{"id":102206,"date":"2026-09-08T11:12:31","date_gmt":"2026-09-08T03:12:31","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/102206.html"},"modified":"2026-09-08T11:12:31","modified_gmt":"2026-09-08T03:12:31","slug":"agent-%e8%ae%b0%e5%bf%86%e7%b3%bb%e7%bb%9f%e5%85%a8%e6%99%af","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/102206.html","title":{"rendered":"Agent \u8bb0\u5fc6\u7cfb\u7edf\u5168\u666f"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u524d\u8a00<\/li>\n<li>\u4e00\u3001\u8bb0\u5fc6\u7684\u672c\u8d28&#xff1a;\u4ece\u6d41\u6c34\u8d26\u5230\u6863\u6848<\/li>\n<li>\n<ul>\n<li>1.1 \u8bb0\u5fc6\u63d0\u53d6&#xff1a;\u4ece\u5bf9\u8bdd\u5230\u7ed3\u6784\u5316\u4e8b\u5b9e<\/li>\n<li>1.2 \u8bb0\u5fc6\u548c\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u672c\u8d28\u533a\u522b<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u4ec0\u4e48\u6837\u7684\u8bb0\u5fc6\u7cfb\u7edf\u7b97&#034;\u597d&#034;&#xff1a;\u4e09\u5c42\u6b21\u6846\u67b6<\/li>\n<li>\n<ul>\n<li>2.1 \u5b66\u672f\u57fa\u51c6&#xff1a;LoCoMo<\/li>\n<li>2.2 \u4e09\u5c42\u6b21\u8bc4\u4f30\u6846\u67b6<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u8bb0\u5fc6\u653e\u54ea\u513f&#xff1a;\u4e09\u5c42\u7ed3\u6784<\/li>\n<li>\n<ul>\n<li>3.1 \u8f68\u8ff9&#xff1a;\u5355\u6b21\u4f1a\u8bdd\u7684\u5b8c\u6574\u8bb0\u5f55<\/li>\n<li>3.2 \u7528\u6237\u957f\u671f\u8bb0\u5fc6&#xff1a;\u8de8\u4f1a\u8bdd\u7684\u7a33\u5b9a\u77e5\u8bc6<\/li>\n<li>3.3 \u4e1a\u52a1\u72b6\u6001&#xff1a;\u4efb\u52a1\u9636\u6bb5\u7684\u62bd\u8c61<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001\u56db\u79cd\u5b58\u50a8\u683c\u5f0f&#xff1a;\u4ece\u6781\u7b80\u5230\u5168\u9762<\/li>\n<li>\n<ul>\n<li>4.1 Simple Notes&#xff1a;\u6781\u7b80\u4e3b\u4e49<\/li>\n<li>4.2 Enhanced Notes&#xff1a;\u53d9\u4e8b\u5b8c\u6574\u6027<\/li>\n<li>4.3 JSON Cards&#xff1a;\u7ed3\u6784\u5316\u5206\u7c7b<\/li>\n<li>4.4 Advanced JSON Cards&#xff1a;\u60c5\u5883\u5316\u77e5\u8bc6\u7ba1\u7406<\/li>\n<li>4.5 \u56db\u79cd\u683c\u5f0f\u600e\u4e48\u9009<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u8fdb\u9636\u8868\u793a&#xff1a;\u4ece\u6587\u672c\u5230\u4ee3\u7801\u5230\u53c2\u6570<\/li>\n<li>\n<ul>\n<li>5.1 User as Code&#xff1a;\u53ef\u6267\u884c\u7684\u8bb0\u5fc6<\/li>\n<li>5.2 User as Engram&#xff1a;\u5199\u8fdb\u6a21\u578b\u53c2\u6570<\/li>\n<li>5.3 \u591a\u6a21\u6001\u53c2\u6570\u5316\u8bb0\u5fc6&#xff1a;\u5b58\u4e0b\u65e0\u6cd5\u8a00\u8bf4\u7684\u611f\u77e5<\/li>\n<li>5.4 \u8868\u793a\u4ecb\u8d28\u7684\u8fde\u7eed\u8c31<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u8bb0\u5fc6\u7684\u8ba4\u77e5\u79d1\u5b66\u57fa\u7840<\/li>\n<li>\n<ul>\n<li>6.1 \u4e09\u79cd\u957f\u671f\u8bb0\u5fc6\u7c7b\u578b<\/li>\n<li>6.2 \u4e09\u5957\u5206\u7c7b\u4f53\u7cfb&#xff0c;\u522b\u641e\u6df7<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u8bb0\u5fc6\u6846\u67b6\u6848\u4f8b&#xff1a;\u56db\u4e2a\u6d41\u6d3e<\/li>\n<li>\n<ul>\n<li>7.1 Mem0&#xff1a;\u63d0\u53d6\u2014\u5bf9\u6bd4\u2014\u51b3\u7b56\u7684\u6d41\u6c34\u7ebf<\/li>\n<li>7.2 Memobase&#xff1a;\u7528\u6237\u753b\u50cf &#043; \u4e8b\u4ef6\u8bb0\u5fc6<\/li>\n<li>7.3 MemGPT\/Letta \u4e0e Zep&#xff1a;\u53e6\u5916\u4e24\u6761\u8def\u7ebf<\/li>\n<li>7.4 \u591a\u7c7b\u578b\u8bb0\u5fc6\u534f\u540c\u7684\u53c2\u8003\u67b6\u6784<\/li>\n<\/ul>\n<\/li>\n<li>\u516b\u3001\u8bb0\u5fc6\u538b\u7f29\u4e0e\u6574\u7406<\/li>\n<li>\n<ul>\n<li>8.1 \u591a\u5c42\u6b21\u538b\u7f29\u7b56\u7565<\/li>\n<li>8.2 \u51b2\u7a81\u68c0\u6d4b\u4e0e\u7248\u672c\u5316<\/li>\n<li>8.3 \u548c\u5355\u6b21\u4f1a\u8bdd\u538b\u7f29\u7684\u8fb9\u754c<\/li>\n<\/ul>\n<\/li>\n<li>\u4e5d\u3001\u9690\u79c1\u4fdd\u62a4&#xff1a;\u65e5\u5fd7\u8131\u654f<\/li>\n<li>\n<ul>\n<li>9.1 \u9690\u79c1\u4fdd\u62a4\u7684\u4e24\u96be<\/li>\n<li>9.2 \u672c\u5730\u6a21\u578b\u8131\u654f\u65b9\u6848<\/li>\n<li>9.3 \u9690\u79c1\u4fdd\u62a4\u7684\u8bbe\u8ba1\u539f\u5219<\/li>\n<\/ul>\n<\/li>\n<li>\u7ed3\u8bed<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260908031229-6a9f7d1d456ac.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><br \/>\n P.S. \u76ee\u524d\u56fd\u5185\u8fd8\u662f\u5f88\u7f3aAI\u4eba\u624d\u7684&#xff0c;\u5e0c\u671b\u66f4\u591a\u4eba\u80fd\u771f\u6b63\u52a0\u5165\u5230AI\u884c\u4e1a&#xff0c;\u5171\u540c\u4fc3\u8fdb\u884c\u4e1a\u8fdb\u6b65&#xff0c;\u589e\u5f3a\u6211\u56fd\u7684AI\u7ade\u4e89\u529b\u3002\u60f3\u8981\u7cfb\u7edf\u5b66\u4e60AI\u77e5\u8bc6\u7684\u670b\u53cb\u53ef\u4ee5\u770b\u770b\u6211\u7cbe\u5fc3\u6253\u78e8\u7684\u6559\u7a0b<br \/>\nhttp:\/\/blog.csdn.net\/jiangjunshow&#xff0c;\u6559\u7a0b\u901a\u4fd7\u6613\u61c2&#xff0c;\u9ad8\u4e2d\u751f\u90fd\u80fd\u770b\u61c2&#xff0c;\u8fd8\u6709\u5404\u79cd\u6bb5\u5b50\u98ce\u8da3\u5e7d\u9ed8&#xff0c;\u4ece\u6df1\u5ea6\u5b66\u4e60\u57fa\u7840\u539f\u7406\u5230\u5404\u9886\u57df\u5b9e\u6218\u5e94\u7528\u90fd\u6709\u8bb2\u89e3&#xff0c;\u621122\u5e74\u7684AI\u79ef\u7d2f\u5168\u5728\u91cc\u9762\u4e86\u3002\u6ce8\u610f&#xff0c;\u6559\u7a0b\u4ec5\u9650\u771f\u6b63\u60f3\u5165\u95e8AI\u7684\u670b\u53cb&#xff0c;\u5426\u5219\u770b\u770b\u96f6\u6563\u7684\u535a\u6587\u5c31\u591f\u4e86\u3002<\/p>\n<h3>\u524d\u8a00<\/h3>\n<p>\u4f60\u6709\u6ca1\u6709\u8fc7\u8fd9\u79cd\u7ecf\u5386&#xff1a;\u8ddf\u4e00\u4e2a AI \u804a\u4e86\u4e00\u4e0b\u5348&#xff0c;\u5b83\u8fde\u4f60\u5bb6\u732b\u53eb\u4ec0\u4e48\u3001\u4f60\u51e0\u70b9\u7761\u90fd\u8bb0\u4f4f\u4e86&#xff0c;\u4f60\u611f\u52a8\u5f97\u5dee\u70b9\u5f53\u573a\u7ed9\u5b83\u5145\u4e09\u5e74\u4f1a\u5458\u3002\u7b2c\u4e8c\u5929\u518d\u6253\u5f00&#xff0c;\u5b83\u7528\u6700\u70ed\u60c5\u7684\u8bed\u6c14\u95ee\u4f60&#xff1a;\u201c\u4f60\u597d&#xff0c;\u6211\u662f\u8c01&#xff1f;\u201d<\/p>\n<p>\u4e0d\u662f\u4f60\u5931\u5fc6\u4e86\u3002\u662f\u5b83\u538b\u6839\u6ca1\u8bb0\u4f4f\u8fc7\u4f60\u3002<\/p>\n<p>\u5355\u6b21\u4f1a\u8bdd\u5185\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406&#xff0c;\u4e1a\u5185\u65e9\u5c31\u73a9\u660e\u767d\u4e86&#xff1a;\u7cfb\u7edf\u63d0\u793a\u8bcd\u600e\u4e48\u5199\u3001KV Cache \u600e\u4e48\u4fdd\u3001\u72b6\u6001\u680f\u600e\u4e48\u8ffd\u52a0\u3001\u5386\u53f2\u600e\u4e48\u538b\u7f29\u3002\u4f46\u8fd9\u4e00\u6574\u5957\u6280\u672f\u5171\u4eab\u540c\u4e00\u4e2a\u524d\u63d0\u2014\u2014\u4f1a\u8bdd\u4e00\u7ed3\u675f&#xff0c;\u4e00\u5207\u5f52\u96f6\u3002\u4e0b\u4e00\u6b21\u5bf9\u8bdd\u5f00\u59cb&#xff0c;Agent \u53c8\u53d8\u56de\u90a3\u4e2a\u806a\u660e\u7684\u964c\u751f\u4eba&#xff1a;\u4e0d\u8bb0\u5f97\u4f60\u662f\u8c01&#xff0c;\u4e0d\u8bb0\u5f97\u4f60\u4e0a\u6b21\u8ddf\u5b83\u54ed\u8bc9\u8fc7\u4ec0\u4e48&#xff0c;\u8fde\u4f60\u59d3\u4ec0\u4e48\u90fd\u8981\u91cd\u65b0\u95ee\u4e00\u904d\u3002<\/p>\n<p>\u8fd9\u611f\u89c9\u5c31\u50cf&#xff1a;\u4f60\u5728\u7406\u53d1\u5e97\u529e\u4e86\u5f20\u91d1\u5361&#xff0c;\u7ed3\u679c\u6bcf\u6b21\u8fdb\u95e8\u90fd\u88ab\u5f53\u6210\u65b0\u5ba2&#xff0c;\u4ece\u5934\u518d\u63a8\u9500\u4e00\u904d\u70eb\u67d3\u5957\u9910\u3002<\/p>\n<p>\u672c\u7bc7\u8981\u5543\u7684&#xff0c;\u5c31\u662f\u8fd9\u5757\u786c\u9aa8\u5934&#xff1a;\u600e\u4e48\u8ba9 Agent \u5728\u5bf9\u8bdd\u7ed3\u675f\u540e&#xff0c;\u8fd8\u8ba4\u5f97\u4f60\u3002<\/p>\n<p>\u5148\u7acb\u4e00\u4e2a\u8d2f\u7a7f\u5168\u6587\u7684\u5206\u6790\u6846\u67b6&#xff1a;Agent &#061; \u51b3\u7b56\u5f15\u64ce &#043; \u4fe1\u606f\u89c6\u91ce &#043; \u6267\u884c\u901a\u9053\u3002\u5176\u4e2d&#034;\u4fe1\u606f\u89c6\u91ce&#034;&#xff08;\u6a21\u578b\u6bcf\u4e00\u8f6e\u80fd\u770b\u5230\u7684\u4e0a\u4e0b\u6587&#xff09;\u53c8\u5206\u516d\u5c42&#xff1a;\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u5b9a\u4e49\u3001\u7528\u6237\u8bb0\u5fc6\u3001\u9886\u57df\u77e5\u8bc6\u3001\u4efb\u52a1\u8f68\u8ff9\u3001\u5f53\u524d\u8f93\u5165\u3002\u524d\u4e24\u5c42\u662f\u76f8\u5bf9\u9759\u6001\u7684&#034;\u524d\u7f00&#034;&#xff0c;\u540e\u4e24\u5c42\u968f\u4f1a\u8bdd\u52a8\u6001\u589e\u957f&#xff0c;\u90fd\u5c5e\u4e8e\u5355\u6b21\u4f1a\u8bdd\u5185\u7ba1\u7406\u7684\u8303\u7574&#xff1b;\u800c\u7b2c\u4e09\u5c42&#034;\u7528\u6237\u8bb0\u5fc6&#034;\u548c\u7b2c\u56db\u5c42&#034;\u9886\u57df\u77e5\u8bc6&#034;\u6070\u6070\u662f\u8de8\u4f1a\u8bdd\u7684\u6301\u4e45\u5316\u4fe1\u606f\u2014\u2014\u5b83\u4eec\u5c31\u662f&#034;\u8ba9 Agent 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\u5728\u548c\u4f60\u4e00\u6b21\u6b21\u4ea4\u4e92\u4e2d&#xff0c;\u9010\u6e10\u6478\u6e05\u4f60\u7684\u504f\u597d\u3001\u4e60\u60ef\u548c\u9700\u6c42&#xff0c;\u6784\u5efa\u4e13\u5c5e\u4e8e\u4f60\u7684\u6a21\u578b\u3002\u8fd9\u662f&#034;\u61c2\u4f60\u7684\u52a9\u624b&#034;\u3002<\/li>\n<li>\u77e5\u8bc6\u5e93\u2014\u2014\u9762\u5411\u6240\u6709\u7528\u6237\u5171\u4eab\u3002\u884c\u4e1a\u6cd5\u89c4\u3001\u516c\u53f8\u6d41\u7a0b\u3001\u6280\u672f\u6587\u6863\u3002\u8fd9\u662f&#034;\u9886\u57df\u4e13\u5bb6&#034;\u3002<\/li>\n<\/ul>\n<p>\u4e24\u8005\u5176\u5b9e\u662f\u540c\u4e00\u4e2a\u95ee\u9898\u7684\u4e24\u79cd\u5c3a\u5ea6&#xff1a;\u4e00\u4e2a\u5173\u5fc3\u4e2a\u4f53&#xff0c;\u4e00\u4e2a\u5173\u5fc3\u7fa4\u4f53\u3002\u6240\u4ee5\u5b83\u4eec\u5171\u7528\u4e0d\u5c11\u5e95\u5c42\u6280\u672f&#xff08;\u5411\u91cf\u68c0\u7d22\u3001\u77e5\u8bc6\u538b\u7f29\u3001\u7ed3\u6784\u5316\u7d22\u5f15&#xff09;&#xff0c;\u4e5f\u5171\u4eab\u540c\u4e00\u6279\u9ebb\u70e6&#xff08;\u4fe1\u606f\u51b2\u7a81\u3001\u77e5\u8bc6\u8fc7\u671f\u3001\u68c0\u7d22\u4e0d\u51c6&#xff09;\u3002\u672c\u7bc7\u6cbf&#034;\u7528\u6237\u8bb0\u5fc6&#034;\u8fd9\u6761\u7ebf\u8d70&#xff0c;\u77e5\u8bc6\u5e93\u90a3\u6761\u7ebf\u4e0b\u7bc7\u63a5\u4e0a\u3002<\/p>\n<h3>\u4e00\u3001\u8bb0\u5fc6\u7684\u672c\u8d28&#xff1a;\u4ece\u6d41\u6c34\u8d26\u5230\u6863\u6848<\/h3>\n<p>\u5148\u95ee\u4e2a\u624e\u5fc3\u7684\u95ee\u9898&#xff1a;\u4f60\u8bb0\u5f97\u4f60\u5988\u4e0a\u5468\u5177\u4f53\u8bf4\u4e86\u54ea\u51e0\u53e5\u8bdd\u5417&#xff1f;\u53cd\u6b63\u6211\u4e0d\u8bb0\u5f97\u3002\u4f46\u6211\u8bb0\u5f97\u5979&#034;\u603b\u5728\u996d\u684c\u4e0a\u8bf4\u6211\u7626\u4e86&#034;\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e\u4ec0\u4e48&#xff1f;\u8bf4\u660e\u4eba\u7684\u8bb0\u5fc6\u6839\u672c\u4e0d\u662f\u5f55\u97f3\u7b14&#xff0c;\u800c\u662f\u4e00\u4e2a\u6301\u7eed\u66f4\u65b0\u7684\u4eba\u7269\u6a21\u578b\u2014\u2014\u6211\u4eec\u8bb0\u4f4f\u7684\u662f\u5bf9\u65b9\u7684\u7231\u597d\u3001\u4e60\u60ef\u548c\u4ef7\u503c\u89c2&#xff0c;\u800c\u4e0d\u662f\u9010\u5b57\u9010\u53e5\u7684\u5bf9\u8bdd\u3002\u7528\u6237\u8bb0\u5fc6\u7cfb\u7edf\u7684\u672c\u8d28\u4e5f\u4e00\u6837&#xff1a;\u4e00\u4e2a\u4e3b\u52a8\u7684\u3001\u6301\u7eed\u7684\u5b66\u4e60\u8fc7\u7a0b&#xff0c;\u76ee\u6807\u662f\u6784\u5efa\u4e00\u4e2a\u5173\u4e8e\u7528\u6237\u7684\u7b80\u6d01\u800c\u6709\u6548\u7684\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n<p>\u5b83\u5e72\u7684\u4e8b&#xff0c;\u662f\u6295\u5165\u989d\u5916\u7684\u7b97\u529b&#xff08;\u901a\u8fc7\u4e13\u95e8\u7684 LLM \u8c03\u7528\u6765\u5206\u6790\u3001\u603b\u7ed3\u3001\u7ed3\u6784\u5316\u4fe1\u606f&#xff09;&#xff0c;\u628a\u6563\u843d\u5728\u5197\u957f\u5bf9\u8bdd\u91cc\u7684\u5173\u952e\u4fe1\u606f\u663e\u5f0f\u63d0\u53d6\u51fa\u6765\u3001\u538b\u7f29\u8d77\u6765\u3002\u8fd9\u8ddf\u5355\u6b21\u4f1a\u8bdd\u5185\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u662f\u4e24\u7801\u4e8b\u2014\u2014\u4e0a\u4e0b\u6587\u5b66\u4e60\u9760\u7684\u662f\u5f53\u524d\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3&#xff0c;\u4e34\u65f6\u6709\u6548&#xff0c;\u4f1a\u8bdd\u7ed3\u675f\u5c31\u6ca1\u4e86&#xff1b;\u7528\u6237\u8bb0\u5fc6\u5b58\u5230\u5916\u90e8\u5b58\u50a8&#xff0c;\u6301\u4e45\u3001\u53ef\u5ba1\u67e5\u3001\u8de8\u4f1a\u8bdd\u590d\u7528\u3002<\/p>\n<p>\u6253\u4e2a\u6bd4\u65b9&#xff1a;\u4e0a\u4e0b\u6587\u5de5\u7a0b\u662f&#034;\u5de5\u4f5c\u53f0\u4e0a\u644a\u5f00\u7684\u8d44\u6599&#034;&#xff0c;\u7528\u5b8c\u5c31\u6536\u8d70&#xff1b;\u7528\u6237\u8bb0\u5fc6\u662f&#034;\u62bd\u5c49\u91cc\u5f52\u6863\u7684\u6863\u6848&#034;&#xff0c;\u4e0b\u6b21\u8fd8\u80fd\u7ffb\u51fa\u6765\u3002\u524d\u8005\u89e3\u51b3&#034;\u5f53\u524d\u4efb\u52a1\u600e\u4e48\u505a&#034;&#xff0c;\u540e\u8005\u56de\u7b54&#034;\u8fd9\u4e2a\u7528\u6237\u662f\u8c01&#034;\u3002\u5206\u5de5\u660e\u786e&#xff0c;\u8c01\u4e5f\u4e0d\u62a2\u8c01\u7684\u6d3b\u3002<\/p>\n<h4>1.1 \u8bb0\u5fc6\u63d0\u53d6&#xff1a;\u4ece\u5bf9\u8bdd\u5230\u7ed3\u6784\u5316\u4e8b\u5b9e<\/h4>\n<p>\u770b\u4e2a\u5177\u4f53\u4f8b\u5b50\u3002\u7528\u6237\u548c Agent \u8fd9\u4e48\u804a&#xff1a;<\/p>\n<p>\u7528\u6237&#xff1a;\u5e2e\u6211\u8ba2\u4e0b\u5468\u4e94\u53bb\u4e1c\u4eac\u7684\u673a\u7968\u3002\u6211\u559c\u6b22\u9760\u7a97\u5ea7\u4f4d&#xff0c;\u800c\u4e14\u6211\u662f\u7d20\u98df\u8005&#xff0c;\u9700\u8981\u4e00\u4efd\u7279\u6b8a\u9910\u98df\u3002<br \/>\n\u52a9\u624b&#xff1a;\u6211\u6765\u641c\u7d22\u4e0b\u5468\u4e94\u53bb\u4e1c\u4eac\u7684\u822a\u73ed\u2026\u2026<br \/>\n      [\u8c03\u7528 flight_search \u5de5\u5177&#xff0c;\u8fd4\u56de 3 \u4e2a\u9009\u9879]<br \/>\n\u52a9\u624b&#xff1a;\u8fd9\u662f\u4e3a\u60a8\u7b5b\u9009\u51fa\u7684\u9009\u9879\u3002\u6839\u636e\u60a8\u7684\u504f\u597d&#xff0c;\u6211\u5df2\u7b5b\u9009\u51fa\u6709\u9760\u7a97\u5ea7\u4f4d\u7684\u822a\u73ed\u3002<br \/>\n      \u8981\u5e2e\u60a8\u9884\u8ba2 ANA \u7684\u76f4\u98de\u822a\u73ed\u5417&#xff1f;<br \/>\n\u7528\u6237&#xff1a;\u597d\u7684&#xff0c;\u5e76\u8bf7\u4f7f\u7528\u6211\u7684 United MileagePlus \u4f1a\u5458\u53f7 12345678\u3002<\/p>\n<p>\u5bf9\u8bdd\u7ed3\u675f\u540e&#xff0c;Agent \u6846\u67b6\u4f1a\u8c03\u4e00\u6b21\u4e13\u95e8\u7684 LLM&#xff0c;\u628a\u503c\u5f97\u957f\u671f\u8bb0\u4f4f\u7684\u4e1c\u897f\u635e\u51fa\u6765&#xff1a;<\/p>\n<ul>\n<li>\u7528\u6237\u504f\u597d\u9760\u7a97\u5ea7\u4f4d&#xff08;\u504f\u597d&#xff09;<\/li>\n<li>\u7528\u6237\u662f\u7d20\u98df\u8005&#xff0c;\u4e58\u673a\u9700\u8981\u7279\u6b8a\u9910\u98df&#xff08;\u996e\u98df\u9650\u5236&#xff09;<\/li>\n<li>\u7528\u6237\u7684 United MileagePlus \u4f1a\u5458\u53f7&#xff1a;12345678&#xff08;\u5e38\u65c5\u5ba2\u8ba1\u5212&#xff09;<\/li>\n<li>\u7528\u6237\u6709\u53bb\u4e1c\u4eac\u7684\u51fa\u884c\u8ba1\u5212&#xff08;\u8fd1\u671f\u6d3b\u52a8&#xff09;<\/li>\n<\/ul>\n<p>\u6ce8\u610f\u8fd9\u4e2a\u63d0\u53d6\u8fc7\u7a0b\u7684\u4e09\u4e2a\u5173\u952e\u7279\u5f81&#xff1a;<\/p>\n<p>\u9009\u62e9\u6027\u2014\u2014Agent \u4e0d\u4f1a\u8bb0\u4f4f&#034;\u641c\u7d22\u8fd4\u56de\u4e86 3 \u4e2a\u9009\u9879&#034;\u8fd9\u79cd\u4e34\u65f6\u4fe1\u606f&#xff0c;\u53ea\u4fdd\u7559\u5bf9\u672a\u6765\u6709\u7528\u7684\u4e8b\u5b9e\u3002\u5c31\u50cf\u4f60\u8bb0\u5f97\u670b\u53cb\u5bf9\u82b1\u751f\u8fc7\u654f&#xff0c;\u4f46\u4e0d\u4f1a\u8bb0\u5f97\u4ed6\u4e0a\u6b21\u5403\u706b\u9505\u5750\u5728\u54ea\u4e00\u684c\u3002<\/p>\n<p>\u62bd\u8c61\u5316\u2014\u2014&#034;\u6211\u559c\u6b22\u9760\u7a97\u5ea7\u4f4d&#034;\u88ab\u63d0\u70bc\u6210\u901a\u7528\u504f\u597d&#xff0c;\u800c\u4e0d\u662f\u7ed1\u5b9a\u5230\u8fd9\u6b21\u5177\u4f53\u7684\u822a\u73ed\u3002\u5177\u4f53\u4e8b\u4ef6\u5347\u534e\u4e3a\u4e00\u822c\u89c4\u5f8b\u3002<\/p>\n<p>\u7ed3\u6784\u5316\u2014\u2014\u6bcf\u6761\u8bb0\u5fc6\u90fd\u6253\u4e0a\u7c7b\u578b\u6807\u7b7e&#xff08;\u504f\u597d\u3001\u9650\u5236\u3001\u8d26\u53f7&#xff09;&#xff0c;\u65b9\u4fbf\u540e\u7eed\u68c0\u7d22\u548c\u7ba1\u7406\u3002\u8fd9\u8ddf\u6e10\u8fdb\u5f0f\u62ab\u9732\u673a\u5236\u4e00\u8109\u76f8\u627f\u2014\u2014\u5148\u7ed9\u8f7b\u91cf\u5143\u6570\u636e&#xff0c;\u786e\u6709\u5fc5\u8981\u518d\u6309\u9700\u52a0\u8f7d\u7ec6\u8282&#xff0c;\u628a Token \u82b1\u5728\u5200\u5203\u4e0a\u3002<\/p>\n<p>\u4e0b\u6b21\u7528\u6237\u518d\u8ba2\u673a\u7968&#xff0c;Agent \u5c31\u4e0d\u7528\u8ffd\u95ee&#034;\u60a8\u8981\u9760\u7a97\u5417&#xff1f;\u8981\u7279\u6b8a\u9910\u98df\u5417&#xff1f;&#034;\u4e86\u3002\u5c11\u95ee\u4e00\u53e5&#xff0c;\u591a\u7231\u4e00\u5206\u3002<\/p>\n<h4>1.2 \u8bb0\u5fc6\u548c\u4e0a\u4e0b\u6587\u5b66\u4e60\u7684\u672c\u8d28\u533a\u522b<\/h4>\n<p>\u8fd9\u91cc\u5f97\u5398\u6e05\u4e00\u4e2a\u5bb9\u6613\u6df7\u6dc6\u7684\u8fb9\u754c\u3002\u5f00\u7bc7\u8bf4\u7684\u4e0a\u4e0b\u6587\u5de5\u7a0b\u2014\u2014\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u72b6\u6001\u680f\u3001\u538b\u7f29\u2014\u2014\u90fd\u662f\u5728\u5355\u6b21\u4f1a\u8bdd\u5185\u7ba1\u7406\u4fe1\u606f\u3002\u7528\u6237\u8bb0\u5fc6\u5219\u662f\u5728\u4f1a\u8bdd\u4e4b\u95f4\u6301\u4e45\u5316\u4fe1\u606f\u3002\u533a\u522b\u7528\u4e00\u5f20\u8868\u8bf4\u6e05\u695a&#xff1a;<\/p>\n<table>\n<tr>\u7ef4\u5ea6\u4e0a\u4e0b\u6587\u5b66\u4e60&#xff08;\u5355\u6b21\u4f1a\u8bdd\u5185&#xff09;\u7528\u6237\u8bb0\u5fc6<\/tr>\n<tbody>\n<tr>\n<td>\u751f\u547d\u5468\u671f<\/td>\n<td>\u5355\u6b21\u4f1a\u8bdd&#xff0c;\u7ed3\u675f\u5373\u6d88\u5931<\/td>\n<td>\u8de8\u4f1a\u8bdd\u6301\u4e45\u5b58\u5728<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8\u4ecb\u8d28<\/td>\n<td>\u4e0a\u4e0b\u6587\u7a97\u53e3&#xff08;\u5185\u5b58&#xff09;<\/td>\n<td>\u5916\u90e8\u6570\u636e\u5e93\/\u6587\u4ef6&#xff08;\u78c1\u76d8&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u66f4\u65b0\u65b9\u5f0f<\/td>\n<td>\u6bcf\u8f6e\u5b9e\u65f6\u8ffd\u52a0<\/td>\n<td>\u4f1a\u8bdd\u7ed3\u675f\u540e\u6279\u91cf\u63d0\u53d6<\/td>\n<\/tr>\n<tr>\n<td>\u4fe1\u606f\u5f62\u6001<\/td>\n<td>\u539f\u59cb\u5bf9\u8bdd\u8bb0\u5f55<\/td>\n<td>\u63d0\u70bc\u540e\u7684\u7ed3\u6784\u5316\u4e8b\u5b9e<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u5ba1\u67e5\u6027<\/td>\n<td>\u4e0d\u53ef\u5ba1\u67e5<\/td>\n<td>\u53ef\u5ba1\u67e5\u3001\u53ef\u4fee\u6539\u3001\u53ef\u56de\u6eda<\/td>\n<\/tr>\n<tr>\n<td>\u6210\u672c\u6a21\u578b<\/td>\n<td>\u6bcf\u8f6e\u63a8\u7406\u7684 token \u6210\u672c<\/td>\n<td>\u989d\u5916\u7684\u8bb0\u5fc6\u63d0\u53d6 LLM \u8c03\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6240\u4ee5&#xff0c;\u522b\u6307\u671b&#034;\u628a\u5386\u53f2\u5bf9\u8bdd\u5168\u585e\u8fdb\u4e0a\u4e0b\u6587&#034;\u5c31\u80fd\u66ff\u4ee3\u8bb0\u5fc6\u7cfb\u7edf\u2014\u2014\u5c31\u7b97\u4e0a\u4e0b\u6587\u7a97\u53e3\u518d\u5927&#xff0c;\u539f\u59cb\u5bf9\u8bdd\u91cc\u7684\u5197\u4f59\u4fe1\u606f\u4e5f\u4f1a\u7a00\u91ca\u6ce8\u610f\u529b&#xff08;\u5c31\u662f\u5355\u6b21\u4f1a\u8bdd\u5185\u5e38\u8bf4\u7684&#034;\u4e0a\u4e0b\u6587\u8150\u5316&#034;&#xff09;&#xff0c;\u800c\u4e14\u6839\u672c\u6ca1\u6cd5\u505a\u8de8\u4f1a\u8bdd\u7684\u805a\u5408\u7edf\u8ba1\u548c\u51b2\u7a81\u68c0\u6d4b\u3002\u8bb0\u5fc6\u7cfb\u7edf\u9760\u4e3b\u52a8\u63d0\u53d6\u548c\u7ed3\u6784\u5316&#xff0c;\u628a\u4f4e\u5bc6\u5ea6\u7684\u539f\u59cb\u5bf9\u8bdd\u84b8\u998f\u6210\u9ad8\u5bc6\u5ea6\u7684\u77e5\u8bc6\u3002\u8fd9\u8bdd\u542c\u7740\u50cf\u84b8\u998f\u5496\u5561&#xff0c;\u9053\u7406\u4e00\u6837&#xff1a;\u6d53\u7f29\u7684\u624d\u662f\u7cbe\u534e\u3002<\/p>\n<h3>\u4e8c\u3001\u4ec0\u4e48\u6837\u7684\u8bb0\u5fc6\u7cfb\u7edf\u7b97&#034;\u597d&#034;&#xff1a;\u4e09\u5c42\u6b21\u6846\u67b6<\/h3>\n<p>\u5728\u52a8\u624b\u8bbe\u8ba1\u4e4b\u524d&#xff0c;\u5148\u5f97\u56de\u7b54\u4e00\u4e2a\u95ee\u9898&#xff1a;\u4ec0\u4e48\u6837\u7684\u8bb0\u5fc6\u7cfb\u7edf\u7b97&#034;\u597d&#034;&#xff1f;\u6ca1\u6709\u6807\u5c3a\u5c31\u5f00\u5e72&#xff0c;\u7b49\u4e8e\u6ca1\u91cf\u4f53\u6e29\u5c31\u5f00\u836f\u3002<\/p>\n<h4>2.1 \u5b66\u672f\u57fa\u51c6&#xff1a;LoCoMo<\/h4>\n<p>\u5b66\u672f\u754c\u6709\u4e2a\u57fa\u51c6\u53eb LoCoMo&#xff08;Long\u2011term Conversational Memory&#xff0c;Maharana \u7b49\u4eba 2024&#xff09;&#xff0c;\u6784\u9020\u4e86\u5e73\u5747\u7ea6 300 \u8f6e\u3001\u6700\u591a 35 \u4e2a\u4f1a\u8bdd\u7684\u8d85\u957f\u591a\u8f6e\u5bf9\u8bdd\u6765\u6298\u78e8\u6a21\u578b\u3002\u4efb\u52a1\u5206\u4e09\u7c7b&#xff1a;\u95ee\u7b54&#xff08;\u5355\u8df3\u3001\u591a\u8df3\u3001\u65f6\u95f4\u63a8\u7406\u3001\u5f00\u653e\u57df\u3001\u5bf9\u6297\u6027&#xff09;\u3001\u4e8b\u4ef6\u6458\u8981\u3001\u591a\u6a21\u6001\u5bf9\u8bdd\u751f\u6210\u3002<\/p>\n<p>\u731c\u731c\u7ed3\u679c&#xff1f;\u5728\u8be5\u57fa\u51c6\u4e0a&#xff0c;\u4eba\u7c7b\u4f5c\u7b54\u51c6\u786e\u7387\u7ea6 88%&#xff0c;\u5f53\u65f6\u6700\u597d\u7684 RAG \u914d\u7f6e\u7ea6 41%&#xff0c;GPT\u20114 \u76f4\u63a5\u88f8\u7b54\u7ea6 32%\u3002<\/p>\n<p>\u4f60\u6ca1\u770b\u9519&#xff1a;GPT\u20114 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20 \u4e2a\u6d4b\u8bd5\u7528\u4f8b&#xff0c;\u6bcf\u4e2a\u7528\u4f8b\u585e\u6ee1\u4e8b\u5b9e\u7ec6\u8282&#xff1b;\u7b2c\u4e8c\u3001\u4e09\u5c42\u7528\u8de8\u65f6\u95f4\u3001\u8de8\u5bf9\u8c61\u7684\u4f1a\u8bdd\u6784\u6210&#xff08;\u6bcf\u7528\u4f8b\u7ea6 50 \u8f6e\u6c9f\u901a&#xff09;\u3002\u8bc4\u4f30\u65f6&#xff0c;\u88ab\u6d4b Agent \u53ea\u80fd\u6839\u636e\u7b2c\u4e00\u4e2a\u4f1a\u8bdd\u751f\u6210\u8bb0\u5fc6&#xff0c;\u7136\u540e\u9760\u8bb0\u5fc6\u5904\u7406\u540e\u7eed\u4f1a\u8bdd&#xff0c;\u5168\u7a0b\u4e0d\u80fd\u56de\u770b\u539f\u59cb\u5bf9\u8bdd&#xff1b;\u6700\u540e\u8ba9\u53e6\u4e00\u4e2a LLM \u5f53\u8bc4\u59d4&#xff08;LLM\u2011as\u2011a\u2011judge&#xff09;&#xff0c;\u628a Agent \u7684\u56de\u7b54\u548c\u53c2\u8003\u7b54\u6848\u5bf9\u6bd4\u6253\u5206\u3002<\/p>\n<h3>\u4e09\u3001\u8bb0\u5fc6\u653e\u54ea\u513f&#xff1a;\u4e09\u5c42\u7ed3\u6784<\/h3>\n<p>\u6709\u4e86\u8bc4\u4f30\u6807\u51c6&#xff0c;\u5c31\u8fdb\u5165\u5177\u4f53\u8bbe\u8ba1\u3002\u8bb0\u5fc6\u7cfb\u7edf\u53ef\u4ee5\u62c6\u6210\u4e09\u4e2a\u72ec\u7acb\u7ef4\u5ea6\u2014\u2014\u653e\u54ea\u91cc\u3001\u600e\u4e48\u5b58\u3001\u5b58\u4ec0\u4e48\u3002\u672c\u8282\u5148\u56de\u7b54&#034;\u653e\u54ea\u91cc&#034;\u3002<\/p>\n<p>\u5c31\u50cf\u4eba\u6709\u77ed\u671f\u5de5\u4f5c\u8bb0\u5fc6\u548c\u957f\u671f\u8bb0\u5fc6\u7684\u533a\u5206&#xff0c;Agent \u7684\u8bb0\u5fc6\u4e5f\u5f97\u5206\u5c42&#xff0c;\u4e0d\u80fd\u5168\u585e\u4e00\u4e2a\u515c\u91cc\u3002<\/p>\n<h4>3.1 \u8f68\u8ff9&#xff1a;\u5355\u6b21\u4f1a\u8bdd\u7684\u5b8c\u6574\u8bb0\u5f55<\/h4>\n<p>\u8f68\u8ff9&#xff08;Trajectory&#xff09;\u662f\u4e00\u6b21 Agent \u8fd0\u884c\u8fc7\u7a0b\u7684\u5b8c\u6574\u5386\u53f2\u8bb0\u5f55\u2014\u2014\u7528\u6237\u6d88\u606f &#043; \u6a21\u578b\u56de\u590d &#043; \u5de5\u5177\u6267\u884c\u7ed3\u679c&#xff0c;\u6309\u65f6\u95f4\u987a\u5e8f\u6392\u5217&#xff0c;\u53ea\u589e\u4e0d\u6539&#xff08;append\u2011only&#xff0c;\u65b0\u4e8b\u4ef6\u4e0d\u65ad\u8ffd\u52a0&#xff0c;\u5df2\u5199\u5165\u7684\u7edd\u4e0d\u4fee\u6539\u5220\u9664&#xff09;\u3002<\/p>\n<p>\u8f68\u8ff9\u4e3a Agent \u63d0\u4f9b\u5373\u65f6\u4e0a\u4e0b\u6587&#xff1a;\u201c\u6211\u521a\u624d\u8bf4\u4e86\u4ec0\u4e48\u201d\u201c\u7528\u6237\u600e\u4e48\u56de\u7684\u201d\u201c\u5de5\u5177\u8fd4\u56de\u4e86\u4ec0\u4e48\u201d\u3002\u5355\u6b21\u4f1a\u8bdd\u5185\u7684\u5404\u79cd\u4e0a\u4e0b\u6587\u7ba1\u7406\u6280\u672f&#xff08;\u72b6\u6001\u680f\u3001\u538b\u7f29\u3001\u5b50 Agent \u9694\u79bb&#xff09;&#xff0c;\u672c\u8d28\u90fd\u662f\u5728\u7ba1\u7406\u8f68\u8ff9\u7684\u81a8\u80c0\u3002\u8fd9\u73a9\u610f\u513f\u5c31\u50cf\u4f60\u624b\u673a\u91cc\u820d\u4e0d\u5f97\u5220\u7684\u804a\u5929\u8bb0\u5f55&#xff0c;\u4e00\u76f4\u5728\u957f&#xff0c;\u4e00\u76f4\u5728\u5360\u5730\u65b9\u3002<\/p>\n<h4>3.2 \u7528\u6237\u957f\u671f\u8bb0\u5fc6&#xff1a;\u8de8\u4f1a\u8bdd\u7684\u7a33\u5b9a\u77e5\u8bc6<\/h4>\n<p>\u7528\u6237\u957f\u671f\u8bb0\u5fc6\u662f\u8de8\u4f1a\u8bdd\u3001\u8de8\u5b9e\u4f8b\u7684\u6301\u4e45\u5316\u5b58\u50a8&#xff0c;\u901a\u5e38\u4ee5\u952e\u503c\u5bf9\u5f62\u5f0f\u8ddf\u7279\u5b9a\u7528\u6237 ID \u7ed1\u5b9a&#xff0c;\u5b58\u504f\u597d\u8bbe\u7f6e\u3001\u5386\u53f2\u4ea4\u4e92\u6458\u8981\u3001\u63d0\u53d6\u7684\u77e5\u8bc6\u70b9\u3002Agent \u901a\u8fc7\u4e13\u95e8\u7684\u5de5\u5177\u8c03\u7528\u663e\u5f0f\u8bfb\u53d6\u548c\u66f4\u65b0\u5b83&#xff0c;\u5b9e\u73b0\u8de8\u4f1a\u8bdd\u7684\u4e2a\u6027\u5316\u548c\u8fde\u7eed\u6027\u3002<\/p>\n<p>\u4e24\u8005\u533a\u522b\u4e00\u5f20\u8868\u8bf4\u6e05&#xff1a;<\/p>\n<table>\n<tr>\u7ef4\u5ea6\u8f68\u8ff9\u7528\u6237\u957f\u671f\u8bb0\u5fc6<\/tr>\n<tbody>\n<tr>\n<td>\u65f6\u95f4\u8303\u56f4<\/td>\n<td>\u5355\u6b21\u4f1a\u8bdd<\/td>\n<td>\u8de8\u4f1a\u8bdd\u3001\u8de8\u5b9e\u4f8b<\/td>\n<\/tr>\n<tr>\n<td>\u4fe1\u606f\u5f62\u6001<\/td>\n<td>\u539f\u59cb\u4e8b\u4ef6\u5e8f\u5217<\/td>\n<td>\u63d0\u70bc\u540e\u7684\u7ed3\u6784\u5316\u4e8b\u5b9e<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u4fee\u6539\u6027<\/td>\n<td>\u53ea\u589e\u4e0d\u6539<\/td>\n<td>\u53ef\u53cd\u590d\u6539\u5199\u3001\u5408\u5e76\u3001\u6dd8\u6c70<\/td>\n<\/tr>\n<tr>\n<td>\u7c7b\u6bd4<\/td>\n<td>\u6d41\u6c34\u8d26<\/td>\n<td>\u6863\u6848<\/td>\n<\/tr>\n<tr>\n<td>\u7528\u9014<\/td>\n<td>\u5373\u65f6\u51b3\u7b56\u4e0a\u4e0b\u6587<\/td>\n<td>\u8de8\u4f1a\u8bdd\u4e2a\u6027\u5316<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>3.3 \u4e1a\u52a1\u72b6\u6001&#xff1a;\u4efb\u52a1\u9636\u6bb5\u7684\u62bd\u8c61<\/h4>\n<p>\u8fd8\u6709\u4e9b Agent \u652f\u6301\u4e1a\u52a1\u72b6\u6001\u2014\u2014\u5f00\u53d1\u8005\u5b9a\u4e49\u7684\u9ad8\u5c42\u72b6\u6001\u62bd\u8c61&#xff0c;\u8868\u793a\u4efb\u52a1\u7684\u903b\u8f91\u9636\u6bb5&#xff08;\u201c\u9700\u8981\u6f84\u6e05\u201d\u201c\u5904\u7406\u8bf7\u6c42\u4e2d\u201d\u201c\u7b49\u5f85\u4ed8\u6b3e\u201d\u201c\u8bf7\u6c42\u5b8c\u6210\u201d&#xff09;&#xff0c;\u5728\u4e8b\u4ef6\u9a71\u52a8\u7684\u67b6\u6784\u91cc\u5c24\u5176\u91cd\u8981\u3002<\/p>\n<p>\u8fd9\u4e2a&#034;\u628a\u9690\u5f0f\u72b6\u6001\u63d0\u70bc\u4e3a\u663e\u5f0f\u4fe1\u606f&#034;\u7684\u601d\u8def&#xff0c;\u8ddf\u5355\u6b21\u4f1a\u8bdd\u5185\u7684\u72b6\u6001\u680f&#xff08;\u6bd4\u5982 phone_call invoked 3 times&#xff09;\u4e00\u8109\u76f8\u627f&#xff1a;\u628a\u9700\u8981&#034;\u626b\u63cf&#043;\u8ba1\u7b97&#034;\u624d\u80fd\u5f97\u5230\u7684\u7ed3\u8bba&#xff0c;\u53d8\u6210&#034;\u77a5\u4e00\u773c&#034;\u5c31\u80fd\u8bfb\u5230\u7684\u663e\u5f0f\u77e5\u8bc6\u3002\u539f\u7406\u76f8\u540c&#xff0c;\u5c3a\u5ea6\u4e0d\u540c\u3002<\/p>\n<h3>\u56db\u3001\u56db\u79cd\u5b58\u50a8\u683c\u5f0f&#xff1a;\u4ece\u6781\u7b80\u5230\u5168\u9762<\/h3>\n<p>\u89e3\u51b3\u4e86&#034;\u653e\u54ea\u91cc&#034;&#xff0c;\u4e0b\u4e00\u4e2a\u95ee\u9898\u662f&#034;\u600e\u4e48\u5b58&#034;\u3002\u540c\u4e00\u6761\u7528\u6237\u4fe1\u606f&#xff0c;\u53ef\u4ee5\u7528\u4e0d\u540c\u7c92\u5ea6\u548c\u7ed3\u6784\u6765\u8868\u793a\u3002\u4e0b\u9762\u56db\u79cd\u683c\u5f0f&#xff0c;\u4ee3\u8868\u8bb0\u5fc6\u7c92\u5ea6\u548c\u7ed3\u6784\u590d\u6742\u5ea6\u7684\u9012\u8fdb\u3002<\/p>\n<h4>4.1 Simple Notes&#xff1a;\u6781\u7b80\u4e3b\u4e49<\/h4>\n<p>\u6bcf\u6761\u8bb0\u5fc6\u662f\u4e00\u4e2a\u6700\u5c0f\u7684\u3001\u4e0d\u53ef\u518d\u5206\u7684\u4e8b\u5b9e&#xff08;\u5982&#034;\u7528\u6237\u90ae\u7bb1&#xff1a;john&#064;example.com&#034;&#xff09;\u3002\u4f18\u52bf\u662f\u6781\u4f4e\u5f00\u9500&#xff0c;O(1) \u64cd\u4f5c\u2014\u2014\u8017\u65f6\u56fa\u5b9a&#xff0c;\u4e0d\u968f\u6570\u636e\u91cf\u589e\u957f\u3002<\/p>\n<p>\u4f46\u4ee3\u4ef7\u662f\u4fe1\u606f\u5173\u8054\u6027\u5b8c\u5168\u4e22\u5931&#xff1a;&#034;\u5728 TechCorp \u62c5\u4efb\u9ad8\u7ea7\u5de5\u7a0b\u5e08&#xff0c;\u8d1f\u8d23\u63a8\u8350\u7cfb\u7edf\u5f00\u53d1&#034;\u4f1a\u88ab\u62c6\u6210\u4e09\u4e2a\u72ec\u7acb\u4e8b\u5b9e&#xff0c;\u540c\u4e00\u4efd\u5de5\u4f5c\u7684\u5185\u5728\u8054\u7cfb\u88ab\u5272\u88c2\u3002\u7b49\u4f60\u8981\u56de\u7b54\u9700\u8981\u7efc\u5408\u591a\u6761\u4fe1\u606f\u7684\u95ee\u9898\u65f6&#xff0c;\u7cfb\u7edf\u53ea\u80fd\u9760\u7ecf\u9a8c\u89c4\u5219&#xff08;\u6bd4\u5982\u5173\u952e\u8bcd\u91cd\u53e0&#xff09;\u6765\u731c\u54ea\u4e9b\u788e\u7247\u53ef\u80fd\u76f8\u5173\u2014\u2014\u50cf\u62fc\u56fe\u4e22\u4e86\u5305\u88c5\u56fe&#xff0c;\u7eaf\u9760\u624b\u611f\u786c\u62fc\u3002<\/p>\n<h4>4.2 Enhanced Notes&#xff1a;\u53d9\u4e8b\u5b8c\u6574\u6027<\/h4>\n<p>\u6bcf\u6761\u8bb0\u5fc6\u4fdd\u5b58\u4e3a\u5305\u542b\u5b8c\u6574\u4e0a\u4e0b\u6587\u7684\u6bb5\u843d&#xff1a;&#034;\u7528\u6237\u5728 TechCorp \u62c5\u4efb\u9ad8\u7ea7\u8f6f\u4ef6\u5de5\u7a0b\u5e08&#xff0c;\u4e13\u6ce8\u4e8e\u673a\u5668\u5b66\u4e60\u5df2\u6709\u4e09\u5e74&#xff0c;\u76ee\u524d\u9886\u5bfc\u4e00\u4e2a\u63a8\u8350\u7cfb\u7edf\u9879\u76ee&#xff0c;\u56e2\u961f 5 \u4eba\u3002&#034;\u8bed\u4e49\u5b8c\u6574\u3001\u9002\u5408\u7ec6\u5fae\u7406\u89e3&#xff0c;\u7279\u522b\u9002\u5408&#034;\u57fa\u4e8e\u6211\u7684\u80cc\u666f\u63a8\u8350\u65b0\u9879\u76ee&#034;\u8fd9\u79cd\u9700\u8981\u63a8\u65ad\u7684\u573a\u666f\u3002<\/p>\n<p>\u4ee3\u4ef7\u4e5f\u6709\u4e09&#xff1a;\u5b58\u50a8\u5197\u4f59&#xff08;\u76f8\u540c\u4fe1\u606f\u5728\u591a\u4e2a\u6bb5\u843d\u91cc\u91cd\u590d\u51fa\u73b0&#xff09;\u3001\u66f4\u65b0\u590d\u6742&#xff08;\u4e00\u4e2a\u5c5e\u6027\u53d8\u4e86&#xff0c;\u5f97\u91cd\u5199\u597d\u51e0\u4e2a\u6bb5\u843d&#xff09;\u3001\u6bb5\u843d\u592a\u957f\u4e0d\u5229\u4e8e\u540e\u7eed\u68c0\u7d22\u2014\u2014\u6bb5\u843d\u8d8a\u957f&#xff0c;\u5411\u91cf\u5d4c\u5165\u8d8a\u96be\u7cbe\u786e\u8868\u8fbe\u6838\u5fc3\u542b\u4e49\u3002\u5c31\u50cf\u4e00\u672c\u4e66\u7684\u7b80\u4ecb&#xff0c;\u5199\u5f97\u8d8a\u591a\u8d8a\u6293\u4e0d\u4f4f\u91cd\u70b9\u3002<\/p>\n<h4>4.3 JSON Cards&#xff1a;\u7ed3\u6784\u5316\u5206\u7c7b<\/h4>\n<p>\u4e09\u5c42\u5d4c\u5957\u7ed3\u6784&#xff1a;\u7c7b\u522b\u2192\u5b50\u7c7b\u522b\u2192\u952e\u503c\u5bf9&#xff08;\u5982 personal.contact.email\u3001work.position.title&#xff09;\u3002\u652f\u6301\u90e8\u5206\u66f4\u65b0&#xff08;\u6539 work.position.title \u4e0d\u5f71\u54cd work.company.name&#xff09;&#xff0c;\u53ef\u9884\u6d4b\u3001\u53ef\u6269\u5c55\u3002<\/p>\n<p>\u4f46\u521a\u6027\u7ed3\u6784\u5047\u8bbe\u4fe1\u606f\u53ef\u4ee5\u6e05\u6670\u5206\u7c7b\u2014\u2014&#034;\u5468\u672b\u7528 Python \u5f00\u53d1\u4e2a\u4eba\u9879\u76ee&#034;\u540c\u65f6\u6d89\u53ca\u65f6\u95f4\u504f\u597d\u3001\u6280\u672f\u504f\u597d\u548c\u6d3b\u52a8\u7c7b\u578b&#xff0c;\u5f3a\u5236\u5f52\u5165\u5355\u4e00\u7c7b\u522b&#xff0c;\u591a\u7ef4\u6027\u5c31\u4e22\u4e86\u3002\u73b0\u5b9e\u4e16\u754c\u7684\u4fe1\u606f&#xff0c;\u5927\u591a\u662f\u4e0d\u80af\u4e56\u4e56\u8eba\u8fdb\u5206\u7c7b\u683c\u7684\u3002<\/p>\n<h4>4.4 Advanced JSON Cards&#xff1a;\u60c5\u5883\u5316\u77e5\u8bc6\u7ba1\u7406<\/h4>\n<p>\u8303\u5f0f\u8f6c\u53d8&#xff1a;\u4ece\u4fe1\u606f\u5b58\u50a8\u5230\u77e5\u8bc6\u7ba1\u7406\u3002\u6bcf\u4e2a\u5361\u7247\u4e0d\u4ec5\u8bb0\u5f55\u4e8b\u5b9e&#xff0c;\u8fd8\u9644\u5e26\u4fe1\u606f\u6765\u6e90\u7684\u53d9\u4e8b\u80cc\u666f&#xff08;backstory&#xff09;\u3001\u4e3b\u4f53\u8eab\u4efd&#xff08;person&#xff09;\u3001\u4e0e\u7528\u6237\u7684\u5173\u7cfb&#xff08;relationship&#xff09;\u548c\u65f6\u95f4\u6233\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48&#xff1f;\u56e0\u4e3a\u540c\u4e00\u6761\u4fe1\u606f\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u542b\u4e49\u5b8c\u5168\u4e0d\u540c\u2014\u2014&#034;\u5f20\u533b\u751f&#034;\u53ef\u80fd\u662f\u4f60\u81ea\u5df1\u7684\u7259\u79d1\u533b\u751f&#xff0c;\u4e5f\u53ef\u80fd\u662f\u4f60\u7238\u7684\u5fc3\u810f\u79d1\u533b\u751f&#xff0c;\u8131\u79bb\u4e86\u5177\u4f53\u60c5\u5883\u5c31\u65e0\u6cd5\u6b63\u786e\u7406\u89e3\u3002<\/p>\n<p>\u8fd9\u89e3\u51b3\u4e86\u4e00\u4e2a\u5927\u96be\u9898&#xff1a;\u73b0\u5b9e\u91cc\u7528\u6237\u6709\u591a\u91cd\u8eab\u4efd&#xff08;\u4e3a\u81ea\u5df1\u3001\u4e3a\u7236\u6bcd\u3001\u4e3a\u5b50\u5973&#xff09;&#xff0c;\u7b80\u5355\u7684\u952e\u503c\u5b58\u50a8\u6839\u672c\u5206\u4e0d\u6e05\u3002\u5f53\u7528\u6237\u8bf4&#034;\u5e2e\u6211\u5b89\u6392\u5bb6\u4eba\u7684\u5e74\u5ea6\u4f53\u68c0&#034;&#xff0c;\u7cfb\u7edf\u901a\u8fc7 relationship \u8bc6\u522b\u6240\u6709\u5bb6\u5ead\u6210\u5458&#xff0c;\u901a\u8fc7 backstory \u4e86\u89e3\u5065\u5eb7\u5386\u53f2\u3002\u4ee3\u4ef7\u561b&#xff0c;\u751f\u6210\u548c\u7ef4\u62a4\u6210\u672c\u90fd\u6bd4\u8f83\u9ad8\u3002<\/p>\n<h4>4.5 \u56db\u79cd\u683c\u5f0f\u600e\u4e48\u9009<\/h4>\n<table>\n<tr>\u683c\u5f0f\u6838\u5fc3\u9009\u62e9\u4f18\u52bf\u4ee3\u4ef7<\/tr>\n<tbody>\n<tr>\n<td>Simple Notes<\/td>\n<td>\u6781\u81f4\u7b80\u5355<\/td>\n<td>\u4f4e\u5f00\u9500\u3001O(1) \u64cd\u4f5c<\/td>\n<td>\u8bed\u4e49\u5b8c\u6574\u6027\u4e22\u5931<\/td>\n<\/tr>\n<tr>\n<td>Enhanced Notes<\/td>\n<td>\u53d9\u4e8b\u5b8c\u6574<\/td>\n<td>\u8bed\u4e49\u4e30\u5bcc\u3001\u9002\u5408\u63a8\u65ad<\/td>\n<td>\u5b58\u50a8\u5197\u4f59\u3001\u68c0\u7d22\u7cbe\u5ea6\u4f4e<\/td>\n<\/tr>\n<tr>\n<td>JSON Cards<\/td>\n<td>\u7ed3\u6784\u5316\u5206\u7c7b<\/td>\n<td>\u53ef\u66f4\u65b0\u3001\u53ef\u6269\u5c55<\/td>\n<td>\u7075\u6d3b\u6027\u4e0d\u8db3<\/td>\n<\/tr>\n<tr>\n<td>Advanced JSON Cards<\/td>\n<td>\u5168\u9762\u60c5\u5883<\/td>\n<td>\u7cbe\u786e\u6d88\u6b67\u3001\u957f\u671f\u7ef4\u62a4<\/td>\n<td>\u751f\u6210\u7ef4\u62a4\u6210\u672c\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6ca1\u6709\u7edd\u5bf9\u4f18\u52a3&#xff0c;\u53ea\u6709\u573a\u666f\u5339\u914d\u3002\u6210\u719f\u7684\u7cfb\u7edf\u5f80\u5f80\u6df7\u5408\u4f7f\u7528&#xff1a;\u5173\u952e\u4e14\u5c11\u91cf\u7684\u6570\u636e&#xff08;\u504f\u597d\u3001\u5173\u952e\u4eba\u7269\u5173\u7cfb&#xff09;\u7528 Advanced JSON Cards&#xff1b;\u5927\u91cf\u4e14\u975e\u5173\u952e\u7684\u4e8b\u5b9e\u7528 Simple Notes \u7701\u94b1&#xff1b;\u591a\u6570\u751f\u4ea7\u7cfb\u7edf\u8d70\u6df7\u5408\u6a21\u5f0f\u3002<\/p>\n<p>\u62ff\u4e0d\u51c6\u600e\u4e48\u529e&#xff1f;\u628a\u9009\u578b\u6807\u51c6\u5c55\u5f00\u6210\u4e00\u68f5\u51b3\u7b56\u6811&#xff1a;<\/p>\n<p>\u5f85\u5b58\u50a8\u7684\u7528\u6237\u4fe1\u606f<br \/>\n\u251c\u2500 \u4e34\u65f6\u6027\u3001\u4f4e\u4ef7\u503c\u7684\u8fc7\u7a0b\u4fe1\u606f&#xff08;\u5982&#034;\u6b63\u5728\u6bd4\u8f83\u4e24\u6b3e\u624b\u673a&#034;&#xff09;<br \/>\n\u2502   \u2192 Simple Notes&#xff1a;\u6210\u672c\u6700\u4f4e&#xff0c;\u4e22\u4e86\u4e5f\u4e0d\u53ef\u60dc<br \/>\n\u251c\u2500 \u5173\u952e\u4e14\u5c11\u91cf\u3001\u9700\u8981\u7cbe\u786e\u6d88\u6b67\u7684\u4fe1\u606f&#xff08;\u504f\u597d\u3001\u8d26\u53f7\u3001\u4eba\u7269\u5173\u7cfb&#xff09;<br \/>\n\u2502   \u2192 Advanced JSON Cards&#xff1a;\u7ed3\u6784\u52a0\u60c5\u5883&#xff0c;\u4fdd\u8bc1\u53ef\u68c0\u7d22\u3001\u53ef\u7ef4\u62a4<br \/>\n\u251c\u2500 \u53ef\u6e05\u6670\u5f52\u7c7b\u3001\u9700\u9891\u7e41\u90e8\u5206\u66f4\u65b0\u7684\u753b\u50cf\u5b57\u6bb5<br \/>\n\u2502   \u2192 JSON Cards&#xff1a;\u53ef\u9884\u6d4b\u3001\u53ef\u6269\u5c55<br \/>\n\u2514\u2500 \u9700\u8981\u4fdd\u7559\u53d9\u4e8b\u5b8c\u6574\u6027\u3001\u4f9b\u63a8\u65ad\u4f7f\u7528\u7684\u80cc\u666f&#xff08;\u804c\u4e1a\u7ecf\u5386\u3001\u9879\u76ee\u80cc\u666f&#xff09;<br \/>\n    \u2192 Enhanced Notes&#xff1a;\u8bed\u4e49\u4e30\u5bcc&#xff0c;\u63a5\u53d7\u5197\u4f59\u4e0e\u68c0\u7d22\u7cbe\u5ea6\u7684\u4ee3\u4ef7<\/p>\n<p>\u5b9e\u5728\u62ff\u4e0d\u51c6&#xff1f;\u5148 Simple Notes \u8d77\u6b65&#xff0c;\u7b49\u89c2\u5bdf\u5230\u68c0\u7d22\u4e0d\u51c6\u3001\u6d88\u6b67\u51fa\u9519\u7684\u771f\u5b9e\u6848\u4f8b\u540e&#xff0c;\u518d\u628a\u51fa\u95ee\u9898\u7684\u90a3\u4e00\u7c7b\u5347\u7ea7\u5230\u66f4\u7ed3\u6784\u5316\u7684\u683c\u5f0f\u3002\u590d\u6742\u5ea6\u5e94\u8be5\u88ab\u8bc1\u660e\u5fc5\u8981\u540e\u624d\u5f15\u5165\u2014\u2014\u522b\u4e0a\u6765\u5c31\u9020\u706b\u7bad&#xff0c;\u5148\u770b\u770b\u811a\u8e0f\u8f66\u80fd\u4e0d\u80fd\u5230\u3002<\/p>\n<h3>\u4e94\u3001\u8fdb\u9636\u8868\u793a&#xff1a;\u4ece\u6587\u672c\u5230\u4ee3\u7801\u5230\u53c2\u6570<\/h3>\n<p>\u524d\u9762\u56db\u79cd\u683c\u5f0f&#xff0c;\u65e0\u8bba\u591a\u590d\u6742&#xff0c;\u672c\u8d28\u4e0a\u90fd\u662f\u6587\u672c\u3002\u6587\u672c\u8bb0\u5fc6\u5c31\u6709\u4e00\u4e2a\u7ed5\u4e0d\u5f00\u7684\u6bdb\u75c5&#xff1a;\u201c\u5b58&#034;\u548c&#034;\u7528&#034;\u662f\u5206\u5f00\u7684\u4e24\u6b65\u2014\u2014\u5148\u628a\u76f8\u5173\u6587\u672c\u635e\u56de\u6765&#xff0c;\u518d\u4ea4\u7ed9\u5bb9\u6613\u51fa\u9519\u7684 LLM \u53bb\u8bfb\u3001\u53bb\u7b97\u3002\u53ec\u56de\u5355\u6761\u4e8b\u5b9e\u8fd8\u884c&#xff0c;\u4f46\u505a\u805a\u5408\u7edf\u8ba1\u3001\u53d1\u73b0\u77db\u76fe\u3001\u6267\u884c\u903b\u8f91\u89c4\u5219&#xff0c;\u5168\u9760 LLM&#034;\u5fc3\u7b97\u201d\u3002<\/p>\n<p>\u5148\u8bf4\u660e&#xff1a;\u672c\u8282\u4e09\u79cd\u8fdb\u9636\u8868\u793a\u6765\u81ea 2026 \u5e74\u7684\u524d\u6cbf\u7814\u7a76&#xff0c;\u601d\u8def\u65b0\u4f46\u8fd8\u6ca1\u7ecf\u8fc7\u5927\u89c4\u6a21\u751f\u4ea7\u9a8c\u8bc1&#xff0c;\u8ddf\u524d\u9762\u4e45\u7ecf\u9a8c\u8bc1\u7684\u5de5\u7a0b\u65b9\u6848\u6027\u8d28\u4e0d\u540c\u30025.2 \u548c 5.3 \u4f1a\u89e6\u53ca\u6a21\u578b\u5185\u90e8\u673a\u5236&#xff0c;\u770b\u4e0d\u61c2\u53ef\u4ee5\u5148\u8df3&#xff0c;\u76f4\u63a5\u770b 5.4 \u7684\u603b\u7ed3\u8868&#xff0c;\u4e0d\u5f71\u54cd\u540e\u7eed\u9605\u8bfb\u3002<\/p>\n<h4>5.1 User as Code&#xff1a;\u53ef\u6267\u884c\u7684\u8bb0\u5fc6<\/h4>\n<p>User as Code \u7684\u601d\u8def\u5f88\u91ce&#xff1a;\u628a\u8868\u793a\u7684\u4ecb\u8d28\u4ece\u6587\u672c\u6362\u6210\u53ef\u6267\u884c\u4ee3\u7801\u3002\u7528\u5e26\u7c7b\u578b\u7684 Python \u5bf9\u8c61\u4fdd\u5b58\u7528\u6237\u72b6\u6001&#xff0c;\u7528\u666e\u901a Python \u51fd\u6570\u7f16\u7801\u7ea6\u675f\u89c4\u5219&#xff0c;&#034;\u8868\u793a\u7528\u6237&#034;\u548c&#034;\u63a8\u7406\u7528\u6237&#034;\u53d1\u751f\u5728\u540c\u4e00\u4e2a\u80fd\u88ab\u89e3\u91ca\u5668\u8fd0\u884c\u7684\u4ecb\u8d28\u91cc\u3002<\/p>\n<p>\u8bb0\u5fc6\u66f4\u65b0\u62c6\u6210\u4e24\u9636\u6bb5&#xff1a;\u8bb0\u5fc6\u9636\u6bb5&#xff08;\u6bcf\u6b21\u4f1a\u8bdd\u540e&#xff0c;LLM \u628a\u5bf9\u8bdd\u91cc\u7684\u4e8b\u5b9e\u9010\u6761\u62bd\u6210\u5b57\u7b26\u4e32&#xff0c;\u8ffd\u52a0\u5230\u4e00\u4e2a\u53ea\u589e\u4e0d\u5220\u7684\u4e8b\u5b9e\u65e5\u5fd7&#xff09;&#xff1b;\u7ed3\u6784\u5316\u9636\u6bb5&#xff08;\u5468\u671f\u6027&#xff0c;LLM \u4ece\u5b8c\u6574\u65e5\u5fd7\u91cd\u65b0\u751f\u6210\u6574\u4efd\u5e26\u7c7b\u578b\u7684 Python\u2014\u2014\u4e8b\u5b9e\u7ec4\u7ec7\u8fdb dataclass&#xff0c;\u65e5\u671f\u7528 date()&#xff0c;\u96c6\u5408\u7528\u5e26\u7c7b\u578b\u7684\u5217\u8868&#xff0c;\u6742\u9879\u8fdb notes: list[str]&#xff09;\u3002<\/p>\n<p>\u8fd9\u6b63\u662f\u6570\u636e\u5e93\u91cc&#034;\u9884\u5199\u65e5\u5fd7 &#043; \u5468\u671f\u6027\u68c0\u67e5\u70b9&#034;\u7684\u7ecf\u5178\u8bbe\u8ba1&#xff0c;\u7b2c\u4e00\u6b21\u88ab\u7528\u5230 LLM \u8bb0\u5fc6\u4e0a&#xff1a;\u53ea\u589e\u65e5\u5fd7\u4fdd\u8bc1\u4e0d\u4e22\u4e8b\u5b9e&#xff0c;\u5468\u671f\u68c0\u67e5\u70b9\u628a\u65e5\u5fd7\u538b\u7f29\u6210\u6574\u6d01\u3001\u53ef\u67e5\u8be2\u7684\u7ed3\u6784\u3002<\/p>\n<p>\u770b\u4e2a\u7b80\u5316\u4f8b\u5b50\u3002\u7ed3\u6784\u5316\u9636\u6bb5\u628a\u7528\u6237\u7684\u62a4\u7167\u548c\u884c\u7a0b\u5b58\u6210\u5e26\u7c7b\u578b\u7684\u72b6\u6001&#xff1a;<\/p>\n<p><span class=\"token keyword\">from<\/span> datetime <span class=\"token keyword\">import<\/span> date<\/p>\n<p>passport <span class=\"token operator\">&#061;<\/span> PassportInfo<span class=\"token punctuation\">(<\/span><br \/>\n    number<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;AB1234567&#034;<\/span><span class=\"token punctuation\">,<\/span> country<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;US&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    expiry_date<span class=\"token operator\">&#061;<\/span>date<span class=\"token punctuation\">(<\/span><span class=\"token number\">2025<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">18<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\ntrips <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    Trip<span class=\"token punctuation\">(<\/span>destination<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;Tokyo&#034;<\/span><span class=\"token punctuation\">,<\/span> departure_date<span class=\"token operator\">&#061;<\/span>date<span class=\"token punctuation\">(<\/span><span class=\"token number\">2025<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">15<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n         is_international<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token comment\"># &#8230; \u5176\u4f59\u884c\u7a0b<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<p>\u6709\u4e86\u5e26\u7c7b\u578b\u7684\u72b6\u6001&#xff0c;\u4ee5\u524d\u53ea\u80fd\u9760 LLM&#034;\u8bfb\u4e00\u904d\u6587\u672c\u518d\u5fc3\u7b97&#034;\u7684\u4e09\u4ef6\u4e8b&#xff0c;\u73b0\u5728\u90fd\u53d8\u6210\u786e\u5b9a\u6027\u4ee3\u7801\u3002<\/p>\n<p>\u5176\u4e00&#xff0c;\u805a\u5408\u7edf\u8ba1\u3002\u201c\u6211\u53bb\u5e74\u51fa\u4e86\u51e0\u6b21\u56fd&#xff1f;\u201d\u2014\u2014\u6587\u672c\u8bb0\u5fc6\u91cc\u8981\u628a\u6240\u6709\u884c\u7a0b\u53ec\u56de\u518d\u9010\u6761\u6570&#xff0c;\u8bb0\u5f55\u4e00\u591a\u5c31\u51fa\u9519&#xff08;\u5b9e\u6d4b\u4e2d&#xff0c;\u68c0\u7d22\u5f0f\u8bb0\u5fc6\u5728\u8fd9\u79cd\u805a\u5408\u95ee\u9898\u4e0a\u6b63\u786e\u7387\u53ea\u6709 6%\u201343%&#xff09;&#xff1b;\u800c\u5728 User as Code \u91cc\u5c31\u662f\u4e00\u884c\u8868\u8fbe\u5f0f&#xff0c;\u6b63\u786e\u7387\u63a5\u8fd1 99%&#xff1a;<\/p>\n<p><span class=\"token operator\">&gt;&gt;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">for<\/span> t <span class=\"token keyword\">in<\/span> trips <span class=\"token keyword\">if<\/span> t<span class=\"token punctuation\">.<\/span>is_international <span class=\"token keyword\">and<\/span> t<span class=\"token punctuation\">.<\/span>departure_date<span class=\"token punctuation\">.<\/span>year <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">2025<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token number\">2<\/span><\/p>\n<p>**\u5176\u4e8c&#xff0c;\u51b2\u7a81\u53d1\u73b0\u3002**\u628a&#034;\u5f53\u524d\u7528\u836f&#034;\u548c&#034;\u8fc7\u654f\u53f2&#034;\u653e\u5728\u4e00\u8d77&#xff0c;\u4e00\u4e2a\u51fd\u6570\u5c31\u80fd\u6309\u836f\u7269\u7c7b\u522b\u4ea4\u53c9\u6bd4\u5bf9&#xff0c;\u63ea\u51fa\u6563\u843d\u5728\u4e0d\u540c\u5bf9\u8bdd\u91cc\u3001\u6587\u672c\u5f62\u5f0f\u4e0b\u51e0\u4e4e\u4e0d\u53ef\u80fd\u81ea\u52a8\u5173\u8054\u7684\u77db\u76fe&#xff1a;<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">check_drug_allergy<\/span><span class=\"token punctuation\">(<\/span>profile<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> med <span class=\"token keyword\">in<\/span> profile<span class=\"token punctuation\">.<\/span>current_medications<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> allergy <span class=\"token keyword\">in<\/span> profile<span class=\"token punctuation\">.<\/span>allergies<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> med<span class=\"token punctuation\">.<\/span>drug_class <span class=\"token operator\">&#061;&#061;<\/span> allergy<span class=\"token punctuation\">.<\/span>drug_class<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">yield<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7528\u836f\u51b2\u7a81&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>med<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5c5e\u4e8e <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>med<span class=\"token punctuation\">.<\/span>drug_class<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u7c7b&#xff0c;&#034;<\/span><\/span><br \/>\n                       <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u800c\u60a3\u8005\u5bf9 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>allergy<span class=\"token punctuation\">.<\/span>allergen<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u4e25\u91cd\u8fc7\u654f&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>**\u5176\u4e09&#xff0c;\u7ea6\u675f\u6267\u884c\u3002**\u628a\u68c0\u67e5\u51fd\u6570\u56fa\u5316\u4e0b\u6765&#xff0c;\u72b6\u6001\u6bcf\u6b21\u66f4\u65b0\u65f6\u81ea\u52a8\u89e6\u53d1&#xff0c;\u4e0d\u7528\u7528\u6237\u5f00\u53e3\u3001\u4e5f\u4e0d\u7528\u68c0\u7d22&#xff0c;\u4e3b\u52a8\u63d0\u9192\u3002\u6bd4\u5982\u62a4\u7167\u6709\u6548\u671f\u7ea6\u675f&#xff1a;\u51fa\u56fd\u884c\u7a0b\u7684\u51fa\u53d1\u65e5\u8ddd\u62a4\u7167\u5230\u671f\u4e0d\u8db3 180 \u5929\u5c31\u62a5\u8b66&#xff1a;<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">check<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> trip <span class=\"token keyword\">in<\/span> trips<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> trip<span class=\"token punctuation\">.<\/span>is_international<span class=\"token punctuation\">:<\/span><br \/>\n            days <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>passport<span class=\"token punctuation\">.<\/span>expiry_date <span class=\"token operator\">&#8211;<\/span> trip<span class=\"token punctuation\">.<\/span>departure_date<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>days<br \/>\n            <span class=\"token keyword\">if<\/span> days <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">180<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">yield<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u62a4\u7167 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>passport<span class=\"token punctuation\">.<\/span>expiry_date<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5230\u671f&#xff0c;\u8ddd <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>trip<span class=\"token punctuation\">.<\/span>destination<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> &#034;<\/span><\/span><br \/>\n                       <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u884c\u7a0b\u4ec5\u5269 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>days<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5929&#xff0c;\u8bf7\u5c3d\u5feb\u7eed\u529e&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u540c\u4e00\u4efd\u62a4\u7167\u5230\u671f\u65e5&#xff0c;\u65e2\u88ab&#034;\u5b58\u4e0b&#034;&#xff0c;\u4e5f\u80fd\u88ab&#034;\u7b97\u51fa\u8ddd\u884c\u7a0b\u8fd8\u5269\u51e0\u5929&#034;\u2014\u2014\u7b97\u672f\u4ea4\u7ed9\u786e\u5b9a\u7684\u89e3\u91ca\u5668\u800c\u4e0d\u662f LLM&#xff0c;Agent \u4e8e\u662f\u80fd\u5728\u4f60\u5f00\u53e3\u4e4b\u524d\u5c31\u63d0\u9192\u4f60&#034;\u62a4\u7167\u5feb\u8fc7\u671f\u4e86&#034;\u3002<\/p>\n<p>\u805a\u5408\u3001\u67e5\u51b2\u7a81\u3001\u5f3a\u7ea6\u675f&#xff0c;\u6b63\u662f\u7eaf\u6587\u672c\u8bb0\u5fc6\u6700\u5403\u529b\u3001\u4ee3\u7801\u5f62\u6001\u6700\u64c5\u957f\u7684\u5730\u65b9\u3002\u4ee3\u4ef7\u662f\u9700\u8981\u4e00\u5957\u4ee3\u7801\u751f\u6210\u4e0e\u6267\u884c\u7684\u5de5\u7a0b\u652f\u6491&#xff0c;\u800c\u4e14\u5bf9\u7ed3\u6784\u5316\u7a0b\u5ea6\u4e0d\u9ad8\u7684\u6742\u9879\u4e8b\u5b9e\u6ca1\u4f18\u52bf\u2014\u2014\u6240\u4ee5 notes \u5b57\u6bb5\u4f9d\u7136\u7ed9\u6587\u672c\u7559\u4e86\u4e00\u5e2d\u4e4b\u5730\u3002<\/p>\n<h4>5.2 User as Engram&#xff1a;\u5199\u8fdb\u6a21\u578b\u53c2\u6570<\/h4>\n<p>User as Code \u628a\u8bb0\u5fc6\u63a8\u8fdb\u5230\u4e86\u53ef\u6267\u884c\u4ee3\u7801&#xff0c;\u4f46\u5b83\u548c\u6587\u672c\u683c\u5f0f\u4e00\u6837&#xff0c;\u4ecd\u662f\u6a21\u578b\u4e4b\u5916\u7684\u5916\u90e8\u5b58\u50a8\u2014\u2014\u7528\u7684\u65f6\u5019\u8981\u5148\u68c0\u7d22\u3001\u518d\u8ba9\u6a21\u578b\u5728\u4e0a\u4e0b\u6587\u91cc\u63a8\u7406\u3002<\/p>\n<p>\u4e00\u4e2a\u81ea\u7136\u7684\u5ff5\u5934\u662f&#xff1a;\u5e72\u8106\u628a\u7528\u6237\u4e8b\u5b9e\u5199\u8fdb\u6a21\u578b\u6743\u91cd\u3002\u6bd4\u5982\u4e3a\u6bcf\u4e2a\u7528\u6237\u8bad\u7ec3\u4e00\u4e2a\u4e13\u5c5e LoRA&#xff08;\u4f4e\u79e9\u9002\u914d&#xff0c;\u51bb\u7ed3\u539f\u6a21\u578b\u6743\u91cd&#xff0c;\u53ea\u8bad\u7ec3\u4e00\u4e2a\u5c0f\u9644\u52a0\u77e9\u9635\u627f\u8f7d\u65b0\u77e5\u8bc6&#xff09;&#xff1b;\u6216\u8005\u7528\u6a21\u578b\u7f16\u8f91&#xff08;ROME\u3001MEMIT&#xff09;\u76f4\u63a5\u5b9a\u4f4d\u5e76\u6539\u5199\u5b58\u50a8\u7279\u5b9a\u4e8b\u5b9e\u7684\u90a3\u90e8\u5206\u53c2\u6570\u3002<\/p>\n<p>\u4f46\u8fd9\u4e24\u6761\u8def\u4f1a\u649e\u4e0a\u540c\u4e00\u4e2a\u8010\u4eba\u5bfb\u5473\u7684\u969c\u788d&#xff1a;\u8fd9\u6837\u5199\u5165\u7684\u4e8b\u5b9e&#xff0c;\u76f4\u63a5\u63d0\u95ee\u65f6\u51e0\u4e4e\u80fd\u5b8c\u7f8e\u590d\u8ff0&#xff0c;\u53ef\u4e00\u65e6\u9700\u8981\u5728\u4e8b\u5b9e\u4e4b\u4e0a\u505a\u95f4\u63a5\u63a8\u7406\u5c31\u5931\u7075\u2014\u2014\u56e0\u4e3a\u51bb\u7ed3\u7684\u9aa8\u5e72\u6a21\u578b\u4ece\u6765\u6ca1\u5b66\u8fc7\u600e\u4e48\u53bb&#034;\u67e5\u9605&#034;\u8fd9\u79cd\u4e34\u65f6\u6302\u8f7d\u7684\u77e5\u8bc6\u3002\u8bf4\u4eba\u8bdd&#xff1a;\u628a\u4e8b\u5b9e\u5b58\u8fdb\u53bb\u662f\u4e00\u56de\u4e8b&#xff0c;\u8ba9\u6a21\u578b\u77e5\u9053\u4f55\u65f6\u8be5\u53d6\u7528\u5b83&#xff0c;\u662f\u53e6\u4e00\u56de\u4e8b\u3002\u5c31\u50cf\u4f60\u628a\u94a5\u5319\u585e\u8fdb\u4fdd\u9669\u67dc&#xff0c;\u7136\u540e\u5fd8\u4e86\u4fdd\u9669\u67dc\u5bc6\u7801\u3002<\/p>\n<p>User as Engram \u7684\u7b54\u6848\u662f\u5206\u5c42&#xff1a;\u628a&#034;\u5185\u5bb9&#034;\u548c&#034;\u63a8\u7406\u6280\u80fd&#034;\u5206\u5f00\u5b58\u653e\u3002\u5b83\u5efa\u7acb\u5728 Engram \u8fd9\u7c7b\u6a21\u578b\u4e4b\u4e0a\u2014\u2014Transformer \u6307\u5b9a\u5c42\u5185\u5d4c\u4e00\u5f20\u4ee5\u54c8\u5e0c\u5bfb\u5740\u7684\u8bb0\u5fc6\u8868&#xff0c;\u9884\u8bad\u7ec3\u65f6\u5c31\u5b66\u4f1a\u4e86\u901a\u8fc7\u54c8\u5e0c\u67e5\u8868\u8c03\u53d6\u8bb0\u5fc6&#xff0c;\u7531\u95e8\u63a7\u673a\u5236&#xff08;\u4e00\u4e2a\u6839\u636e\u5f53\u524d\u8f93\u5165\u51b3\u5b9a&#034;\u6b64\u523b\u8be5\u4e0d\u8be5\u8c03\u51fa\u8fd9\u6761\u8bb0\u5fc6&#034;\u7684\u5f00\u5173\u7f51\u7edc&#xff09;\u63a7\u5236\u4f55\u65f6\u8c03\u53d6\u3002<\/p>\n<p>\u5199\u5165\u4e00\u6761\u7528\u6237\u4e8b\u5b9e\u65f6&#xff0c;\u7cfb\u7edf\u628a\u4e8b\u5b9e\u89e6\u53d1\u8bed\u7684\u672b\u5c3e N\u2011gram \u7ecf\u786e\u5b9a\u6027\u54c8\u5e0c\u6620\u5c04\u5230\u8868\u4e2d\u4e00\u5c0f\u7ec4\u56fa\u5b9a\u884c&#xff08;\u5178\u578b\u914d\u7f6e\u7ea6 16 \u884c&#xff09;&#xff0c;\u628a\u7b54\u6848\u5411\u91cf\u5199\u8fdb\u53bb&#xff1b;\u95e8\u63a7\u53ea\u5728\u89e6\u53d1\u8bed\u51fa\u73b0\u65f6\u6253\u5f00\u3002\u4e8e\u662f\u65b0\u5199\u5165\u7684\u4e8b\u5b9e&#xff0c;\u4f1a\u81ea\u7136\u800c\u7136\u5730\u5728\u8be5\u88ab\u60f3\u8d77\u7684\u65f6\u5019\u88ab\u60f3\u8d77\u3002<\/p>\n<p>\u4f46\u5149\u5199\u884c\u8fd8\u4e0d\u591f&#xff1a;\u5b9e\u9a8c\u663e\u793a&#xff0c;\u53ea\u505a\u6bcf\u7528\u6237\u7684 Engram \u5199\u5165&#xff0c;\u95f4\u63a5\u63a8\u7406\u6b63\u786e\u7387\u4ecd\u7136\u5f88\u4f4e&#xff08;\u7ea6 23%&#xff09;\u2014\u2014&#034;\u77e5\u9053\u4f55\u65f6\u53d6\u7528\u3001\u5982\u4f55\u7528\u4e8b\u5b9e\u4f5c\u7b54&#034;\u8fd9\u9879\u63a8\u7406\u6280\u80fd&#xff0c;\u4e0d\u6765\u81ea\u5355\u6b21\u5199\u5165\u3002\u6240\u4ee5 User as Engram \u628a\u63a8\u7406\u6280\u80fd\u653e\u8fdb\u4e00\u4e2a\u6240\u6709\u7528\u6237\u5171\u4eab\u7684 LoRA&#xff08;\u5728\u7559\u51fa\u7684\u7528\u6237\u7fa4\u4f53\u4e0a\u8bad\u7ec3\u4e00\u6b21&#xff0c;\u6210\u672c\u5168\u5458\u644a\u8584&#xff09;&#xff0c;\u5185\u5bb9\u5219\u4fdd\u6301\u4e3a\u6bcf\u7528\u6237\u5404\u81ea\u7684\u5c40\u90e8\u884c\u8986\u76d6\u3002<\/p>\n<p>\u7ed3\u679c&#xff1a;\u5339\u914d\u6bcf\u7528\u6237 LoRA \u7684\u76f4\u63a5\u590d\u8ff0\u80fd\u529b&#xff0c;\u95f4\u63a5\u63a8\u7406\u6b63\u786e\u7387\u5e73\u5747\u8fbe\u5230\u5176 5.6 \u500d&#xff1b;\u6bcf\u7528\u6237\u5168\u90e8\u72b6\u6001\u53ea\u662f\u7ea6 88 KB \u7684\u8986\u76d6\u8868&#xff08;\u5bf9\u6bd4\u6bcf\u7528\u6237 LoRA \u7684 14.2 MB&#xff09;&#xff0c;\u63a8\u7406\u65f6\u6309\u8bf7\u6c42\u6362\u5165\u6362\u51fa&#xff0c;\u9aa8\u5e72\u6a21\u578b\u9010\u4f4d\u4e0d\u53d8&#xff0c;\u7528\u6237\u4e4b\u95f4\u96f6\u4e32\u6270\u3002\u800c\u4e14\u4e0d\u540c\u7528\u6237\u7684\u4e8b\u5b9e\u843d\u5728\u4e92\u4e0d\u76f8\u4ea4\u7684\u54c8\u5e0c\u5730\u5740\u4e0a&#xff0c;\u8986\u76d6\u8fd8\u80fd\u52a0\u6027\u53e0\u52a0\u5171\u5b58\u4e8e\u540c\u4e00\u5f20\u8868\u2014\u2014\u5c31\u50cf\u591a\u4e2a Stable Diffusion \u7684 LoRA \u53ef\u4ee5\u5373\u63d2\u5373\u7528\u5730\u53e0\u52a0&#xff0c;\u53ea\u4e0d\u8fc7\u8fd9\u91cc\u53e0\u52a0\u53d1\u751f\u5728\u884c\u7ea7\u522b\u3002<\/p>\n<h4>5.3 \u591a\u6a21\u6001\u53c2\u6570\u5316\u8bb0\u5fc6&#xff1a;\u5b58\u4e0b\u65e0\u6cd5\u8a00\u8bf4\u7684\u611f\u77e5<\/h4>\n<p>\u5230\u73b0\u5728\u4e3a\u6b62&#xff0c;\u5b58\u4e0b\u7684\u90fd\u8fd8\u662f\u80fd\u5199\u6210\u79bb\u6563\u7b26\u53f7\u7684\u4e8b\u5b9e\u3002\u4f46\u5173\u4e8e\u7528\u6237\u7684\u8bb0\u5fc6&#xff0c;\u8fd8\u6709\u611f\u77e5\u6027\u7684\u53e6\u4e00\u534a\u2014\u2014\u4e00\u5f20\u8138\u7684\u6a21\u6837\u3001\u4e00\u6bb5\u55d3\u97f3\u4eca\u5929\u6bd4\u4e0a\u5468\u66f4\u663e\u75b2\u60eb\u3001\u4e00\u4f4d\u753b\u5bb6\u4e0d\u540c\u65f6\u671f\u7684\u7b14\u89e6\u3002<\/p>\n<p>\u8fd9\u4e9b\u7ecf\u4e0d\u8d77&#034;\u8f6c\u5199\u6210\u6587\u5b57&#034;&#xff1a;\u5f53\u4f60\u5199\u4e0b&#034;\u4e00\u4e2a\u68d5\u53d1\u7537\u4eba&#034;\u65f6&#xff0c;\u6070\u6070\u4e22\u6389\u4e86\u7528\u6765\u533a\u5206\u4e24\u4e2a\u68d5\u53d1\u7537\u4eba\u7684\u90a3\u70b9\u7ec6\u5fae\u4fe1\u53f7\u3002\u5c31\u50cf\u4f60\u76f8\u4eb2\u56de\u6765\u8ddf\u670b\u53cb\u5f62\u5bb9&#034;\u5c31\u4e00\u666e\u901a\u7537\u7684&#034;&#xff0c;\u670b\u53cb\u542c\u5b8c\u66f4\u8ff7\u832b\u4e86\u3002<\/p>\n<p>Parametric Multimodal User Memory \u7684\u601d\u8def&#xff0c;\u662f\u8ba9\u611f\u77e5\u4ee5\u611f\u77e5\u7684\u5f62\u6001\u88ab\u4fdd\u5b58&#xff1a;\u4e3a\u51bb\u7ed3\u7684\u6a21\u578b\u5916\u6302\u4e00\u4e2a\u5c0f\u8bb0\u5fc6\u5e93&#xff0c;\u6bcf\u4e2a\u8981\u8bb0\u4f4f\u7684\u8eab\u4efd\u5bf9\u5e94\u4e00\u884c\u2014\u2014\u952e\u662f\u73b0\u6210\u7f16\u7801\u5668\u7b97\u51fa\u7684\u611f\u77e5\u5411\u91cf&#xff08;\u4eba\u8138\u7528 ArcFace\u3001\u753b\u98ce\u7528 CLIP&#xff09;&#xff0c;\u503c\u662f\u6a21\u578b\u81ea\u8eab\u67d0\u4e2a\u6807\u8bb0\u8bcd&#xff08;\u5982 &lt;id_11&gt;&#xff09;\u7684\u5d4c\u5165\u3002\u751f\u6210\u65f6&#xff0c;\u5f53\u524d\u611f\u77e5\u4f5c\u4e3a\u67e5\u8be2&#xff0c;\u5728\u8bb0\u5fc6\u5e93\u4e0a\u505a\u6ce8\u610f\u529b\u8ba1\u7b97&#xff0c;\u628a\u8f93\u51fa\u8f7b\u8f7b\u5f15\u5411\u5339\u914d\u7684\u6807\u8bb0&#xff0c;\u5168\u7a0b\u4e0d\u7ecf\u7531\u4efb\u4f55\u6587\u5b57\u3002<\/p>\n<p>\u6700\u8010\u4eba\u5bfb\u5473\u7684\u662f\u6210\u672c&#xff1a;\u8bc6\u522b\u6838\u5fc3\u5b8c\u5168\u65e0\u9700\u8bad\u7ec3\u2014\u2014\u5728\u4efb\u610f\u51bb\u7ed3\u6a21\u578b\u4e0a\u6ce8\u518c\u4e00\u4e2a\u65b0\u8eab\u4efd\u7684\u5f00\u9500\u662f O(1)&#xff0c;\u8bc6\u522b\u6548\u679c\u53ef\u4ee5\u590d\u73b0\u4e13\u7528\u7f16\u7801\u5668\u672c\u8eab\u7684\u53ec\u56de\u7387\u3002\u611f\u77e5\u8bb0\u5fc6\u7684&#034;\u6bd4\u5bf9&#034;\u53d1\u751f\u5728\u8bed\u8a00\u6a21\u578b\u81ea\u8eab\u7684\u8868\u793a\u7a7a\u95f4\u91cc&#xff0c;\u5374\u6ca1\u6709\u4efb\u4f55\u989d\u5916\u8bad\u7ec3\u73af\u8282&#xff1b;\u518d\u914d\u5408\u6a21\u578b\u7684\u573a\u666f\u5b9a\u4f4d\u80fd\u529b&#xff0c;\u6574\u4f53\u8bc6\u522b\u8868\u73b0\u53ef\u4ee5\u903c\u8fd1\u7406\u8bba\u4e0a\u9650&#xff0c;\u8fd8\u80fd\u63a8\u5e7f\u5230\u591a\u8bf4\u8bdd\u4eba\u97f3\u9891\u4e0e\u89c6\u9891\u3002<\/p>\n<h4>5.4 \u8868\u793a\u4ecb\u8d28\u7684\u8fde\u7eed\u8c31<\/h4>\n<table>\n<tr>\u8868\u793a\u4ecb\u8d28\u4f4d\u7f6e\u4f18\u52bf\u4ee3\u4ef7<\/tr>\n<tbody>\n<tr>\n<td>\u6587\u672c&#xff08;Simple\/Enhanced Notes&#xff09;<\/td>\n<td>\u6a21\u578b\u4e4b\u5916<\/td>\n<td>\u6613\u66f4\u65b0\u3001\u53ef\u5ba1\u67e5\u3001\u53ef\u8fc1\u79fb<\/td>\n<td>\u805a\u5408\/\u51b2\u7a81\/\u7ea6\u675f\u9760 LLM \u5fc3\u7b97<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u6267\u884c\u4ee3\u7801&#xff08;User as Code&#xff09;<\/td>\n<td>\u6a21\u578b\u4e4b\u5916<\/td>\n<td>\u786e\u5b9a\u6027\u8ba1\u7b97\u3001\u7ea6\u675f\u6267\u884c<\/td>\n<td>\u9700\u4ee3\u7801\u5de5\u7a0b\u652f\u6491<\/td>\n<\/tr>\n<tr>\n<td>\u5c40\u90e8\u53c2\u6570&#xff08;User as Engram&#xff09;<\/td>\n<td>\u6a21\u578b\u4e4b\u5185<\/td>\n<td>\u7d27\u51d1\u3001\u5373\u65f6\u63a8\u7406<\/td>\n<td>\u5199\u5165\u95e8\u69db\u9ad8\u3001\u4e0d\u53ef\u5ba1\u67e5<\/td>\n<\/tr>\n<tr>\n<td>\u8fde\u7eed\u611f\u77e5&#xff08;\u591a\u6a21\u6001&#xff09;<\/td>\n<td>\u6a21\u578b\u4e4b\u5185<\/td>\n<td>\u627f\u8f7d\u6587\u5b57\u65e0\u6cd5\u8f6c\u5199\u7684\u611f\u77e5<\/td>\n<td>\u9700\u591a\u6a21\u6001\u5de5\u7a0b\u652f\u6491<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4ece\u7eaf\u6587\u672c\u3001\u5230\u53ef\u6267\u884c\u4ee3\u7801\u3001\u518d\u5230\u5c40\u90e8\u53c2\u6570\u4e43\u81f3\u8fde\u7eed\u611f\u77e5&#xff0c;\u662f\u8bb0\u5fc6\u8868\u793a\u7531&#034;\u5916&#034;\u53ca&#034;\u5185&#034;\u7684\u4e00\u6761\u8fde\u7eed\u8c31\u3002\u5916\u4fa7\u6613\u66f4\u65b0\u3001\u53ef\u5ba1\u67e5\u3001\u53ef\u8fc1\u79fb&#xff1b;\u5185\u4fa7\u66f4\u7d27\u51d1\u3001\u66f4\u64c5\u957f\u5373\u65f6\u63a8\u7406&#xff0c;\u4e5f\u80fd\u627f\u8f7d\u6587\u5b57\u65e0\u6cd5\u8f6c\u5199\u7684\u611f\u77e5\u3002<\/p>\n<h3>\u516d\u3001\u8bb0\u5fc6\u7684\u8ba4\u77e5\u79d1\u5b66\u57fa\u7840<\/h3>\n<p>\u770b\u4e86\u56db\u79cd\u7b56\u7565\u3001\u4e09\u79cd\u8fdb\u9636\u8868\u793a&#xff0c;\u518d\u7528\u8ba4\u77e5\u79d1\u5b66\u7684\u6846\u67b6\u8865\u4e00\u4e2a\u7ef4\u5ea6\u2014\u2014\u8bb0\u5fc6\u5185\u5bb9\u7684\u7c7b\u578b\u3002<\/p>\n<h4>6.1 \u4e09\u79cd\u957f\u671f\u8bb0\u5fc6\u7c7b\u578b<\/h4>\n<p>\u8ba4\u77e5\u79d1\u5b66\u628a\u8bb0\u5fc6\u5206\u4e3a\u5de5\u4f5c\u8bb0\u5fc6\u548c\u957f\u671f\u8bb0\u5fc6\u3002\u5de5\u4f5c\u8bb0\u5fc6\u5bf9\u5e94 Agent \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u2014\u2014\u7528\u4e8e\u5904\u7406\u5f53\u524d\u4efb\u52a1\u7684\u4e34\u65f6\u4fe1\u606f\u7a7a\u95f4&#xff08;\u8f68\u8ff9\u662f\u5176\u4e2d\u6700\u6838\u5fc3\u7684\u5185\u5bb9&#xff0c;\u4f46\u5de5\u4f5c\u8bb0\u5fc6\u8fd8\u53ef\u80fd\u5305\u542b\u4ece\u957f\u671f\u8bb0\u5fc6\u91cc\u6fc0\u6d3b\u52a0\u8f7d\u7684\u4fe1\u606f&#xff09;\u3002\u957f\u671f\u8bb0\u5fc6\u53c8\u7ec6\u5206\u4e3a\u4e09\u79cd&#xff0c;\u6bcf\u79cd\u90fd\u80fd\u5728 Agent \u8bb0\u5fc6\u91cc\u627e\u5230\u76f4\u63a5\u5bf9\u5e94&#xff1a;<\/p>\n<p>\u60c5\u666f\u8bb0\u5fc6\u2014\u2014\u5173\u4e8e\u5177\u4f53\u4e8b\u4ef6\u548c\u7ecf\u5386\u3002\u4eba\u7c7b\u4f8b\u5b50&#xff1a;&#034;\u4e0a\u5468\u4e09\u548c\u540c\u4e8b\u5728\u90a3\u5bb6\u610f\u5927\u5229\u9910\u5385\u5403\u4e86\u4e00\u987f\u5f88\u68d2\u7684\u665a\u9910\u3002\u201cAgent \u5bf9\u5e94&#xff1a;\u8ba2\u673a\u7968\u4f8b\u5b50\u91cc&#034;\u7528\u6237\u8ba2\u4e86\u4e0b\u5468\u4e94\u53bb\u4e1c\u4eac\u7684 ANA \u822a\u73ed\u201d\u3002<\/p>\n<p>\u8bed\u4e49\u8bb0\u5fc6\u2014\u2014\u4ece\u5177\u4f53\u4e8b\u4ef6\u4e2d\u62bd\u8c61\u51fa\u7684\u4e00\u822c\u6027\u77e5\u8bc6\u3002\u4eba\u7c7b\u4f8b\u5b50&#xff1a;&#034;\u610f\u5927\u5229\u7684\u9996\u90fd\u662f\u7f57\u9a6c\u3002&#034;Agent \u5bf9\u5e94&#xff1a;\u201c\u7528\u6237\u662f\u7d20\u98df\u8005\u201d\u201c\u7528\u6237\u504f\u597d\u9760\u7a97\u5ea7\u4f4d\u201d\u3002<\/p>\n<p>\u7a0b\u5e8f\u8bb0\u5fc6\u2014\u2014\u5173\u4e8e\u884c\u4e3a\u6a21\u5f0f\u548c\u6d41\u7a0b\u3002\u4eba\u7c7b\u4f8b\u5b50&#xff1a;\u9a91\u81ea\u884c\u8f66\u7684\u80fd\u529b&#xff0c;\u5b66\u4f1a\u4e86\u5c31\u5fd8\u4e0d\u6389\u3002Agent \u5bf9\u5e94&#xff1a;\u4ece\u7528\u6237\u53cd\u590d\u8ba2\u673a\u7968\u7684\u6a21\u5f0f\u91cc\u5b66\u5230\u7684\u901a\u7528\u6d41\u7a0b\u2014\u2014\u201c\u5148\u641c\u76f4\u98de\u822a\u73ed\u2192\u786e\u8ba4\u5ea7\u4f4d\u504f\u597d\u2192\u4f7f\u7528\u5e38\u65c5\u5ba2\u53f7\u7801\u2192\u8ba2\u9910\u201d\u3002<\/p>\n<h4>6.2 \u4e09\u5957\u5206\u7c7b\u4f53\u7cfb&#xff0c;\u522b\u641e\u6df7<\/h4>\n<p>\u56de\u987e\u4e00\u4e0b&#xff0c;\u672c\u7bc7\u5176\u5b9e\u5f15\u5165\u4e86\u4e09\u5957\u5206\u7c7b\u4f53\u7cfb&#xff0c;\u4e00\u5f20\u8868\u628a\u5173\u7cfb\u5398\u6e05&#xff1a;<\/p>\n<table>\n<tr>\u5206\u7c7b\u4f53\u7cfb\u56de\u7b54\u7684\u95ee\u9898\u5177\u4f53\u7c7b\u522b<\/tr>\n<tbody>\n<tr>\n<td>\u8bb0\u5fc6\u5c42\u6b21<\/td>\n<td>\u5b58\u5728\u54ea\u91cc&#xff1f;<\/td>\n<td>\u8f68\u8ff9\u3001\u7528\u6237\u957f\u671f\u8bb0\u5fc6\u3001\u4e1a\u52a1\u72b6\u6001<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8\u683c\u5f0f<\/td>\n<td>\u600e\u4e48\u5b58&#xff1f;<\/td>\n<td>Simple Notes\u3001Enhanced Notes\u3001JSON Cards\u3001Advanced JSON Cards<\/td>\n<\/tr>\n<tr>\n<td>\u8ba4\u77e5\u7c7b\u578b<\/td>\n<td>\u5b58\u4ec0\u4e48&#xff1f;<\/td>\n<td>\u60c5\u666f\u8bb0\u5fc6\u3001\u8bed\u4e49\u8bb0\u5fc6\u3001\u7a0b\u5e8f\u8bb0\u5fc6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e09\u5957\u4f53\u7cfb\u662f\u6b63\u4ea4\u7ef4\u5ea6&#xff0c;\u53ef\u4ee5\u81ea\u7531\u7ec4\u5408\u3002\u4e00\u6761&#034;\u7528\u6237\u504f\u597d\u9760\u7a97\u5ea7\u4f4d&#034;\u7684\u8bed\u4e49\u8bb0\u5fc6&#xff0c;\u53ef\u4ee5\u7528 Simple Notes \u5b58\u5728\u7528\u6237\u957f\u671f\u8bb0\u5fc6\u91cc&#xff1b;\u4e00\u6bb5&#034;\u5148\u641c\u76f4\u98de\u2192\u786e\u8ba4\u5ea7\u4f4d\u2192\u7528\u5e38\u65c5\u5ba2\u53f7&#034;\u7684\u7a0b\u5e8f\u8bb0\u5fc6&#xff0c;\u53ef\u4ee5\u7528 Advanced JSON Cards \u5b58\u3002<\/p>\n<p>\u63d0\u9192\u4e00\u4e2a\u5e38\u89c1\u8bef\u533a&#xff1a;\u6709\u4eba\u8bf4&#034;\u6211\u4eec\u7528\u7684\u662f\u60c5\u666f\u8bb0\u5fc6&#034;\u2014\u2014\u8fd9\u56de\u7b54\u4e86&#034;\u5b58\u4ec0\u4e48&#034;&#xff0c;\u5374\u6ca1\u8bf4&#034;\u600e\u4e48\u5b58&#034;\u548c&#034;\u653e\u54ea\u91cc&#034;\u3002\u5b8c\u6574\u7684\u8bb0\u5fc6\u7cfb\u7edf\u8bbe\u8ba1&#xff0c;\u4e09\u4e2a\u7ef4\u5ea6\u90fd\u8981\u5206\u522b\u505a\u9009\u62e9&#xff0c;\u7f3a\u4e00\u4e0d\u53ef\u3002\u5c31\u50cf\u70b9\u83dc&#xff0c;\u5149\u8bf4&#034;\u6765\u70b9\u8089&#034;&#xff0c;\u670d\u52a1\u5458\u6ca1\u6cd5\u7ed9\u4f60\u4e0a\u83dc\u3002<\/p>\n<h3>\u4e03\u3001\u8bb0\u5fc6\u6846\u67b6\u6848\u4f8b&#xff1a;\u56db\u4e2a\u6d41\u6d3e<\/h3>\n<p>\u524d\u9762\u8bf4\u7684\u90fd\u662f\u7406\u8bba&#xff0c;\u6700\u7ec8\u90fd\u8981\u843d\u5230\u5de5\u7a0b\u5b9e\u73b0\u3002\u5f00\u6e90\u793e\u533a\u5df2\u7ecf\u6709\u597d\u51e0\u4e2a\u4e13\u95e8\u7684\u8bb0\u5fc6\u7ba1\u7406\u6846\u67b6&#xff0c;\u6311\u56db\u4e2a\u6709\u4ee3\u8868\u6027\u7684\u770b\u770b\u3002<\/p>\n<h4>7.1 Mem0&#xff1a;\u63d0\u53d6\u2014\u5bf9\u6bd4\u2014\u51b3\u7b56\u7684\u6d41\u6c34\u7ebf<\/h4>\n<p>Mem0 \u7684\u6838\u5fc3\u662f\u4e00\u6761&#034;\u63d0\u53d6\u2014\u5bf9\u6bd4\u2014\u51b3\u7b56&#034;\u6d41\u6c34\u7ebf&#xff0c;\u5206\u4e24\u9636\u6bb5\u8fd0\u8f6c\u3002<\/p>\n<p>**\u63d0\u53d6\u9636\u6bb5&#xff1a;**\u4e00\u6bb5\u65b0\u5bf9\u8bdd\u7ed3\u675f&#xff0c;Mem0 \u8c03 LLM&#xff0c;\u7ed3\u5408\u6700\u8fd1\u7684\u5bf9\u8bdd\u548c\u5df2\u6709\u8bb0\u5fc6\u7684\u6458\u8981&#xff0c;\u63d0\u53d6\u5019\u9009\u8bb0\u5fc6\u2014\u2014\u7b80\u6d01\u7684\u4e8b\u5b9e\u9648\u8ff0&#xff0c;\u6bd4\u5982&#034;\u7528\u6237\u642c\u5230\u4e86\u4e0a\u6d77&#034;\u3002<\/p>\n<p>**\u66f4\u65b0\u9636\u6bb5&#xff1a;**\u5bf9\u6bcf\u6761\u5019\u9009\u8bb0\u5fc6&#xff0c;\u5148\u5411\u91cf\u68c0\u7d22\u51fa\u8bed\u4e49\u76f8\u8fd1\u7684\u5df2\u6709\u8bb0\u5fc6&#xff0c;\u518d\u7531 LLM \u5bf9\u6bd4\u4e24\u8005\u5173\u7cfb&#xff0c;\u505a\u51fa\u56db\u79cd\u51b3\u7b56\u4e4b\u4e00&#xff1a;<\/p>\n<ul>\n<li>ADD&#xff1a;\u5168\u65b0\u4fe1\u606f&#xff0c;\u76f4\u63a5\u5165\u5e93<\/li>\n<li>UPDATE&#xff1a;\u8865\u5145\u6216\u4fee\u6b63\u5df2\u6709\u8bb0\u5fc6<\/li>\n<li>DELETE&#xff1a;\u65b0\u4fe1\u606f\u5426\u5b9a\u4e86\u65e7\u8bb0\u5fc6&#xff0c;\u5220\u6389\u540e\u8005<\/li>\n<li>NOOP&#xff1a;\u4fe1\u606f\u91cd\u590d&#xff0c;\u4e0d\u505a\u4efb\u4f55\u64cd\u4f5c<\/li>\n<\/ul>\n<p>\u6bd4\u5982\u7528\u6237\u8bf4&#034;\u6211\u642c\u5230\u4e86\u4e0a\u6d77&#034;&#xff0c;\u7cfb\u7edf\u68c0\u7d22\u5230\u5df2\u6709\u8bb0\u5fc6&#034;\u7528\u6237\u4f4f\u5728\u5317\u4eac&#034;&#xff0c;\u5224\u5b9a\u8fd9\u662f\u4e00\u6761 UPDATE&#xff1a;\u66f4\u65b0\u4e3a&#034;\u7528\u6237\u4f4f\u5728\u4e0a\u6d77&#034;&#xff0c;\u800c\u4e0d\u662f\u540c\u65f6\u4fdd\u7559\u4e24\u6761\u4e92\u76f8\u6253\u67b6\u7684\u8bb0\u5f55\u3002\u6bcf\u6761\u5165\u5e93\u8bb0\u5fc6\u90fd\u7ecf\u8fc7\u4e0e\u65e2\u6709\u8bb0\u5fc6\u7684\u663e\u5f0f\u5bf9\u8d26\u2014\u2014\u8fd9\u662f\u628a&#034;\u9009\u62e9\u6027\u63d0\u53d6&#034;\u548c&#034;\u51b2\u7a81\u89e3\u51b3&#034;\u7edf\u4e00\u8fdb\u4e86\u540c\u4e00\u4e2a\u673a\u5236\u3002<\/p>\n<p>\u5de5\u7a0b\u4e0a&#xff0c;Mem0 \u7684\u5d4c\u5165\u548c\u5b58\u50a8\u76f8\u4e92\u5206\u79bb\u3001\u53ef\u72ec\u7acb\u4f18\u5316&#xff1b;\u901a\u8fc7\u62bd\u8c61\u63a5\u53e3\u652f\u6301\u591a\u79cd\u540e\u7aef&#xff0c;\u63d2\u4ef6\u673a\u5236\u80fd\u7075\u6d3b\u96c6\u6210\u65b0\u7684\u6a21\u578b\u3002\u8fd8\u6709\u4e2a\u56fe\u8bb0\u5fc6\u53d8\u4f53 Mem0g&#xff1a;\u628a\u8bb0\u5fc6\u8868\u793a\u6210\u5b9e\u4f53\u2014\u5173\u7cfb\u56fe\u800c\u975e\u72ec\u7acb\u4e8b\u5b9e\u6761\u76ee&#xff0c;\u663e\u5f0f\u6355\u6349\u5173\u8054\u7ed3\u6784&#xff0c;\u6539\u5584\u591a\u8df3\u3001\u65f6\u5e8f\u7c7b\u95ee\u9898\u3002<\/p>\n<p>\u5b9e\u6d4b\u6570\u636e&#xff1a;\u5355\u8df3\u95ee\u9898 LLM \u8bc4\u5224\u5f97\u5206 67.13&#xff0c;\u9ad8\u4e8e OpenAI \u5185\u7f6e\u8bb0\u5fc6\u7684 63.79&#xff1b;Mem0g \u7684\u589e\u76ca\u96c6\u4e2d\u5728\u65f6\u5e8f\u63a8\u7406\u548c\u5f00\u653e\u57df\u95ee\u9898\u3002\u6548\u7387\u4e0a\u66f4\u60ca\u4eba&#xff1a;\u628a\u5168\u90e8\u5386\u53f2\u585e\u8fdb\u4e0a\u4e0b\u6587\u7684\u5168\u4e0a\u4e0b\u6587\u57fa\u7ebf&#xff0c;p95 \u5ef6\u8fdf\u7ea6 17.1 \u79d2&#xff0c;Mem0 \u53ea\u8981\u7ea6 1.4 \u79d2&#xff0c;token \u6d88\u8017\u8282\u7701\u8d85 90%\u3002<\/p>\n<p>\u4f46\u6ce8\u610f\u4e00\u4e2a\u8bda\u5b9e\u7684\u7ed3\u8bba&#xff1a;\u5168\u4e0a\u4e0b\u6587\u57fa\u7ebf\u7684\u603b\u4f53\u8bc4\u5224\u5f97\u5206&#xff08;72.9&#xff09;\u5176\u5b9e\u4ecd\u9ad8\u4e8e\u6240\u6709\u8bb0\u5fc6\u7cfb\u7edf&#xff08;Mem0 66.9&#xff0c;Mem0g 68.4&#xff09;\u3002\u8bb0\u5fc6\u7cfb\u7edf\u7684\u6536\u76ca\u4e0d\u662f&#034;\u66f4\u51c6&#034;&#xff0c;\u800c\u662f\u7528\u5c0f\u5e45\u7684\u51c6\u786e\u7387\u8ba9\u6b65&#xff0c;\u6362\u56de\u4e00\u4e2a\u6570\u91cf\u7ea7\u7684\u5ef6\u8fdf\u548c\u6210\u672c\u4e0b\u964d\u3002\u5728\u9700\u8981\u79d2\u7ea7\u54cd\u5e94\u7684\u751f\u4ea7\u573a\u666f&#xff0c;\u8fd9\u662f\u4e00\u7b14\u5212\u7b97\u7684\u4ea4\u6362\u2014\u2014\u5c31\u50cf\u5916\u5356\u548c\u5802\u98df&#xff0c;\u5473\u9053\u5dee\u4e00\u70b9\u70b9&#xff0c;\u4f46\u4e0d\u7528\u7b49\u3002<\/p>\n<h4>7.2 Memobase&#xff1a;\u7528\u6237\u753b\u50cf &#043; \u4e8b\u4ef6\u8bb0\u5fc6<\/h4>\n<p>Memobase \u7684\u8def\u7ebf\u4e0d\u4e00\u6837&#xff1a;\u4e0d\u505a\u901a\u7528\u8bb0\u5fc6\u6d41\u6c34\u7ebf&#xff0c;\u805a\u7126&#034;\u7528\u6237\u753b\u50cf&#034;\u8fd9\u4e00\u5177\u4f53\u5f62\u6001\u3002<\/p>\n<p>\u7528\u6237\u753b\u50cf\u662f\u4e00\u7ec4\u53ef\u914d\u7f6e\u7684\u69fd\u4f4d&#xff0c;\u6309\u4e3b\u9898\u2014\u5b50\u4e3b\u9898\u4e24\u7ea7\u7ec4\u7ec7&#xff08;basic_info\u2192\u59d3\u540d\u3001interest\u2192\u6e38\u620f\u504f\u597d\u3001work\u2192\u804c\u4f4d&#xff09;&#xff0c;\u5b58\u653e\u4ece\u5bf9\u8bdd\u4e2d\u63d0\u53d6\u7684\u7a33\u5b9a\u7528\u6237\u5c5e\u6027&#xff0c;\u5f00\u53d1\u8005\u53ef\u4ee5\u7cbe\u786e\u63a7\u5236\u753b\u50cf\u7684\u8303\u56f4\u548c\u7c92\u5ea6\u3002<\/p>\n<p>\u4e8b\u4ef6\u8bb0\u5fc6\u6309\u65f6\u95f4\u7ebf\u8bb0\u5f55\u7528\u6237\u7ecf\u5386\u7684\u4e8b\u4ef6&#xff0c;\u4e13\u95e8\u56de\u7b54&#034;\u6211\u4eec\u4e0a\u6b21\u8ba8\u8bba\u9884\u7b97\u662f\u4ec0\u4e48\u65f6\u5019&#034;\u8fd9\u7c7b\u65f6\u95f4\u654f\u611f\u95ee\u9898\u3002<\/p>\n<p>\u5de5\u7a0b\u4e0a\u91c7\u7528\u7f13\u51b2\u6279\u5904\u7406&#xff1a;\u5bf9\u8bdd\u5148\u5728\u7f13\u51b2\u533a\u7d2f\u79ef&#xff0c;\u8fbe\u5230\u89c4\u6a21\u6216\u65f6\u9650\u518d\u7edf\u4e00\u89e6\u53d1\u4e00\u6b21\u8bb0\u5fc6\u63d0\u53d6&#xff0c;\u644a\u8584 LLM \u8c03\u7528\u6210\u672c&#xff1b;\u67e5\u8be2\u4fa7\u53ea\u8bfb\u5df2\u6574\u7406\u597d\u7684\u753b\u50cf\u548c\u4e8b\u4ef6&#xff0c;\u4fdd\u8bc1\u4f4e\u5ef6\u8fdf\u3002\u8bf4\u767d\u4e86\u5c31\u662f\u6512\u4e00\u6ce2\u518d\u6d17&#xff0c;\u522b\u6765\u4e00\u6761\u6d17\u4e00\u6761\u3002<\/p>\n<h4>7.3 MemGPT\/Letta \u4e0e Zep&#xff1a;\u53e6\u5916\u4e24\u6761\u8def\u7ebf<\/h4>\n<p>Mem0 \u548c Memobase \u662f&#034;\u540e\u53f0\u6d41\u6c34\u7ebf&#034;\u8def\u7ebf\u2014\u2014\u8bb0\u5fc6\u63d0\u53d6\u53d1\u751f\u5728\u5bf9\u8bdd\u4e4b\u5916&#xff0c;\u6a21\u578b\u88ab\u52a8\u6d88\u8d39\u6574\u7406\u597d\u7684\u8bb0\u5fc6\u3002\u8fd8\u6709\u4e24\u6761\u8def\u7ebf\u503c\u5f97\u770b\u3002<\/p>\n<p>**MemGPT\/Letta&#xff1a;\u8ba9\u6a21\u578b\u81ea\u5df1\u7ba1\u7406\u8bb0\u5fc6\u3002**\u628a\u64cd\u4f5c\u7cfb\u7edf\u7684\u5185\u5b58\u7ba1\u7406\u642c\u5230 Agent \u4e0a&#xff1a;\u8bb0\u5fc6\u5206\u6210\u5e38\u9a7b\u4e0a\u4e0b\u6587\u7684&#034;\u6838\u5fc3\u8bb0\u5fc6&#034;&#xff08;\u7c7b\u4f3c\u5185\u5b58&#xff09;\u548c\u5bb9\u91cf\u51e0\u4e4e\u65e0\u9650\u7684&#034;\u5f52\u6863\u5b58\u50a8&#034;&#xff08;\u7c7b\u4f3c\u78c1\u76d8&#xff09;&#xff0c;\u6a21\u578b\u901a\u8fc7 core_memory_replace\u3001archival_memory_insert \u8fd9\u7c7b\u51fd\u6570\u8c03\u7528&#xff0c;\u81ea\u5df1\u51b3\u5b9a\u4f55\u65f6\u628a\u54ea\u6761\u4fe1\u606f\u6362\u5165\u6362\u51fa\u2014\u2014\u8bb0\u5fc6\u7ba1\u7406\u4ece\u540e\u53f0\u6d41\u6c34\u7ebf\u53d8\u6210\u6a21\u578b\u4e3b\u52a8\u6267\u884c\u7684\u52a8\u4f5c\u3002\u4ee3\u4ef7\u662f\u8bb0\u5fc6\u7ba1\u7406\u672c\u8eab\u4f1a\u6301\u7eed\u5360\u7528\u6a21\u578b\u7684\u6ce8\u610f\u529b\u4e0e\u63a8\u7406\u9884\u7b97\u3002\u76f8\u5f53\u4e8e\u8ba9\u5458\u5de5\u81ea\u5df1\u7ba1\u6863\u6848&#xff0c;\u80fd\u529b\u5f3a\u4e86&#xff0c;\u4f46\u4e5f\u66f4\u5fd9\u4e86\u3002<\/p>\n<p>**Zep\/Graphiti&#xff1a;\u4ee5\u65f6\u5e8f\u77e5\u8bc6\u56fe\u8c31\u7ec4\u7ec7\u8bb0\u5fc6\u3002**\u6bcf\u6761\u5173\u7cfb\u8fb9\u8bb0\u5f55\u751f\u6548\u4e0e\u5931\u6548\u65f6\u95f4&#xff0c;\u4e8b\u5b9e\u66f4\u65b0\u65f6\u65e7\u8fb9\u88ab\u6807\u8bb0\u5931\u6548\u800c\u975e\u5220\u9664\u3002\u4e24\u4e2a\u76f4\u63a5\u597d\u5904&#xff1a;&#034;\u4e0a\u4e2a\u6708\u7528\u6237\u4f4f\u5728\u54ea\u91cc&#034;\u8fd9\u7c7b\u65f6\u95f4\u654f\u611f\u67e5\u8be2\u6709\u4e86\u539f\u751f\u652f\u6301&#xff1b;\u76f8\u4e92\u51b2\u7a81\u7684\u4e8b\u5b9e\u7248\u672c\u5b8c\u6574\u4fdd\u7559\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u770b\u4f5c GraphRAG \u7684\u601d\u60f3\u5728\u7528\u6237\u8bb0\u5fc6\u5c3a\u5ea6\u4e0a\u7684\u5e94\u7528\u3002<\/p>\n<p>\u52a0\u4e0a\u8fd9\u4e24\u6761&#xff0c;\u7248\u56fe\u5c31\u9f50\u4e86&#xff1a;Mem0 \u662f\u4e8b\u5b9e\u6761\u76ee\u6d41\u6c34\u7ebf&#xff0c;Memobase \u662f\u753b\u50cf\u52a0\u4e8b\u4ef6&#xff0c;MemGPT\/Letta \u662f\u6a21\u578b\u81ea\u7ba1\u7406\u7684\u5206\u5c42\u5b58\u50a8&#xff0c;Zep\/Graphiti \u662f\u65f6\u5e8f\u56fe\u8c31\u3002\u56db\u8005\u5bf9&#034;\u600e\u4e48\u5b58\u3001\u8c01\u6765\u7ba1&#034;\u7ed9\u51fa\u4e86\u622a\u7136\u4e0d\u540c\u7684\u56de\u7b54\u3002<\/p>\n<h4>7.4 \u591a\u7c7b\u578b\u8bb0\u5fc6\u534f\u540c\u7684\u53c2\u8003\u67b6\u6784<\/h4>\n<p>\u56db\u4e2a\u6846\u67b6\u5404\u81ea\u53ea\u8986\u76d6\u4e86\u8bb0\u5fc6\u8bbe\u8ba1\u7a7a\u95f4\u7684\u4e00\u90e8\u5206\u3002\u628a\u89c6\u91ce\u653e\u5bbd&#xff0c;\u6309\u8ba4\u77e5\u79d1\u5b66\u7684\u5206\u7c7b\u53ef\u4ee5\u8bbe\u60f3\u4e00\u79cd\u53c2\u8003\u67b6\u6784\u2014\u2014\u6ce8\u610f&#xff0c;\u8fd9\u662f\u5bf9\u8bbe\u8ba1\u7a7a\u95f4\u7684\u6982\u62ec&#xff0c;\u4e0d\u662f\u67d0\u4e2a\u5177\u4f53\u9879\u76ee\u7684\u5b9e\u73b0\u3002<\/p>\n<p>\u60c5\u666f\/\u8bed\u4e49\/\u7a0b\u5e8f\u8bb0\u5fc6\u6cbf\u7528\u524d\u6587\u4e09\u7c7b\u5b9a\u4e49\u3002\u53c2\u8003\u67b6\u6784\u771f\u6b63\u65b0\u589e\u7684\u7740\u773c\u70b9\u662f\u60c5\u666f\u8bb0\u5fc6\u7684\u591a\u7ef4\u5143\u6570\u636e\u68c0\u7d22\u2014\u2014\u4e8b\u4ef6\u5e8f\u5217\u5e26\u4e30\u5bcc\u5143\u6570\u636e&#xff08;\u65f6\u95f4\u6233\u3001\u60c5\u611f\u6807\u8bb0\u3001\u4efb\u52a1\u6807\u8bc6&#xff09;&#xff0c;\u53ef\u6309\u65f6\u95f4\u3001\u4e3b\u9898\u7b49\u591a\u7ef4\u7ec4\u5408\u68c0\u7d22&#xff08;&#034;\u6211\u4eec\u4e0a\u6b21\u8ba8\u8bba\u9884\u7b97\u662f\u4ec0\u4e48\u65f6\u5019&#034;\u8fd9\u7c7b\u95ee\u9898\u5c31\u5f52\u5b83\u7ba1&#xff09;\u3002<\/p>\n<p>\u53c2\u8003\u67b6\u6784\u8fd8\u663e\u5f0f\u4fdd\u7559\u4e86\u5de5\u4f5c\u8bb0\u5fc6\u4e00\u5c42&#xff0c;\u7ba1\u7406\u5f53\u524d\u4efb\u52a1\u72b6\u6001&#xff0c;\u4e0e\u957f\u671f\u8bb0\u5fc6\u52a8\u6001\u4ea4\u4e92\u2014\u2014\u91cd\u8981\u4fe1\u606f\u9009\u62e9\u6027\u8f6c\u79fb\u5230\u957f\u671f\u8bb0\u5fc6&#xff0c;\u76f8\u5173\u957f\u671f\u8bb0\u5fc6\u88ab\u6fc0\u6d3b\u52a0\u8f7d\u5230\u5de5\u4f5c\u8bb0\u5fc6\u3002\u6ce8\u610f\u5b83\u8ddf&#034;\u8f68\u8ff9&#034;\u7684\u533a\u522b&#xff1a;\u8f68\u8ff9\u662f\u4e0d\u53ef\u53d8\u7684\u5b8c\u6574\u4e8b\u4ef6\u5e8f\u5217&#xff08;\u6309\u65f6\u95f4\u8ffd\u52a0&#xff09;&#xff0c;\u5de5\u4f5c\u8bb0\u5fc6\u662f\u7ecf\u8fc7\u7b5b\u9009\u548c\u6fc0\u6d3b\u7684\u52a8\u6001\u5b50\u96c6&#xff08;\u6309\u76f8\u5173\u6027\u88c1\u526a&#xff09;\u3002<\/p>\n<p>\u5b9e\u9645\u6846\u67b6\u5f80\u5f80\u53ea\u5b9e\u73b0\u5176\u4e2d\u4e00\u4e24\u79cd\u7c7b\u578b\u2014\u2014\u6309\u4e1a\u52a1\u9700\u8981\u53d6\u820d&#xff0c;\u6bd4\u8ffd\u6c42&#034;\u5927\u800c\u5168&#034;\u66f4\u7b26\u5408\u5de5\u7a0b\u73b0\u5b9e\u3002\u5168\u90fd\u8981&#xff0c;\u5f80\u5f80\u662f\u5168\u90fd\u505a\u4e0d\u597d\u3002<\/p>\n<h3>\u516b\u3001\u8bb0\u5fc6\u538b\u7f29\u4e0e\u6574\u7406<\/h3>\n<p>\u4ea4\u4e92\u6301\u7eed\u4e0b\u53bb&#xff0c;\u8bb0\u5fc6\u7cfb\u7edf\u8fdf\u65e9\u9762\u4e34\u5b58\u50a8\u7a7a\u95f4\u548c\u68c0\u7d22\u6548\u7387\u7684\u53cc\u91cd\u6311\u6218\u3002\u7b80\u5355\u7684\u7d2f\u79ef\u5f0f\u5b58\u50a8\u4f1a\u5bfc\u81f4\u8bb0\u5fc6\u7206\u70b8\u2014\u2014\u8fd9\u4e0d\u4ec5\u70e7\u5b58\u50a8&#xff0c;\u8fd8\u964d\u4f4e\u68c0\u7d22\u51c6\u786e\u7387\u3002\u8fd9\u8ddf\u5355\u6b21\u4f1a\u8bdd\u5185\u7684&#034;\u4e0a\u4e0b\u6587\u8150\u5316&#034;\u662f\u540c\u4e00\u7c7b\u95ee\u9898\u5728\u4e0d\u540c\u5c3a\u5ea6\u4e0a\u7684\u8868\u73b0&#xff1a;\u4e00\u4e2a\u662f&#034;\u5355\u6b21\u4f1a\u8bdd\u5185\u4fe1\u606f\u592a\u591a\u5bfc\u81f4\u68c0\u7d22\u7cbe\u5ea6\u4e0b\u964d&#034;&#xff0c;\u4e00\u4e2a\u662f&#034;\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u592a\u591a\u5bfc\u81f4\u68c0\u7d22\u7cbe\u5ea6\u4e0b\u964d&#034;\u3002\u51a4\u6709\u5934\u503a\u6709\u4e3b&#xff0c;\u6839\u6e90\u90fd\u662f&#034;\u585e\u592a\u6ee1&#034;\u3002<\/p>\n<h4>8.1 \u591a\u5c42\u6b21\u538b\u7f29\u7b56\u7565<\/h4>\n<p>**\u7b2c\u4e00\u5c42&#xff1a;\u91cd\u8981\u6027\u8bc4\u5206\u7b5b\u9009\u3002**\u7efc\u5408\u56db\u4e2a\u56e0\u7d20&#xff1a;\u8bbf\u95ee\u9891\u7387&#xff08;\u5e38\u88ab\u68c0\u7d22\u7684\u66f4\u91cd\u8981&#xff09;\u3001\u65f6\u95f4\u8870\u51cf&#xff08;\u8d8a\u4e45\u8fdc\u8d8a\u5bb9\u6613\u88ab\u5fd8&#xff09;\u3001\u60c5\u611f\u5f3a\u5ea6&#xff08;\u5e26\u5f3a\u60c5\u611f\u6807\u8bb0\u7684\u66f4\u6613\u4fdd\u7559&#xff09;\u3001\u4fe1\u606f\u72ec\u7279\u6027&#xff08;\u91cd\u590d\u4fe1\u606f\u91cd\u8981\u6027\u964d\u4f4e&#xff09;\u3002\u4f4e\u4e8e\u9608\u503c\u7684\u6807\u4e3a\u53ef\u538b\u7f29\u6216\u53ef\u5220\u9664\u3002<\/p>\n<p>\u6bd4\u5982\u4e00\u6761\u88ab\u8bbf\u95ee 5 \u6b21\u3001\u521b\u5efa\u4e8e 3 \u5929\u524d\u3001\u5e26\u5f3a\u60c5\u611f\u6807\u8bb0\u3001\u65e0\u91cd\u590d\u7684\u8bb0\u5fc6&#xff0c;\u5f97\u5206\u5c31\u9ad8&#xff1b;\u800c\u4e00\u6761\u53ea\u88ab\u8bbf\u95ee 1 \u6b21\u3001\u521b\u5efa\u4e8e 90 \u5929\u524d\u3001\u65e0\u60c5\u611f\u6807\u8bb0\u3001\u8fd8\u8ddf\u53e6\u5916 3 \u6761\u9ad8\u5ea6\u91cd\u590d\u7684\u8bb0\u5fc6&#xff0c;\u5c31\u8be5\u8fdb\u56de\u6536\u7ad9\u4e86\u3002<\/p>\n<p>**\u7b2c\u4e8c\u5c42&#xff1a;\u805a\u7c7b\u538b\u7f29\u3002**\u76f8\u4f3c\u8bb0\u5fc6\u5206\u7ec4&#xff0c;\u6bcf\u7ec4\u751f\u6210\u4ee3\u8868\u6027\u6458\u8981&#xff08;\u591a\u6b21\u5929\u6c14\u5bf9\u8bdd\u538b\u7f29\u6210&#034;\u7528\u6237\u7ecf\u5e38\u8be2\u95ee\u5929\u6c14&#xff0c;\u7279\u522b\u5173\u5fc3\u964d\u96e8&#034;&#xff09;\u3002\u539f\u59cb\u8be6\u7ec6\u8bb0\u5fc6\u5b58\u6863\u5230\u4e8c\u7ea7\u5b58\u50a8\u3002<\/p>\n<p>**\u7b2c\u4e09\u5c42&#xff1a;\u62bd\u8c61\u548c\u6cdb\u5316\u3002**\u4ece\u5177\u4f53\u60c5\u666f\u8bb0\u5fc6\u4e2d\u63d0\u53d6\u4e00\u822c\u6027\u89c4\u5f8b&#xff0c;\u8f6c\u5316\u4e3a\u8bed\u4e49\u6216\u7a0b\u5e8f\u8bb0\u5fc6\u3002\u4ece\u591a\u6b21\u8d2d\u7269\u5bf9\u8bdd\u91cc\u5b66\u4f1a&#034;\u504f\u597d\u6027\u4ef7\u6bd4\u9ad8\u7684\u4ea7\u54c1&#xff0c;\u91cd\u89c6\u7528\u6237\u8bc4\u4ef7&#034;\u2014\u2014\u8fd9\u5df2\u7ecf\u662f\u4eba\u8089\u7248&#034;\u731c\u4f60\u559c\u6b22&#034;\u4e86\u3002<\/p>\n<h4>8.2 \u51b2\u7a81\u68c0\u6d4b\u4e0e\u7248\u672c\u5316<\/h4>\n<p>\u51b2\u7a81\u68c0\u6d4b\u7528\u7248\u672c\u5316\u65b9\u6cd5&#xff1a;\u4fdd\u7559\u5386\u53f2\u7248\u672c&#xff0c;\u540c\u65f6\u6807\u8bb0\u6700\u65b0\u7248\u672c\u3002\u5f53\u524d\u5730\u5740\u8fd9\u7c7b\u4fe1\u606f\u53ea\u7559\u6700\u65b0\u7248&#xff1b;\u5de5\u4f5c\u7ecf\u5386\u8fd9\u7c7b\u5219\u4fdd\u7559\u5b8c\u6574\u5386\u53f2\u3002\u6bd5\u7adf&#xff0c;\u4f60\u4e0d\u60f3\u8ba9\u7cfb\u7edf\u4ee5\u4e3a\u4f60\u73b0\u5728\u8fd8\u4f4f\u5728\u4e94\u5e74\u524d\u90a3\u4e2a\u51fa\u79df\u5c4b\u3002<\/p>\n<h4>8.3 \u548c\u5355\u6b21\u4f1a\u8bdd\u538b\u7f29\u7684\u8fb9\u754c<\/h4>\n<p>\u5212\u6e05\u8fb9\u754c&#xff0c;\u514d\u5f97\u6df7\u6dc6&#xff1a;\u672c\u7bc7\u7684\u8bb0\u5fc6\u538b\u7f29\u662f\u5b58\u50a8\u5c42\u7684\u6574\u7406\u7b97\u6cd5\u2014\u2014\u54ea\u4e9b\u8bb0\u5fc6\u8be5\u7b5b\u9009\u3001\u805a\u7c7b\u3001\u62bd\u8c61\u6210\u4ec0\u4e48\u5f62\u6001&#xff1b;\u5355\u6b21\u4f1a\u8bdd\u5185\u7684\u4e0a\u4e0b\u6587\u538b\u7f29\u89e3\u51b3\u7684\u662f\u7a97\u53e3\u95ee\u9898\u2014\u2014\u628a\u5df2\u7ecf\u8fdb\u5165\u4e0a\u4e0b\u6587\u7684\u539f\u59cb\u6570\u636e\u84b8\u998f\u6210\u9ad8\u5bc6\u5ea6\u6458\u8981\u3002<\/p>\n<p>\u4e24\u8005\u5c42\u6b21\u4e0d\u540c&#xff0c;\u4f46\u539f\u7406\u76f8\u901a&#xff1a;\u90fd\u662f\u5728\u4fe1\u606f\u7d2f\u79ef\u4e4b\u540e\u505a\u51cf\u6cd5&#xff0c;\u7528\u9ad8\u5bc6\u5ea6\u6458\u8981\u66ff\u6362\u4f4e\u5bc6\u5ea6\u539f\u59cb\u6570\u636e\u3002\u533a\u522b\u5728\u4e8e&#xff0c;\u4e00\u4e2a\u7ba1&#034;\u8de8\u4f1a\u8bdd\u7684\u8bb0\u5fc6\u5e93&#034;&#xff0c;\u4e00\u4e2a\u7ba1&#034;\u4f1a\u8bdd\u5185\u7684\u8f68\u8ff9&#034;\u3002<\/p>\n<h3>\u4e5d\u3001\u9690\u79c1\u4fdd\u62a4&#xff1a;\u65e5\u5fd7\u8131\u654f<\/h3>\n<p>\u6784\u5efa\u7528\u6237\u8bb0\u5fc6\u7cfb\u7edf&#xff0c;\u6838\u5fc3\u6311\u6218\u662f&#xff1a;\u8ba9 Agent \u65e2\u80fd\u5229\u7528\u7528\u6237\u4fe1\u606f\u63d0\u4f9b\u4e2a\u6027\u5316\u670d\u52a1&#xff0c;\u53c8\u4e0d\u8ba9\u654f\u611f\u6570\u636e\u66b4\u9732\u5728 LLM \u4e0a\u4e0b\u6587\u548c\u7cfb\u7edf\u65e5\u5fd7\u91cc\u3002<\/p>\n<h4>9.1 \u9690\u79c1\u4fdd\u62a4\u7684\u4e24\u96be<\/h4>\n<p>\u7528\u6237\u8bb0\u5fc6\u7684\u672c\u8d28\u662f\u6536\u96c6\u548c\u5229\u7528\u4e2a\u4eba\u4fe1\u606f\u2014\u2014\u504f\u597d\u3001\u4e60\u60ef\u3001\u8d26\u53f7\u3001\u5173\u7cfb&#xff0c;\u5176\u4e2d\u5927\u91cf\u5c5e\u4e8e PII&#xff08;\u4e2a\u4eba\u8eab\u4efd\u4fe1\u606f&#xff09;&#xff1a;\u8eab\u4efd\u8bc1\u53f7\u3001\u94f6\u884c\u5361\u53f7\u3001\u5bb6\u5ead\u4f4f\u5740\u3001\u5065\u5eb7\u8bb0\u5f55\u3002\u8fd9\u4e9b\u6570\u636e\u4ee5\u660e\u6587\u5b58\u5728\u8bb0\u5fc6\u5e93\u3001\u51fa\u73b0\u5728\u4e0a\u4e0b\u6587\u91cc\u3001\u88ab\u8bb0\u8fdb\u65e5\u5fd7&#xff0c;\u90fd\u662f\u4e25\u91cd\u7684\u6cc4\u9732\u98ce\u9669\u3002<\/p>\n<p>\u4f46\u53cd\u8fc7\u6765&#xff0c;\u8fc7\u5ea6\u8131\u654f\u53c8\u4f1a\u5e9f\u6389\u8bb0\u5fc6\u7684\u53ef\u7528\u6027&#xff1a;\u628a&#034;\u7528\u6237\u4f4f\u5728\u6d66\u4e1c\u65b0\u533a\u5f20\u6c5f\u8def 100 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API&#xff0c;\u539f\u56e0\u5f88\u76f4\u767d\u2014\u2014\u65e5\u5fd7\u672c\u8eab\u5c31\u53ef\u80fd\u542b\u654f\u611f\u4fe1\u606f&#xff0c;\u53d1\u7ed9\u4e91\u7aef\u8131\u654f&#xff0c;\u7b49\u4e8e\u8ba9\u8d3c\u53bb\u67e5\u95e8\u9501\u3002<\/p>\n<p>\u7cfb\u7edf\u80fd\u8bc6\u522b\u7ed3\u6784\u5316\u4fe1\u606f&#xff08;\u8eab\u4efd\u8bc1\u53f7\u3001\u94f6\u884c\u5361\u53f7&#xff09;\u3001\u534a\u7ed3\u6784\u5316\u4fe1\u606f&#xff08;\u5730\u5740&#xff09;\u548c\u81ea\u7136\u8bed\u8a00\u8868\u8fbe\u7684\u654f\u611f\u5185\u5bb9&#xff08;\u5982&#034;\u6211\u7684\u5bc6\u7801\u662f abc123&#034;&#xff09;&#xff0c;\u7ed3\u679c\u901a\u8fc7 JSON Schema \u7ed3\u6784\u5316\u8f93\u51fa&#xff0c;\u5305\u542b\u7c7b\u578b\u3001\u4f4d\u7f6e\u548c\u7f6e\u4fe1\u5ea6\u3002\u76f8\u6bd4\u4f20\u7edf\u6b63\u5219\u8868\u8fbe\u5f0f&#xff0c;\u57fa\u4e8e LLM \u7684\u8131\u654f\u53ec\u56de\u7387\u8fbe 95% 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