{"id":74887,"date":"2026-04-24T12:09:06","date_gmt":"2026-04-24T04:09:06","guid":{"rendered":"https:\/\/masterconcept.ai\/?p=74887"},"modified":"2026-05-08T18:07:05","modified_gmt":"2026-05-08T10:07:05","slug":"zh-hant-what-is-rag-how-to-solve-ai-hallucinations","status":"publish","type":"post","link":"https:\/\/masterconcept.ai\/zh-hant\/blog\/zh-hant-what-is-rag-how-to-solve-ai-hallucinations\/","title":{"rendered":"\u89e3\u6c7a AI \u5e7b\u89ba\u8a72\u600e\u9ebc\u505a\uff1f\u62c6\u89e3 RAG \u6280\u8853\u539f\u7406\u662f\u4ec0\u9ebc\u8207\u5982\u4f55\u904b\u7528 Google Cloud \u6253\u9020\u4f01\u696d\u77e5\u8b58\u5eab"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u300c\u70ba\u4ec0\u9ebc\u6211\u5011\u7684 AI \u52a9\u7406\u6703\u63d0\u4f9b\u904e\u6642\u7684\u7522\u54c1\u898f\u683c\uff1f\u300d\u3001\u300c\u5982\u4f55\u78ba\u4fdd\u5167\u90e8\u6838\u5fc3\u6a5f\u5bc6\u4e0d\u6210\u70ba\u6a21\u578b\u7684\u8a13\u7df4\u7d20\u6750\uff1f\u300d\uff0c\u4e0d\u5c11\u5c0e\u5165\u667a\u6167\u6280\u8853\u7684\u4f01\u696d\u6b63\u9762\u81e8\u77e5\u8b58\u7ba1\u7406\u6e96\u78ba\u6027\u5371\u6a5f\u3002\u70ba\u4e86\u907f\u514d\u4eba\u5de5\u667a\u80fd\u300c\u4e00\u672c\u6b63\u7d93\u80e1\u8aaa\u516b\u9053\u300d\uff0cRAG \u6280\u8853\u539f\u7406\u6210\u70ba\u89e3\u6c7a\u4e4b\u9053\u3002\u5230\u5e95 RAG \u662f\u4ec0\u9ebc\uff1f\u8a72\u600e\u9ebc\u505a\u624d\u80fd\u78ba\u4fdd AI \u517c\u9867\u5b89\u5168\u8207\u6548\u80fd\uff1f\u672c\u6587\u5c07\u4ee5 Google Cloud \u67b6\u69cb\u6df1\u5165\u62c6\u89e3\u9019\u9805\u8f14\u52a9\u6280\u8853\uff0c\u6253\u9020\u771f\u6b63\u53ef\u4fe1\u8cf4\u7684\u4f01\u696d\u7d1a\u77e5\u8b58\u5eab\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">RAG \u662f\u4ec0\u9ebc\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\uff08Retrieval-Augmented Generation\uff0c\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff09\u6700\u65e9\u7531 Patrick Lewis \u7b49\u7814\u7a76\u4eba\u54e1\u65bc 2020 \u5e74\u63d0\u51fa\uff0c\u5176\u5177\u5099\u7d50\u5408\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u300c\u751f\u6210\u80fd\u529b\u300d\u8207\u5916\u90e8\u8cc7\u6599\u5eab\u7684\u300c\u4e8b\u5be6\u6aa2\u7d22\u80fd\u529b\u300d\u3002[1]\u5b83\u80fd\u5fb9\u5e95\u6539\u8b8a AI \u7684\u904b\u4f5c\u6a21\u5f0f\uff0c\u8b93 AI \u512a\u5148\u8b80\u53d6\u7531\u4f7f\u7528\u8005\u63d0\u4f9b\u7684\u8cc7\u6599\u898f\u7ae0\u6216\u64cd\u4f5c\u624b\u518a\uff0c\u4f5c\u70ba\u63d0\u554f\u7684\u56de\u7b54\u6839\u64da\uff0c\u4e26\u5728\u4e0d\u91cd\u65b0\u8a13\u7df4\u6a21\u578b\uff08Fine-tuning\uff09\u7684\u524d\u63d0\u4e0b\uff0c\u5be6\u73fe\u77e5\u8b58\u5373\u6642\u66f4\u65b0\u4e26\u4fdd\u6301\u6578\u64da\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u89e3\u69cb RAG \u7684\u904b\u4f5c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u53ef\u4ee5\u7528\u4e00\u500b\u7c21\u55ae\u7684\u6821\u5712\u6bd4\u55bb\u4f86\u7406\u89e3 RAG \u662f\u4ec0\u9ebc\uff1a\u50b3\u7d71\u7684\u5927\u8a9e\u8a00\u6a21\u578b\u5982\u540c\u4e00\u4f4d\u535a\u5b78\u591a\u805e\uff0c\u4f46\u53ea\u80fd\u300c\u6191\u904e\u53bb\u8a18\u61b6\u300d\u53c3\u52a0\u8003\u8a66\u7684\u5b78\u751f\u3002\u7576\u8003\u5377\u4e0a\u51fa\u73fe\u4e86\u4ed6\u6c92\u8b80\u904e\u3001\u6216\u662f\u6628\u5929\u624d\u767c\u751f\u7684\u6642\u4e8b\u5167\u5bb9\uff0c\u9019\u4f4d\u5b78\u751f\u70ba\u4e86\u4e0d\u4ea4\u767d\u5377\uff0c\u5f80\u5f80\u6703\u300c\u778e\u731c\u300d\u51fa\u4e00\u500b\u770b\u4f3c\u5408\u7406\u7684\u932f\u8aa4\u7b54\u6848\uff0c\u9019\u5c31\u662f\u6211\u5011\u5e38\u807d\u5230\u7684\u300cAI \u5e7b\u89ba\uff08Hallucination\uff09\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c RAG \u7684\u6838\u5fc3\u6982\u5ff5\uff0c\u5c31\u662f\u8ce6\u4e88\u4e86\u9019\u4f4d\u5b78\u751f\u300c\u958b\u5377\u8003\u8a66\uff08Open-book Exam\uff09\u300d\u7684\u7279\u6b0a\u3002\u900f\u904e\u9019\u9805\u6280\u8853\uff0c\u7cfb\u7d71\u5728\u56de\u7b54\u4f7f\u7528\u8005\u7684\u554f\u984c\u4e4b\u524d\uff0c\u4e0d\u6703\u6025\u8457\u6191\u8a18\u61b6\u4f5c\u7b54\u3002\u76f8\u53cd\u5730\uff0c\u5b83\u6703\u5148\u8f49\u8eab\u53bb\u7ffb\u95b1\u60a8\u6307\u5b9a\u7684\u6700\u65b0\u8cc7\u6599\u5eab\u3002\u81ea\u52d5\u6aa2\u7d22\u51fa\u8207\u554f\u984c\u6700\u76f8\u95dc\u7684\u6587\u4ef6\u6bb5\u843d\uff0c\u4e26\u5c07\u9019\u4e9b\u6bb5\u843d\u4f5c\u70ba\u300c\u53c3\u8003\u4f9d\u64da\u300d\u3002\u6700\u7d42\u518d\u9075\u5faa\u9019\u4e9b\u771f\u5be6\u3001\u6700\u65b0\u7684\u77e5\u8b58\uff0c\u9032\u884c\u7d71\u6574\u8207\u751f\u6210\u56de\u8986\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc\u4f01\u696d\u9700\u8981 RAG \u6280\u8853\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u5c11\u4f01\u696d\u770b\u5230\u4e86 AI \u5728\u63d0\u5347\u751f\u7522\u529b\u4e0a\u7684\u5de8\u5927\u6f5b\u529b\uff0c\u5e0c\u671b\u4ee5\u5176\u89e3\u6c7a\u5167\u90e8\u9f90\u5927\u898f\u7ae0\u3001\u8ca1\u5831\u8207\u6280\u8853\u624b\u518a\u5e36\u4f86\u7684\u300c\u8cc7\u8a0a\u788e\u7247\u5316\u300d\u554f\u984c\uff0c\u4f46\u4e00\u65b9\u9762\u537b\u53c8\u5c0d AI \u56de\u8986\u6642\u7522\u751f\u7684\u300c\u5e7b\u89ba\uff08Hallucination\uff09\u300d\u60c5\u5f62\u5145\u6eff\u9867\u616e\u3002\u4f8b\u5982\u6a21\u578b\u53ef\u80fd\u5728\u9047\u5230\u4e0d\u61c2\u7684\u554f\u984c\u6642\uff0c\u6703\u4ee5\u6975\u5176\u81ea\u4fe1\u7684\u53e3\u543b\u80e1\u7de8\u4e82\u9020\uff1b\u6216\u51fa\u73fe\u8cc7\u5b89\u96b1\u60a3\uff0c\u5c07\u6838\u5fc3\u6a5f\u5bc6\u8cc7\u6599\u5916\u6d29\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u653b\u514b\u9762\u81e8\u7684\u696d\u52d9\u74f6\u9838<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u4f01\u696d\u50c5\u50c5\u4f9d\u8cf4\u5e02\u9762\u4e0a\u7684\u516c\u958b\u6a21\u578b\u6642\uff0c\u6703\u9762\u81e8\u6975\u5927\u7684\u696d\u52d9\u74f6\u9838\u3002\u900f\u904e\u5c0e\u5165RAG \u6280\u8853\u80fd\u5c07\u4ee5\u4e0b\u56f0\u5883\u8fce\u5203\u800c\u89e3\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u89e3\u6c7a\u8cc7\u8a0a\u6eef\u5f8c\uff1a<\/strong>\u516c\u958b\u6a21\u578b\u90fd\u6709\u5176\u8a13\u7df4\u8cc7\u6599\u7684\u300c\u622a\u6b62\u65e5\u671f\u300d\u3002\u5982\u679c\u516c\u53f8\u6628\u5929\u525b\u767c\u5e03\u4e86\u6700\u65b0\u7684\u4eba\u4e8b\u898f\u5b9a\uff0c\u50b3\u7d71\u6a21\u578b\u7d55\u5c0d\u7121\u6cd5\u5373\u6642\u56de\u61c9\u3002\u5c0e\u5165 RAG \u5f8c\uff0c\u7cfb\u7d71\u80fd\u5373\u6642\u4e32\u9023\u5167\u90e8\u6700\u65b0\u77e5\u8b58\u5eab\uff0c\u78ba\u4fdd\u6578\u78bc\u54e1\u5de5\u638c\u63e1\u7684\u8cc7\u8a0a\u6c38\u4e0d\u904e\u6642\uff0c\u5be6\u73fe\u6c7a\u7b56\u5be6\u6642\u6027\u3002<\/li>\n\n\n\n<li><strong>\u4fdd\u8b77\u4f01\u696d\u79c1\u6709\u6578\u64da\uff1a<\/strong> \u4f01\u696d\u5167\u90e8\u7684\u8ca1\u5831\u9810\u6e2c\u3001\u5ba2\u6236\u540d\u55ae\u5177\u6709\u9ad8\u5ea6\u6a5f\u5bc6\u6027\uff0c\u4e0a\u50b3\u5230\u516c\u958b AI \u6a21\u578b\u53ef\u5c0e\u81f4\u8cc7\u6599\u5916\u6d29\u3002RAG \u67b6\u69cb\u5141\u8a31\u4f01\u696d\u5728\u5c08\u5c6c\u7684\u96f2\u7aef\u6c99\u76d2\u6216\u9632\u706b\u7246\u5167\u5efa\u7acb\u5c08\u5c6c\u8cc7\u6599\u5eab\uff0c\u5be6\u73fe\u6578\u64da\u4e0d\u51fa\u5883\u3002<\/li>\n\n\n\n<li><strong>\u9644\u5e36\u4f86\u6e90\u5f15\u7528\uff1a<\/strong>\u5728\u751f\u6210\u7b54\u6848\u6642\uff0c\u6aa2\u7d22\u589e\u5f37\u6280\u8853\u80fd\u5920\u660e\u78ba\u6a19\u8a3b\u4f86\u6e90\uff0c\u4f8b\u5982\uff1a\u300c\u9019\u6bb5\u8a71\u5f15\u7528\u81ea\u300a2026 Q1 \u8ca1\u52d9\u624b\u518a\u300b\u7b2c 15 \u9801\u300d\u3002\u900f\u904e\u9644\u5e36\u5f15\u7528\u7684\u7279\u6027\u8b93\u54e1\u5de5\u80fd\u96a8\u6642\u9ede\u64ca\u539f\u6587\u6838\u5be6\uff0c\u5efa\u7acb\u6280\u8853\u4fe1\u4efb\u5ea6\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\uff0c\u5373\u4f7f\u662f\u5c1a\u672a\u5177\u5099\u6df1\u539a\u6280\u8853\u958b\u767c\u7d93\u9a57\u7684\u4f01\u696d\uff0c\u4ea6\u53ef\u7d50\u5408 Google Cloud \u9802\u5c16\u7684\u5411\u91cf\u8cc7\u6599\u5eab\u8207\u6700\u65b0\u7684 Gemini 3.1 \u6a21\u578b\uff0c\u7121\u75db\u5efa\u69cb\u51fa\u5b89\u5168\u3001\u53ef\u4fe1\u8cf4\u4e14\u5177\u5099\u591a\u6a21\u614b\u8655\u7406\u80fd\u529b\u7684\u300c\u5c08\u5c6c\u4f01\u696d\u77e5\u8b58\u5927\u8166\u300d\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">RAG vs. Fine-tuning\uff1a\u54ea\u7a2e\u65b9\u6848\u66f4\u9069\u5408\u60a8\u7684\u4f01\u696d\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f01\u696d\u5c0e\u5165\u6642\u5e38\u5728\u300c\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u7cfb\u7d71\uff08RAG\uff09\u300d\u8207\u300c\u6a21\u578b\u5fae\u8abf\uff08Fine-tuning\uff09\u300d\u4e4b\u9593\u7336\u8c6b\u3002\u76f8\u6bd4\u65bc\u5fae\u8abf\u6a21\u578b\u9700\u8981\u9ad8\u6602\u7684\u7b97\u529b\u6210\u672c\u3001\u6f2b\u9577\u7684\u8a13\u7df4\u9031\u671f\uff0c\u4e14\u77e5\u8b58\u5bb9\u6613\u56e0\u70ba\u6642\u9593\u63a8\u79fb\u800c\u904e\u6642\uff1bRAG \u5728\u9748\u6d3b\u6027\u8207\u77e5\u8b58\u66f4\u65b0\u983b\u7387\u4e0a\u4f54\u76e1\u512a\u52e2\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5169\u8005\u5dee\u7570\u6bd4\u8f03\u8868<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5169\u8005\u65bc\u4f01\u696d\u5be6\u969b\u61c9\u7528\u6642\u7684\u5dee\u7570\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u9805\u76ee<\/td><td>\u6aa2\u7d22\u589e\u5f37\u751f\u6210<\/td><td>\u6a21\u578b\u5fae\u8abf<\/td><\/tr><tr><td>\u77e5\u8b58\u66f4\u65b0\u983b\u7387<\/td><td>\u5373\u6642\u66f4\u65b0\uff0c\u50c5\u9700\u66f4\u65b0\u8cc7\u6599\u5eab<\/td><td>\u6eef\u5f8c\uff0c\u9700\u91cd\u65b0\u8a13\u7df4\u6a21\u578b<\/td><\/tr><tr><td>\u5916\u90e8\u6578\u64da\u5b58\u53d6<\/td><td>\u6975\u4f73\uff0c\u53ef\u9023\u63a5\u591a\u500b\u6578\u64da\u6e90<\/td><td>\u56f0\u96e3\uff0c\u6578\u64da\u9700\u6574\u5408\u9032\u8a13\u7df4\u96c6<\/td><\/tr><tr><td>\u7b97\u529b\u8207\u958b\u767c\u6210\u672c<\/td><td>\u8f03\u4f4e\uff0c\u4e3b\u8981\u5728\u65bc\u6578\u64da\u7d22\u5f15<\/td><td>\u9ad8\uff0c\u9700\u6602\u8cb4 GPU \u904b\u7b97<\/td><\/tr><tr><td>\u8cc7\u8a0a\u98a8\u96aa<\/td><td>\u4f4e\uff0c\u5177\u5099\u4f86\u6e90\u8ffd\u8e64\u8207\u5f15\u7528<\/td><td>\u8f03\u9ad8\uff0cAI \u5bb9\u6613\u7522\u751f\u5e7b\u89ba<\/td><\/tr><tr><td>\u5c0e\u5165\u9580\u6abb<\/td><td>\u8f03\u4f4e\uff0c\u9069\u5408\u5927\u591a\u6578\u4f01\u696d<\/td><td>\u8f03\u9ad8\uff0c\u9700\u5177\u5099\u6a5f\u5668\u5b78\u7fd2\u7d93\u9a57<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u82e5\u60a8\u7684\u696d\u52d9\u9700\u6c42\u662f\u300c\u77e5\u8b58\u5373\u6642\u66f4\u65b0\u300d\uff08\u5982\u7522\u54c1\u8cc7\u6599\u983b\u7e41\u8b8a\u52d5\uff09\u3001\u300c\u4fdd\u8b77\u79c1\u6709\u6578\u64da\u5b89\u5168\u300d\uff0c\u6216\u300c\u5feb\u901f\u4f4e\u6210\u672c\u843d\u5730\u300d\uff0cRAG \u662f\u9996\u9078\u3002Fine-tuning \u5247\u66f4\u9069\u5408\u9700\u8981\u6a21\u578b\u6df1\u5ea6\u5b78\u7fd2\u7279\u5b9a\u8a9e\u8a00\u98a8\u683c\u6216\u5c08\u696d\u8853\u8a9e\u7684\u60c5\u5883\uff0c\u6216\u5728\u5c01\u9589\u7684\u77e5\u8b58\u57df\u4e2d\u8ffd\u6c42\u6975\u81f4\u63a8\u7b97\u7cbe\u6e96\u5ea6\u7684\u5834\u5408\u3002\u5169\u8005\u4ea6\u53ef\u7d50\u5408\u4f7f\u7528\uff0c\u4ee5 Fine-tuning \u512a\u5316\u8a9e\u8a00\u98a8\u683c\uff0c\u518d\u900f\u904e RAG \u78ba\u4fdd\u8cc7\u8a0a\u4fdd\u6301\u5728\u6700\u65b0\u7684\u72c0\u614b\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">RAG \u539f\u7406\u8207\u4e09\u968e\u6bb5\u904b\u4f5c\u908f\u8f2f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f01\u696d\u60f3\u771f\u6b63\u99d5\u99ad\u9019\u9805\u6280\u8853\uff0c\u9700\u8981\u6df1\u5165\u4e86\u89e3 RAG \u7684\u6a5f\u5236\u3002\u96a8\u8457 2026 \u5e74 Google \u63a8\u51fa\u65b0\u4e00\u4ee3Gemini \u6a21\u578b\u5f8c\uff0c\u9019\u5957\u67b6\u69cb\u5df2\u8fce\u4f86\u9769\u547d\u6027\u7684\u591a\u6a21\u614b\u5347\u7d1a\u3002\u5b8c\u6574\u7684\u904b\u4f5c\u6d41\u7a0b\u53ef\u7d30\u5206\u70ba\u4ee5\u4e0b\u4e09\u5927\u6838\u5fc3\u6b65\u9a5f\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u7d22\u5f15\uff08Indexing\uff09\uff1a\u5c07\u4f01\u696d\u77e5\u8b58\u8f49\u5316\u70ba AI \u7684\u8a9e\u8a00<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f01\u696d\u5167\u90e8\u7684\u8cc7\u6599\u5f80\u5f80\u662f\u9f90\u5927\u4e14\u96dc\u4e82\u7684\u3002\u5728\u521d\u59cb\u7d22\u5f15\u968e\u6bb5\uff0c\u7cfb\u7d71\u6703\u5148\u5c07\u6578\u767e\u9801\u7684 PDF\u3001Word \u6a94\u751a\u81f3\u662f\u5716\u7247\u8207\u5f71\u7247\uff0c\u5207\u5272\u6210\u6613\u65bc\u8655\u7406\u7684\u5c0f\u5340\u584a\uff08Chunks\uff09\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u8457\uff0c\u5f37\u70c8\u5efa\u8b70\u63a1\u7528 Google \u5168\u65b0\u63a8\u51fa\u7684 <strong>Gemini Embedding 2<\/strong> \u5d4c\u5165\u6a21\u578b\u3002\u4f5c\u70ba\u9996\u6b3e\u300c\u539f\u751f\u591a\u6a21\u614b\u300d\u6a21\u578b\uff0c\u5b83\u80fd\u5c07\u6587\u5b57\u3001\u5716\u7247\u3001\u8a9e\u97f3\u3001PDF \u751a\u81f3\u9577\u9054 128 \u79d2\u7684\u5f71\u7247\uff0c\u5168\u90e8\u8f49\u63db\u6210\u9ad8\u7dad\u5ea6\u7684\u300c\u5411\u91cf\u7a7a\u9593\uff08Vector Space\uff09\u300d\u3002\u60a8\u53ef\u4ee5\u628a\u5411\u91cf\u7a7a\u9593\u60f3\u50cf\u6210\u4e00\u500b\u5de8\u5927\u7684 3D \u5716\u66f8\u9928\uff1a\u8a9e\u610f\u76f8\u8fd1\u7684\u8cc7\u6599\u6703\u88ab\u64fa\u653e\u5728\u76f8\u8fd1\u7684\u5ea7\u6a19\u4e0a\u3002\u9019\u610f\u5473\u8457\u60a8\u7684\u4f01\u696d\u6587\u4ef6\u5c07\u4e0d\u518d\u53ea\u662f\u6b7b\u677f\u7684\u6a94\u6848\uff0c\u800c\u662f\u8f49\u5316\u70ba AI \u80fd\u5920\u7406\u89e3\u8a9e\u610f\u7684\u52d5\u614b\u6578\u4f4d\u8cc7\u7522\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u6aa2\u7d22\uff08Retrieval\uff09\uff1a\u6d77\u91cf\u6578\u64da\u4e2d\u7684\u7cbe\u6e96\u5b9a\u4f4d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u54e1\u5de5\u6216\u5ba2\u6236\u8f38\u5165\u63d0\u554f\u6642\uff0c\u7cfb\u7d71\u540c\u6a23\u6703\u5c07\u9019\u500b\u554f\u984c\u900f\u904e Gemini Embedding 2 \u8f49\u63db\u70ba\u5411\u91cf\u5ea7\u6a19\u3002\u63a5\u8457\uff0c\u900f\u904e\u6f14\u7b97\u6cd5\u5728\u832b\u832b\u7684\u4f01\u696d\u8cc7\u6599\u6d77\u4e2d\u641c\u5c0b\u8207\u554f\u984c\u5ea7\u6a19\u300c\u8ddd\u96e2\u6700\u8fd1\u3001\u8a9e\u610f\u6700\u76f8\u4f3c\u300d\u7684\u5340\u584a\u3002\u7531\u65bc\u6240\u6709\u683c\u5f0f\u90fd\u5728\u540c\u4e00\u500b\u5411\u91cf\u7a7a\u9593\u4e2d\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u8f15\u9b06\u5be6\u73fe\u771f\u6b63\u7684\u8de8\u6a21\u614b\u6aa2\u7d22\uff0c\u4f8b\u5982\u4e0a\u50b3\u4e00\u5f35\u5831\u8868\u5716\u7247\uff0c\u7cfb\u7d71\u81ea\u52d5\u5e6b\u4f60\u627e\u51fa\u5c0d\u61c9\u7684\u8ca1\u52d9\u64cd\u4f5c\u624b\u518a\u6587\u5b57\u6bb5\u843d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. \u751f\u6210\uff08Generation\uff09\uff1a\u5927\u8166\u7684\u6700\u7d42\u63a8\u7406\u8207\u8f38\u51fa<\/strong>&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6700\u5f8c\u4e00\u500b\u6b65\u9a5f\uff0c\u7cfb\u7d71\u6703\u5c07\u539f\u59cb\u554f\u984c\uff0c\u9023\u540c\u525b\u525b\u6aa2\u7d22\u51fa\u4f86\u7684\u9ad8\u76f8\u95dc\u6027\u8de8\u6a21\u614b\u8cc7\u6599\uff0c\u4e00\u8d77\u6253\u5305\u9935\u7d66\u5f37\u5927\u7684 <strong>Gemini 3.1<\/strong> \u6a21\u578b\u3002Gemini 3.1 \u6703\u95b1\u8b80\u9019\u4e9b\u53c3\u8003\u8cc7\u6599\uff0c\u904e\u6ffe\u6389\u4e0d\u76f8\u95dc\u7684\u96dc\u8a0a\uff0c\u4e26\u7528\u6d41\u66a2\u3001\u7b26\u5408\u4f01\u696d\u8a9e\u6c23\u7684\u4eba\u985e\u8a9e\u8a00\u751f\u6210\u6700\u7d42\u7684\u7cbe\u6e96\u7b54\u6848\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">RAG \u600e\u9ebc\u505a\uff1f\u95dc\u9375\u6b65\u9a5f\u8207\u7d44\u4ef6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u8b93\u9019\u5957\u52d5\u614b\u6aa2\u7d22\u7cfb\u7d71\u767c\u63ee\u6700\u5927\u50f9\u503c\uff0c\u4e26\u975e\u55ae\u7d14\u547c\u53eb\u4e00\u500b API \u5373\u53ef\u9054\u6210\u3002\u4f01\u696d\u5728\u601d\u8003 RAG \u600e\u9ebc\u505a\u6642\uff0c\u9700\u8981\u5efa\u69cb\u4ee5\u4e0b\u5b8c\u6574\u7684\u57fa\u790e\u8a2d\u65bd\u8207\u5de5\u4f5c\u6d41\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8cc7\u6599\u8403\u53d6\u8207\u6e05\u6d17\u7ba1\u7dda\uff08Data Ingestion Pipeline\uff09\uff1a<\/strong>\u662f\u5efa\u69cb\u7684\u7b2c\u4e00\u6b65\uff0c\u4ea6\u662f\u6700\u91cd\u8981\u7684\u6b65\u9a5f\u3002\u7cfb\u7d71\u9700\u8981\u5177\u5099\u5f37\u5927\u7684 OCR \u8207\u6587\u6a94\u89e3\u6790\u80fd\u529b\uff0c\u7cbe\u6e96\u8b80\u53d6 PDF \u4e2d\u7684\u8868\u683c\u3001\u5716\u7247\u4e2d\u7684\u6587\u5b57\uff0c\u4e26\u5254\u9664\u7121\u6548\u7684\u9801\u9996\u9801\u5c3e\u96dc\u8a0a\uff0c\u624d\u80fd\u907f\u514d\u6700\u7d42\u7522\u51fa\u5167\u5bb9\u51fa\u73fe\u504f\u5dee\u3002<\/li>\n\n\n\n<li><strong>\u5f37\u5927\u7684\u5d4c\u5165\u6a21\u578b\uff08Embedding Models\uff09\uff1a<\/strong>\u904e\u53bb\u4f01\u696d\u9700\u8981\u62fc\u6e4a\u4e0d\u540c\u7684\u958b\u6e90\u6a21\u578b\uff08\u7528 CLIP \u8655\u7406\u5716\u7247\u3001Whisper \u8655\u7406\u8a9e\u97f3\uff09\uff0c\u67b6\u69cb\u8106\u5f31\u4e14\u7dad\u8b77\u6210\u672c\u9ad8\u3002\u63a1\u7528 Gemini Embedding 2\uff0c\u53ea\u9700\u4e00\u500b API \u5373\u53ef\u8655\u7406\u6587\u5b57\u3001\u5f71\u50cf\u53ca\u97f3\u8a0a\u7b49\u4e94\u5927\u6a21\u614b\u3002<\/li>\n\n\n\n<li><strong>\u4f01\u696d\u7d1a\u5411\u91cf\u8cc7\u6599\u5eab\uff08Vector Database\uff09\uff1a<\/strong>\u9762\u5c0d\u767e\u842c\u7d1a\u5225\u8cc7\u6599\u91cf\u6642\uff0c\u50b3\u7d71\u95dc\u806f\u5f0f\u8cc7\u6599\u5eab\u5c07\u96e3\u4ee5\u8ca0\u8377\u3002\u5fc5\u9808\u4ef0\u8cf4\u5982 Vertex AI Vector Search \u7b49\u5c08\u5c6c\u5de5\u5177\uff0c\u78ba\u4fdd\u7cbe\u6e96\u3001\u5373\u6642\u7684\u6578\u64da\u6aa2\u7d22\u3002<\/li>\n\n\n\n<li><strong>\u7de8\u6392\u5de5\u5177\u8207\u63d0\u793a\u8a5e\u5de5\u7a0b\uff08Orchestration\uff09\uff1a<\/strong> \u900f\u904e Vertex AI \u7684\u7de8\u6392\u6846\u67b6\u8a2d\u5b9a\u56b4\u8b39\u6307\u4ee4\uff0c\u4f8b\u5982\u898f\u5b9a\u6578\u78bc\u52a9\u7406\u300c\u50c5\u9650\u6839\u64da\u53c3\u8003\u8cc7\u6599\u56de\u8986\uff1b\u82e5\u7121\u5c0d\u61c9\u8cc7\u8a0a\uff0c\u8acb\u5982\u5be6\u56de\u7b54\u4e0d\u77e5\u9053\u3002\u300d\u80fd\u6709\u6548\u9632\u6b62\u7cfb\u7d71\u81ea\u884c\u7de8\u9020\u5167\u5bb9\u3002<\/li>\n<\/ol>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Google Cloud \u67b6\u69cb\u7684\u9818\u5148\u512a\u52e2<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e86\u89e3\u5b8c\u57fa\u790e\u7d44\u4ef6\u5f8c\uff0c\u4f01\u696d\u8a72\u5982\u4f55\u5c07\u9019\u4e9b\u8907\u96dc\u7684\u6a21\u578b\u7121\u7e2b\u4e32\u63a5\uff1f\u5229\u7528 Google Cloud \u7684 Vertex AI Agent Builder \u5e73\u53f0\uff0c\u80fd\u5927\u5e45\u964d\u4f4e\u4f01\u696d\u4f48\u7f72 RAG \u7684\u9580\u6abb\uff0c\u4e26\u64c1\u6709\u4e09\u5927\u5f97\u5929\u7368\u539a\u7684\u512a\u52e2\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u958b\u7bb1\u5373\u7528\u7684\u8cc7\u6599\u57fa\u5e95\u5316\uff08Enterprise Grounding\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f01\u696d\u80fd\u8f15\u9b06\u5c07\u5167\u90e8\u7cfb\u7d71\uff08\u5982 Google Drive \u3001Cloud Storage\uff0c\u751a\u81f3\u662f\u7b2c\u4e09\u65b9 ERP \u7cfb\u7d71\uff09\u76f4\u63a5\u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u9032\u884c\u5b89\u5168\u5c0d\u63a5\u3002\u900f\u904e\u4e00\u9375\u67e5\u8b49\uff08Grounding\uff09\u529f\u80fd\uff0c\u8b93\u6578\u78bc\u52a9\u7406\u76f4\u63a5\u9023\u4e0a\u4f01\u696d\u7684\u771f\u5be6\u6578\u64da\u6e90\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u8d85\u5927\u4e0a\u4e0b\u6587\u8207\u591a\u6a21\u614b\u6574\u5408\u7684\u5b8c\u7f8e\u767c\u63ee<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u642d\u914d<strong> Gemini 3.1 <\/strong>\u7684\u300c\u8d85\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3\uff08Context Window\uff09\u300d\uff0cAI \u80fd\u5920\u4e00\u53e3\u6c23\u6d88\u5316\u9ad8\u9054\u6578\u767e\u842c Token \u7684\u8cc7\u8a0a\u3002\u9019\u610f\u5473\u8457\u6a21\u578b\u80fd\u540c\u6642\u95b1\u8b80\u6578\u767e\u9801\u7684 PDF \u8ca1\u5831\u3001\u5c0d\u6bd4\u591a\u652f\u9577\u7bc7\u6703\u8b70\u9304\u97f3\u7d00\u9304\uff0c\u9032\u884c\u6df1\u5ea6\u7684\u4ea4\u53c9\u5206\u6790\u8207\u7e3d\u7d50\uff0c\u4e0d\u518d\u53d7\u9650\u65bc\u904e\u53bb\u5e38\u9047\u5230\u7684\u5b57\u6578\u622a\u65b7\u74f6\u9838\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u4e9e\u79d2\u7d1a\u6975\u901f\u641c\u5c0b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u627f\u8972 Google \u8eab\u70ba\u5168\u7403\u6700\u5927\u641c\u5c0b\u5f15\u64ce\u7684\u57fa\u790e\u8a2d\u65bd\uff0c\u5373\u4fbf\u4f01\u696d\u64c1\u6709\u6578\u5343\u842c\u4efd\u7684\u6d77\u91cf\u8de8\u6a21\u614b\u6578\u64da\uff0cVertex AI \u4f9d\u7136\u80fd\u4fdd\u8b49\u5728\u9ad8\u4f75\u767c\u5b58\u53d6\u4e0b\uff0c\u7dad\u6301\u4e9e\u79d2\u7d1a\uff08Sub-second\uff09\u7684\u6975\u901f\u6aa2\u7d22\u53cd\u61c9\uff0c\u652f\u63f4\u4f01\u696d\u5be6\u73fe\u5373\u6642\u6c7a\u7b56\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u5982\u4f55\u63d0\u5347\u6aa2\u7d22\u7cbe\u6e96\u5ea6\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u63a2\u8a0e RAG \u539f\u7406\u6642\uff0c\u6211\u5011\u6703\u767c\u73fe\u300c\u6aa2\u7d22\u300d\u74b0\u7bc0\u662f\u6c7a\u5b9a AI \u56de\u7b54\u54c1\u8cea\u7684\u547d\u8108\u3002\u70ba\u4e86\u512a\u5316\u5411\u91cf\u5316\u904e\u7a0b\uff0c\u78ba\u4fdd\u641c\u5c0b\u7d50\u679c\u8207\u7528\u6236\u7684\u771f\u5be6\u610f\u5716\u9ad8\u5ea6\u76f8\u95dc\uff0c\u4f01\u696d\u5fc5\u9808\u5c0e\u5165\u300c\u6df7\u5408\u641c\u5c0b\uff08Hybrid Search\uff09\u300d\u9019\u9805\u9032\u968e\u6280\u8853\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u96d6\u7136\u73fe\u4ee3\u8a9e\u610f\u5206\u6790\u80fd\u8070\u660e\u5730\u807d\u61c2\u554f\u984c\u7684\u4e0a\u4e0b\u6587\uff0c\u4f46\u5728\u9762\u5c0d\u7279\u5b9a\u7684\u7522\u54c1\u578b\u865f\u3001\u54e1\u5de5\u7de8\u865f\u6216\u5c08\u6709\u91ab\u5b78\u540d\u8a5e\u6642\uff0c\u5229\u7528\u50b3\u7d71\u7684\u95dc\u9375\u5b57\u6bd4\u5c0d\uff08Keyword Matching\uff09\u53cd\u800c\u66f4\u76f4\u63a5\u6709\u6548\u3002\u800c\u6df7\u5408\u641c\u5c0b\u63a1\u7528\u96d9\u8ecc\u4e26\u884c\u6280\u8853\uff0c\u7d50\u5408\u300c\u50b3\u7d71\u95dc\u9375\u5b57\u6bd4\u5c0d\u7684\u7cbe\u78ba\u6027\u300d\u8207\u300c\u73fe\u4ee3\u8a9e\u610f\u5206\u6790\u7684\u7406\u89e3\u529b\u300d\uff0c\u5f9e\u6e90\u982d\u5927\u5e45\u63d0\u5347\u6aa2\u7d22\u54c1\u8cea\uff0c\u5fb9\u5e95\u6d88\u6ec5 AI \u7522\u751f\u5e7b\u89ba\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">RAG \u5982\u4f55\u7b26\u5408\u8cc7\u5b89\u8207\u5408\u898f\u6a19\u6e96\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u65bc\u91d1\u878d\u4fdd\u96aa\u3001\u91ab\u7642\u7167\u8b77\u7b49\u9ad8\u76e3\u7ba1\u7522\u696d\uff0c\u5c07\u6838\u5fc3\u6a5f\u5bc6\u4ea4\u7d66 Google Gemini 3.1 \u662f\u5426\u8db3\u5920\u5b89\u5168\uff0c\u5f80\u5f80\u662f\u6c7a\u7b56\u8005\u6700\u95dc\u5fc3\u7684\u6838\u5fc3\u7591\u616e\u3002\u4ee5\u4e0b\u662f Google Cloud \u67b6\u69cb\u5728\u8cc7\u5b89\u5c64\u9762\u7684\u4e09\u91cd\u4fdd\u969c\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6578\u64da\u9694\u96e2\u8207\u6b0a\u9650\u7ba1\u63a7<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 Google Cloud \u751f\u614b\u4e2d\uff0c\u6574\u500b\u6aa2\u7d22\u8207\u751f\u6210\u7684\u6d41\u7a0b\u7686\u53ef\u4ee5\u88ab\u5c01\u88dd\u5728\u4f01\u696d\u5c08\u5c6c\u7684\u865b\u64ec\u79c1\u6709\u96f2\uff08VPC-SC\uff09\u5167\uff0c\u8207\u516c\u6709\u7db2\u969b\u7db2\u8def\u5fb9\u5e95\u9694\u7d55\uff0c\u675c\u7d55\u6a5f\u5bc6\u6578\u64da\u53d7\u5230\u5916\u90e8\u7684\u60e1\u610f\u6ef2\u900f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u6b21\u662f\u56b4\u683c\u7684\u8eab\u5206\u5b58\u53d6\u7ba1\u7406\uff08Identity and Access Management\uff0cIAM\uff09\u3002\u7cfb\u7d71\u80fd\u8207\u4f01\u696d\u7684\u73fe\u6709\u6b0a\u9650\u67b6\u69cb\u7d81\u5b9a\u3002\u5982\u679c\u4e00\u822c\u54e1\u5de5\u8a62\u554f\u9ad8\u968e\u4e3b\u7ba1\u85aa\u8cc7\uff0cAI \u6703\u56e0\u70ba\u8a72\u54e1\u5de5\u6c92\u6709\u5e95\u5c64\u8cc7\u6599\u7684\u6aa2\u8996\u6b0a\u9650\uff0c\u800c\u5728\u6aa2\u7d22\u968e\u6bb5\u76f4\u63a5\u62d2\u7d55\u56de\u7b54\uff0c\u5be6\u73fe\u300c\u5343\u4eba\u5343\u9762\u300d\u7684\u5b89\u5168\u6a5f\u5236\u3002 \u800c\u5176\u4e2d\u6700\u91cd\u8981\u7684\u4e00\u9ede\uff1a<strong>\u60a8\u7684\u79c1\u6709\u6578\u64da\u7d55\u4e0d\u66fe\u3001\u73fe\u5728\u4e0d\u6703\u3001\u672a\u4f86\u4e5f\u7d55\u5c0d\u4e0d\u6703\u88ab\u7528\u65bc\u8a13\u7df4 Google \u7684\u516c\u958b\u57fa\u790e\u6a21\u578b<\/strong>\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u61c9\u7528\u5834\u666f\u4ecb\u7d39<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0e\u5165 RAG \u6280\u8853\u80fd\u5c07\u9f90\u5927\u4e14\u96e3\u4ee5\u6574\u7406\u7684\u975e\u7d50\u69cb\u5316\u6578\u64da\uff0c\u8fc5\u901f\u8f49\u5316\u70ba\u5373\u6642\u7684\u5546\u696d\u50f9\u503c\uff0c\u4ee5\u4e0b\u662f\u76ee\u524d\u5728\u4e0d\u540c\u9818\u57df\u4e2d\u7684\u5be6\u8e10\u5834\u666f\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u88fd\u9020\u696d\u8207\u524d\u7dda\u7dad\u4fee\u6307\u5357<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8907\u96dc\u7684\u4f5c\u696d\u74b0\u5883\u4e2d\uff0c\u5de5\u7a0b\u5e2b\u53ea\u9700\u62cd\u4e0b\u6a5f\u5668\u6545\u969c\u71c8\u865f\u7684\u7167\u7247\uff0c\u900f\u904e\u591a\u6a21\u614b RAG \u7cfb\u7d71\uff0cAI \u80fd\u77ac\u9593\u5f9e\u6b77\u5e74\u7dad\u4fee\u65e5\u8a8c\u8207\u539f\u5ee0\u624b\u518a\u4e2d\u627e\u51fa\u89e3\u6c7a\u65b9\u6848\uff0c\u5927\u5e45\u964d\u4f4e\u505c\u6a5f\u640d\u5931\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u6b21\u4e16\u4ee3\u667a\u80fd\u5ba2\u670d\u7cfb\u7d71<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d50\u5408\u6aa2\u7d22\u589e\u5f37\u6280\u8853\u7684\u5ba2\u6236\u670d\u52d9\u7cfb\u7d71\uff0c\u80fd\u5373\u6642\u8b80\u53d6\u516c\u53f8\u5b98\u7db2\u6700\u65b0\u767c\u5e03\u7684\u7522\u54c1\u578b\u9304\u3001\u8b8a\u52d5\u7684\u9000\u63db\u8ca8\u653f\u7b56\u3002\u4e26\u4ee5\u81ea\u7136\u4e14\u7b26\u5408\u54c1\u724c\u8a9e\u6c23\u7684\u65b9\u5f0f\u8207\u9867\u5ba2\u5c0d\u8a71\uff0c\u63d0\u4f9b\u5177\u5099\u6642\u6548\u6027\u4e14\u7cbe\u6e96\u7684\u5c08\u696d\u89e3\u7b54\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u6cd5\u52d9\u5408\u898f\u8207\u5408\u7d04\u5be9\u67e5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u91dd\u5c0d\u6cd5\u52d9\u90e8\u9580\u6700\u8017\u6642\u7684\u5408\u7d04\u6bd4\u5c0d\u5de5\u4f5c\uff0c\u6b64\u67b6\u69cb\u80fd\u5728\u6d77\u91cf\u6b77\u53f2\u6587\u4ef6\u4e2d\u5feb\u901f\u6aa2\u7d22\u9055\u7d04\u91d1\u3001\u4fdd\u5bc6\u5354\u8b70\u7b49\u689d\u6b3e\u5dee\u7570\u3002\u7cfb\u7d71\u53ef\u5728\u6578\u79d2\u5167\u6574\u7406\u51fa\u6e05\u6670\u7684\u5c0d\u6bd4\u8868\u683c\uff0c\u6975\u5927\u5730\u964d\u4f4e\u4eba\u5de5\u4f5c\u696d\u7684\u907a\u6f0f\u98a8\u96aa\uff0c\u63d0\u5347\u4f01\u696d\u5408\u898f\u7ba1\u7406\u7684\u56b4\u8b39\u5ea6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u5167\u90e8\u77e5\u8b58\u5eab\u8207\u54e1\u5de5\u5165\u8077<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u65b0\u9032\u54e1\u5de5\u4e0d\u518d\u9700\u8981\u7ffb\u95b1\u539a\u91cd\u7684\u54e1\u5de5\u624b\u518a\uff0c\u53ea\u9700\u5411\u5167\u90e8\u77e5\u8b58\u52a9\u7406\u63d0\u554f\uff1a\u300c\u5831\u5e33\u6d41\u7a0b\u662f\u600e\u6a23\uff1f\u300d\uff0cRAG \u4fbf\u80fd\u5373\u6642\u63d0\u4f9b\u6e96\u78ba\u4e14\u9644\u5e36\u7cfb\u7d71\u9023\u7d50\u7684\u6b65\u9a5f\u6559\u5b78\uff0c\u5927\u5e45\u7e2e\u77ed\u4eba\u624d\u57f9\u8a13\u7684\u9031\u671f\uff0c\u66f4\u80fd\u6e1b\u8f15\u8cc7\u6df1\u54e1\u5de5\u7684\u8f14\u5c0e\u58d3\u529b\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u6311\u6230\u8207\u512a\u5316<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5be6\u4f5c RAG \u7684\u904e\u7a0b\u4e2d\uff0c\u6280\u8853\u5718\u968a\u5f80\u5f80\u6703\u9762\u81e8\u5fae\u8abf\u7d30\u7bc0\u7684\u6311\u6230\uff0c\u5176\u4e2d\u6700\u6838\u5fc3\u7684\u96e3\u984c\u83ab\u904e\u65bc\u300c\u5207\u7247\u7b56\u7565\uff08Chunking Strategy\uff09\u300d\u4e0d\u7576\u6240\u5c0e\u81f4\u7684\u8a9e\u610f\u65b7\u88c2\u3002\u5982\u679c\u4e00\u4efd\u6587\u4ef6\u88ab\u4e0d\u5408\u7406\u5730\u786c\u751f\u751f\u622a\u65b7\uff0cAI \u5c31\u6703\u63a5\u6536\u5230\u7834\u788e\u7684\u8cc7\u8a0a\uff0c\u5c0e\u81f4\u56de\u7b54\u4e0d\u9023\u8cab\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u70ba\u4e86\u512a\u5316\u9019\u4e00\u9ede\uff0c\u5efa\u8b70\u6280\u8853\u5718\u968a\u61c9\u6839\u64da\u6587\u4ef6\u7d50\u69cb\uff08\u5982\u6bb5\u843d\u3001\u6a19\u984c\u5c64\u7d1a\uff09\u9032\u884c\u667a\u6167\u5207\u7247\uff0c\u4e26\u642d\u914d <strong>Gemini Embedding 2<\/strong> \u5f37\u5927\u7684\u591a\u6a21\u614b\u8a9e\u610f\u7406\u89e3\u80fd\u529b\uff0c\u6709\u6548\u63d0\u5347 AI \u6293\u53d6\u8cc7\u6599\u7684\u5b8c\u6574\u6027\uff0c\u9032\u800c\u78ba\u4fdd\u6700\u7d42\u8f38\u51fa\u7684\u9023\u8cab\u6027\u8207\u6e96\u78ba\u5ea6\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f9e RAG \u5230\u4ee3\u7406\u578b AI \u7684\u6f14\u9032<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u4f86\u7684\u81ea\u52d5\u5316\u7cfb\u7d71\u4e0d\u518d\u50c5\u50c5\u626e\u6f14\u641c\u5c0b\u5f15\u64ce\u7684\u89d2\u8272\u3002\u900f\u904e <strong>Gemini 3.1<\/strong> \u5f37\u5927\u7684\u908f\u8f2f\u63a8\u7406\u80fd\u529b\uff0c\u4ee3\u7406\u578b AI\uff08Agentic RAG\uff09\u5c07\u5177\u5099\u4ee5\u4e0b\u7279\u8cea\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u4e3b\u6c7a\u7b56\u6aa2\u7d22<\/strong>\uff1a\u7cfb\u7d71\u80fd\u5224\u65b7\u4f7f\u7528\u8005\u610f\u5716\uff0c\u81ea\u4e3b\u6c7a\u5b9a\u4f55\u6642\u9700\u8981\u8abf\u7528\u5916\u90e8\u8cc7\u6599\u5eab\uff0c\u4ee5\u53ca\u61c9\u8de8\u6a21\u614b\u6aa2\u7d22\u54ea\u4e9b\u7279\u5b9a\u7684\u6578\u4f4d\u8cc7\u7522\u3002<\/li>\n\n\n\n<li><strong>\u96d9\u5411\u6e9d\u901a\u8207\u91d0\u6e05<\/strong>\uff1a\u7576\u767c\u73fe\u4f7f\u7528\u8005\u63d0\u4f9b\u7684\u8cc7\u8a0a\u4e0d\u8db3\u4ee5\u7522\u51fa\u7cbe\u6e96\u7d50\u8ad6\u6642\uff0c\u7cfb\u7d71\u6703\u4e3b\u52d5\u958b\u53e3\u8ffd\u554f\u4e26\u91d0\u6e05\u9700\u6c42\uff0c\u800c\u975e\u76f2\u76ee\u731c\u6e2c\u3002<\/li>\n<\/ul>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u9078\u64c7 Master Concept \u5354\u52a9\u60a8\u4f48\u7f72\u4f01\u696d\u7d1a RAG \u65b9\u6848<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8e0f\u5165 2026 \u5e74\uff0c\u4f01\u696d\u9818\u8896\u5c0d\u751f\u6210\u5f0f AI \u6280\u8853\u7684\u614b\u5ea6\u5df2\u5f9e\u55ae\u7d14\u7684\u9a5a\u8277\u8f49\u5411\u7406\u6027\u8003\u91cf\u3002\u5728\u9019\u500b\u6578\u64da\u5373\u8cc7\u7522\u7684\u6642\u4ee3\uff0c\u8981\u5efa\u7acb\u4e00\u5957\u771f\u6b63\u53ef\u4fe1\u8cf4\u7684\u6c7a\u7b56\u652f\u63f4\u7cfb\u7d71\uff0c\u6df1\u5165\u638c\u63e1 RAG \u539f\u7406\u8207\u76f8\u95dc\u6280\u8853\u61c9\u7528\uff0c\u5df2\u6210\u70ba\u4f01\u696d\u4fdd\u6301\u7af6\u722d\u529b\u7684\u4e0d\u4e8c\u6cd5\u9580\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u70ba Google Cloud \u6838\u5fc3\u5408\u4f5c\u5925\u4f34\uff0c\u601d\u60f3\u79d1\u6280\u6df1\u77e5\u8a31\u591a\u4f01\u696d\u5728\u8e0f\u51fa\u8f49\u578b\u7b2c\u4e00\u6b65\u6642\uff0c\u5f80\u5f80\u5c0d\u4ec0\u9ebc\u662f RAG \u4ee5\u53ca\u8a72\u600e\u9ebc\u505a\u624d\u80fd\u5728\u73fe\u6709\u57fa\u790e\u8a2d\u65bd\u4e0a\u9032\u884c\u6574\u5408\u611f\u5230\u56f0\u60d1\u3002\u6211\u5011\u5c07\u5354\u52a9\u60a8\u5f9e\u524d\u671f\u7684\u73fe\u6709\u6578\u64da\u6e05\u6d17\u6574\u7406\u3001\u7cbe\u6e96\u6311\u9078\u4e26\u5c0e\u5165\u6700\u65b0\u7684 Gemini Embedding 2 \u8207 Gemini 3.1 \u6a21\u578b\uff0c\u4e00\u76f4\u5230\u6700\u7d42\u7684\u4f01\u696d\u7cfb\u7d71\u7121\u7e2b\u5c0d\u63a5\uff0c\u900f\u904e\u4e00\u7ad9\u5f0f\u5c08\u696d\u670d\u52d9\uff0c\u70ba\u60a8\u91cf\u8eab\u5efa\u7acb\u65e2\u7cbe\u6e96\u53c8\u5b89\u5168\u7684\u4f01\u696d\u5c08\u5c6c\u77e5\u8b58\u5927\u8166\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u53c3\u8003\u8cc7\u6599\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>arxiv \u2013 <a href=\"https:\/\/arxiv.org\/pdf\/2005.11401\" target=\"_blank\" rel=\"noopener\" title=\"\">Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks<\/a><\/li>\n\n\n\n<li>Google \u2013 <a href=\"https:\/\/docs.cloud.google.com\/vertex-ai\/generative-ai\/docs\/vertex-ai-zero-data-retention?hl=zh-tw\" target=\"_blank\" rel=\"noopener\" title=\"\">Vertex AI \u548c\u96f6\u8cc7\u6599\u4fdd\u7559<\/a><\/li>\n<\/ol>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-white-color has-luminous-vivid-amber-background-color has-text-color has-background wp-element-button\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6IjM3NTciLCJ0b2dnbGUiOmZhbHNlfQ%3D%3D\">\u7acb\u5373\u806f\u7d61\u601d\u60f3\u79d1\u6280 Master Concept<\/a><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u300c\u70ba\u4ec0\u9ebc\u6211\u5011\u7684 AI \u52a9\u7406\u6703\u63d0\u4f9b\u904e\u6642\u7684\u7522\u54c1\u898f\u683c\uff1f\u300d\u3001\u300c\u5982\u4f55\u78ba\u4fdd\u5167\u90e8\u6838\u5fc3\u6a5f\u5bc6\u4e0d\u6210\u70ba\u6a21\u578b\u7684\u8a13\u7df4\u7d20\u6750\uff1f\u300d\uff0c\u4e0d\u5c11\u5c0e\u5165\u667a [&hellip;]<\/p>\n","protected":false},"author":54,"featured_media":74889,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[109],"tags":[558],"region":[974],"class_list":["post-74887","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-google-cloud-3","region-all-region"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1 - aioseo.com -->\n\t<meta name=\"description\" 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