{"id":269,"date":"2025-10-13T09:05:19","date_gmt":"2025-10-13T01:05:19","guid":{"rendered":"https:\/\/www.aiconvg.xin\/?p=269"},"modified":"2025-10-15T09:18:49","modified_gmt":"2025-10-15T01:18:49","slug":"ai%e5%9c%88%e6%96%b0%e7%8e%8b%e7%82%b8%e5%9c%ba%ef%bc%9aagentic-rag%ef%bc%8c%e4%bd%a0%e7%9a%84%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%a0%94%e7%a9%b6%e5%91%98%e5%b7%b2%e4%b8%8a","status":"publish","type":"post","link":"https:\/\/www.aiconvg.xin\/index.php\/2025\/10\/13\/ai%e5%9c%88%e6%96%b0%e7%8e%8b%e7%82%b8%e5%9c%ba%ef%bc%9aagentic-rag%ef%bc%8c%e4%bd%a0%e7%9a%84%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%a0%94%e7%a9%b6%e5%91%98%e5%b7%b2%e4%b8%8a\/","title":{"rendered":"AI\u5708\u201c\u65b0\u738b\u201d\u70b8\u573a\uff1aAgentic RAG\uff0c\u4f60\u7684\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u5458\u5df2\u4e0a\u7ebf"},"content":{"rendered":"\n<figure class=\"wp-block-video\"><video height=\"1920\" style=\"aspect-ratio: 1080 \/ 1920;\" width=\"1080\" controls src=\"https:\/\/www.aiconvg.xin\/wp-content\/uploads\/2025\/10\/2025\u5e7410\u670813\u65e5-\u5f53AI\u4ee3\u7406\u89c9\u9192\uff1aAgentic-RAG\u5982\u4f55\u91cd\u65b0\u5b9a\u4e49\u77e5\u8bc6\u5de5\u4f5c.mp4\"><\/video><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u8fd1AI\u5708\u53c8\u51fa\u4e86\u4e2a\u201c\u738b\u70b8\u201d\uff1aAgentic RAG\u3002\u4f60\u53ef\u80fd\u8fd8\u6ca1\u641e\u61c2RAG\u662f\u5565\uff0c\u5b83\u5c31\u5df2\u7ecf\u8fdb\u5316\u5230\u4f1a\u81ea\u5df1\u601d\u8003\u3001\u81ea\u5df1\u505a\u7814\u7a76\u4e86\u3002\u8fd9\u73a9\u610f\u513f\u4e0d\u50cf\u4ee5\u524d\u90a3\u79cd\u4f60\u95ee\u4e00\u53e5\u3001\u5b83\u7b54\u4e00\u53e5\u7684\u201c\u77e5\u8bc6\u5e93\u201d\uff0c\u66f4\u50cf\u4e00\u4e2a\u80fd\u5e2e\u4f60\u4ece\u5934\u5230\u5c3e\u641e\u5b9a\u590d\u6742\u95ee\u9898\u7684\u201cAI\u7814\u7a76\u5458\u201d\u3002\u662f\u4e0d\u662f\u542c\u7740\u6709\u70b9\u60ac\u4e4e\uff1f\u522b\u6025\uff0c\u8fd9\u7bc7\u6587\u7ae0\u5c31\u5e26\u4f60\u6252\u4e00\u6252\uff0c\u8fd9\u4e2a\u8ba9\u5708\u5185\u4eba\u76f4\u547c\u201c\u6e38\u620f\u89c4\u5219\u53d8\u4e86\u201d\u7684\u6280\u672f\uff0c\u5230\u5e95\u662f\u4e2a\u5565\uff0c\u53c8\u4f1a\u600e\u4e48\u5f71\u54cd\u6211\u4eec\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001AI\u4ee3\u7406\u5143\u5e74\uff1aAI\u5b66\u4f1a\u81ea\u5df1\u201c\u5e72\u6d3b\u201d\u4e86<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bf42025\u5e74\u662f\u201cAI\u4ee3\u7406\u5143\u5e74\u201d\uff0c\u771f\u7684\u4e00\u70b9\u4e0d\u5938\u5f20\u3002\u6700\u8fd1\u79d1\u6280\u5708\u548c\u8d44\u672c\u5708\uff0c\u51e0\u4e4e\u5929\u5929\u90fd\u5728\u804a\u4e00\u4e2a\u53ebAgentic RAG\u7684\u4e1c\u897f\uff0c\u70ed\u5ea6\u582a\u6bd4\u5f53\u5e74\u7684ChatGPT\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\uff0cAgentic RAG\u5230\u5e95\u662f\u4e2a\u5565\uff1f\u5168\u79f0\u53eb\u201c\u4ee3\u7406\u5f0f\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u201d\uff08Agent-based Retrieval Augmented Generation\uff09\uff0c\u542c\u7740\u633a\u7ed5\u53e3\u3002\u8bf4\u767d\u4e86\uff0c\u5c31\u662f\u8ba9AI\u4ece\u4e00\u4e2a\u53ea\u4f1a\u201c\u80cc\u4e66\u201d\u7684\u201c\u4e66\u5446\u5b50\u201d\uff0c\u53d8\u6210\u4e00\u4e2a\u4f1a\u201c\u52a8\u8111\u7b4b\u201d\u7684\u201c\u7814\u7a76\u5458\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u524d\u7684AI\uff0c\u4f60\u95ee\u5b83\u95ee\u9898\uff0c\u5b83\u4ece\u6570\u636e\u5e93\u91cc\u627e\u7b54\u6848\uff0c\u7136\u540e\u62fc\u51d1\u8d77\u6765\u7ed9\u4f60\u3002\u4f46Agentic RAG\u4e0d\u4e00\u6837\uff0c\u4f60\u7ed9\u5b83\u4e00\u4e2a\u590d\u6742\u4efb\u52a1\uff0c\u6bd4\u5982\u201c\u5e2e\u6211\u5206\u6790\u4e00\u4e0b\u6700\u8fd1\u65b0\u80fd\u6e90\u6c7d\u8f66\u7684\u5e02\u573a\u8d8b\u52bf\u201d\uff0c\u5b83\u4f1a\u81ea\u5df1\u53bb\u89c4\u5212\uff1a\u7b2c\u4e00\u6b65\u641c\u96c6\u6570\u636e\uff0c\u7b2c\u4e8c\u6b65\u5206\u6790\u7ade\u54c1\uff0c\u7b2c\u4e09\u6b65\u603b\u7ed3\u62a5\u544a\u2026 \u5b83\u4f1a\u50cf\u4eba\u4e00\u6837\u601d\u8003\u548c\u6267\u884c\u3002\u8fd9\u611f\u89c9\uff0c\u5c31\u50cf\u4ece\u4e00\u4e2a\u201c\u667a\u80fd\u95ee\u7b54\u673a\u201d\u5347\u7ea7\u5230\u4e86\u4e00\u4e2a\u201c\u6570\u5b57\u7814\u7a76\u5458\u201d\u52a9\u7406\uff0c\u5dee\u522b\u592a\u5927\u4e86\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u4e0d\u6b62\u662f\u641c\u7d22\uff1aRAG\u7684\u4e94\u7ea7\u8fdb\u5316\u53f2<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u6280\u672f\u4e0d\u662f\u4e00\u5929\u70bc\u6210\u7684\uff0c\u5b83\u4e5f\u7ecf\u5386\u4e86\u597d\u51e0\u4ee3\u8fdb\u5316\uff0c\u624d\u6709\u4e86\u4eca\u5929\u8fd9\u4e2a\u201c\u4f1a\u601d\u8003\u201d\u7684\u5f62\u6001\u3002\u7b80\u5355\u68b3\u7406\u4e00\u4e0b\u5b83\u7684\u8fdb\u5316\u8def\u5f84\uff0c\u4f60\u5c31\u80fd\u660e\u767dAgentic RAG\u725b\u5728\u54ea\u4e86\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Naive RAG\uff08\u5c0f\u767d\u9636\u6bb5\uff09<\/strong>\uff1a\u57fa\u672c\u5c31\u662f\u5173\u952e\u8bcd\u641c\u7d22\uff0c\u50cf\u6700\u65e9\u7684\u641c\u7d22\u5f15\u64ce\uff0c\u4f60\u641c\u5565\u5b83\u7ed9\u5565\u3002<\/li>\n\n\n\n<li><strong>Advanced RAG\uff08\u8fdb\u9636\u9636\u6bb5\uff09<\/strong>\uff1a\u5f15\u5165\u4e86\u5411\u91cf\u641c\u7d22\uff0c\u80fd\u7406\u89e3\u8bed\u4e49\u4e86\uff0c\u641c\u7d22\u7ed3\u679c\u66f4\u51c6\u4e86\u70b9\u3002<\/li>\n\n\n\n<li><strong>Modular RAG\uff08\u6a21\u5757\u5316\u9636\u6bb5\uff09<\/strong>\uff1a\u7cfb\u7edf\u8bbe\u8ba1\u66f4\u7075\u6d3b\uff0c\u50cf\u642d\u79ef\u6728\u4e00\u6837\uff0c\u53ef\u4ee5\u6362\u4e0d\u540c\u7684\u6a21\u5757\u3002<\/li>\n\n\n\n<li><strong>Graph RAG\uff08\u56fe\u8c31\u9636\u6bb5\uff09<\/strong>\uff1a\u52a0\u5165\u4e86\u77e5\u8bc6\u56fe\u8c31\uff0cAI\u5f00\u59cb\u80fd\u7406\u89e3\u4e8b\u7269\u4e4b\u95f4\u7684\u590d\u6742\u5173\u7cfb\uff0c\u800c\u4e0d\u53ea\u662f\u96f6\u6563\u7684\u77e5\u8bc6\u70b9\u3002<\/li>\n\n\n\n<li><strong>Agentic RAG\uff08\u4ee3\u7406\u9636\u6bb5\uff09<\/strong>\uff1a\u8d28\u53d8\u6765\u4e86\uff01AI\u88ab\u6ce8\u5165\u4e86\u201c\u4ee3\u7406\u601d\u7ef4\u201d\uff0c\u80fd\u81ea\u4e3b\u51b3\u7b56\u3001\u89c4\u5212\u4efb\u52a1\uff0c\u771f\u6b63\u5f00\u59cb\u201c\u601d\u8003\u201d\u4e86\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u770b\uff0c\u8fd9\u4e2a\u8fdb\u5316\u8f68\u8ff9\uff0c\u5176\u5b9e\u5c31\u662fAI\u4ece\u201c\u77e5\u9053\u5f97\u591a\u201d\u5230\u201c\u60f3\u5f97\u6df1\u201d\u7684\u8f6c\u53d8\uff0c\u8d8a\u6765\u8d8a\u50cf\u4eba\u8111\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u52a8\u771f\u683c\u4e86\uff1a\u8fd98\u4e2a\u884c\u4e1a\u6b63\u5728\u88ab\u6084\u6084\u6539\u53d8<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6280\u672f\u518d\u725b\uff0c\u4e5f\u5f97\u770b\u7597\u6548\u3002Agentic RAG\u5df2\u7ecf\u4e0d\u662fPPT\u6982\u5ff5\u4e86\uff0c\u5b83\u5df2\u7ecf\u5728\u4e0d\u5c11\u884c\u4e1a\u201c\u52a8\u771f\u683c\u201d\u7684\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u533b\u7597\u5065\u5eb7<\/strong>\uff1aAI\u4ee3\u7406\u4e0d\u518d\u53ea\u662f\u67e5\u6587\u732e\uff0c\u800c\u662f\u80fd\u7ed3\u5408\u75c5\u4eba\u60c5\u51b5\u3001\u6700\u65b0\u7814\u7a76\uff0c\u7ed9\u533b\u751f\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u6cbb\u7597\u5efa\u8bae\u3002\u5c24\u5176\u5728\u764c\u75c7\u8fd9\u79cd\u590d\u6742\u75be\u75c5\u4e0a\uff0c\u4ef7\u503c\u5de8\u5927\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91d1\u878d\u5206\u6790<\/strong>\uff1a\u534e\u5c14\u8857\u7684\u57fa\u91d1\u7ecf\u7406\u4eec\u5df2\u7ecf\u5f00\u59cb\u7528\u4e86\u3002\u8ba9AI\u4ee3\u7406\u53bb\u5206\u6790\u6d77\u91cf\u5e02\u573a\u6570\u636e\u3001\u9884\u6d4b\u98ce\u9669\u3001\u8c03\u6574\u7b56\u7565\uff0c\u6bd4\u4eba\u5feb\u8fd8\u4e0d\u77e5\u75b2\u5377\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f01\u4e1a\u5ba2\u670d<\/strong>\uff1a\u4f60\u7684\u5ba2\u670d\u5bf9\u624b\u53ef\u80fd\u4e0d\u518d\u662f\u4eba\u4e86\u3002\u667a\u80fd\u5ba2\u670d\u80fd\u7406\u89e3\u4f60\u7684\u60c5\u7eea\uff0c\u7ffb\u770b\u4f60\u7684\u5386\u53f2\u8bb0\u5f55\uff0c\u7ed9\u4f60\u63d0\u4f9b\u4e13\u5c5e\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u4e0d\u53ea\u662f\u91cd\u590d\u201c\u8bf7\u95ee\u6709\u4ec0\u4e48\u53ef\u4ee5\u5e2e\u60a8\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e2a\u6027\u5316\u6559\u80b2<\/strong>\uff1a\u5343\u4eba\u5343\u9762\u7684\u6559\u80b2\u771f\u6709\u53ef\u80fd\u5b9e\u73b0\u4e86\u3002AI\u80fd\u7ed9\u6bcf\u4e2a\u5b66\u751f\u5b9a\u5236\u5b66\u4e60\u8ba1\u5212\uff0c\u8fd8\u80fd\u9884\u6d4b\u4f60\u54ea\u91cc\u4f1a\u5b66\u4e0d\u61c2\uff0c\u63d0\u524d\u7ed9\u4f60\u201c\u5f00\u5c0f\u7076\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9664\u6b64\u4e4b\u5916\uff0c\u50cf<strong>\u6cd5\u5f8b\u670d\u52a1\u3001\u5e02\u573a\u7814\u7a76\u3001\u5de5\u4e1a\u8bbe\u8ba1\u3001\u516c\u5171\u5b89\u5168<\/strong>\u8fd9\u4e9b\u9886\u57df\uff0cAgentic RAG\u4e5f\u90fd\u5728\u201c\u4e0a\u5c97\u201d\u4e86\uff0c\u4f20\u7edf\u7684\u5de5\u4f5c\u6a21\u5f0f\u6b63\u5728\u88ab\u4e00\u70b9\u70b9\u98a0\u8986\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u786c\u5e01\u7684\u53e6\u4e00\u9762\uff1a\u6211\u4eec\u8be5\u62c5\u5fc3\u4ec0\u4e48\uff1f<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7136\uff0c\u8fd9\u4e48\u5f3a\u5927\u7684\u6280\u672f\uff0c\u80af\u5b9a\u4e0d\u662f\u53ea\u6709\u597d\u5904\u6ca1\u6709\u98ce\u9669\u3002\u5c31\u50cf\u4e00\u679a\u786c\u5e01\u7684\u4e24\u9762\uff0cAgentic RAG\u4e5f\u6709\u5b83\u7684\u201c\u9634\u5f71\u9762\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u51b3\u7b56\u201c\u9ed1\u7bb1\u201d<\/strong>\uff1aAI\u81ea\u5df1\u505a\u4e86\u51b3\u5b9a\uff0c\u4f46\u6211\u4eec\u4e0d\u77e5\u9053\u5b83\u548b\u60f3\u7684\u3002\u4e07\u4e00\u5728\u533b\u7597\u3001\u91d1\u878d\u8fd9\u79cd\u9ad8\u98ce\u9669\u9886\u57df\uff0c\u5b83\u201c\u60f3\u9519\u4e86\u201d\u600e\u4e48\u529e\uff1f\u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u900f\u660e\uff0c\u5c31\u95ee\u4f60\u6015\u4e0d\u6015\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u77e5\u8bc6\u8fb9\u754c<\/strong>\uff1a\u867d\u7136Agentic 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