{"id":519,"date":"2025-07-06T15:16:31","date_gmt":"2025-07-06T07:16:31","guid":{"rendered":"https:\/\/www.agidt.com\/?p=519"},"modified":"2025-07-25T17:39:02","modified_gmt":"2025-07-25T09:39:02","slug":"ai%e6%a6%82%e5%bf%b5%e8%a7%a3%e6%9e%90%ef%bc%9a%e4%bb%8e%e5%85%a5%e9%97%a8%e5%88%b0%e7%b2%be%e9%80%9a%e7%9a%8436%e4%b8%aa%e5%85%b3%e9%94%ae%e6%9c%af%e8%af%ad%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/www.agidt.com\/?p=519","title":{"rendered":"AI\u6982\u5ff5\u89e3\u6790\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a\u768436\u4e2a\u5173\u952e\u672f\u8bed\u6307\u5357"},"content":{"rendered":"\n<p>\u968f\u7740AI\u7684\u666e\u53ca\u548c\u5feb\u901f\u53d1\u5c55\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u5f00\u59cb\u5173\u6ce8AI\uff0c\u4f46\u662f\u6df1\u5965\u6666\u6da9\u7684\u4e13\u4e1a\u672f\u8bed\uff0c\u8ba9\u5f88\u591a\u4eba\u671b\u800c\u5374\u6b65\uff0c\u751a\u81f3\u5bf9\u4e8e\u4eba\u4eec\u5e94\u7528AI\u4ea7\u751f\u4e86\u4e00\u5b9a\u56f0\u96be\u3002\u56e0\u6b64\uff0c\u793e\u533a\u51b3\u5b9a\u5bf9AI\u9886\u57df\u7684\u70ed\u70b9\u6982\u5ff5\u548c\u4e13\u4e1a\u672f\u8bed\u8fdb\u884c\u89e3\u8bfb\uff0c\u5e76\u914d\u5907\u76f8\u5e94\u56fe\u8868\u4ee5\u4fbf\u4e8e\u5927\u5bb6\u66f4\u5f62\u8c61\u7684\u7406\u89e3\u3002\u6211\u4eec\u5c06\u4ece\u4e03\u5927\u65b9\u9762\u8fdb\u884c\u6df1\u5ea6\u89e3\u8bfb\uff0c\u65b9\u4fbf\u5927\u5bb6\u80fd\u591f\u66f4\u597d\u7684\u8fdb\u5165\u8be5\u9886\u57df\u5b66\u4e60\u548c\u5e94\u7528\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u57fa\u7840\u6982\u5ff5<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>1. \u4eba\u5de5\u667a\u80fd\uff08AI\uff09<\/strong><\/h3>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u662f\u8ba1\u7b97\u673a\u79d1\u5b66\uff08CS\uff09\u7684\u4e00\u4e2a\u5206\u652f\uff0c\u4e3b\u8981\u76ee\u7684\u662f\u8bbe\u8ba1\u5f00\u53d1\u80fd\u591f\u6267\u884c\u4eba\u7c7b\u667a\u80fd\u624d\u80fd\u5b8c\u6210\u7684\u4efb\u52a1\u7cfb\u7edf\u3002\u8fd9\u4e9b\u7cfb\u7edf\u80fd\u591f\u611f\u77e5\u73af\u5883\u53d8\u5316\u3001\u5904\u7406\u6570\u636e\u3001\u5b66\u4e60\u89c4\u5f8b\u3001\u505a\u51fa\u51b3\u7b56\u5e76\u89e3\u51b3\u95ee\u9898\u3002\u73b0\u4ee3AI\u7cfb\u7edf\u6db5\u76d6\u4e86\u4ece\u57fa\u4e8e\u89c4\u5219\u7684\u4e13\u5bb6\u7cfb\u7edf\u5230\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u795e\u7ecf\u7f51\u7edc\u7b49\u591a\u79cd\u6280\u672f\u3002AI\u7684\u6838\u5fc3\u76ee\u6807\u662f\u5f00\u53d1\u51fa\u80fd\u591f\u5728\u590d\u6742\u73af\u5883\u4e2d\u81ea\u4e3b\u8fd0\u884c\u5e76\u4ea7\u751f\u6709\u4ef7\u503c\u7ed3\u679c\u7684\u667a\u80fd\u7cfb\u7edf\uff0c\u80fd\u591f\u5927\u5e45\u63d0\u5347\u5de5\u4f5c\u6548\u7387\uff0c\u751a\u81f3\u8131\u79bb\u4eba\u7c7b\u534f\u52a9\u72ec\u7acb\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"645\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/1-1024x645.png\" alt=\"\" class=\"wp-image-529\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/1-1024x645.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/1-768x484.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/1.png 1347w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>2. \u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09<\/strong><\/h3>\n\n\n\n<p>\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u662fAI\u53d1\u5c55\u7684\u6700\u7ec8\u76ee\u6807\u3002\u6240\u8c13\u7684\u901a\u7528\uff0c\u662f\u6307\u5177\u5907\u4e0e\u4eba\u7c7b\u76f8\u8fd1\u6216\u8d85\u8d8a\u4eba\u7c7b\u667a\u80fd\uff0c\u5e76\u4e14\u5177\u5907\u8de8\u8d8a\u5404\u9886\u57df\u5b66\u4e60\u548c\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684\u80fd\u529b\u3002AGI\u7cfb\u7edf\u5177\u5907\u5168\u9762\u601d\u8003\u548c\u5b66\u4e60\u80fd\u529b\uff0c\u80fd\u591f\u7406\u89e3\u62bd\u8c61\u6982\u5ff5\u3001\u8fdb\u884c\u521b\u9020\u6027\u601d\u7ef4\u3001\u9002\u5e94\u65b0\u73af\u5883\u5e76\u5904\u7406\u672a\u66fe\u9047\u5230\u7684\u4efb\u52a1\u3002\u4e0e\u5f53\u524d\u7684\u4e13\u7528AI\u7cfb\u7edf\u4e0d\u540c\uff0cAGI\u4e0d\u5c40\u9650\u4e8e\u7279\u5b9a\u9886\u57df\uff0c\u800c\u662f\u5177\u5907\u5e7f\u6cdb\u7684\u8ba4\u77e5\u7075\u6d3b\u6027\u548c\u5b66\u4e60\u9002\u5e94\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"639\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/2-1024x639.png\" alt=\"\" class=\"wp-image-530\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/2-1024x639.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/2-768x479.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/2.png 1507w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>3. \u590d\u6742\u7cfb\u7edf\uff08Complex Systems\uff09<\/strong><\/h3>\n\n\n\n<p>\u590d\u6742\u7cfb\u7edf\u662f\u7531\u4f17\u591a\u76f8\u4e92\u5173\u8054\u7684\u7ec4\u4ef6\u6784\u6210\u7684\u7cfb\u7edf\uff0c\u5176\u6574\u4f53\u884c\u4e3a\u65e0\u6cd5\u7b80\u5355\u5730\u4ece\u4e2a\u522b\u7ec4\u4ef6\u7684\u5c5e\u6027\u4e2d\u63a8\u5bfc\u51fa\u6765\u3002\u5728AI\u9886\u57df\uff0c\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u5c31\u662f\u5178\u578b\u7684\u590d\u6742\u7cfb\u7edf\u3002\u8fd9\u4e9b\u7cfb\u7edf\u5305\u542b\u6570\u5341\u4ebf\u4e2a\u53c2\u6570\u8282\u70b9\uff0c\u901a\u8fc7\u590d\u6742\u7684\u975e\u7ebf\u6027\u4ea4\u4e92\u4ea7\u751f\u667a\u80fd\u884c\u4e3a\u3002\u590d\u6742\u7cfb\u7edf\u7684\u4e00\u4e2a\u5173\u952e\u7279\u5f81\u662f\u975e\u7ebf\u6027\u7684\uff0c\u901a\u4fd7\u6765\u8bb2\u5c31\u662f\u7cfb\u7edf\u5185\u90e8\u7ec4\u4ef6\u662f\u591a\u56e0\u7d20\u5f71\u54cd\uff0c\u5e76\u975e\u4f20\u7edf\u610f\u4e49\u4e0a\u7684\u5355\u4e00\u7ebf\u6027\u5f71\u54cd\uff0c\u5373\u5fae\u5c0f\u7684\u8f93\u5165\u53d8\u5316\u53ef\u80fd\u5bfc\u81f4\u663e\u8457\u7684\u8f93\u51fa\u5dee\u5f02\u3002\u73b0\u5b9e\u751f\u6d3b\u4e2d\u7684\u4ea4\u901a\u7cfb\u7edf\u3001\u4e92\u8054\u7f51\u3001\u91d1\u878d\u5e02\u573a\u3001\u751f\u6001\u7cfb\u7edf\u3001\u4eba\u4f53\u3001\u5929\u6c14\u7b49\u90fd\u5c5e\u4e8e\u590d\u6742\u7cfb\u7edf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"662\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/3-1024x662.png\" alt=\"\" class=\"wp-image-531\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/3-1024x662.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/3-768x497.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/3.png 1470w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>4. \u6d8c\u73b0\u80fd\u529b\uff08Emergent Abilities\uff09<\/strong><\/h3>\n\n\n\n<p>\u6d8c\u73b0\u80fd\u529b\u662f\u6307\u5728AI\u6a21\u578b\u89c4\u6a21\u8fbe\u5230\u7279\u5b9a\u9608\u503c\u540e\u7a81\u7136\u663e\u73b0\u51fa\u6765\u7684\u65b0\u7684\u80fd\u529b\uff0c\u8fd9\u4e9b\u80fd\u529b\u5728\u8f83\u5c0f\u89c4\u6a21\u7684\u6a21\u578b\u4e2d\u65e0\u6cd5\u89c2\u5bdf\u5230\u6216\u9884\u6d4b\u3002\u5f53\u6a21\u578b\u53c2\u6570\u91cf\u3001\u8bad\u7ec3\u6570\u636e\u91cf\u6216\u8ba1\u7b97\u91cf\u8d85\u8fc7\u67d0\u4e2a\u4e34\u754c\u70b9\u65f6\uff0c\u6a21\u578b\u4f1a\u7a81\u7136\u5c55\u73b0\u51fa\u65b0\u7684\u8ba4\u77e5\u80fd\u529b\uff0c\u5982\u591a\u6b65\u63a8\u7406\u3001\u4ee3\u7801\u7406\u89e3\u3001\u521b\u610f\u5199\u4f5c\u7b49\u3002\u8fd9\u79cd\u73b0\u8c61\u8868\u660eAI\u80fd\u529b\u7684\u53d1\u5c55\u5e76\u975e\u7ebf\u6027\u589e\u957f\uff0c\u800c\u662f\u5b58\u5728\u8d28\u7684\u98de\u8dc3\u8282\u70b9\u3002\u6d8c\u73b0\u5e76\u975eAI\u72ec\u6709\u7684\u73b0\u8c61\uff0c\u800c\u662f\u81ea\u7136\u754c\u666e\u904d\u5b58\u5728\u7684\u89c4\u5f8b\u3002\u5f53\u67d0\u4e00\u7269\u8d28\u8fbe\u5230\u4e00\u5b9a\u89c4\u6a21\u540e\uff0c\u4f1a\u6d8c\u73b0\u51fa\u5355\u4e00\u7269\u8d28\u4e0d\u5177\u5907\u7684\u65b0\u80fd\u529b\uff0c\u8fd9\u4e00\u73b0\u8c61\u88ab\u79f0\u4e3a\u6d8c\u73b0\u73b0\u8c61\u3002\u800c\u6b64\u8f6eAI\u98de\u8dc3\u53d1\u5c55\u7684\u6838\u5fc3\u56e0\u7d20\uff0c\u5c31\u662f\u5bf9\u4e8e\u6d8c\u73b0\u89c4\u5f8b\u7684\u6df1\u5165\u7406\u89e3\u800c\u63a8\u52a8\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"691\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/4-1024x691.png\" alt=\"\" class=\"wp-image-532\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/4-1024x691.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/4-768x518.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/4.png 1431w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>5. \u4e16\u754c\u6a21\u578b\uff08World Models\uff09<\/strong><\/h3>\n\n\n\n<p>\u4e16\u754c\u6a21\u578b\u662fAI\u7cfb\u7edf\u5bf9\u73b0\u5b9e\u4e16\u754c\u8fd0\u4f5c\u673a\u5236\u7684\u5185\u5728\u7406\u89e3\u3002AI\u5927\u6a21\u578b\u901a\u8fc7\u8bad\u7ec3\u8fc7\u7a0b\u6784\u5efa\u4e86\u5bf9\u7269\u7406\u5b9a\u5f8b\u3001\u793e\u4f1a\u89c4\u8303\u3001\u56e0\u679c\u5173\u7cfb\u3001\u65f6\u95f4\u5e8f\u5217\u7b49\u73b0\u5b9e\u4e16\u754c\u89c4\u5f8b\u7684\u5185\u5728\u6a21\u578b\u3002\u8fd9\u79cd\u4e16\u754c\u77e5\u8bc6\u4f7f\u6a21\u578b\u80fd\u591f\u8fdb\u884c\u5408\u7406\u7684\u63a8\u7406\u3001\u9884\u6d4b\u672a\u6765\u72b6\u6001\u3001\u7406\u89e3\u4e0a\u4e0b\u6587\u5173\u7cfb\u5e76\u751f\u6210\u7b26\u5408\u73b0\u5b9e\u903b\u8f91\u7684\u5185\u5bb9\u3002\u5f53\u7136\uff0c\u4e16\u754c\u6a21\u578b\u76ee\u524d\u662f\u4e00\u79cd\u7406\u60f3\uff0c\u76ee\u524d\u5e76\u672a\u6709\u975e\u5e38\u6e05\u6670\u7684\u8def\u7ebf\u548c\u65b9\u6cd5\u6765\u5b9e\u73b0\u3002\u76ee\u524d\u7684AI\u7cfb\u7edf\uff0c\u53ea\u662f\u901a\u8fc7\u6587\u5b57\u56fe\u7247\u89c6\u9891\u8bed\u97f3\u7b49\u4fe1\u606f\u6765\u7406\u89e3\u4e16\u754c\uff0c\u8fd9\u79cd\u7406\u89e3\u53ea\u662f\u901a\u8fc7Token\u5173\u8054\u6982\u7387\u6a21\u62df\u4eba\u7c7b\u601d\u7ef4\u800c\u5df2\uff0c\u8ddd\u79bb\u4e16\u754c\u6a21\u578b\u975e\u5e38\u9065\u8fdc\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"661\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/5-1024x661.png\" alt=\"\" class=\"wp-image-533\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/5-1024x661.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/5-768x495.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/5.png 1488w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>6. \u57fa\u7840\u6a21\u578b\uff08Foundation Model\uff09<\/strong><\/h3>\n\n\n\n<p>\u57fa\u7840\u6a21\u578b\u662f\u5728\u5927\u89c4\u6a21\u591a\u6837\u5316\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u7684\u901a\u7528AI\u6a21\u578b\uff0c\u4e3a\u540e\u7eed\u7684\u7279\u5b9a\u4efb\u52a1\u5e94\u7528\u63d0\u4f9b\u5f3a\u5927\u7684\u57fa\u7840\u80fd\u529b\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u65e0\u76d1\u7763\u5b66\u4e60\u83b7\u5f97\u4e86\u5e7f\u6cdb\u7684\u8bed\u8a00\u7406\u89e3\u3001\u77e5\u8bc6\u8868\u793a\u548c\u63a8\u7406\u80fd\u529b\uff0c\u53ef\u4ee5\u901a\u8fc7\u5fae\u8c03\u3001\u63d0\u793a\u5de5\u7a0b\u7b49\u65b9\u5f0f\u9002\u914d\u5230\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f\u4e2d\u3002\u57fa\u7840\u6a21\u578b\u7684\u51fa\u73b0\u6807\u5fd7\u7740AI\u5f00\u53d1\u8303\u5f0f\u4ece\u4efb\u52a1\u7279\u5b9a\u6a21\u578b\u5411\u901a\u7528\u80fd\u529b\u5e73\u53f0\u7684\u8f6c\u53d8\u3002\u57fa\u7840\u6a21\u578b\u5b9e\u9645\u4e0a\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u662f\u6307\u7684\u76f8\u540c\u6982\u5ff5\uff0c\u53ea\u4e0d\u8fc7\u89d2\u8272\u4eba\u7269\u548c\u4fa7\u91cd\u70b9\u4e0d\u4e00\u6837\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u66f4\u591a\u5f3a\u8c03\u7684\u662f\u53c2\u6570\u8282\u70b9\u6570\u91cf\u5de8\u5927\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"654\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/6-1024x654.png\" alt=\"\" class=\"wp-image-534\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/6-1024x654.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/6-768x490.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/6-1536x981.png 1536w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/6.png 1707w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u6a21\u578b\u67b6\u6784<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>7. \u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09<\/strong><\/h3>\n\n\n\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u82f1\u6587\u5168\u79f0Large Language Model\uff0c\u7b80\u79f0LLM\u3002\u662f\u6307\u53c2\u6570\u89c4\u6a21\u901a\u5e38\u5728\u6570\u5341\u4ebf\u5230\u6570\u4e07\u4ebf\u4e4b\u95f4\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u7406\u89e3\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\u3002\u76ee\u524d\u4e5f\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u70ed\u95e8\u7684AI\uff0c\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u5206\u6790\u6d77\u91cf\u6587\u672c\u6570\u636e\u4e2d\u7684\u7edf\u8ba1\u6a21\u5f0f\u548c\u8bed\u4e49\u5173\u7cfb\uff0c\u5b66\u4f1a\u4e86\u8bed\u8a00\u7684\u8bed\u6cd5\u7ed3\u6784\u3001\u8bed\u4e49\u5185\u5bb9\u548c\u8bed\u7528\u89c4\u5219\u3002LLM\u7684\u6838\u5fc3\u80fd\u529b\u5305\u62ec\u6587\u672c\u7406\u89e3\u3001\u5185\u5bb9\u751f\u6210\u3001\u8bed\u8a00\u7ffb\u8bd1\u3001\u95ee\u7b54\u5bf9\u8bdd\u548c\u4ee3\u7801\u7f16\u5199\u7b49\uff0c\u4ee3\u8868\u4e86\u5f53\u524d\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u7684\u6700\u9ad8\u6c34\u5e73\u3002\u76ee\u524d\u5177\u6709\u4ee3\u8868\u6027\u7684\u5927\u6a21\u578b\u5305\u62ecGPT-4\uff0cClaude-4\uff0cGemini-2.5\u7b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"772\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/7-1024x772.png\" alt=\"\" class=\"wp-image-535\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/7-1024x772.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/7-768x579.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/7.png 1389w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>8. Transformer\u67b6\u6784<\/strong><\/h3>\n\n\n\n<p>Transformer\u6700\u65e9\u7531\u8c37\u6b4c\u4e8e2017\u5e74\u5728\u300aAttention Is All You Need\u300b\u8bba\u6587\u63d0\u51fa\uff0c\u5e76\u4e14\u8fc5\u901f\u6210\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u7684\u6807\u914d\uff0c\u4e5f\u662f\u73b0\u4eca\u6240\u6709\u5927\u6a21\u578b\u7684\u6838\u5fc3\u67b6\u6784\u3002\u5176\u9769\u547d\u6027\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5f7b\u5e95\u6539\u53d8\u4e86\u5e8f\u5217\u5efa\u6a21\u7684\u65b9\u6cd5\u3002\u4e0e\u4f20\u7edf\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u4e0d\u540c\uff0cTransformer\u80fd\u591f\u5e76\u884c\u5904\u7406\u5e8f\u5217\u4e2d\u7684\u6240\u6709\u4f4d\u7f6e\uff0c\u901a\u8fc7\u6ce8\u610f\u529b\u6743\u91cd\u77e9\u9635\u6355\u83b7\u4efb\u610f\u8ddd\u79bb\u7684\u4f9d\u8d56\u5173\u7cfb\u3002\u8fd9\u79cd\u67b6\u6784\u8bbe\u8ba1\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u8bad\u7ec3\u6548\u7387\uff0c\u8fd8\u663e\u8457\u589e\u5f3a\u4e86\u6a21\u578b\u5bf9\u957f\u5e8f\u5217\u548c\u590d\u6742\u4f9d\u8d56\u5173\u7cfb\u7684\u5efa\u6a21\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"890\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/8-1024x890.png\" alt=\"\" class=\"wp-image-536\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/8-1024x890.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/8-768x667.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/8.png 1365w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>9. \u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09<\/strong><\/h3>\n\n\n\n<p>\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff0c\u662f\u4e00\u79cd\u80fd\u591f\u5728\u4fdd\u6301\u8ba1\u7b97\u6548\u7387\u7684\u540c\u65f6\uff0c\u5927\u5e45\u589e\u52a0\u6a21\u578b\u51c6\u786e\u7387\u7684\u67b6\u6784\u8bbe\u8ba1\u3002\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u5305\u542b\u591a\u4e2a\u4e13\u95e8\u5316\u7684\u5b50\u7f51\u7edc\uff08\u4e13\u5bb6\uff09\u548c\u95e8\u63a7\u7f51\u7edc\uff0c\u5728\u5904\u7406\u4efb\u4f55\u7528\u6237\u8f93\u5165\u65f6\u53ea\u6fc0\u6d3b\u5176\u4e2d\u4e00\u90e8\u5206\u4e13\u5bb6\uff0c\u4e5f\u5c31\u662f\u901a\u8fc7\u95e8\u63a7\u7f51\u7edc\u5c06\u4efb\u52a1\u5206\u89e3\u540e\uff0c\u6fc0\u6d3b\u90e8\u5206\u7279\u5b9a\u4e13\u5bb6\u5b8c\u6210\u4efb\u52a1\u3002\u901a\u8fc7\u8fd9\u79cd\u7a00\u758f\u6fc0\u6d3b\u7b56\u7565\uff0c\u65e2\u786e\u4fdd\u4e86\u4efb\u52a1\u7684\u7cbe\u51c6\u6027\uff0c\u53c8\u63d0\u5347\u4e86\u4efb\u52a1\u5b8c\u6210\u6548\u7387\uff0cMoE\u6a21\u578b\u80fd\u591f\u62e5\u6709\u6570\u4e07\u4ebf\u53c2\u6570\u7684\u7406\u8bba\u5bb9\u91cf\uff0c\u4f46\u5b9e\u9645\u8ba1\u7b97\u6210\u672c\u4ec5\u76f8\u5f53\u4e8e\u6fc0\u6d3b\u4e13\u5bb6\u7684\u603b\u548c\uff0c\u5b9e\u73b0\u4e86\u53c2\u6570\u89c4\u6a21\u4e0e\u8ba1\u7b97\u6548\u7387\u7684\u5e73\u8861\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1366\" height=\"1186\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/9-1024x889.png\" alt=\"\" class=\"wp-image-537\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/9-1024x889.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/9-768x667.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/9.png 1366w\" sizes=\"auto, (max-width: 1366px) 100vw, 1366px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>10. \u6269\u6563\u6a21\u578b\uff08Diffusion Model\uff09<\/strong><\/h3>\n\n\n\n<p>\u6269\u6563\u6a21\u578b\u662f\u4e00\u7c7b\u751f\u6210\u5f0fAI\u6a21\u578b\uff0c\u5728\u56fe\u50cf\u548c\u97f3\u89c6\u9891\u9886\u57df\u5e7f\u6cdb\u5e94\u7528\uff0c\u901a\u8fc7\u6a21\u62df\u6570\u636e\u7684\u566a\u58f0\u6269\u6563\u8fc7\u7a0b\u6765\u5b66\u4e60\u6570\u636e\u5206\u5e03\uff0c\u7b80\u5355\u8bf4\u5c31\u662f\u6a21\u578b\u6839\u636e\u7528\u6237\u8f93\u5165\uff0c\u5c06\u6570\u636e\u4ece\u65e0\u5230\u6709\uff0c\u4ece\u65e0\u5e8f\u5230\u6709\u5e8f\u7684\u5b8c\u6210\u7279\u5b9a\u56fe\u50cf\u6216\u97f3\u89c6\u9891\u751f\u6210\u4efb\u52a1\u3002\u8bad\u7ec3\u9636\u6bb5\uff0c\u6a21\u578b\u5b66\u4e60\u5982\u4f55\u5c06\u566a\u58f0\u9010\u6b65\u6dfb\u52a0\u5230\u539f\u59cb\u6570\u636e\u4e2d\uff1b\u751f\u6210\u9636\u6bb5\uff0c\u6a21\u578b\u4ece\u968f\u673a\u566a\u58f0\u5f00\u59cb\uff0c\u901a\u8fc7\u9006\u5411\u6269\u6563\u8fc7\u7a0b\u9010\u6b65\u53bb\u9664\u566a\u58f0\uff0c\u6700\u7ec8\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u6837\u672c\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u56fe\u50cf\u751f\u6210\u3001\u97f3\u9891\u5408\u6210\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u5353\u8d8a\u7684\u6548\u679c\uff0c\u751f\u6210\u5185\u5bb9\u7684\u8d28\u91cf\u548c\u591a\u6837\u6027\u90fd\u8fbe\u5230\u4e86\u524d\u6240\u672a\u6709\u7684\u6c34\u5e73\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"894\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/10-1024x894.png\" alt=\"\" class=\"wp-image-538\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/10-1024x894.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/10-768x670.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/10.png 1330w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u5173\u952e\u6280\u672f<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>11. \u81ea\u6ce8\u610f\u529b\u673a\u5236\uff08Self-Attention\uff09<\/strong><\/h3>\n\n\n\n<p>\u81ea\u6ce8\u610f\u529b\u673a\u5236\u662f\u5927\u6a21\u578bTransformer\u67b6\u6784\u7684\u6838\u5fc3\u7ec4\u4ef6\uff0c\u5b83\u53ef\u4ee5\u4f7f\u6a21\u578b\u5728\u5904\u7406\u5e8f\u5217\u65f6\u540c\u65f6\u5173\u6ce8\u5230\u5e8f\u5217\u4e2d\u7684\u6240\u6709\u4f4d\u7f6e\u3002\u901a\u8fc7\u8ba1\u7b97\u67e5\u8be2\u5411\u91cf\u3001\u952e\u5411\u91cf\u548c\u503c\u5411\u91cf\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u5206\u6570\uff0c\u52a8\u6001\u5206\u914d\u6ce8\u610f\u529b\u6743\u91cd\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u8bc6\u522b\u548c\u5229\u7528\u5e8f\u5217\u4e2d\u7684\u91cd\u8981\u4fe1\u606f\u548c\u4f9d\u8d56\u5173\u7cfb\u3002\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u5e76\u884c\u5316\u7279\u6027\u548c\u5168\u5c40\u89c6\u91ce\u4f7f\u5176\u5728\u5904\u7406\u957f\u5e8f\u5217\u548c\u590d\u6742\u8bed\u8a00\u7ed3\u6784\u65f6\u8868\u73b0\u51fa\u8272\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08\u5982\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u6458\u8981\uff09\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u7b49\u9886\u57df\u5e7f\u6cdb\u5e94\u7528\uff0c\u5927\u5e45\u63d0\u5347\u4e86AI\u667a\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"950\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/11-1024x950.png\" alt=\"\" class=\"wp-image-541\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/11-1024x950.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/11-768x713.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/11.png 1264w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>12. \u8bcd\u5d4c\u5165\uff08Word Embeddings\uff09<\/strong><\/h3>\n\n\n\n<p>\u8bcd\u5d4c\u5165\uff08Word Embedding\uff09\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4e2d\u7684\u4e00\u9879\u5173\u952e\u6280\u672f\uff0c\u5b83\u5c06\u8bcd\u6c47\u8868\u4e2d\u7684\u8bcd\u8bed\u6620\u5c04\u5230\u4f4e\u7ef4\u3001\u7a20\u5bc6\u7684\u5b9e\u6570\u5411\u91cf\u7a7a\u95f4\u3002\u5176\u6838\u5fc3\u601d\u60f3\u662f\u8ba9\u8bed\u4e49\u76f8\u8fd1\u7684\u8bcd\u5728\u5411\u91cf\u7a7a\u95f4\u4e2d\u4e5f\u76f8\u4e92\u9760\u8fd1\u3002\u901a\u8fc7\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u8bed\u4e49\u76f8\u8fd1\u7684\u8bcd\u6c47\u5728\u5411\u91cf\u7a7a\u95f4\u4e2d\u7684\u8ddd\u79bb\u4e5f\u4f1a\u76f8\u8fd1\uff0c\u4f7f\u8ba1\u7b97\u673a\u80fd\u591f\u901a\u8fc7\u6570\u5b66\u8fd0\u7b97\u7406\u89e3\u548c\u5904\u7406\u8bed\u8a00\u7684\u8bed\u4e49\u5173\u7cfb\u3002\u5e38\u89c1\u7684\u8bcd\u5d4c\u5165\u6a21\u578b\u5305\u62ecWord2Vec\uff08CBOW\u548cSkip-gram\uff09\u3001GloVe\u548cFastText\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u5206\u6790\u5927\u89c4\u6a21\u6587\u672c\u8bed\u6599\u5e93\u4e2d\u8bcd\u8bed\u7684\u5171\u73b0\u6a21\u5f0f\u6765\u5b66\u4e60\u8bcd\u5411\u91cf\u3002\u8bcd\u5d4c\u5165\u4e3a\u795e\u7ecf\u7f51\u7edc\u5904\u7406\u81ea\u7136\u8bed\u8a00\u63d0\u4f9b\u4e86\u6570\u5b66\u57fa\u7840\uff0c\u662f\u6240\u6709\u73b0\u4ee3\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u7840\u7ec4\u4ef6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"758\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/12-1024x758.png\" alt=\"\" class=\"wp-image-542\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/12-1024x758.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/12-768x568.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/12.png 1455w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>13. Token\u5206\u8bcd\uff08Tokenization\uff09<\/strong><\/h3>\n\n\n\n<p>Token\u5206\u8bcd\uff08Tokenization\uff09\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u7684\u57fa\u7840\u6b65\u9aa4\uff0c\u6307\u5c06\u8fde\u7eed\u7684\u6587\u672c\u5e8f\u5217\u5207\u5206\u6210\u4e00\u7cfb\u5217\u6709\u610f\u4e49\u7684\u5355\u5143\uff0c\u5373\u201cToken\u201d\u3002\u8fd9\u4e9bToken\u53ef\u4ee5\u662f\u8bcd\u8bed\u3001\u5b50\u8bcd\uff08subword\uff0c\u5982\u8bcd\u6839\u3001\u8bcd\u7f00\uff09\u6216\u5355\u4e2a\u5b57\u7b26\uff0c\u5177\u4f53\u7c92\u5ea6\u53d6\u51b3\u4e8e\u5e94\u7528\u9700\u6c42\u548c\u6240\u7528\u7b97\u6cd5\u3002\u73b0\u4ee3\u5206\u8bcd\u7b97\u6cd5\u5982\u5b57\u8282\u5bf9\u7f16\u7801\uff08BPE\uff09\u80fd\u591f\u5728\u8bcd\u6c47\u8868\u5927\u5c0f\u548c\u8868\u793a\u6548\u7387\u4e4b\u95f4\u627e\u5230\u6700\u4f18\u5e73\u8861\uff0c\u6709\u6548\u5904\u7406\u672a\u77e5\u8bcd\u6c47\u3001\u591a\u8bed\u8a00\u6587\u672c\u548c\u7279\u6b8a\u7b26\u53f7\u3002\u5206\u8bcd\u7b56\u7565\u7684\u9009\u62e9\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u7684\u8bad\u7ec3\u6548\u7387\u548c\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"782\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/13-1024x782.png\" alt=\"\" class=\"wp-image-543\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/13-1024x782.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/13-768x587.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/13-1536x1173.png 1536w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/13.png 1575w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>14. \u53c2\u6570\uff08Parameters\uff09<\/strong><\/h3>\n\n\n\n<p>\u53c2\u6570\uff08Parameters\uff09\u5728\u673a\u5668\u5b66\u4e60\u548c\u7edf\u8ba1\u6a21\u578b\u4e2d\uff0c\u662f\u6a21\u578b\u5185\u90e8\u7528\u4e8e\u8fdb\u884c\u9884\u6d4b\u6216\u5206\u7c7b\u7684\u53ef\u5b66\u4e60\u53d8\u91cf\u3002\u5b83\u4eec\u662f\u6a21\u578b\u4ece\u8bad\u7ec3\u6570\u636e\u4e2d\u5b66\u4e60\u5230\u7684\u77e5\u8bc6\u7684\u5177\u4f53\u4f53\u73b0\uff0c\u5176\u503c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u901a\u8fc7\u4f18\u5316\u7b97\u6cd5\uff08\u5982\u68af\u5ea6\u4e0b\u964d\uff09\u4e0d\u65ad\u8c03\u6574\uff0c\u4ee5\u6700\u5c0f\u5316\u6a21\u578b\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u7684\u9884\u6d4b\u8bef\u5dee\uff08\u635f\u5931\u51fd\u6570\uff09\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u8fd9\u4e9b\u53c2\u6570\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u548c\u68af\u5ea6\u4e0b\u964d\u4f18\u5316\u4e0d\u65ad\u8c03\u6574\uff0c\u4ee5\u6700\u5c0f\u5316\u9884\u6d4b\u8bef\u5dee\u548c\u5b9e\u9645\u76ee\u6807\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u53c2\u6570\u7684\u6570\u91cf\u76f4\u63a5\u51b3\u5b9a\u4e86\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\u548c\u5b66\u4e60\u5bb9\u91cf\uff0c\u800c\u53c2\u6570\u7684\u8d28\u91cf\u5219\u51b3\u5b9a\u4e86\u6a21\u578b\u5728\u5177\u4f53\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"776\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/14-1024x776.png\" alt=\"\" class=\"wp-image-544\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/14-1024x776.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/14-768x582.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/14-1536x1164.png 1536w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/14.png 1579w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>15. \u4e0a\u4e0b\u6587\u957f\u5ea6\uff08Context Length\uff09<\/strong><\/h3>\n\n\n\n<p>\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u662f\u6307\u6a21\u578b\u5728\u5355\u6b21\u63a8\u7406\u4e2d\u80fd\u591f\u5904\u7406\u7684\u6700\u5927token\u6570\u91cf\uff0c\u8fd9\u4e2a\u9650\u5236\u51b3\u5b9a\u4e86\u6a21\u578b\u80fd\u591f&#8221;\u8bb0\u4f4f&#8221;\u548c\u5229\u7528\u7684\u4fe1\u606f\u8303\u56f4\u3002\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u5141\u8bb8\u6a21\u578b\u5904\u7406\u66f4\u590d\u6742\u7684\u4efb\u52a1\uff0c\u5982\u957f\u6587\u6863\u5206\u6790\u3001\u591a\u8f6e\u5bf9\u8bdd\u8bb0\u5fc6\u548c\u590d\u6742\u63a8\u7406\u94fe\u3002\u4e0a\u4e0b\u6587\u957f\u5ea6\u662f\u6a21\u578b\u67b6\u6784\u7684\u5173\u952e\u53c2\u6570\uff0c\u76f4\u63a5\u5f71\u54cd\u5176\u7406\u89e3\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\u3001\u5904\u7406\u590d\u6742\u6307\u4ee4\u3001\u751f\u6210\u8fde\u8d2f\u957f\u6587\u672c\u7684\u80fd\u529b\u3002\u8f83\u957f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5141\u8bb8\u6a21\u578b\u6355\u6349\u66f4\u5e7f\u6cdb\u7684\u8bed\u5883\uff0c\u4f46\u4e5f\u901a\u5e38\u610f\u5473\u7740\u66f4\u9ad8\u7684\u8ba1\u7b97\u6210\u672c\u548c\u5185\u5b58\u9700\u6c42\u3002\u56e0\u6b64\uff0c\u6269\u5c55\u4e0a\u4e0b\u6587\u957f\u5ea6\u662f\u5f53\u524d\u6a21\u578b\u7814\u7a76\u7684\u91cd\u8981\u65b9\u5411\u4e4b\u4e00\uff0c\u65e8\u5728\u589e\u5f3a\u6a21\u578b\u5904\u7406\u957f\u5e8f\u5217\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"724\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/15-1024x724.png\" alt=\"\" class=\"wp-image-545\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/15-1024x724.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/15-768x543.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/15-1536x1086.png 1536w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/15.png 1681w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u8bad\u7ec3\u65b9\u6cd5<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>16. \u89c4\u6a21\u6cd5\u5219\uff08Scaling Laws\uff09<\/strong><\/h3>\n\n\n\n<p>\u89c4\u6a21\u6cd5\u5219\u63cf\u8ff0\u4e86\u6a21\u578b\u6027\u80fd\u4e0e\u8bad\u7ec3\u89c4\u6a21\uff08\u5305\u62ec\u53c2\u6570\u6570\u91cf\u3001\u6570\u636e\u96c6\u5927\u5c0f\u548c\u8ba1\u7b97\u8d44\u6e90\uff09\u4e4b\u95f4\u7684\u6570\u5b66\u5173\u7cfb\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u5728\u4e00\u5b9a\u8303\u56f4\u5185\uff0c\u8fd9\u4e9b\u56e0\u7d20\u7684\u589e\u52a0\u80fd\u591f\u4ee5\u53ef\u9884\u6d4b\u7684\u65b9\u5f0f\u63d0\u5347\u6a21\u578b\u6027\u80fd\uff0c\u9075\u5faa\u5e42\u5f8b\u5206\u5e03\u3002\u89c4\u6a21\u6cd5\u5219\u4e3aAI\u7cfb\u7edf\u7684\u8bbe\u8ba1\u548c\u8d44\u6e90\u914d\u7f6e\u63d0\u4f9b\u4e86\u79d1\u5b66\u4f9d\u636e\uff0c\u6307\u5bfc\u4e86\u5927\u6a21\u578b\u53d1\u5c55\u7684\u6280\u672f\u8def\u7ebf\u548c\u6295\u8d44\u51b3\u7b56\u3002Scalling Laws\u5e76\u975e\u8ba1\u7b97\u673a\u9886\u57df\u72ec\u6709\u73b0\u8c61\uff0c\u6700\u65e9\u6765\u6e90\u4e8e\u52a8\u7269\u4e16\u754c\uff0c\u4e3b\u8981\u63cf\u8ff0\u52a8\u7269\u7684\u5668\u5b98\u5927\u5c0f\u3001\u4ee3\u8c22\u901f\u7387\u3001\u5bff\u547d\u3001\u529b\u91cf\u3001\u7e41\u6b96\u7387\u7b49\u6210\u6bd4\u4f8b\u53d8\u5316\u7684\u5173\u7cfb\uff0c\u8fd9\u79cd\u5173\u7cfb\u5e76\u975e\u7ebf\u6027\u5173\u7cfb\u3002<strong><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"760\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/16-1024x760.png\" alt=\"\" class=\"wp-image-546\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/16-1024x760.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/16-768x570.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/16.png 1455w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>17. \u9884\u8bad\u7ec3\uff08Pre-training\uff09<\/strong><\/h3>\n\n\n\n<p>\u9884\u8bad\u7ec3\u662f\u5728\u5927\u89c4\u6a21\u65e0\u6807\u6ce8\u6587\u672c\u6570\u636e\u4e0a\u8fdb\u884c\u7684\u81ea\u76d1\u7763\u5b66\u4e60\u8fc7\u7a0b\uff0c\u6a21\u578b\u901a\u8fc7\u9884\u6d4b\u5e8f\u5217\u4e2d\u7684\u4e0b\u4e00\u4e2atoken\u6765\u5b66\u4e60\u8bed\u8a00\u7684\u7edf\u8ba1\u89c4\u5f8b\u548c\u8bed\u4e49\u77e5\u8bc6\u3002\u8fd9\u4e2a\u9636\u6bb5\u4f7f\u6a21\u578b\u83b7\u5f97\u4e86\u57fa\u7840\u7684\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u3001\u4e16\u754c\u77e5\u8bc6\u548c\u63a8\u7406\u80fd\u529b\u3002\u9884\u8bad\u7ec3\u7684\u8d28\u91cf\u548c\u6570\u636e\u591a\u6837\u6027\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u7684\u57fa\u7840\u80fd\u529b\u6c34\u5e73\uff0c\u4e3a\u540e\u7eed\u7684\u4efb\u52a1\u7279\u5316\u63d0\u4f9b\u4e86\u575a\u5b9e\u57fa\u7840\u3002\u4e4b\u540e\uff0c\u8be5\u6a21\u578b\u53ef\u5728\u7279\u5b9a\u4e0b\u6e38\u4efb\u52a1\uff08\u5982\u6587\u672c\u5206\u7c7b\u3001\u56fe\u50cf\u8bc6\u522b\uff09\u4e0a\uff0c\u5229\u7528<strong>\u5c11\u91cf\u6807\u6ce8\u6570\u636e<\/strong>\u8fdb\u884c\u5fae\u8c03\uff08Fine-tuning\uff09\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u4efb\u52a1\u6027\u80fd\u3001\u52a0\u5feb\u6536\u655b\u901f\u5ea6\u5e76\u589e\u5f3a\u6cdb\u5316\u80fd\u529b\u3002BERT\u3001GPT\u53ca\u8bb8\u591a\u89c6\u89c9\u6a21\u578b\u5747\u91c7\u7528\u6b64\u7b56\u7565\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"686\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/17-1024x686.png\" alt=\"\" class=\"wp-image-547\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/17-1024x686.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/17-768x515.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/17.png 1432w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>18. \u5fae\u8c03\uff08Fine-tuning\uff09<\/strong><\/h3>\n\n\n\n<p>\u5fae\u8c03\u662f\u5728\u9884\u8bad\u7ec3\u6a21\u578b\u57fa\u7840\u4e0a\uff0c\u4f7f\u7528\u7279\u5b9a\u4efb\u52a1\u7684\u6807\u6ce8\u6570\u636e\u8fdb\u884c\u9488\u5bf9\u6027\u8bad\u7ec3\u7684\u8fc7\u7a0b\u3002\u901a\u8fc7\u8c03\u6574\u6a21\u578b\u53c2\u6570\uff0c\u4f7f\u5176\u9002\u5e94\u7279\u5b9a\u9886\u57df\u7684\u8bed\u8a00\u7279\u70b9\u3001\u4efb\u52a1\u8981\u6c42\u548c\u8f93\u51fa\u683c\u5f0f\u3002\u5fae\u8c03\u8fc7\u7a0b\u76f8\u6bd4\u9884\u8bad\u7ec3\u9700\u8981\u66f4\u5c11\u7684\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\uff0c\u4f46\u80fd\u591f\u663e\u8457\u63d0\u5347\u6a21\u578b\u5728\u76ee\u6807\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u5b9e\u73b0\u4ece\u901a\u7528\u80fd\u529b\u5230\u4e13\u4e1a\u5e94\u7528\u7684\u6709\u6548\u8f6c\u6362\u3002\u901a\u8fc7\u5fae\u8c03\uff0c\u6a21\u578b\u80fd\u591f\u5c06\u9884\u8bad\u7ec3\u9636\u6bb5\u5b66\u5230\u7684\u901a\u7528\u77e5\u8bc6<strong>\u8fc1\u79fb\u5e76\u7279\u5316<\/strong>\u5230\u5177\u4f53\u5e94\u7528\u573a\u666f\uff0c\u4ece\u800c\u4ee5\u8f83\u5c11\u7684\u6570\u636e\u548c\u8bad\u7ec3\u6210\u672c\uff0c\u5feb\u901f\u8fbe\u5230\u8f83\u9ad8\u7684\u6027\u80fd\u6c34\u5e73\uff0c\u5b9e\u73b0\u77e5\u8bc6\u7684\u6709\u6548\u5229\u7528\u548c\u6a21\u578b\u7684\u5feb\u901f\u9002\u914d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"778\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/18-1024x778.png\" alt=\"\" class=\"wp-image-548\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/18-1024x778.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/18-768x584.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/18.png 1441w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>19. RLHF\uff08\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\uff09<\/strong><\/h3>\n\n\n\n<p>\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u79cd\u901a\u8fc7\u4eba\u7c7b\u504f\u597d\u6570\u636e\u6765\u4f18\u5316\u8bed\u8a00\u6a21\u578b\u884c\u4e3a\u7684\u8bad\u7ec3\u65b9\u6cd5\u3002\u8be5\u8fc7\u7a0b\u9996\u5148\u8bad\u7ec3\u4e00\u4e2a\u5956\u52b1\u6a21\u578b\u6765\u9884\u6d4b\u4eba\u7c7b\u5bf9\u6a21\u578b\u8f93\u51fa\u7684\u504f\u597d\u8bc4\u5206\uff0c\u7136\u540e\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u4f18\u5316\u8bed\u8a00\u6a21\u578b\u4ee5\u6700\u5927\u5316\u5956\u52b1\u5206\u6570\u3002\u901a\u4fd7\u6765\u8bf4\uff0c\u5c31\u662f\u8bbe\u8ba1\u4e00\u4e2a\u4eba\u7c7b\u8ba4\u77e5\u504f\u597d\u7684\u5956\u52b1\u6a21\u578b\uff0c\u7528\u8fd9\u4e2a\u5956\u52b1\u6a21\u578b\u6765\u7ed9\u57fa\u7840\u6a21\u578b\u63d0\u4f9b\u53cd\u9988\uff0c\u8fdb\u800c\u4f18\u5316\u57fa\u7840\u6a21\u578b\u6027\u80fd\u7684\u4e00\u79cd\u8bad\u7ec3\u65b9\u6cd5\u3002RLHF\u80fd\u591f\u4f7f\u6a21\u578b\u8f93\u51fa\u66f4\u52a0\u7b26\u5408\u4eba\u7c7b\u4ef7\u503c\u89c2\u548c\u4f7f\u7528\u671f\u671b\uff0c\u63d0\u9ad8\u54cd\u5e94\u7684\u6709\u7528\u6027\u3001\u5b89\u5168\u6027\u548c\u8bda\u5b9e\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"797\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/19-1024x797.png\" alt=\"\" class=\"wp-image-549\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/19-1024x797.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/19-768x598.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/19.png 1387w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>20. \u5c11\u6837\u672c\u5b66\u4e60\uff08Few-shot Learning\uff09<\/strong><\/h3>\n\n\n\n<p>\u5c11\u6837\u672c\u5b66\u4e60\u662f\u6307\u6a21\u578b\u4ec5\u901a\u8fc7\u5c11\u91cf\u6807\u6ce8\u6570\u636e\u5c31\u80fd\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1\u7684\u80fd\u529b\u3002\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u5c11\u6837\u672c\u5b66\u4e60\u80fd\u529b\uff0c\u80fd\u591f\u5728\u63d0\u793a\u4e2d\u7406\u89e3\u4efb\u52a1\u8981\u6c42\u3001\u5b66\u4e60\u8f93\u5165\u8f93\u51fa\u683c\u5f0f\uff0c\u5e76\u751f\u6210\u7b26\u5408\u671f\u671b\u7684\u7ed3\u679c\uff0c\u800c\u65e0\u9700\u4fee\u6539\u6a21\u578b\u53c2\u6570\u3002\u8fd9\u79cd\u80fd\u529b\u4f7f\u6a21\u578b\u80fd\u591f\u5feb\u901f\u9002\u5e94\u65b0\u7684\u5e94\u7528\u573a\u666f\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u90e8\u7f72\u548c\u4f7f\u7528\u7684\u95e8\u69db\u3002FSL\u5bf9\u4e8e\u964d\u4f4e\u6570\u636e\u6807\u6ce8\u6210\u672c\u3001\u89e3\u51b3\u51b7\u542f\u52a8\u95ee\u9898\u3001\u4ee5\u53ca\u5728\u6570\u636e\u7a00\u758f\u9886\u57df\uff08\u5982\u533b\u5b66\u5f71\u50cf\u3001\u73cd\u7a00\u7269\u79cd\u8bc6\u522b\uff09\u7684\u5e94\u7528\u81f3\u5173\u91cd\u8981\uff0c\u662f\u5b9e\u73b0\u66f4\u901a\u7528\u3001\u66f4\u9ad8\u6548\u4eba\u5de5\u667a\u80fd\u7684\u5173\u952e\u6280\u672f\u4e4b\u4e00\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"773\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/20-1024x773.png\" alt=\"\" class=\"wp-image-550\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/20-1024x773.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/20-768x580.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/20.png 1447w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e94\u3001\u5e94\u7528\u7b56\u7565<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>21. \u63d0\u793a\u5de5\u7a0b\uff08Prompt Engineering\uff09<\/strong><\/h3>\n\n\n\n<p>\u63d0\u793a\u5de5\u7a0b\u662f\u6307\u7528\u6237\u4e0e\u5927\u6a21\u578bAI\u4ea4\u4e92\u7684\u4e00\u79cd\u65b9\u6cd5\uff0c\u901a\u8fc7\u8bbe\u8ba1\u548c\u4f18\u5316\u8f93\u5165\u6307\u4ee4\u4ee5\u83b7\u5f97\u7406\u60f3\u8f93\u51fa\u7684\u6280\u5de7\u65b9\u6cd5\u3002\u6709\u6548\u7684\u63d0\u793a\u5de5\u7a0b\u5305\u62ec\u660e\u786e\u7684\u4efb\u52a1\u63cf\u8ff0\u3001\u76f8\u5173\u7684\u80cc\u666f\u4fe1\u606f\u3001\u5408\u9002\u7684\u8f93\u51fa\u683c\u5f0f\u8981\u6c42\u548c\u5177\u4f53\u7684\u793a\u4f8b\u5c55\u793a\u3002\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u751a\u81f3\u4f7f\u6a21\u578b\u5c55\u73b0\u51fa\u8d85\u51fa\u5176\u57fa\u7840\u8bad\u7ec3\u8303\u56f4\u7684\u80fd\u529b\u3002\u826f\u597d\u7684\u63d0\u793a\u5de5\u7a0b\u80fd\u663e\u8457\u63d0\u5347\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\uff0c\u5982\u6587\u672c\u751f\u6210\u3001\u6458\u8981\u3001\u7ffb\u8bd1\u3001\u4ee3\u7801\u7f16\u5199\u7b49\uff0c\u5e76\u51cf\u5c11\u4e0d\u76f8\u5173\u6216\u9519\u8bef\u7684\u8f93\u51fa\u3002\u5b83\u6d89\u53ca\u5bf9\u6a21\u578b\u80fd\u529b\u548c\u884c\u4e3a\u6a21\u5f0f\u7684\u7406\u89e3\uff0c\u4ee5\u53ca\u8fed\u4ee3\u5b9e\u9a8c\u6765\u53d1\u73b0\u6700\u4f18\u63d0\u793a\u7b56\u7565\uff0c\u5982\u601d\u7ef4\u94fe\uff08Chain-of-Thought\uff09\u63d0\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"792\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/21-1024x792.png\" alt=\"\" class=\"wp-image-553\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/21-1024x792.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/21-768x594.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/21.png 1405w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>22. \u601d\u7ef4\u94fe\uff08Chain-of-Thought\uff09<\/strong><\/h3>\n\n\n\n<p>\u601d\u7ef4\u94fe\u662f\u4e00\u79cd\u5f15\u5bfc\u5927\u6a21\u578b\u8fdb\u884c\u9010\u6b65\u63a8\u7406\u7684\u63d0\u793a\u5de5\u7a0b\u6280\u672f\uff0c\u901a\u8fc7\u8981\u6c42\u6a21\u578b\u5c55\u793a\u4ece\u95ee\u9898\u5230\u7b54\u6848\u7684\u5b8c\u6574\u601d\u8003\u8fc7\u7a0b\uff0c\u6765\u63d0\u9ad8\u590d\u6742\u95ee\u9898\u7684\u89e3\u51b3\u80fd\u529b\u3002\u8fd9\u79cd\u65b9\u6cd5\u7279\u522b\u9002\u7528\u4e8e\u9700\u8981\u591a\u6b65\u903b\u8f91\u63a8\u7406\u7684\u4efb\u52a1\uff0c\u5982\u6570\u5b66\u95ee\u9898\u6c42\u89e3\u3001\u903b\u8f91\u5206\u6790\u548c\u590d\u6742\u51b3\u7b56\u3002\u601d\u7ef4\u94fe\u6280\u672f\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u5728\u9700\u8981\u6df1\u5ea6\u601d\u8003\u7684\u4efb\u52a1\u4e0a\u7684\u51c6\u786e\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002\u6a21\u62df\u4e86\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u7684\u65b9\u6cd5\u6b65\u9aa4\uff0c\u901a\u8fc7\u601d\u8003\u8fc7\u7a0b\u548c\u4efb\u52a1\u5206\u89e3\u7b49\u65b9\u6cd5\u6765\u89e3\u51b3\u590d\u6742\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"802\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/22-1024x802.png\" alt=\"\" class=\"wp-image-554\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/22-1024x802.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/22-768x601.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/22.png 1533w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>23. \u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09<\/strong><\/h3>\n\n\n\n<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u662f\u4e00\u79cd\u7ed3\u5408\u4fe1\u606f\u68c0\u7d22\u548c\u751f\u6210\u6a21\u578b\u7684\u6280\u672f\u67b6\u6784\uff0c\u5f53\u7528\u6237\u63d0\u51fa\u67e5\u8be2\u65f6\uff0c\u7cfb\u7edf\u9996\u5148\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\uff08\u5982\u6570\u636e\u5e93\u3001\u6587\u6863\u96c6\uff09\u4e2d\u68c0\u7d22\u4e0e\u67e5\u8be2\u76f8\u5173\u7684\u6700\u65b0\u6216\u7279\u5b9a\u9886\u57df\u4fe1\u606f\u7247\u6bb5\uff1b\u7136\u540e\uff0c\u5c06\u8fd9\u4e9b\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u8fde\u540c\u539f\u59cb\u67e5\u8be2\u4e00\u8d77\u8f93\u5165\u5230LLM\u4e2d\uff0c\u5f15\u5bfc\u6a21\u578b\u57fa\u4e8e\u63d0\u4f9b\u7684\u5916\u90e8\u77e5\u8bc6\u751f\u6210\u66f4\u51c6\u786e\u3001\u66f4\u5177\u4e8b\u5b9e\u4f9d\u636e\u7684\u56de\u7b54\u3002RAG\u7cfb\u7edf\u9996\u5148\u6839\u636e\u67e5\u8be2\u4ece\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u6587\u6863\u7247\u6bb5\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u4fe1\u606f\u4f5c\u4e3a\u989d\u5916\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7ed9\u751f\u6210\u6a21\u578b\u3002\u8fd9\u79cd\u65b9\u6cd5\u6709\u6548\u89e3\u51b3\u4e86\u8bed\u8a00\u6a21\u578b\u7684\u77e5\u8bc6\u9648\u65e7\u6027\u548c\u4fe1\u606f\u5e7b\u89c9\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"800\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/23-1024x800.png\" alt=\"\" class=\"wp-image-555\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/23-1024x800.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/23-768x600.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/23.png 1401w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>24. \u5411\u91cf\u6570\u636e\u5e93\uff08Vector Database\uff09<\/strong><\/h3>\n\n\n\n<p>\u5411\u91cf\u6570\u636e\u5e93\u662f\u4e13\u95e8\u8bbe\u8ba1\u7528\u4e8e\u5b58\u50a8\u3001\u7d22\u5f15\u548c\u68c0\u7d22\u9ad8\u7ef4\u5411\u91cf\u6570\u636e\u7684\u6570\u636e\u5e93\u7cfb\u7edf\u3002\u5728AI\u5e94\u7528\u4e2d\uff0c\u6587\u672c\u3001\u56fe\u50cf\u7b49\u6570\u636e\u88ab\u8f6c\u6362\u4e3a\u5411\u91cf\u5d4c\u5165\u540e\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u652f\u6301\u57fa\u4e8e\u8bed\u4e49\u76f8\u4f3c\u6027\u7684\u5feb\u901f\u68c0\u7d22\u3002\u8fd9\u4f7f\u5f97\u5b83\u4eec\u5728\u8bed\u4e49\u641c\u7d22\u3001\u63a8\u8350\u7cfb\u7edf\u3001\u56fe\u50cf\u68c0\u7d22\u3001\u5f02\u5e38\u68c0\u6d4b\u3001\u4ee5\u53ca\u4f5c\u4e3a\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7684\u5173\u952e\u7ec4\u4ef6\u7b49\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002\u5411\u91cf\u6570\u636e\u5e93\u4f18\u5316\u4e86\u4f20\u7edf\u6570\u636e\u5e93\u4e0d\u64c5\u957f\u5904\u7406\u7684\u5411\u91cf\u8fd0\u7b97\u548c\u9ad8\u7ef4\u7d22\u5f15\uff0c\u662f\u73b0\u4ee3AI\u5e94\u7528\u7684\u91cd\u8981\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"801\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/24-1024x801.png\" alt=\"\" class=\"wp-image-556\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/24-1024x801.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/24-768x601.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/24.png 1386w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>25. AI\u667a\u80fd\u4f53\uff08AI Agent\uff09<\/strong><\/h3>\n\n\n\n<p>AI\u667a\u80fd\u4f53\u662f\u5177\u5907\u611f\u77e5\u73af\u5883\u3001\u5236\u5b9a\u8ba1\u5212\u3001\u6267\u884c\u884c\u52a8\u548c\u5b66\u4e60\u6539\u8fdb\u80fd\u529b\u7684\u81ea\u4e3bAI\u7cfb\u7edf\u3002\u667a\u80fd\u4f53\u80fd\u591f\u7406\u89e3\u4efb\u52a1\u76ee\u6807\u3001\u5206\u6790\u5f53\u524d\u72b6\u6001\u3001\u5236\u5b9a\u884c\u52a8\u7b56\u7565\uff0c\u5e76\u901a\u8fc7API\u8c03\u7528\u3001\u5de5\u5177\u4f7f\u7528\u7b49\u65b9\u5f0f\u4e0e\u5916\u90e8\u73af\u5883\u4ea4\u4e92\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002\u667a\u80fd\u4f53\u4ee3\u8868\u4e86\u4ece\u88ab\u52a8\u7684\u95ee\u7b54\u52a9\u624b\u5411\u4e3b\u52a8\u7684\u4efb\u52a1\u6267\u884c\u8005\u7684\u91cd\u8981\u6f14\u8fdb\u3002AI Agent\u5e76\u975e\u72ec\u7acb\u6280\u672f\uff0c\u800c\u662f\u5b8c\u5168\u4f9d\u8d56\u4e8e\u5927\u6a21\u578bLLM\u6280\u672f\u6027\u80fd\uff0c\u53ea\u662f\u9488\u5bf9\u7279\u5b9a\u9886\u57df\u573a\u666f\u4e0b\u7684\u518d\u6b21\u5f00\u53d1\u5c01\u88c5\uff0c\u6240\u4ee5AI\u667a\u80fd\u4f53\u6240\u8c03\u7528\u7684\u5927\u6a21\u578b\u6027\u80fd\uff0c\u51b3\u5b9a\u4e86\u667a\u80fd\u4f53\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"764\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/25-1024x764.png\" alt=\"\" class=\"wp-image-557\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/25-1024x764.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/25-768x573.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/25.png 1152w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u516d\u3001\u8bc4\u4f30\u4f18\u5316<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>26. \u57fa\u51c6\u6d4b\u8bd5\uff08Benchmarks\uff09<\/strong><\/h3>\n\n\n\n<p>\u57fa\u51c6\u6d4b\u8bd5\u662f\u8bc4\u4f30AI\u6a21\u578b\u80fd\u529b\u548c\u6027\u80fd\u7684\u6807\u51c6\u5316\u6d4b\u8bd5\u96c6\u5408\uff0c\u6db5\u76d6\u4e86\u8bed\u8a00\u7406\u89e3\u3001\u903b\u8f91\u63a8\u7406\u3001\u77e5\u8bc6\u95ee\u7b54\u3001\u4ee3\u7801\u751f\u6210\u7b49\u591a\u4e2a\u7ef4\u5ea6\u3002\u77e5\u540d\u7684\u57fa\u51c6\u6d4b\u8bd5\u5305\u62ecMMLU\uff08\u5927\u89c4\u6a21\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\uff09\u3001HellaSwag\uff08\u5e38\u8bc6\u63a8\u7406\uff09\u3001HumanEval\uff08\u4ee3\u7801\u751f\u6210\uff09\u7b49\u3002\u8fd9\u4e9b\u6d4b\u8bd5\u4e3a\u6a21\u578b\u6bd4\u8f83\u3001\u80fd\u529b\u8bc4\u4f30\u548c\u6280\u672f\u8fdb\u5c55\u8ffd\u8e2a\u63d0\u4f9b\u4e86\u5ba2\u89c2\u7684\u91cf\u5316\u6807\u51c6\u3002\u6211\u4eec\u5e73\u5e38\u6240\u770b\u5230\u7684\u5927\u6a21\u578b\u4e0d\u540c\u7248\u672c\u53d1\u5e03\u65f6\uff0c\u90fd\u4f1a\u76f4\u63a5\u63d0\u4f9b\u5404\u7c7b\u6d4b\u8bd5\u5f97\u5206\u548c\u6392\u5e8f\uff0c\u4ee5\u6b64\u6765\u8868\u793a\u65b0\u7248\u672c\u6a21\u578b\u5728\u54ea\u4e9b\u80fd\u529b\u4e0a\u6709\u63d0\u5347\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"801\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/26-1024x801.png\" alt=\"\" class=\"wp-image-558\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/26-1024x801.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/26-768x601.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/26.png 1129w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>27. \u56f0\u60d1\u5ea6\uff08Perplexity\uff09<\/strong><\/h3>\n\n\n\n<p>\u56f0\u60d1\u5ea6\u662f\u8861\u91cf\u8bed\u8a00\u6a21\u578b\u5bf9\u6587\u672c\u5e8f\u5217\u9884\u6d4b\u4e0d\u786e\u5b9a\u6027\u7684\u6307\u6807\uff0c\u6570\u503c\u8d8a\u4f4e\u8868\u793a\u6a21\u578b\u7684\u9884\u6d4b\u8d8a\u51c6\u786e\u3002\u56f0\u60d1\u5ea6\u53cd\u6620\u4e86\u6a21\u578b\u5bf9\u8bed\u8a00\u5206\u5e03\u7684\u5efa\u6a21\u8d28\u91cf\uff0c\u662f\u8bc4\u4f30\u751f\u6210\u6a21\u578b\u6027\u80fd\u7684\u91cd\u8981\u91cf\u5316\u6307\u6807\u3002\u5728\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u56f0\u60d1\u5ea6\u7684\u53d8\u5316\u8d8b\u52bf\u53ef\u4ee5\u7528\u6765\u76d1\u63a7\u8bad\u7ec3\u8fdb\u5ea6\u548c\u5224\u65ad\u6a21\u578b\u6536\u655b\u72b6\u6001\u3002\u4f8b\u5982\uff0c\u56f0\u60d1\u5ea6\u4e3a10\uff0c\u610f\u5473\u7740\u6a21\u578b\u5e73\u5747\u572810\u4e2a\u8bcd\u4e2d\u9009\u62e9\u4e0b\u4e00\u4e2a\u6700\u53ef\u80fd\u7684\u8bcd\u3002\u56f0\u60d1\u5ea6\u4f9d\u8d56\u4e8e\u8bcd\u8868\u5927\u5c0f\u548c\u5206\u8bcd\u65b9\u5f0f\uff0c\u56e0\u6b64\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u56f0\u60d1\u5ea6\u65f6\uff0c\u9700\u786e\u4fdd\u5728\u76f8\u540c\u6570\u636e\u96c6\u548c\u9884\u5904\u7406\u6761\u4ef6\u4e0b\u8fdb\u884c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"837\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/27-1024x837.png\" alt=\"\" class=\"wp-image-559\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/27-1024x837.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/27-768x628.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/27.png 1135w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>28. \u9c81\u68d2\u6027\uff08Robustness\uff09<\/strong><\/h3>\n\n\n\n<p>\u9c81\u68d2\u6027\u662f\u6307AI\u6a21\u578b\u5728\u9762\u5bf9\u8f93\u5165\u6270\u52a8\u3001\u5bf9\u6297\u6027\u653b\u51fb\u6216\u6570\u636e\u5206\u5e03\u53d8\u5316\u65f6\u4fdd\u6301\u7a33\u5b9a\u6027\u80fd\u7684\u80fd\u529b\u3002\u9c81\u68d2\u7684\u6a21\u578b\u80fd\u591f\u59a5\u5584\u5904\u7406\u62fc\u5199\u9519\u8bef\u3001\u8bed\u6cd5\u53d8\u5316\u3001\u6076\u610f\u8f93\u5165\u3001\u57df\u5916\u6570\u636e\u7b49\u6311\u6218\u6027\u60c5\u51b5\u3002\u4e00\u4e2a\u9c81\u68d2\u7684\u6a21\u578b\u5bf9\u4e8e\u672a\u9884\u6599\u5230\u7684\u6216\u201c\u975e\u7406\u60f3\u201d\u8f93\u5165\u8868\u73b0\u51fa\u8f83\u5f3a\u7684\u5bb9\u9519\u6027\u548c\u9002\u5e94\u6027\uff0c\u4e0d\u4f1a\u8f7b\u6613\u4ea7\u751f\u5927\u5e45\u6027\u80fd\u4e0b\u964d\u6216\u9519\u8bef\u9884\u6d4b\u3002\u4f8b\u5982\uff0c\u5728\u56fe\u50cf\u8bc6\u522b\u4e2d\uff0c\u5bf9\u56fe\u50cf\u8f7b\u5fae\u65cb\u8f6c\u3001\u4eae\u5ea6\u53d8\u5316\u6216\u6dfb\u52a0\u5fae\u5c0f\u566a\u58f0\u540e\uff0c\u9c81\u68d2\u6a21\u578b\u4ecd\u80fd\u6b63\u786e\u5206\u7c7b\u3002\u63d0\u9ad8\u6a21\u578b\u9c81\u68d2\u6027\u5bf9\u4e8e\u786e\u4fddAI\u7cfb\u7edf\u5728\u771f\u5b9e\u4e16\u754c\u5e94\u7528\u4e2d\u7684\u53ef\u9760\u6027\u548c\u5b89\u5168\u6027\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"814\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/28-1024x814.png\" alt=\"\" class=\"wp-image-560\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/28-1024x814.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/28-768x611.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/28-1536x1222.png 1536w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/28.png 1558w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>29. \u91cf\u5316\uff08Quantization\uff09<\/strong><\/h3>\n\n\n\n<p>\u91cf\u5316\u662f\u901a\u8fc7\u964d\u4f4e\u6a21\u578b\u53c2\u6570\u7684\u6570\u503c\u7cbe\u5ea6\u6765\u51cf\u5c11\u5b58\u50a8\u9700\u6c42\u548c\u8ba1\u7b97\u6210\u672c\u7684\u4f18\u5316\u6280\u672f\u3002\u5e38\u89c1\u7684\u91cf\u5316\u65b9\u6cd5\u5305\u62ec\u5c0632\u4f4d\u6d6e\u70b9\u6570\u8f6c\u6362\u4e3a16\u4f4d\u30018\u4f4d\u751a\u81f3\u66f4\u4f4e\u7cbe\u5ea6\u7684\u6574\u6570\u8868\u793a\u3002\u6709\u6548\u7684\u91cf\u5316\u6280\u672f\u80fd\u591f\u5728\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\u663e\u8457\u51cf\u5c11\u5185\u5b58\u5360\u7528\u548c\u63a8\u7406\u5ef6\u8fdf\uff0c\u4f7f\u5927\u578b\u6a21\u578b\u80fd\u591f\u5728\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u4e2d\u90e8\u7f72\u3002\u867d\u7136\u91cf\u5316\u53ef\u80fd\u5f15\u5165\u5fae\u5c0f\u7684\u7cbe\u5ea6\u635f\u5931\uff0c\u4f46\u901a\u8fc7\u91cf\u5316\u611f\u77e5\u8bad\u7ec3\uff08QAT\uff09<strong>\u6216<\/strong>\u8bad\u7ec3\u540e\u91cf\u5316\uff08PTQ\uff09\u7b49\u7cbe\u7ec6\u6280\u672f\uff0c\u53ef\u4ee5\u5728\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u57fa\u672c\u4e0d\u53d8\u7684\u524d\u63d0\u4e0b\uff0c\u663e\u8457\u63d0\u5347\u90e8\u7f72\u6548\u7387\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u8d44\u6e90\u53d7\u9650\u7684\u8fb9\u7f18\u8bbe\u5907\u548c\u8ffd\u6c42\u6781\u81f4\u6027\u80fd\u7684\u573a\u666f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"845\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/29-1024x845.png\" alt=\"\" class=\"wp-image-561\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/29-1024x845.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/29-768x634.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/29.png 1132w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>30. \u5ef6\u8fdf\uff08Latency\uff09<\/strong><\/h3>\n\n\n\n<p>\u5ef6\u8fdf\u662f\u6307AI\u4ece\u63a5\u6536\u8f93\u5165\u8bf7\u6c42\u5230\u4ea7\u751f\u5b8c\u6574\u8f93\u51fa\u54cd\u5e94\u7684\u65f6\u95f4\u95f4\u9694\uff0c\u662f\u8861\u91cfAI\u7cfb\u7edf\u5b9e\u7528\u6027\u7684\u5173\u952e\u6027\u80fd\u6307\u6807\u3002\u4f4e\u5ef6\u8fdf\u5bf9\u4e8e\u5b9e\u65f6\u4ea4\u4e92\u5e94\u7528\uff08\u5982\u5bf9\u8bdd\u7cfb\u7edf\u3001\u5b9e\u65f6\u7ffb\u8bd1\uff09\u81f3\u5173\u91cd\u8981\u3002\u5f71\u54cd\u5ef6\u8fdf\u7684\u4e3b\u8981\u56e0\u7d20\u5305\u62ec\u6a21\u578b\u89c4\u6a21\u3001\u786c\u4ef6\u914d\u7f6e\u3001\u7f51\u7edc\u4f20\u8f93\u3001\u6279\u5904\u7406\u7b56\u7565\u548c\u7cfb\u7edf\u4f18\u5316\u6c34\u5e73\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"802\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/30-1024x802.png\" alt=\"\" class=\"wp-image-562\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/30-1024x802.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/30-768x602.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/30.png 1126w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e03\u3001\u4f26\u7406\u5b89\u5168<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>31. \u5e7b\u89c9\uff08Hallucination\uff09<\/strong><\/h3>\n\n\n\n<p>\u5e7b\u89c9\u662f\u6307\u5927\u6a21\u578b\u751f\u6210\u8868\u9762\u770b\u4f3c\u5408\u7406\u4f46\u5b9e\u9645\u4e0a\u9519\u8bef\u6216\u865a\u5047\u4fe1\u606f\u7684\u73b0\u8c61\u3002\u8fd9\u79cd\u95ee\u9898\u6e90\u4e8e\u6a21\u578b\u7684\u7edf\u8ba1\u5b66\u4e60\u672c\u8d28\uff0c\u5b83\u53ef\u80fd\u5c06\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u9519\u8bef\u6cdb\u5316\u6216\u586b\u8865\u77e5\u8bc6\u7a7a\u767d\u65f6\u4ea7\u751f\u4e0d\u51c6\u786e\u7684\u5185\u5bb9\u3002\u5e7b\u89c9\u4ea7\u751f\u7684\u539f\u56e0\u590d\u6742\uff0c\u53ef\u80fd\u6e90\u4e8e\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u504f\u89c1\u6216\u566a\u58f0\u3001\u6a21\u578b\u5bf9\u77e5\u8bc6\u7684\u9519\u8bef\u7f16\u7801\u3001\u63a8\u7406\u80fd\u529b\u7684\u5c40\u9650\uff0c\u6216\u662f\u5728\u751f\u6210\u957f\u6587\u672c\u65f6\u96be\u4ee5\u4fdd\u6301\u4e8b\u5b9e\u4e00\u81f4\u6027\u3002\u5b83\u5e76\u975e\u6a21\u578b\u201c\u6709\u610f\u6b3a\u9a97\u201d\uff0c\u800c\u662f\u5176\u57fa\u4e8e\u6982\u7387\u751f\u6210\u6587\u672c\u65f6\u53ef\u80fd\u51fa\u73b0\u7684\u7f3a\u9677\u3002\u5e7b\u89c9\u95ee\u9898\u5f71\u54cd\u4e86AI\u7cfb\u7edf\u5728\u9700\u8981\u9ad8\u51c6\u786e\u6027\u573a\u666f\u4e2d\u7684\u53ef\u4fe1\u5ea6\uff0c\u662f\u5f53\u524d\u5927\u6a21\u578b\u6280\u672f\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u4e4b\u4e00\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"761\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/31-1024x761.png\" alt=\"\" class=\"wp-image-563\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/31-1024x761.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/31-768x571.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/31.png 1159w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>32. \u504f\u89c1\uff08Bias\uff09<\/strong><\/h3>\n\n\n\n<p>\u504f\u89c1\u662f\u6307AI\u6a21\u578b\u8f93\u51fa\u4e2d\u53cd\u6620\u7684\u4e0d\u516c\u5e73\u3001\u6b67\u89c6\u6027\u6216\u504f\u9887\u7684\u503e\u5411\uff0c\u901a\u5e38\u6e90\u4e8e\u8bad\u7ec3\u6570\u636e\u4e2d\u5b58\u5728\u7684\u793e\u4f1a\u504f\u89c1\u3001\u5386\u53f2\u4e0d\u516c\u6216\u6570\u636e\u6536\u96c6\u504f\u5dee\u3002\u5e38\u89c1\u7684\u504f\u89c1\u7c7b\u578b\u5305\u62ec\u6027\u522b\u504f\u89c1\u3001\u79cd\u65cf\u504f\u89c1\u3001\u6587\u5316\u504f\u89c1\u3001\u5e74\u9f84\u504f\u89c1\u7b49\u3002\u4f8b\u5982\uff0c\u5c06\u7279\u5b9a\u804c\u4e1a\u4e0e\u7279\u5b9a\u6027\u522b\u5f3a\u884c\u5173\u8054\uff0c\u6216\u5bf9\u67d0\u4e9b\u7fa4\u4f53\u53d1\u8868\u8d1f\u9762\u8a00\u8bba\u3002\u8bc6\u522b\u548c\u7f13\u89e3AI\u7cfb\u7edf\u4e2d\u7684\u504f\u89c1\u5bf9\u4e8e\u786e\u4fdd\u6280\u672f\u7684\u516c\u5e73\u6027\u548c\u793e\u4f1a\u8d23\u4efb\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"782\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/32-1024x782.png\" alt=\"\" class=\"wp-image-564\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/32-1024x782.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/32-768x586.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/32.png 1132w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>33. \u5bf9\u9f50\uff08Alignment\uff09<\/strong><\/h3>\n\n\n\n<p>\u5bf9\u9f50\u662f\u786e\u4fddAI\u7cfb\u7edf\u7684\u884c\u4e3a\u3001\u76ee\u6807\u548c\u4ef7\u503c\u89c2\u4e0e\u4eba\u7c7b\u671f\u671b\u548c\u793e\u4f1a\u5229\u76ca\u4fdd\u6301\u4e00\u81f4\u7684\u8fc7\u7a0b\u3002\u8fd9\u5305\u62ec\u4f7f\u6a21\u578b\u8f93\u51fa\u6709\u7528\u3001\u8bda\u5b9e\u3001\u65e0\u5bb3\uff0c\u907f\u514d\u4ea7\u751f\u8bef\u5bfc\u6027\u4fe1\u606f\u6216\u6709\u5bb3\u5185\u5bb9\u3002\u5b9e\u73b0\u5bf9\u9f50\u901a\u5e38\u91c7\u7528\u6307\u4ee4\u5fae\u8c03\uff08Instruction Fine-tuning\uff09\u3001\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u7b49\u6280\u672f\uff0c\u901a\u8fc7\u4eba\u7c7b\u7684\u6307\u5bfc\u548c\u504f\u597d\u6570\u636e\u6765\u5851\u9020\u6a21\u578b\u7684\u8f93\u51fa\u3002AI\u5bf9\u9f50\u662f\u4e00\u4e2a\u591a\u5c42\u9762\u7684\u6311\u6218\uff0c\u6d89\u53ca\u6280\u672f\u65b9\u6cd5\u3001\u4f26\u7406\u6846\u67b6\u3001\u793e\u4f1a\u5171\u8bc6\u548c\u6cbb\u7406\u673a\u5236\u7684\u7efc\u5408\u5e94\u7528\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"802\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/33-1024x802.png\" alt=\"\" class=\"wp-image-565\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/33-1024x802.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/33-768x602.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/33.png 1123w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>34. \u7ea2\u961f\u6d4b\u8bd5\uff08Red Teaming\uff09<\/strong><\/h3>\n\n\n\n<p>\u7ea2\u961f\u6d4b\u8bd5\u662f\u4e00\u79cd\u4e3b\u52a8\u5bfb\u627eAI\u7cfb\u7edf\u5b89\u5168\u6f0f\u6d1e\u548c\u6f5c\u5728\u98ce\u9669\u7684\u5bf9\u6297\u6027\u8bc4\u4f30\u65b9\u6cd5\u3002\u6d4b\u8bd5\u4eba\u5458\u901a\u8fc7\u5404\u79cd\u521b\u9020\u6027\u7684\u65b9\u6cd5\u5c1d\u8bd5\u89e6\u53d1\u6a21\u578b\u7684\u4e0d\u5f53\u884c\u4e3a\uff0c\u5305\u62ec\u8d8a\u72f1\u653b\u51fb\u3001\u63d0\u793a\u6ce8\u5165\u3001\u6709\u5bb3\u5185\u5bb9\u8bf1\u5bfc\u7b49\u3002\u7ea2\u961f\u6d4b\u8bd5\u65e8\u5728\u6a21\u578b\u90e8\u7f72\u524d\u6216\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\uff0c\u8bc6\u522b\u5e76\u7406\u89e3\u5176\u6545\u969c\u6a21\u5f0f\uff0c\u4ee5\u4fbf\u5f00\u53d1\u8005\u80fd\u9488\u5bf9\u6027\u5730\u4fee\u590d\u7f3a\u9677\uff0c\u63d0\u9ad8\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u548c\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"752\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/34-1024x752.png\" alt=\"\" class=\"wp-image-566\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/34-1024x752.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/34-768x564.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/34.png 1128w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>35. \u53ef\u89e3\u91ca\u6027AI\uff08XAI\uff09<\/strong><\/h3>\n\n\n\n<p>\u53ef\u89e3\u91ca\u6027AI\u81f4\u529b\u4e8e\u4f7fAI\u7cfb\u7edf\u7684\u51b3\u7b56\u8fc7\u7a0b\u53d8\u5f97\u900f\u660e\u3001\u53ef\u7406\u89e3\u548c\u53ef\u89e3\u91ca\u3002\u7531\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u590d\u6742\u6027\u548c\u975e\u7ebf\u6027\u7279\u5f81\uff0c\u7406\u89e3\u6a21\u578b\u5982\u4f55\u5f97\u51fa\u7279\u5b9a\u7ed3\u8bba\u662f\u4e00\u4e2a\u91cd\u5927\u6280\u672f\u6311\u6218\u3002\u53ef\u89e3\u91ca\u6027AI\u5bf9\u4e8e\u5efa\u7acb\u7528\u6237\u4fe1\u4efb\u3001\u6ee1\u8db3\u76d1\u7ba1\u8981\u6c42\u3001\u6539\u8fdb\u6a21\u578b\u6027\u80fd\u548c\u786e\u4fddAI\u7cfb\u7edf\u8d1f\u8d23\u4efb\u4f7f\u7528\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u5e38\u89c1XAI\u6280\u672f\u5305\u62ec\u7279\u5f81\u91cd\u8981\u6027\u5206\u6790\uff08\u5982SHAP\u3001LIME\uff09\u3001\u57fa\u4e8e\u89c4\u5219\u7684\u89e3\u91ca\u3001\u4ee3\u7406\u6a21\u578b\uff08\u7528\u66f4\u7b80\u5355\u7684\u6a21\u578b\u89e3\u91ca\u590d\u6742\u6a21\u578b\uff09\u4ee5\u53ca\u53ef\u89c6\u5316\u65b9\u6cd5\u7b49\uff0c\u529b\u6c42\u8ba9\u4eba\u7c7b\u6d1e\u5bdfAI\u7684\u5185\u90e8\u8fd0\u4f5c\u673a\u5236\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"814\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/35-1024x814.png\" alt=\"\" class=\"wp-image-567\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/35-1024x814.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/35-768x611.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/35.png 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong><\/strong><strong>36. \u6570\u636e\u9690\u79c1\uff08Data Privacy\uff09<\/strong><\/h3>\n\n\n\n<p>\u6570\u636e\u9690\u79c1\u662f\u6307<strong>\u4fdd\u62a4\u5728\u6a21\u578b\u8bad\u7ec3\u3001\u5fae\u8c03\u53ca\u4e0e\u7528\u6237\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u6d89\u53ca\u7684\u4e2a\u4eba\u654f\u611f\u4fe1\u606f\uff08PII\uff09\u53ca\u5176\u4ed6\u673a\u5bc6\u6570\u636e\uff0c\u9632\u6b62\u5176\u672a\u7ecf\u6388\u6743\u88ab\u8bbf\u95ee\u3001\u6cc4\u9732\u6216\u6ee5\u7528<\/strong>\u3002\u4e3b\u8981\u98ce\u9669\u5305\u62ec\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u9690\u79c1\u4fe1\u606f\u6cc4\u9732\u3001\u6a21\u578b\u5bf9\u8bad\u7ec3\u6837\u672c\u7684\u8bb0\u5fc6\u548c\u91cd\u73b0\u3001\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u4fe1\u606f\u66b4\u9732\u7b49\u3002\u4fdd\u969c\u6570\u636e\u9690\u79c1\u5bf9\u5efa\u7acb\u7528\u6237\u4fe1\u4efb\u3001\u5b9e\u73b0\u8d1f\u8d23\u4efbAI\u53ca\u9075\u5b88\u6cd5\u89c4\uff08\u5982GDPR\uff09\u81f3\u5173\u91cd\u8981\u3002\u5e38\u7528\u5bf9\u7b56\u6709\u8bad\u7ec3\u6570\u636e\u533f\u540d\u5316\u3001\u5dee\u5206\u9690\u79c1\u3001\u8054\u90a6\u5b66\u4e60\u3001\u5b89\u5168\u591a\u65b9\u8ba1\u7b97\u3001\u52a0\u5bc6\u6280\u672f\u53ca\u4e25\u683c\u7684\u6570\u636e\u6cbb\u7406\u548c\u8bbf\u95ee\u63a7\u5236\u7b56\u7565\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"790\" src=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/36-1024x790.png\" alt=\"\" class=\"wp-image-568\" srcset=\"https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/36-1024x790.png 1024w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/36-768x593.png 768w, https:\/\/www.agidt.com\/wp-content\/uploads\/2025\/07\/36.png 1125w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u968f\u7740AI\u7684\u666e\u53ca\u548c\u5feb\u901f\u53d1\u5c55\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u5f00\u59cb\u5173\u6ce8AI\uff0c\u4f46\u662f\u6df1\u5965\u6666\u6da9\u7684\u4e13\u4e1a\u672f\u8bed\uff0c\u8ba9\u5f88\u591a\u4eba\u671b\u800c\u5374\u6b65\uff0c\u751a\u81f3\u5bf9\u4e8e\u4eba\u4eec\u5e94\u7528AI\u4ea7\u751f\u4e86\u4e00\u5b9a\u56f0\u96be\u3002\u56e0\u6b64\uff0c\u793e\u533a\u51b3\u5b9a\u5bf9AI\u9886\u57df\u7684\u70ed\u70b9\u6982\u5ff5\u548c\u4e13\u4e1a\u672f\u8bed\u8fdb\u884c\u89e3\u8bfb\uff0c\u5e76\u914d\u5907\u76f8\u5e94\u56fe\u8868\u4ee5\u4fbf\u4e8e\u5927\u5bb6\u66f4\u5f62\u8c61\u7684\u7406\u89e3\u3002\u6211\u4eec\u5c06\u4ece\u4e03\u5927\u65b9\u9762\u8fdb&#8230;<\/p>\n","protected":false},"author":1,"featured_media":705,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34,30],"tags":[],"topic":[],"class_list":["post-519","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-science-p","category-ai-self-learning"],"_links":{"self":[{"href":"https:\/\/www.agidt.com\/index.php?rest_route=\/wp\/v2\/posts\/519","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.agidt.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.agidt.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.agidt.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.agidt.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=519"}],"version-history":[{"count":4,"href":"https:\/\/www.agidt.com\/index.php?rest_route=\/wp\/v2\/posts\/519\/revisions"}],"predecessor-version":[{"id":570,"href":"https:\/\/www.agidt.com\/index.php?rest_route=\/wp\/v2\/posts\/519\/revisions\/570"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.agidt.com\/index.php?rest_route=\/wp\/v2\/media\/705"}],"wp:attachment":[{"href":"https:\/\/www.agidt.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=519"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.agidt.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=519"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.agidt.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=519"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.agidt.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftopic&post=519"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}