd4\u56de 'is_duplicate: false'\u3002\r\n\u5982\u679c is_duplicate \u4e3a true\uff0c\u5219\u8fd8\u5728\u54cd\u5e94\u4e2d\u8fd4\u56de\u73b0\u6709\u8fb9\u7684 uuid\u3002\r\n\u6307\u5357\uff1a\r\n\u4e8b\u5b9e\u4fe1\u606f\u4e0d\u9700\u8981\u5b8c\u5168\u76f8\u540c\u624d\u80fd\u5224\u5b9a\u4e3a\u91cd\u590d\uff0c\u5b83\u4eec\u53ea\u9700\u8981\u8868\u8fbe\u76f8\u540c\u7684\u4fe1\u606f\u5373\u53ef\u3002<\/pre>\n6.1.5 \u65f6\u95f4\u63d0\u53d6<\/h4>\n<\u5148\u524d\u6d88\u606f>\r\n{\u5148\u524d\u7684\u6d88\u606f}\r\n<\/\u5148\u524d\u6d88\u606f>\r\n<\u5f53\u524d\u6d88\u606f>\r\n{\u5f53\u524d\u6d88\u606f}\r\n<\/\u5f53\u524d\u6d88\u606f>\r\n<\u53c2\u8003\u65f6\u95f4\u6233>\r\n{\u53c2\u8003\u65f6\u95f4\u6233}\r\n<\/\u53c2\u8003\u65f6\u95f4\u6233>\r\n<\u4e8b\u5b9e>\r\n{\u4e8b\u5b9e}\r\n<\/\u4e8b\u5b9e>\r\n\u91cd\u8981\u63d0\u793a\uff1a\u4ec5\u5728\u63d0\u4f9b\u7684\u4e8b\u5b9e\u4e2d\u5305\u542b\u65f6\u95f4\u4fe1\u606f\u65f6\u624d\u63d0\u53d6\u65f6\u95f4\u4fe1\u606f\uff0c\u5426\u5219\u5ffd\u7565\u63d0\u53ca\u7684\u65f6\u95f4\u3002 \r\n\u5982\u679c\u4ec5\u63d0\u5230\u4e86\u76f8\u5bf9\u65f6\u95f4\uff08\u4f8b\u5982\u201c10\u5e74\u524d\u201d\u3001\u201c2\u5206\u949f\u524d\u201d\uff09\uff0c\u8bf7\u5c3d\u529b\u57fa\u4e8e\u63d0\u4f9b\u7684\u53c2\u8003\u65f6\u95f4\u6233\u786e\u5b9a\u5177\u4f53\u65e5\u671f\u3002 \r\n\u5982\u679c\u5173\u7cfb\u4e0d\u662f\u8de8\u8d8a\u6027\u7684\uff0c\u4f46\u4ecd\u7136\u53ef\u4ee5\u786e\u5b9a\u65e5\u671f\uff0c\u5219\u4ec5\u8bbe\u7f6e `valid_at`\u3002 \r\n\u5b9a\u4e49\uff1a\r\n- valid_at\uff1a\u8be5\u4e8b\u5b9e\u63cf\u8ff0\u7684\u5173\u7cfb\u53d8\u4e3a\u771f\u5b9e\u6216\u88ab\u5efa\u7acb\u7684\u65e5\u671f\u548c\u65f6\u95f4\u3002 \r\n- invalid_at\uff1a\u8be5\u4e8b\u5b9e\u63cf\u8ff0\u7684\u5173\u7cfb\u4e0d\u518d\u771f\u5b9e\u6216\u7ed3\u675f\u7684\u65e5\u671f\u548c\u65f6\u95f4\u3002 \r\n\u4efb\u52a1\uff1a\r\n\u5206\u6790\u5bf9\u8bdd\u5e76\u786e\u5b9a\u4e8b\u5b9e\u4e2d\u662f\u5426\u5305\u542b\u65e5\u671f\u4fe1\u606f\u3002\u4ec5\u5728\u65e5\u671f\u660e\u786e\u4e0e\u5173\u7cfb\u7684\u5efa\u7acb\u6216\u53d8\u66f4\u76f8\u5173\u65f6\u624d\u8fdb\u884c\u8bbe\u7f6e\u3002 \r\n\u6307\u5357\uff1a \r\n1. \u4f7f\u7528 ISO 8601 \u683c\u5f0f\uff08YYYY-MM-DDTHH:MM:SS.SSSSSSZ\uff09\u8868\u793a\u65e5\u671f\u65f6\u95f4\u3002 \r\n2. \u8ba1\u7b97 `valid_at` \u548c `invalid_at` \u65f6\uff0c\u4ee5\u53c2\u8003\u65f6\u95f4\u6233\u4f5c\u4e3a\u5f53\u524d\u65f6\u95f4\u3002 \r\n3. \u5982\u679c\u4e8b\u5b9e\u4f7f\u7528\u73b0\u5728\u65f6\u6001\uff0c\u5219\u4f7f\u7528\u53c2\u8003\u65f6\u95f4\u6233\u4f5c\u4e3a `valid_at` \u65e5\u671f\u3002 \r\n4. \u5982\u679c\u6ca1\u6709\u627e\u5230\u80fd\u786e\u7acb\u6216\u66f4\u6539\u5173\u7cfb\u7684\u65f6\u95f4\u4fe1\u606f\uff0c\u5219\u5c06\u5b57\u6bb5\u8bbe\u4e3a null\u3002 \r\n5. \u4e0d\u5f97 \u4ece\u76f8\u5173\u4e8b\u4ef6\u63a8\u65ad\u65e5\u671f\uff0c\u4ec5\u4f7f\u7528\u76f4\u63a5\u7528\u4e8e\u786e\u7acb\u6216\u66f4\u6539\u5173\u7cfb\u7684\u65e5\u671f\u3002 \r\n6. \u5982\u679c\u63d0\u53ca\u7684\u76f8\u5bf9\u65f6\u95f4\u76f4\u63a5\u4e0e\u5173\u7cfb\u76f8\u5173\uff0c\u5219\u57fa\u4e8e\u53c2\u8003\u65f6\u95f4\u6233\u8ba1\u7b97\u5b9e\u9645\u65e5\u671f\u65f6\u95f4\u3002 \r\n7. \u5982\u679c\u53ea\u63d0\u5230\u4e86\u65e5\u671f\u4f46\u672a\u6307\u5b9a\u65f6\u95f4\uff0c\u5219\u9ed8\u8ba4\u4f7f\u7528 00:00:00\uff08\u5348\u591c\uff09\u3002 \r\n8. \u5982\u679c\u4ec5\u63d0\u5230\u4e86\u5e74\u4efd\uff0c\u5219\u4f7f\u7528\u8be5\u5e74 1\u67081\u65e5 00:00:00\u3002 \r\n9. \u59cb\u7ec8\u5305\u62ec\u65f6\u533a\u504f\u79fb\u91cf\uff08\u5982\u679c\u672a\u6307\u5b9a\u5177\u4f53\u65f6\u533a\uff0c\u5219\u4f7f\u7528 Z \u8868\u793a UTC\uff09\u3002 \r\n<\/pre>\n","protected":false},"excerpt":{"rendered":"\u901f\u8bfb \u667a\u80fd\u4f53\u8bb0\u5fc6\u7684\u6311\u6218\u4e0eZep\u7684\u521b\u65b0 \u667a\u80fd\u4f53\uff08AI Agents\uff09\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u9762\u4e34\u8bb0\u5fc6\u74f6\u9888\u3002\u4f20\u7edf\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u667a\u80fd\u4f53\u53d7\u9650\u4e8e\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u96be\u4ee5\u6709\u6548\u6574\u5408\u957f\u671f\u5bf9\u8bdd\u5386\u53f2\u548c\u52a8\u6001\u6570\u636e\uff0c\u9650\u5236\u4e86\u8868\u73b0\u5e76\u6613\u4ea7\u751f\u5e7b\u89c9\u3002Zep 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