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\u4ecePRD\u5230\u7cfb\u5206\u518d\u5230\u4ee3\u7801\u4ea7\u51fa<\/h3>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251231095638550.jpeg\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u7cfb\u7edf\u67b6\u6784 <\/p>\n<p>\u9700\u6c42 \u2192 \u7814\u53d1 \u6d41\u7a0b\u8bbe\u8ba1<\/p>\n<p>\u672c\u6d41\u7a0b\u56fe\u5c55\u793a\u4e86\u4e00\u5957\u4ece <strong>PRD\uff08\u4ea7\u54c1\u9700\u6c42\u6587\u6863\uff09\u751f\u6210\u5230\u4ee3\u7801\u5b9e\u73b0<\/strong>\u7684\u667a\u80fd\u5316\u5f00\u53d1\u6d41\u7a0b\u6846\u67b6\uff0c\u5b9e\u73b0\u4e86\u4ea7\u54c1\u7814\u53d1\u8fc7\u7a0b\u4e2d\u4ece\u6587\u6863\u5230\u4ee3\u7801\u751f\u6210\u7684\u4e00\u4f53\u5316\u95ed\u73af\u3002\u901a\u8fc7\u667a\u80fd\u4f53\u5bf9 PRD \u7684\u6df1\u5ea6\u89e3\u6790\u548c\u9010\u6b65\u62c6\u89e3\uff0c\u4ece\u9700\u6c42\u5b9a\u4e49\u5230\u6a21\u5757\u751f\u6210\uff0c\u518d\u5230\u4ee3\u7801\u8f93\u51fa\u3002\u4f7f\u5f97\u7cfb\u7edf\u5206\u6790\u5230\u4ee3\u7801\u5b9e\u73b0\u7684\u8fc7\u7a0b\u66f4\u52a0\u9ad8\u6548\u3001\u89c4\u8303\u3002<\/p>\n<p>\u7528\u6237\uff08\u7814\u53d1\u4eba\u5458\uff09\u5c06 PRD \u6587\u6863 \u8f93\u5165\u5230\u7cfb\u5206\u751f\u6210\u667a\u80fd\u4f53\u4e2d\uff0c\u4f5c\u4e3a\u6574\u4e2a\u6d41\u7a0b\u7684\u8d77\u70b9\u3002PRD \u6587\u6863\u4e2d\u5305\u62ec\u4ea7\u54c1\u9700\u6c42\u7684\u5b8c\u6574\u63cf\u8ff0\uff0c\u667a\u80fd\u4f53\u5c06\u57fa\u4e8e\u8fd9\u4e9b\u8f93\u5165\u5f00\u59cb\u540e\u7eed\u7684\u7cfb\u7edf\u751f\u6210\u5de5\u4f5c\u3002<\/p>\n<ul>\n<li>\n<p><strong>\u95ee\u7b54Agent\uff1a<\/strong><\/p>\n<\/li>\n<li>\n<p>\u81ea\u7136\u8bed\u8a00\u8bc6\u522b\uff1a\u89e3\u6790 PRD \u7684\u81ea\u7136\u8bed\u8a00\u5185\u5bb9\uff0c\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u3002<\/p>\n<\/li>\n<li>\n<p>\u9644\u4ef6\u5185\u5bb9\u8bc6\u522b\uff1a\u8bfb\u53d6\u5e76\u7406\u89e3\u6587\u6863\u9644\u52a0\u7684\u5185\u5bb9\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u7cfb\u5206\u751f\u6210Agent\uff1a<\/strong>\u5bf9\u9700\u6c42\u5185\u5bb9\u8fdb\u884c\u6df1\u5165\u5206\u6790\u548c\u7ed3\u6784\u5316\u5904\u7406\uff1a<\/p>\n<\/li>\n<li>\n<p>\u63d0\u53d6\u9700\u6c42\u80cc\u666f\u3001\u6574\u4f53\u9700\u6c42\u548c\u6570\u636e\u5c42\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>\u6807\u6ce8\u9879\u76ee\u7684\u91cd\u70b9\u5173\u6ce8\u70b9\uff0c\u901a\u8fc7\u524d\u671f\u4efb\u52a1\u62c6\u89e3\u548c\u5206\u6790\uff0c\u660e\u786e\u53ef\u6267\u884c\u6a21\u5757\uff08\u5982\u63a5\u53e3\u3001\u6570\u636e\u8868\u3001\u6570\u636e\u6d41\u7a0b\u7b49\uff09\u3002<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u529f\u80fd\u6a21\u5757\u8fdb\u884c\u524d\u671f\u5206\u6790\uff0c\u751f\u6210\u521d\u6b65\u7684\u8bbe\u8ba1\u601d\u60f3\u4e0e\u903b\u8f91\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u603b\u7ed3Agent\uff1a<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>\u7efc\u5408\u5904\u7406\u6240\u6709\u6536\u96c6\u5230\u7684\u5185\u5bb9\u540e\u751f\u6210\uff1a<\/p>\n<ul>\n<li>\n<p>\u5185\u5bb9\u603b\u7ed3\uff1a\u5bf9\u63d0\u53d6\u51fa\u7684\u5173\u952e\u4fe1\u606f\u8fdb\u884c\u6574\u5408\uff0c\u5f62\u6210\u7ed3\u6784\u5316\u7684\u6587\u672c\u5185\u5bb9\u3002<\/p>\n<\/li>\n<li>\n<p>\u5185\u5bb9\u6392\u7248\uff1a\u8f93\u51fa\u6e05\u6670\u4e14\u5177\u6709\u89c4\u8303\u5316\u683c\u5f0f\u7684\u7cfb\u5206\u6587\u6863\u521d\u7a3f\uff0c\u63d0\u4f9b\u540e\u7eed\u4f7f\u7528\u57fa\u7840\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5185\u5bb9\u4f18\u5316Agent\uff1a<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>\u8fdb\u4e00\u6b65\u5904\u7406\u5e76\u7ec6\u5316\u751f\u6210\u6587\u6863\uff1a<\/p>\n<ul>\n<li>\n<p>\u6587\u6863\u6307\u5f15\uff1a\u589e\u5f3a\u6587\u6863\u7684\u53ef\u8bfb\u6027\u548c\u7ed3\u6784\u903b\u8f91\uff0c\u63d0\u5347\u7cfb\u7edf\u5206\u6790\u6587\u6863\u7684\u8868\u8fbe\u6548\u679c\u3002<\/p>\n<\/li>\n<li>\n<p>\u7ed8\u56fe\u89d2\u8272\uff1a\u81ea\u52a8\u751f\u6210\u56fe\u8868\uff08\u5982\u6570\u636e\u6d41\u56fe\u3001\u7cfb\u7edf\u7ed3\u6784\u56fe\u7b49\uff09\u7684\u89d2\u8272\u4fe1\u606f\uff0c\u76f4\u89c2\u5c55\u793a\u6587\u6863\u76f8\u5173\u7684\u7ed3\u6784\u548c\u903b\u8f91\u3002<\/p>\n<\/li>\n<li>\n<p>\u8868\u683c\u63cf\u8ff0\u4e0e\u6269\u5c55\uff1a\u4f18\u5316\u751f\u6210\u7684\u8868\u683c\u5185\u5bb9\uff0c\u5e76\u5728\u9700\u6c42\u4e0a\u4e0b\u6587\u7684\u57fa\u7840\u4e0a\u8865\u5168\u7ec6\u8282\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u751f\u6210\u4ee3\u7801\u9aa8\u67b6\uff1a<\/strong><\/p>\n<\/li>\n<li>\n<p>\u5728 IDE \u4e2d\u81ea\u52a8\u751f\u6210\u540e\u7aef\u9879\u76ee\u7684\u57fa\u7840\u4ee3\u7801\u9aa8\u67b6\uff0c\u4f8b\u5982\u5e38\u89c1\u7684\u63a7\u5236\u5c42\u3001\u4e1a\u52a1\u5c42\u3001\u6570\u636e\u8bbf\u95ee\u5c42\u4ee5\u53ca\u5b9e\u4f53\u3001\u4f20\u8f93\u5bf9\u8c61\u7b49\u7ed3\u6784\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>1.3 \u7ec6\u8282\u5185\u5bb9AI\u521b\u4f5c<\/h3>\n<p><strong>AI\u521b\u4f5c\uff1a<\/strong><\/p>\n<ul>\n<li>\n<p><strong>\u81ea\u5b9a\u4e49\u5bf9\u8bdd<\/strong>\uff1a\u66f4\u52a0\u7528\u6237\u8f93\u5165\u8c03\u6574\u6587\u672c<\/p>\n<\/li>\n<li>\n<p><strong>\u6da6\u8272<\/strong>\uff1a\u6da6\u8272\u8bed\u53e5\uff0c\u6587\u672c<\/p>\n<\/li>\n<li>\n<p><strong>\u6269\u5199<\/strong>\uff1a\u5bf9\u539f\u6587\u672c\u8fdb\u884c\u8865\u5145<\/p>\n<\/li>\n<li>\n<p><strong>\u7f29\u5199<\/strong>\uff1a\u6982\u62ec\u539f\u6587\u672c\u5185\u5bb9<\/p>\n<\/li>\n<\/ul>\n<h2><strong>2. \u4e0a\u4e0b\u6587\u77e5\u8bc6\u6269\u5145\u5347\u7ea7\uff0c\u589e\u5f3a\u4e1a\u52a1\u7406\u89e3\u80fd\u529b<\/strong><\/h2>\n<p><img src=\"https:\/\/lemon-guess.oss-cn-hangzhou.aliyuncs.com\/img\/640-20251231095638856.png\" alt=\"\u56fe\u7247\" \/><\/p>\n<h2><\/h2>\n<p>\u4e1a\u52a1\u2192\u9700\u6c42 RAG\u68c0\u7d22\u4e1a\u52a1\u77e5\u8bc6\u548c\u6d4b\u8bc4<\/p>\n<p>\u6b64\u5916\uff0c\u6d41\u7a0b\u6269\u5145\u4e86\u4e24\u4e2a\u5173\u952e\u652f\u6491\u6a21\u5757\uff1a<\/p>\n<ul>\n<li>\n<p><strong>RAG\u68c0\u7d22\u4e1a\u52a1\u77e5\u8bc6<\/strong>\uff1a<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7\u68c0\u7d22\u4ea7\u54c1\u9886\u57df\u7684\u5386\u53f2 PRD\u3001\u4ea7\u54c1\u4ecb\u7ecd\u3001\u77e5\u8bc6\u767e\u79d1\u7b49\u8bed\u4e49\u76f8\u5173\u6587\u6863\uff0c\u6269\u5c55\u8f93\u5165\u5185\u5bb9\u7684\u4e0a\u4e0b\u6587\uff0c\u589e\u5f3a\u751f\u6210\u6587\u6863\u7684\u5b8c\u6574\u6027\u4e0e\u51c6\u786e\u6027\u3002<\/p>\n<\/li>\n<li>\n<p><strong>LLM \u5fae\u8c03\u4e0e\u6587\u6863\u6d4b\u8bc4\uff1a<\/strong><\/p>\n<\/li>\n<li>\n<p>LLM \u5fae\u8c03\uff1a\u5305\u62ec\u6570\u636e\u5408\u6210\u3001LoRA \u5fae\u8c03\u7b49\uff0c\u9488\u5bf9\u7279\u5b9a\u9700\u6c42\u573a\u666f\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u6587\u6863\u6d4b\u8bc4\uff1a\u7ed3\u5408\u4eba\u5de5\u6d4b\u8bc4\u4e0e\u6a21\u578b\u81ea\u52a8\u5316\u6d4b\u8bc4\uff08\u7efc\u5408\u4e3b\u89c2\u4e0e\u5ba2\u89c2\u53cd\u9988\uff09\uff0c\u5bf9 PRD \u7684\u51c6\u786e\u6027\u3001\u89c4\u8303\u6027\u53ca\u9ad8\u8d28\u91cf\u8f93\u51fa\u8fdb\u884c\u8bc4\u4f30\uff0c\u786e\u4fdd\u6700\u7ec8\u6587\u6863\u6ee1\u8db3\u4e1a\u52a1\u9700\u6c42\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>2.1 RAG\u8f85\u52a9\u667a\u80fd\u4f53\u8fc7\u7a0b<\/h3>\n<ul>\n<li>\n<p><strong>\u7528\u6237\u6570\u636e\u9009\u62e9\u4e0e\u521d\u59cb\u5316\uff1a<\/strong><\/p>\n<ul>\n<li>\u6839\u636e\u7528\u6237\u4f20\u5165\u7684\u4fe1\u606f\u786e\u5b9a\u5bf9\u5e94\u7684\u77e5\u8bc6\u5e93\u6570\u636e\u96c6\uff0c\u6216\u8005\u7531\u7528\u6237\u624b\u52a8\u9009\u62e9\u6570\u636e\u96c6\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u6570\u636e\u96c6\u786e\u8ba4\u4e0e\u521d\u59cb\u5316\u5904\u7406\uff1a<\/strong><\/p>\n<ul>\n<li>\u7cfb\u7edf\u4f1a\u6839\u636e\u7528\u6237\u9009\u62e9\u6216\u81ea\u52a8\u5339\u914d\u5408\u9002\u7684\u77e5\u8bc6\u5e93\uff0c\u4f5c\u4e3a\u68c0\u7d22\u548c\u751f\u6210\u7684\u4e0a\u4e0b\u6587\u6765\u6e90\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u8c03\u7528RAG\u63a5\u53e3\uff1a<\/strong><\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7 RAG \u63a5\u53e3\u5904\u7406\u6570\u636e\uff0c\u68c0\u67e5\u6570\u636e\u96c6\u662f\u5426\u4e3a\u7a7a\uff1a<\/p>\n<\/li>\n<li>\n<p>\u5982\u679c\u4e3a\u7a7a\uff1a\u5c06\u6574\u4e2a\u6a21\u578b\u77e5\u8bc6\u4e0b\u7684\u6240\u6709\u6587\u6863\u4f5c\u4e3a\u6570\u636e\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>\u5982\u679c\u975e\u7a7a\uff1a\u4ee5\u6570\u636e\u96c6\u4e2d\u7684\u7279\u5b9a\u6587\u6863\u4f5c\u4e3a\u6570\u636e\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6587\u6863\u6570\u636e\u4e0e\u8f93\u5165\u4fe1\u606f\u5904\u7406\uff1a<\/strong><\/p>\n<\/li>\n<li>\n<p>\u6839\u636e\u7528\u6237\u8f93\u5165\u4fe1\u606f\u63d0\u53d6\u76f8\u5173\u6587\u6863\uff0c\u540c\u65f6\u7ed3\u5408\u4e24\u79cd\u5411\u91cf\u5316\u65b9\u6848\uff1a<\/p>\n<\/li>\n<li>\n<p>\u7a20\u5bc6\u5411\u91cf\uff08BGE\uff09\uff1a\u7528\u4e8e\u7a20\u5bc6\u5411\u91cf\u7684\u68c0\u7d22\u548c\u6392\u5e8f\u3002<\/p>\n<\/li>\n<li>\n<p>\u7a00\u758f\u5411\u91cf\uff08SPLADE\uff09\uff1a\u7528\u4e8e\u7a00\u758f\u5411\u91cf\u7684\u68c0\u7d22\u548c\u6392\u5e8f\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5728\u68c0\u7d22\u5c42\uff0c\u6211\u4eec\u540c\u65f6\u7ed3\u5408\u4e86\u7a20\u5bc6\u5411\u91cf\u4e0e\u7a00\u758f\u5411\u91cf\u68c0\u7d22\uff08\u4f8b\u5982\u57fa\u4e8e BGE\u3001SPLADE 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