{"id":72,"date":"2025-02-08T14:37:27","date_gmt":"2025-02-08T19:37:27","guid":{"rendered":"https:\/\/businessphysics.ai\/?page_id=72"},"modified":"2025-02-08T14:37:28","modified_gmt":"2025-02-08T19:37:28","slug":"research-protocol","status":"publish","type":"page","link":"https:\/\/businessphysics.ai\/zh\/research-protocol\/","title":{"rendered":"\u6211\u5011\u7684\u7814\u7a76\u5354\u8b70"},"content":{"rendered":"<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>\u5546\u696d\u7269\u7406\u4eba\u5de5\u667a\u6167\u5be6\u9a57\u5ba4\u7814\u7a76\u65b9\u6cd5<\/strong><\/h1>\n\n\n\n<h3 class=\"wp-block-heading\"><em>\u6574\u5408 LLM\u3001LQM \u548c RAG \u7684 AI \u9a45\u52d5\u696d\u52d9\u7b56\u7565\u3001\u512a\u5316\u548c\u81ea\u52d5\u5316\u7684\u8a73\u76e1\u6846\u67b6<\/em><\/h3>\n\n\n\n<p>\u9019\u662f <strong>\u5168\u9762\u8a73\u76e1<\/strong> \u7248\u672c\u7684 <strong>\u4eba\u5de5\u667a\u6167\u5b78\u7fd2\u8def\u5f91<\/strong> \u57fa\u65bc <strong>12 \u500b\u5546\u696d\u74b0\u5883\u300120 \u500b\u5546\u696d\u7269\u7406\u539f\u7406\u548c 10 \u500b\u5408\u6210\u4ee3\u7406<\/strong> \u78ba\u4fdd <strong>\u4eba\u5de5\u667a\u6167\u5728\u696d\u52d9\u71df\u904b\u548c\u6c7a\u7b56\u4e2d\u5f97\u5230\u7b56\u7565\u7cbe\u6e96\u61c9\u7528<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\ud83d\udd39 \u7b2c\u4e00\u7d1a\uff1a\u5546\u696d\u7269\u7406\u5b78\u4eba\u5de5\u667a\u6167\u57fa\u790e<\/strong><\/h2>\n\n\n\n<p><em>\uff08\u76ee\u6a19\uff1a\u70ba\u5546\u696d\u74b0\u5883\u7684\u4eba\u5de5\u667a\u6167\u61c9\u7528\u5efa\u7acb\u5168\u9762\u7684\u57fa\u790e\uff0c\u4e26\u5c08\u6ce8\u65bc\u7b56\u7565\u6c7a\u7b56\u3001\u81ea\u52d5\u5316\u548c\u6700\u4f73\u5316\u3002\uff09<\/em><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 1\uff1a\u5546\u696d\u548c\u5546\u696d\u7269\u7406\u5b78\u4e2d\u7684\u4eba\u5de5\u667a\u6167\u7c21\u4ecb<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u4e86\u89e3\u4eba\u5de5\u667a\u6167\u5728\u5546\u696d\u7269\u7406\u5b78\u7684\u61c9\u7528\u57fa\u790e\u77e5\u8b58\uff0c <strong>12 \u5546\u696d\u74b0\u5883<\/strong>, <strong>20 \u689d\u5546\u696d\u7269\u7406\u539f\u7406<\/strong>\u4ee5\u53ca <strong>10 \u7a2e\u5408\u6210\u85e5\u5291<\/strong> \u5728\u5546\u696d\u6a21\u64ec\u4e2d\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5546\u696d\u4eba\u5de5\u667a\u6167\u6982\u8ff0\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5546\u696d\u74b0\u5883\u4e2d\u4eba\u5de5\u667a\u6167\u61c9\u7528\u7684\u5b9a\u7fa9\u548c\u7bc4\u570d\u3002<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u7684\u985e\u5225\uff08\u72f9\u7fa9\u4eba\u5de5\u667a\u6167\u3001\u5ee3\u7fa9\u4eba\u5de5\u667a\u6167\u548c\u8d85\u7d1a\u4eba\u5de5\u667a\u6167\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5546\u696d\u7269\u7406\u5b78\u7c21\u4ecb\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u5982\u4f55\u8207 <strong>12 \u5546\u696d\u74b0\u5883<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u5728\u5546\u696d\u4e2d\u7684\u4f5c\u7528 <strong>\u52d5\u529b\u3001\u9069\u61c9\u6027\u3001\u512a\u5316\u548c\u4fe1\u4efb\u5efa\u8a2d<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4e86\u89e3 10 \u500b\u5546\u696d\u5be6\u9ad4 AI \u5be6\u9a57\u5ba4\u4ee3\u7406\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u4ee3\u7406\u5982\u4f55 <strong>\u900f\u904e\u81ea\u52d5\u5316\u548c\u5206\u6790\u589e\u5f37\u696d\u52d9\u904b\u71df<\/strong>.<\/li>\n\n\n\n<li>\u7684\u91cd\u8981\u6027 <strong>\u591a\u4e3b\u9ad4\u5354\u4f5c<\/strong> \u5728\u5546\u696d AI \u7b56\u7565\u4e2d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u5236\u5b9a\u4eba\u5de5\u667a\u6167\u6230\u7565\u5730\u5716<\/strong>: \u78ba\u5b9a\u4eba\u5de5\u667a\u6167\u53ef\u4ee5\u512a\u5316\u516c\u53f8\u5167\u90e8\u6d41\u7a0b\u7684\u9818\u57df\uff0c\u5c07\u4eba\u5de5\u667a\u6167\u80fd\u529b\u8207 <strong>\u5546\u696d\u7269\u7406\u74b0\u5883<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 2\uff1a\u4e86\u89e3\u5546\u696d\u7b56\u7565\u4e2d\u7684 LLM\u3001LQM \u548c RAG<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u6df1\u5165\u63a2\u7a76 <strong>\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM)\u3001\u5927\u578b\u5b9a\u91cf\u6a21\u578b (LQM) \u548c\u6aa2\u7d22\u589e\u5f37\u751f\u6210 (RAG)<\/strong> \u53ca\u5176\u5728\u5546\u696d\u4e0a\u7684\u61c9\u7528\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5546\u696d\u6cd5\u5b78\u78a9\u58eb\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u77e5\u8b58\u6aa2\u7d22\u3001\u81ea\u52d5\u5316\u8207\u6c7a\u7b56<\/strong>.<\/li>\n\n\n\n<li>\u4f7f\u7528 <strong>GPT-4\u3001LLaMA\u3001Claude \u548c PaLM<\/strong> \u7528\u65bc\u696d\u52d9\u512a\u5316\u3002<\/li>\n\n\n\n<li>\u6cd5\u5b78\u78a9\u58eb <strong>\u96fb\u5b50\u90f5\u4ef6\u81ea\u52d5\u5316\u3001\u5408\u7d04\u5206\u6790\u548c\u9ad8\u968e\u4e3b\u7ba1\u6c7a\u7b56\u652f\u6301<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5546\u696d\u9818\u57df\u7684 LQM\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u8ca1\u52d9\u9810\u6e2c\u3001\u4f9b\u61c9\u93c8\u5206\u6790\u8207\u98a8\u96aa\u5efa\u6a21<\/strong>.<\/li>\n\n\n\n<li>\u4f7f\u7528 LQM \u9032\u884c <strong>\u5e02\u5834\u9810\u6e2c\u3001\u6295\u8cc7\u7b56\u7565\u548c\u71df\u904b\u98a8\u96aa\u8a55\u4f30<\/strong>.<\/li>\n\n\n\n<li>\u7bc4\u4f8b\uff1a\u4eba\u5de5\u667a\u6167 <strong>\u80a1\u7968\u5e02\u5834\u9810\u6e2c\u5f15\u64ce<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>RAG \u5728\u5546\u696d\u9818\u57df\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u5373\u6642\u8cc7\u8a0a\u6aa2\u7d22\u4ee5\u7372\u53d6\u5e02\u5834\u60c5\u5831<\/strong>.<\/li>\n\n\n\n<li>\u6848\u4f8b\u7814\u7a76\uff1a <strong>\u4f7f\u7528 RAG \u9032\u884c\u91d1\u878d\u670d\u52d9\u4e2d\u7684\u5408\u898f\u6027\u548c\u6cd5\u5f8b\u66f4\u65b0<\/strong>.<\/li>\n\n\n\n<li>RAG \u7684\u4f5c\u7528 <strong>\u52d5\u614b\u4f01\u696d\u77e5\u8b58\u5eab\u8207\u6c7a\u7b56\u589e\u5f37<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u958b\u767c\u5546\u696d\u4eba\u5de5\u667a\u6167\u52a9\u7406\uff1a<\/strong> \u5275\u5efa\u4e00\u500b\u6574\u5408\u7684\u804a\u5929\u6a5f\u5668\u4eba <strong>\u7528\u65bc\u97ff\u61c9\u751f\u6210\u7684\u6cd5\u5b78\u78a9\u58eb<\/strong> \u548c <strong>\u7528\u65bc\u5373\u6642\u8cc7\u6599\u6aa2\u7d22\u7684 RAG<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 3\uff1a\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u6578\u64da\u548c\u6c7a\u7b56\u5206\u6790<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u4e86\u89e3 AI \u5982\u4f55\u5229\u7528\u4ee5\u4e0b\u65b9\u5f0f\u5be6\u73fe\u6578\u64da\u9a45\u52d5\u7684\u6c7a\u7b56 <strong>\u9810\u6e2c\u5206\u6790\u3001\u81ea\u52d5\u5316\u548c\u4eba\u5de5\u667a\u6167\u5de5\u5177<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u5de5\u667a\u6167\u7684\u6578\u64da\u7ba1\u9053\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u8cc7\u6599\u6536\u96c6\u3001\u8f49\u63db\u548c\u7d50\u69cb\u5316<\/strong>.<\/li>\n\n\n\n<li>\u5229\u7528 <strong>\u57fa\u65bc\u6587\u672c\u7684\u898b\u89e3\u7684\u6cd5\u5b78\u78a9\u58eb<\/strong> \u548c <strong>\u7528\u65bc\u6578\u503c\u9810\u6e2c\u7684 LQM<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7528\u65bc\u98a8\u96aa\u8a55\u4f30\u548c\u9810\u6e2c\u7684\u4eba\u5de5\u667a\u6167\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u5373\u6642\u8a50\u6b3a\u5075\u6e2c<\/strong> \u548c\u8ca1\u52d9\u5206\u6790\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 <strong>\u91dd\u5c0d\u6587\u672c\u6d1e\u5bdf\u7684\u6cd5\u5b78\u78a9\u58eb<\/strong> \u548c <strong>\u7528\u65bc\u6578\u503c\u98a8\u96aa\u5efa\u6a21\u7684 LQM<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u9810\u6e2c\u6a21\u578b\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u91d1\u878d\u5371\u6a5f\u9810\u8b66\u7cfb\u7d71<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u696d\u52d9\u9023\u7e8c\u6027\u7684\u7b56\u7565\u898f\u5283\u6a21\u578b<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u958b\u767c\u4eba\u5de5\u667a\u6167\u6c7a\u7b56\u5206\u6790\u6a21\u578b<\/strong> \u6574\u5408 <strong>LLM\u3001LQM \u548c RAG<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 4\uff1a\u5ba2\u6236\u74b0\u5883\u4e2d\u7684 AI\uff08LLM \u548c RAG\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u5be6\u65bd\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u89e3\u6c7a\u65b9\u6848\u4ee5\u589e\u5f37 <strong>\u5ba2\u6236\u4e92\u52d5\u3001\u500b\u4eba\u5316\u8207\u5ba2\u6236\u670d\u52d9\u81ea\u52d5\u5316<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u5de5\u667a\u6167\u589e\u5f37\u7684\u5ba2\u6236\u9ad4\u9a57\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u63a8\u85a6\u5f15\u64ce<\/strong> \u5be6\u73fe\u500b\u6027\u5316\u3002<\/li>\n\n\n\n<li>\u6cd5\u5b78\u78a9\u58eb <strong>\u81ea\u52d5\u5316\u5ba2\u6236\u652f\u6301<\/strong> \u548c\u60c5\u7dd2\u5206\u6790\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7528\u65bc\u5373\u6642\u5ba2\u6236\u53c3\u8207\u7684 RAG\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6848\u4f8b\u7814\u7a76\uff1a <strong>\u4eba\u5de5\u667a\u6167\u5373\u6642\u52d5\u614b\u7522\u54c1\u63a8\u85a6<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u5ba2\u6236\u751f\u547d\u9031\u671f\u50f9\u503c\u9810\u6e2c\u6a21\u578b<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5ba2\u6236\u60c5\u7dd2\u5206\u6790\u4e2d\u7684\u4eba\u5de5\u667a\u6167\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u76e3\u63a7 <strong>\u900f\u904e\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u60c5\u7dd2\u8ffd\u8e64\u4f86\u63d0\u5347\u54c1\u724c\u8a8d\u77e5\u5ea6<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u5ba2\u6236\u6d41\u5931\u5206\u6790\u8207\u4fdd\u7559\u7b56\u7565<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u958b\u767c\u4eba\u5de5\u667a\u6167\u5ba2\u6236\u670d\u52d9\u52a9\u7406<\/strong> \u6574\u5408 <strong>\u6cd5\u5b78\u78a9\u58eb (LLM) \u548c RAG<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 5\uff1a\u54e1\u5de5\u74b0\u5883\u4e2d\u7684\u4eba\u5de5\u667a\u6167\uff08LLM \u548c LQM\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u5229\u7528\u4eba\u5de5\u667a\u6167\u9032\u884c\u512a\u5316 <strong>\u4eba\u529b\u8cc7\u6e90\u3001\u52de\u52d5\u529b\u7ba1\u7406\u548c\u54e1\u5de5\u57f9\u8a13<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u529b\u8cc7\u6e90\u81ea\u52d5\u5316\u7684\u4eba\u5de5\u667a\u6167\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6cd5\u5b78\u78a9\u58eb <strong>\u5c65\u6b77\u7be9\u9078\u548c\u5019\u9078\u4eba\u8a55\u4f30<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u54e1\u5de5\u656c\u696d\u5ea6\u8ffd\u8e64\u8207\u52de\u52d5\u529b\u5206\u6790<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u52de\u52d5\u898f\u5283\u8207\u751f\u7522\u529b\u5206\u6790\u7684 LQM\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u9810\u6e2c\u5206\u6790 <strong>\u54e1\u5de5\u7e3e\u6548\u8207\u6d41\u5931\u98a8\u96aa<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u52de\u52d5\u529b\u8abf\u5ea6\u512a\u5316<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u54e1\u5de5\u60c5\u7dd2\u5206\u6790\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u5de5\u4f5c\u5834\u6240\u6587\u5316\u8a55\u4f30\u5de5\u5177<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u591a\u5143\u5316\u548c\u5305\u5bb9\u6027\u7b56\u7565\u767c\u5c55<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u767c\u5c55\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u4eba\u529b\u8cc7\u6e90\u5206\u6790\u5de5\u5177\uff1a<\/strong> \u5be6\u65bd <strong>\u4eba\u529b\u8cc7\u6e90\u6d1e\u5bdf\u7684\u6cd5\u5b78\u78a9\u58eb (LLM) \u548c\u9810\u6e2c\u6027\u52de\u52d5\u529b\u5206\u6790\u7684\u6cd5\u5b78\u78a9\u58eb (LQM)<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 6\uff1a\u4f9b\u61c9\u5546\u74b0\u5883\u4e2d\u7684 AI\uff08LQM \u548c RAG\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u63d0\u9ad8 <strong>\u4f9b\u61c9\u93c8\u6548\u7387\u8207\u4f9b\u61c9\u5546\u98a8\u96aa\u7ba1\u7406<\/strong> \u8207\u4eba\u5de5\u667a\u6167\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u4f9b\u61c9\u93c8\u512a\u5316\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u4f9b\u61c9\u5546\u95dc\u4fc2\u7ba1\u7406\u5de5\u5177<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u5373\u6642\u5eab\u5b58\u7ba1\u7406\u548c\u63a1\u8cfc\u81ea\u52d5\u5316<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>RAG \u9a45\u52d5\u7684\u4f9b\u61c9\u5546\u98a8\u96aa\u5206\u6790\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 <strong>\u4eba\u5de5\u667a\u6167\u8a55\u4f30\u4f9b\u61c9\u5546\u7a69\u5b9a\u6027\u548c\u5408\u7d04\u98a8\u96aa<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u4f9b\u61c9\u5546\u7db2\u8def\u4e2d\u7684\u9810\u6e2c\u6545\u969c\u5206\u6790<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7528\u65bc\u9053\u5fb7\u548c\u6c38\u7e8c\u63a1\u8cfc\u7684\u4eba\u5de5\u667a\u6167\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>ESG\uff08\u74b0\u5883\u3001\u793e\u6703\u3001\u6cbb\u7406\uff09\u5408\u898f\u76e3\u63a7<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u958b\u767c\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u4f9b\u61c9\u5546\u667a\u6167\u7cfb\u7d71<\/strong> \u6574\u5408 <strong>LQM \u7528\u65bc\u98a8\u96aa\u5efa\u6a21\uff0cRAG \u7528\u65bc\u5373\u6642\u66f4\u65b0<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 7\uff1a\u7af6\u722d\u74b0\u5883\u4e2d\u7684 AI\uff08RAG \u548c LLM\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u63d0\u9ad8 <strong>\u7af6\u722d\u60c5\u5831\u548c\u5e02\u5834\u8ffd\u8e2a<\/strong> \u63a1\u7528\u4eba\u5de5\u667a\u6167\u6a21\u578b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u7af6\u722d\u5206\u6790\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>RAG\u9a45\u52d5 <strong>\u5373\u6642\u7af6\u722d\u5c0d\u624b\u8ffd\u8e64\u5de5\u5177<\/strong>.<\/li>\n\n\n\n<li>\u6cd5\u5b78\u78a9\u58eb\u5bc6\u96c6\u8ab2\u7a0b <strong>\u7af6\u722d\u683c\u5c40\u5831\u544a<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u9810\u6e2c\u5e02\u5834\u8da8\u52e2\u7684\u4eba\u5de5\u667a\u6167\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>SWOT \u8207\u6ce2\u7279\u4e94\u529b\u5206\u6790<\/strong>.<\/li>\n\n\n\n<li><strong>\u6848\u4f8b\u7814\u7a76\uff1a<\/strong> \u4eba\u5de5\u667a\u6167 <strong>\u52d5\u614b\u5b9a\u50f9\u7b56\u7565<\/strong> \u5728\u96fb\u5b50\u5546\u52d9\u4e2d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u5efa\u7acb\u7af6\u722d\u5c0d\u624b\u60c5\u5831\u5100\u8868\u677f\uff1a<\/strong> \u4f7f\u7528 <strong>LLM \u7528\u65bc\u532f\u7e3d\uff0cRAG \u7528\u65bc\u5373\u6642\u6578\u64da\u76e3\u63a7<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\ud83d\udd39 \u7b2c 2 \u7d1a\uff1a\u8de8\u5546\u696d\u7269\u7406\u74b0\u5883\u7684 AI \u96c6\u6210<\/strong><\/h2>\n\n\n\n<p><em>\uff08\u76ee\u6a19\uff1a\u61c9\u7528\u4eba\u5de5\u667a\u6167\u89e3\u6c7a\u65b9\u6848\u4f86\u512a\u5316 12 \u500b\u5546\u696d\u74b0\u5883\u4e2d\u7684\u6c7a\u7b56\u3002\uff09<\/em><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 8\uff1a\u6295\u8cc7\u8005\u8207\u5e02\u5834\u74b0\u5883\u4e2d\u7684\u4eba\u5de5\u667a\u6167\uff08LQM \u548c RAG\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u4f7f\u7528\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u5b9a\u91cf\u5efa\u6a21\u548c\u5373\u6642\u8cc7\u6599\u6aa2\u7d22<\/strong> \u589e\u5f37 <strong>\u6295\u8cc7\u6c7a\u7b56\u3001\u5e02\u5834\u9810\u6e2c\u8207\u98a8\u96aa\u7ba1\u7406<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u5e02\u5834\u5206\u6790\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u8da8\u52e2\u9810\u6e2c\u8207\u7d93\u6fdf\u6a21\u578b<\/strong>.<\/li>\n\n\n\n<li>LQM \u9069\u7528\u65bc <strong>\u6f14\u7b97\u6cd5\u4ea4\u6613\u8207\u6295\u8cc7\u98a8\u96aa\u5206\u6790<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>RAG \u5373\u6642\u5e02\u5834\u60c5\u5831\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u91d1\u878d\u5e02\u5834\u7684\u65b0\u805e\u60c5\u7dd2\u5206\u6790<\/strong>.<\/li>\n\n\n\n<li>RAG \u589e\u5f37\u578b <strong>\u79c1\u52df\u80a1\u6b0a\u8207\u5275\u6295\u7684\u6295\u8cc7\u8aee\u8a62\u5de5\u5177<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4eba\u5de5\u667a\u6167\u5728\u98a8\u96aa\u7de9\u89e3\u548c\u76e3\u7ba1\u5408\u898f\u65b9\u9762\u7684\u61c9\u7528\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u91d1\u878d\u8a50\u6b3a\u5075\u6e2c\u8207\u53cd\u6d17\u9322\u5408\u898f<\/strong>.<\/li>\n\n\n\n<li>\u6cd5\u5b78\u78a9\u58eb <strong>SEC\u3001\u6b50\u76df\u4eba\u5de5\u667a\u6167\u6cd5\u6848\u548c MiFID II \u7684\u76e3\u7ba1\u60c5\u5831\u76e3\u63a7<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u958b\u767c\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u5e02\u5834\u60c5\u5831\u7cfb\u7d71<\/strong> \u6574\u5408 <strong>LQM \u7528\u65bc\u98a8\u96aa\u8a55\u4f30\uff0cRAG \u7528\u65bc\u5373\u6642\u8ca1\u52d9\u66f4\u65b0<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 9\uff1a\u793e\u5340\u8207\u6587\u5316\u74b0\u5883\u4e2d\u7684\u4eba\u5de5\u667a\u6167\uff08LLM \u548c RAG\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u5229\u7528\u4eba\u5de5\u667a\u6167 <strong>\u4f01\u696d\u793e\u6703\u8cac\u4efb (CSR)\u3001\u6587\u5316\u53c3\u8207\u8207\u9053\u5fb7\u5546\u696d\u5be6\u8e10<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f01\u696d\u793e\u6703\u8cac\u4efb\u8207\u9053\u5fb7\u5546\u696d\u5be6\u8e10\u4e2d\u7684\u4eba\u5de5\u667a\u6167\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u6c38\u7e8c\u6027\u8ffd\u8e64\u8207 ESG \u5408\u898f\u6027<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u4f01\u696d\u6148\u5584\u5f71\u97ff\u8a55\u4f30<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u793e\u6703\u60c5\u7dd2\u5206\u6790\u6cd5\u5b78\u78a9\u58eb\u5b78\u4f4d\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u8072\u8b7d\u7ba1\u7406\u8207\u4f01\u696d\u5f62\u8c61\u76e3\u63a7<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u516c\u5171\u653f\u7b56\u53c3\u8207\u8207\u76e3\u7ba1\u904a\u8aaa<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4eba\u5de5\u667a\u6167\u5728\u6587\u5316\u9069\u61c9\u548c\u5e02\u5834\u64f4\u5c55\u4e2d\u7684\u4f5c\u7528\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u570b\u969b\u696d\u52d9\u7684\u5728\u5730\u5316\u7b56\u7565<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u591a\u5143\u5316\u548c\u5305\u5bb9\u6027\u5be9\u8a08<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u5efa\u69cb\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684 CSR \u5206\u6790\u5e73\u53f0<\/strong> \u6574\u5408 <strong>\u6cd5\u5b78\u78a9\u58eb\uff08LLM\uff09\u7528\u65bc\u793e\u6703\u5f71\u97ff\u5206\u6790\uff0cRAG \u7528\u65bc\u8ffd\u8e64\u5168\u7403\u653f\u7b56\u8b8a\u5316<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 10\uff1a\u76e3\u7ba1\u548c\u6280\u8853\u74b0\u5883\u4e2d\u7684\u4eba\u5de5\u667a\u6167\uff08LQM \u548c RAG\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u78ba\u4fdd\u4eba\u5de5\u667a\u6167\u7b26\u5408 <strong>\u76e3\u7ba1\u6a19\u6e96\u3001\u7db2\u8def\u5b89\u5168\u548c\u6cd5\u5f8b\u6cbb\u7406<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6cd5\u5f8b\u5408\u898f\u8207\u6cbb\u7406\u4e2d\u7684\u4eba\u5de5\u667a\u6167\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>GDPR\u3001CCPA\u3001HIPAA \u548c\u5176\u4ed6\u5168\u7403\u6cd5\u898f\u7684\u5408\u7d04\u5206\u6790<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u4eba\u5de5\u667a\u6167\u502b\u7406\u98a8\u96aa\u7ba1\u7406\u6846\u67b6<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>RAG \u7528\u65bc\u5373\u6642\u6cd5\u5f8b\u548c\u76e3\u7ba1\u8ffd\u8e64\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u5373\u6642\u6cd5\u5f8b\u7814\u7a76\u5de5\u5177<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u8de8\u570b\u516c\u53f8\u76e3\u7406\u98a8\u96aa\u76e3\u63a7<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7db2\u8def\u5b89\u5168\u548c\u6578\u4f4d\u502b\u7406\u4e2d\u7684\u4eba\u5de5\u667a\u6167\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u8a50\u6b3a\u5075\u6e2c\u548c\u8cc7\u6599\u96b1\u79c1\u4fdd\u8b77<\/strong>.<\/li>\n\n\n\n<li>\u6cd5\u5b78\u78a9\u58eb <strong>\u7db2\u8def\u4e8b\u4ef6\u56de\u61c9\u898f\u5283<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u958b\u767c\u4eba\u5de5\u667a\u6167\u6cd5\u5f8b\u8207\u76e3\u7ba1\u5408\u898f\u52a9\u7406<\/strong> \u6574\u5408 <strong>LLM \u7528\u65bc\u5408\u898f\u6027\u5be9\u67e5\uff0cRAG \u7528\u65bc\u5373\u6642\u6cd5\u5f8b\u66f4\u65b0<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 11\uff1a\u5a92\u9ad4\u8207\u5408\u4f5c\u5925\u4f34\u74b0\u5883\u4e2d\u7684\u4eba\u5de5\u667a\u6167\uff08LLM \u548c RAG\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u5229\u7528\u4eba\u5de5\u667a\u6167 <strong>\u63d0\u5347\u54c1\u724c\u8072\u8b7d\u3001\u5371\u6a5f\u7ba1\u7406\u548c\u7b56\u7565\u5925\u4f34\u95dc\u4fc2<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7528\u65bc\u5a92\u9ad4\u667a\u6167\u548c\u516c\u95dc\u512a\u5316\u7684\u4eba\u5de5\u667a\u6167\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u5373\u6642\u54c1\u724c\u60c5\u7dd2\u76e3\u6e2c<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u5371\u6a5f\u6e9d\u901a\u8207\u5a92\u9ad4\u7b56\u7565\u512a\u5316<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>RAG \u5728\u5a92\u9ad4\u5206\u6790\u548c\u865b\u5047\u65b0\u805e\u5075\u6e2c\u7684\u61c9\u7528\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u932f\u8aa4\u8a0a\u606f\u8ffd\u8e64\u548c\u504f\u898b\u6aa2\u6e2c<\/strong>.<\/li>\n\n\n\n<li>RAG \u589e\u5f37\u578b <strong>\u65b0\u805e\u7a3f\u81ea\u52d5\u5316\u8207\u5a92\u9ad4\u5831\u5c0e\u5206\u6790<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7b56\u7565\u5925\u4f34\u95dc\u4fc2\u548c\u5546\u696d\u806f\u76df\u7684\u4eba\u5de5\u667a\u6167\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u5408\u4f5c\u5925\u4f34\u548c\u4f9b\u61c9\u5546\u98a8\u96aa\u8a55\u4f30<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u8ac7\u5224\u7b56\u7565\u512a\u5316<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u5275\u5efa\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u54c1\u724c\u548c\u5a92\u9ad4\u667a\u6167\u7cfb\u7d71<\/strong> \u6574\u5408 <strong>\u6cd5\u5b78\u78a9\u58eb\uff08\u65b0\u805e\u5206\u6790\uff09\u548c RAG\uff08\u5373\u6642\u65b0\u805e\u805a\u5408\uff09<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\ud83d\udd39 \u7b2c 3 \u7d1a\uff1a\u5229\u7528\u5546\u696d\u7269\u7406\u539f\u7406\u9032\u884c AI \u6700\u4f73\u5316<\/strong><\/h2>\n\n\n\n<p><em>\uff08\u76ee\u6a19\uff1a\u4f7f\u7528 <strong>20 \u689d\u5546\u696d\u7269\u7406\u539f\u7406<\/strong>.)<\/em><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 12\uff1a\u4eba\u5de5\u667a\u6167\u589e\u5f37\u7b56\u7565\u6c7a\u7b56\uff08LLM\u3001LQM \u548c RAG\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u5229\u7528\u4eba\u5de5\u667a\u6167 <strong>\u9ad8\u968e\u7b56\u7565\u898f\u5283\u3001\u5371\u6a5f\u7ba1\u7406\u8207\u5373\u6642\u696d\u52d9\u8abf\u6574<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u60c5\u5883\u898f\u5283\u8207\u5371\u6a5f\u7ba1\u7406\u6cd5\u5b78\u78a9\u58eb\u5b78\u4f4d\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u9810\u6e2c\u5371\u6a5f\u6a21\u64ec\u8207\u98a8\u96aa\u7de9\u89e3\u6a21\u578b<\/strong>.<\/li>\n\n\n\n<li>\u6cd5\u5b78\u78a9\u58eb <strong>\u4f01\u696d\u91cd\u7d44\u7b56\u7565<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7528\u65bc\u696d\u52d9\u64f4\u5c55\u548c\u5e02\u5834\u9032\u5165\u7684 LQM\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u65b0\u5e02\u5834\u6ef2\u900f\u7684\u8ca1\u52d9\u6a21\u578b<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u7af6\u722d\u683c\u5c40\u8a55\u4f30<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u57f7\u884c\u6c7a\u7b56\u652f\u63f4 RAG\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u5373\u6642\u7af6\u722d\u5c0d\u624b\u60c5\u5831\u548c\u76e3\u7ba1\u8ddf\u8e2a<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u958b\u767c\u4eba\u5de5\u667a\u6167\u9ad8\u968e\u4e3b\u7ba1\u6c7a\u7b56\u52a9\u7406<\/strong> \u6574\u5408 <strong>\u6cd5\u5b78\u78a9\u58eb (LLM) \u7372\u5f97\u7b56\u7565\u6d1e\u5bdf\uff0cRAG \u7372\u5f97\u5373\u6642\u8cc7\u6599\u6aa2\u7d22<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 13\uff1a\u5546\u696d\u5c0e\u5411\u7684\u591a\u667a\u80fd\u9ad4 AI \u7cfb\u7d71\uff08LLM \u548c LQM\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u767c\u5c55 <strong>\u591a\u667a\u80fd\u9ad4\u4eba\u5de5\u667a\u6167\u751f\u614b\u7cfb\u7d71<\/strong> \u9019\u4f7f\u5f97 <strong>\u8de8\u696d\u52d9\u8077\u80fd\u7684\u5354\u4f5c\u6c7a\u7b56\u8207\u81ea\u52d5\u5316<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5efa\u69cb\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u5546\u696d\u6a21\u64ec\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u7d44\u7e54\u884c\u70ba\u5efa\u6a21<\/strong>.<\/li>\n\n\n\n<li>\u591a\u4ee3\u7406 <strong>\u4f01\u696d\u6c7a\u7b56\u5354\u4f5c<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u77e5\u8b58\u79fb\u8f49\u8207\u8a13\u7df4\u6cd5\u5b78\u78a9\u58eb\u5b78\u4f4d\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u77e5\u8b58\u7ba1\u7406\u7cfb\u7d71<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u54e1\u5de5\u5165\u8077\u548c\u4f01\u696d\u5b78\u7fd2\u8a08\u5283<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u591a\u4ee3\u7406\u8ca1\u52d9\u548c\u71df\u904b\u7b56\u7565\u7684 LQM\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u8de8\u8077\u80fd\u5718\u968a\u6c7a\u7b56<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u5be6\u65bd\u4eba\u5de5\u667a\u6167\u591a\u4ee3\u7406\u5546\u696d\u667a\u6167\u7cfb\u7d71<\/strong> \u4f7f\u7528 <strong>\u81ea\u52d5\u5316\u65b9\u5411\u7684\u6cd5\u5b78\u78a9\u58eb (LLM) \u548c\u9810\u6e2c\u65b9\u5411\u7684\u6cd5\u5b78\u54c1\u8cea\u78a9\u58eb (LQM)<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\ud83d\udd39 4 \u7d1a\uff1a\u5546\u696d\u7269\u7406\u5b78\u4e2d\u7684\u4eba\u5de5\u667a\u6167\u90e8\u7f72\u8207\u6cbb\u7406<\/strong><\/h2>\n\n\n\n<p><em>\uff08\u76ee\u6a19\uff1a\u5927\u898f\u6a21\u5be6\u65bd\u4eba\u5de5\u667a\u6167\uff0c\u540c\u6642\u78ba\u4fdd\u6cbb\u7406\u3001\u5408\u898f\u548c\u9053\u5fb7\u76e3\u7763\u3002\uff09<\/em><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 14\uff1a\u4eba\u5de5\u667a\u6167\u6cbb\u7406\u3001\u9053\u5fb7\u8207\u5408\u898f\uff08LLM \u8207 RAG\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u767c\u5c55\u7b26\u5408\u4ee5\u4e0b\u8981\u6c42\u7684\u9053\u5fb7 AI \u6a21\u578b <strong>\u5546\u696d\u8aa0\u4fe1\u3001\u76e3\u7406\u5408\u898f\u8207\u6cbb\u7406\u6846\u67b6<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u5de5\u667a\u6167\u504f\u898b\u6aa2\u6e2c\u8207\u9053\u5fb7\u98a8\u96aa\u7ba1\u7406\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u4eba\u529b\u8cc7\u6e90\u3001\u8ca1\u52d9\u548c\u6cd5\u5f8b\u90e8\u9580\u7684\u504f\u898b\u7de9\u89e3\u7b56\u7565<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u9ad8\u98a8\u96aa\u5546\u696d\u74b0\u5883\u7684\u6c7a\u7b56\u53ef\u89e3\u91cb\u6027<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4eba\u5de5\u667a\u6167\u900f\u660e\u5ea6\u548c\u53ef\u4fe1\u5ea6\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u53ef\u89e3\u91cb\u7684\u4eba\u5de5\u667a\u6167\uff08XAI\uff09\u6a21\u578b<\/strong> \u8ffd\u7a76\u6cd5\u5f8b\u8cac\u4efb\u3002<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u53ef\u5be9\u8a08\u6027\u548c\u98a8\u96aa\u8a55\u4f30\u7cfb\u7d71<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u958b\u767c\u4eba\u5de5\u667a\u6167\u504f\u898b\u8207\u9053\u5fb7\u5be9\u8a08\u7cfb\u7d71<\/strong> \u6574\u5408 <strong>LLM \u7528\u65bc\u5408\u898f\u6027\u8a55\u4f30\uff0cRAG \u7528\u65bc\u76e3\u7ba1\u8ddf\u8e2a<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 15\uff1a\u5728\u4f01\u696d\u548c\u65b0\u5275\u4f01\u696d\u4e2d\u64f4\u5c55 AI\uff08LLM\u3001LQM \u548c RAG\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u8a2d\u8a08\u53ef\u64f4\u5145\u7684 AI \u90e8\u7f72\u7b56\u7565 <strong>\u65b0\u5275\u4f01\u696d\u548c\u5927\u578b\u4f01\u696d<\/strong>\uff0c\u78ba\u4fdd <strong>\u4eba\u5de5\u667a\u6167\u63a1\u7528\u6548\u7387\u548c\u71df\u904b\u6c38\u7e8c\u6027<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u5de5\u667a\u6167\u6e96\u5099\u8a55\u4f30\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u4eba\u5de5\u667a\u6167\u5be6\u65bd\u53ef\u884c\u6027\u7684\u7d44\u7e54\u8a3a\u65b7<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u6539\u8b8a\u7ba1\u7406\u7b56\u7565\u4ee5\u8de8\u696d\u52d9\u90e8\u9580\u64f4\u5c55\u4eba\u5de5\u667a\u6167<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4f01\u696d AI \u6574\u5408\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>LQM \u9069\u7528\u65bc <strong>\u5927\u898f\u6a21\u63a1\u7528\u4eba\u5de5\u667a\u6167\u7684\u6210\u672c\u6548\u76ca\u5206\u6790<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u884c\u92b7\u3001\u4eba\u529b\u8cc7\u6e90\u3001\u8ca1\u52d9\u548c\u4f9b\u61c9\u93c8\u7b49\u696d\u52d9\u904b\u4f5c\u7684\u81ea\u52d5\u5316<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u65b0\u5275\u516c\u53f8 AI \u52a0\u901f\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u4eba\u5de5\u667a\u6167\u65b0\u5275\u4f01\u696d\u7684\u7522\u54c1\u5e02\u5834\u5951\u5408\u5ea6\u5206\u6790<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u8f14\u52a9 <strong>\u70ba\u65b0\u5275\u4f01\u696d\u6210\u9577\u7c4c\u96c6\u8cc7\u91d1\u4e26\u7372\u53d6\u6295\u8cc7\u8005\u60c5\u5831<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u70ba\u696d\u52d9\u90e8\u9580\u6216\u65b0\u5275\u516c\u53f8\u88fd\u5b9a AI \u8f49\u578b\u8def\u7dda\u5716<\/strong>\uff0c\u6574\u5408 <strong>LLM \u7528\u65bc\u81ea\u52d5\u5316\uff0cLQM \u7528\u65bc\u9810\u6e2c\uff0cRAG \u7528\u65bc\u5373\u6642\u5206\u6790<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 16\uff1a\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u5275\u65b0\u8207\u667a\u6167\u8ca1\u7522\u6b0a\u7b56\u7565\uff08\u6cd5\u5b78\u78a9\u58eb (LLM) \u548c\u6cd5\u5f8b\u54c1\u8cea\u78a9\u58eb (LQM)\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u5229\u7528\u4eba\u5de5\u667a\u6167 <strong>\u5546\u696d\u5275\u65b0\u3001\u667a\u6167\u8ca1\u7522\u6b0a (IP) \u7ba1\u7406\u548c\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u7814\u767c<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u5de5\u667a\u6167\u5728\u5546\u696d\u6a21\u5f0f\u5275\u65b0\u4e2d\u7684\u4f5c\u7528\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u985b\u8986\u6027\u5275\u65b0\u7684\u5546\u696d\u6a21\u5f0f\u6a21\u64ec<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u900f\u904e\u5e02\u5834\u5206\u6790\u5c0b\u627e\u65b0\u7684\u5546\u6a5f<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4eba\u5de5\u667a\u6167\u589e\u5f37\u7684\u5c08\u5229\u548c\u667a\u6167\u8ca1\u7522\u6b0a\u7ba1\u7406\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u7af6\u722d\u60c5\u5831\u7684\u5c08\u5229\u5206\u6790<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u5546\u6a19\u548c\u7248\u6b0a\u76e3\u63a7\u7cfb\u7d71<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7528\u65bc\u7814\u767c\u6295\u8cc7\u512a\u5316\u7684 LQM\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u7814\u7a76\u548c\u7522\u54c1\u958b\u767c\u7684\u6295\u8cc7\u6a21\u578b<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u9ad8\u65b0\u6280\u8853\u7522\u696d\u5275\u65b0\u6230\u7565\u898f\u5283<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u958b\u767c\u4eba\u5de5\u667a\u6167\u5c08\u5229\u5206\u6790\u5de5\u5177<\/strong> \u4f7f\u7528 <strong>\u7528\u65bc\u5c08\u5229\u6587\u672c\u8655\u7406\u7684 LLM \u548c\u7528\u65bc\u884c\u696d\u8da8\u52e2\u9810\u6e2c\u7684 LQM<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 17\uff1a\u7528\u65bc\u6c38\u7e8c\u548c\u5f48\u6027\u696d\u52d9\u71df\u904b\u7684 AI\uff08LQM \u548c RAG\uff09<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u78ba\u4fdd\u4f01\u696d <strong>\u5229\u7528\u4eba\u5de5\u667a\u6167\u5be6\u73fe\u6c38\u7e8c\u3001\u5f48\u6027\u548c\u9577\u671f\u71df\u904b\u9069\u61c9\u6027<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u95dc\u9375\u4e3b\u984c\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u5de5\u667a\u6167\u5728\u74b0\u5883\u548c\u793e\u6703\u8cac\u4efb\u65b9\u9762\u7684\u61c9\u7528\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u78b3\u8db3\u8de1\u8ffd\u8e64\u8207\u80fd\u6e90\u512a\u5316\u6a21\u578b<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u4f01\u696d\u793e\u6703\u8cac\u4efb\uff08CSR\uff09\u5f71\u97ff\u6e2c\u91cf<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5f48\u6027\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u5546\u696d\u6a21\u5f0f\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u9a45\u52d5 <strong>\u91dd\u5c0d\u5168\u7403\u5e79\u64fe\u7684\u4f9b\u61c9\u93c8\u5f48\u6027\u5efa\u6a21<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u7d93\u6fdf\u8870\u9000\u7684\u98a8\u96aa\u7ba1\u7406\u7b56\u7565<\/strong>.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u707d\u96e3\u5fa9\u539f\u548c\u696d\u52d9\u9023\u7e8c\u6027\u4e2d\u7684\u4eba\u5de5\u667a\u6167\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4eba\u5de5\u667a\u6167\u589e\u5f37 <strong>\u696d\u52d9\u9023\u7e8c\u6027\u898f\u5283\u7684\u7db2\u8def\u5b89\u5168<\/strong>.<\/li>\n\n\n\n<li>\u4eba\u5de5\u667a\u6167 <strong>\u5e02\u5834\u4e0d\u7a69\u5b9a\u76e3\u6e2c\u9810\u8b66\u7cfb\u7d71<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u52d5\u624b\u7df4\u7fd2\uff1a<\/strong><\/h4>\n\n\n\n<p>\ud83d\udd39 <strong>\u5efa\u7acb\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u53ef\u6301\u7e8c\u6027\u548c\u98a8\u96aa\u7ba1\u7406\u5100\u8868\u677f<\/strong>\uff0c\u6574\u5408 <strong>\u7528\u65bc\u74b0\u5883\u5f71\u97ff\u8ffd\u8e64\u7684 LQM \u548c\u7528\u65bc\u5373\u6642\u98a8\u96aa\u5206\u6790\u7684 RAG<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\ud83d\udccc \u6a21\u7d44 18\uff1a\u9802\u9ede\u5c08\u6848 - \u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u5546\u696d\u7269\u7406\u7b56\u7565\u6a21\u64ec<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5ba2\u89c0\u7684\uff1a<\/strong><\/h4>\n\n\n\n<p>\u61c9\u7528\u8ab2\u7a0b\u4e2d\u5b78\u5230\u7684\u6240\u6709\u6982\u5ff5 <strong>\u73fe\u5be6\u4e16\u754c\u7684\u4eba\u5de5\u667a\u6167\u5546\u696d\u9805\u76ee<\/strong> \u91cf\u8eab\u8a02\u88fd <strong>\u5546\u696d\u7269\u7406 AI \u5be6\u9a57\u5ba4\u7684 12 \u500b\u74b0\u5883\u548c 20 \u500b\u539f\u5247<\/strong>.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u9805\u76ee\u9078\u9805\uff1a<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9078\u9805 1\uff1a\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u7684\u5e02\u5834\u60c5\u5831\u8207\u7af6\u722d\u5c0d\u624b\u8ffd\u8e64\u7cfb\u7d71<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u7af6\u722d\u5c0d\u624b\u5206\u6790\u6cd5\u5b78\u78a9\u58eb<\/strong> \u548c\u8da8\u52e2\u7e3d\u7d50\u3002<\/li>\n\n\n\n<li><strong>RAG \u7528\u65bc\u5373\u6642\u8cc7\u6599\u6aa2\u7d22\u548c\u6230\u7565\u5b9a\u4f4d\u6d1e\u5bdf\u3002<\/strong><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u9078\u9805 2\uff1a\u4eba\u529b\u8cc7\u6e90\u548c\u9818\u5c0e\u5718\u968a\u7684\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u52de\u52d5\u529b\u512a\u5316\u5de5\u5177<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u54e1\u5de5\u656c\u696d\u5ea6\u76e3\u63a7\u6cd5\u5b78\u78a9\u58eb<\/strong> \u548c\u56de\u994b\u5206\u6790\u3002<\/li>\n\n\n\n<li><strong>\u7528\u65bc\u4eba\u624d\u4fdd\u7559\u9810\u6e2c\u548c\u52de\u52d5\u529b\u80fd\u529b\u898f\u5283\u7684 LQM\u3002<\/strong><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u9078\u9805 3\uff1a\u591a\u667a\u80fd\u9ad4 AI \u9a45\u52d5\u7684\u6c7a\u7b56\u652f\u63f4\u7cfb\u7d71<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u91dd\u5c0d\u9ad8\u968e\u4e3b\u7ba1\u5831\u544a\u548c\u7b56\u7565\u6d1e\u5bdf\u7684\u6cd5\u5b78\u78a9\u58eb\u5b78\u4f4d\u3002<\/strong><\/li>\n\n\n\n<li><strong>\u7528\u65bc\u8ca1\u52d9\u548c\u98a8\u96aa\u9810\u6e2c\u7684 LQM\u3002<\/strong><\/li>\n\n\n\n<li><strong>RAG \u7528\u65bc\u5373\u6642\u5546\u696d\u667a\u6167\u66f4\u65b0\u3002<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u4e3b\u8981\u4ea4\u4ed8\u6210\u679c\uff1a<\/strong><\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5546\u696d\u6848\u4f8b\u6587\u4ef6\uff1a<\/strong> \u8a73\u8ff0AI\u6230\u7565\u5be6\u65bd\u904e\u7a0b\u7684\u5831\u544a\u3002<\/li>\n\n\n\n<li><strong>\u529f\u80fd\u6027\u4eba\u5de5\u667a\u6167\u539f\u578b\uff1a<\/strong> \u5c55\u793a\u4eba\u5de5\u667a\u6167\u80fd\u529b\u7684\u5de5\u4f5c\u6a21\u5f0f\u3002<\/li>\n\n\n\n<li><strong>\u63a8\u4ecb\u6703\uff1a<\/strong> \u898b\u89e3\u3001\u6210\u679c\u548c\u672a\u4f86 AI \u8def\u7dda\u5716\u5efa\u8b70\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u6700\u7d42\u8a55\u4f30\u6a19\u6e96\uff1a<\/strong><\/h4>\n\n\n\n<p>\u2705 <strong>\u4eba\u5de5\u667a\u6167\u6709\u6548\u6027\uff1a<\/strong> \u89e3\u6c7a\u65b9\u6848\u6574\u5408\u7a0b\u5ea6\u5982\u4f55 <strong>LLM\u3001LQM \u548c RAG<\/strong>?<br>\u2705 <strong>\u6230\u7565\u4e00\u81f4\u6027\uff1a<\/strong> \u8a72\u9805\u76ee\u662f\u5426\u7b26\u5408 <strong>\u5546\u696d\u7269\u7406\u539f\u7406<\/strong>?<br>\u2705 <strong>\u53ef\u64f4\u5c55\u6027\u548c\u9053\u5fb7\uff1a<\/strong> \u8a72\u89e3\u6c7a\u65b9\u6848\u662f\u5426\u53ef\u64f4\u5c55\u4e14\u7b26\u5408\u9053\u5fb7\u898f\u7bc4\uff1f<br>\u2705 <strong>\u5275\u65b0\u8207\u5f71\u97ff\uff1a<\/strong> \u4eba\u5de5\u667a\u6167\u6a21\u578b\u662f\u5426\u5275\u9020\u4e86\u53ef\u8861\u91cf\u7684\u5546\u696d\u50f9\u503c\uff1f<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\ud83d\ude80 \u6211\u5011\u70ba\u4ec0\u9ebc\u63d0\u51fa\u9019\u689d AI \u5546\u696d\u5b78\u7fd2\u8def\u5f91\uff1f<\/strong><\/h2>\n\n\n\n<p>\u2705 <strong>\u5168\u9762\u7684AI\u6574\u5408\uff1a<\/strong> \u5c01\u9762 <strong>\u8de8\u6240\u6709\u5546\u696d\u74b0\u5883\u7684 LLM\u3001LQM \u548c RAG<\/strong>.<br>\u2705 <strong>\u4eba\u5de5\u667a\u6167\u512a\u5316\u6c7a\u7b56\uff1a<\/strong> \u8207 <strong>20 \u689d\u5546\u696d\u7269\u7406\u539f\u7406<\/strong>.<br>\u2705 <strong>\u73fe\u5be6\u4e16\u754c\u7684\u4eba\u5de5\u667a\u6167\u61c9\u7528\uff1a<\/strong> \u6bcf\u500b\u6a21\u7d44\u5305\u62ec <strong>\u5be6\u7528\u7684\u4eba\u5de5\u667a\u6167\u7df4\u7fd2\u548c\u6848\u4f8b\u7814\u7a76<\/strong>.<br>\u2705 <strong>\u6cbb\u7406\u8207\u5408\u898f\u91cd\u9ede\uff1a<\/strong> \u78ba\u4fdd <strong>\u4eba\u5de5\u667a\u6167\u7684\u63a1\u7528\u7b26\u5408\u6cd5\u5f8b\u3001\u9053\u5fb7\u548c\u4f01\u696d\u5408\u898f\u6a19\u6e96<\/strong>.<br>\u2705 <strong>\u7522\u696d\u9748\u6d3b\u6027\uff1a<\/strong> \u53ef\u9069\u7528\u65bc <strong>\u96f6\u552e\u3001\u9280\u884c\u3001\u91ab\u7642\u4fdd\u5065\u3001B2B SaaS \u548c\u5176\u4ed6\u884c\u696d<\/strong>.<\/p>","protected":false},"excerpt":{"rendered":"<p>Business Physics AI Lab Research Approach Exhaustive Framework for AI-Driven Business Strategy, Optimization, and Automation Integrating LLMs, LQMs, and RAG This is the fully expanded and exhaustive version of the AI Learning Path based on the 12 Business Environments, 20 Business Physics Principles, and 10 Synthetic Agents to ensure AI is applied with strategic precision [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-72","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Our Research Protocol - Business Physics AI Lab<\/title>\n<meta name=\"description\" content=\"AI-driven business research protocol integrating LLMs, LQMs, and RAG to optimize strategy, automation, and governance across 12 Business Environments.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/businessphysics.ai\/zh\/research-protocol\/\" \/>\n<meta property=\"og:locale\" content=\"zh_HK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta 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