{"id":2939,"date":"2026-01-23T19:33:02","date_gmt":"2026-01-23T19:33:02","guid":{"rendered":"https:\/\/umaax.com\/shenmeshizhinengtigongchengyiwenkandong\/"},"modified":"2026-01-23T19:33:02","modified_gmt":"2026-01-23T19:33:02","slug":"shenmeshizhinengtigongchengyiwenkandong","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshizhinengtigongchengyiwenkandong\/","title":{"rendered":"\u4ec0\u4e48\u662f\u667a\u80fd\u4f53\u5de5\u7a0b\uff1f\u4e00\u6587\u770b\u61c2"},"content":{"rendered":"<p>\u8fdb\u51652025\u5e74\uff0c\u6211\u4eec\u6b63\u5904\u5728\u7531\u4eba\u5de5\u667a\u80fd\uff0c\u7279\u522b\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9a71\u52a8\u7684\u6df1\u523b\u53d8\u9769\u65f6\u4ee3\u3002\u7406\u8bba\u6a21\u578b\u7684\u7a81\u7834\u6027\u8fdb\u5c55\u4ee4\u4eba\u632f\u594b\uff0c\u5982\u4f55\u5c06\u5f3a\u5927\u7684\u201d\u5927\u8111\u201d\u8f6c\u5316\u4e3a\u80fd\u53ef\u9760\u3001\u5b89\u5168\u5730\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u6267\u884c\u590d\u6742\u4efb\u52a1\u7684\u5b9e\u4f53\uff0c\u5df2\u6210\u4e3a\u4ea7\u4e1a\u754c\u548c\u5b66\u672f\u754c\u5171\u540c\u5173\u6ce8\u7684\u6838\u5fc3\u8bae\u9898\u3002\u8fd9\u6b63\u662f\u201d\u667a\u80fd\u4f53\u5de5\u7a0b\uff08Agent Engineering\uff09\u201d\u8bde\u751f\u7684\u80cc\u666f\u548c\u4f7f\u547d\u6240\u5728\u3002\u667a\u80fd\u4f53\u5de5\u7a0b\u4e0d\u4ec5\u662f\u5173\u4e8e\u7f16\u5199\u4ee3\u7801\uff0c\u66f4\u662f\u5173\u4e8e\u6784\u5efa\u3001\u7ba1\u7406\u548c\u6cbb\u7406\u65b0\u4e00\u4ee3\u667a\u80fd\u7cfb\u7edf\u7684\u7cfb\u7edf\u6027\u5b66\u79d1\u3002<\/p>\n<p>\u672c\u6587\u4ece\u6700\u57fa\u7840\u7684\u6982\u5ff5\u51fa\u53d1\uff0c\u6df1\u5165\u63a2\u8ba8\u6784\u5efa\u65b9\u6cd5\u3001\u6280\u672f\u67b6\u6784\u3001\u751f\u547d\u5468\u671f\u7ba1\u7406\uff0c\u5c55\u671b\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u672a\u6765\u8d8b\u52bf\u3002\u65e0\u8bba\u662f\u6280\u672f\u5f00\u53d1\u8005\u3001\u4ea7\u54c1\u7ecf\u7406\u3001\u4f01\u4e1a\u51b3\u7b56\u8005\uff0c\u8fd8\u662f\u5bf9AI\u672a\u6765\u5145\u6ee1\u597d\u5947\u7684\u5b66\u4e60\u8005\uff0c\u5c06\u63d0\u4f9b\u4e00\u4e2a\u5168\u9762\u4e14\u6613\u4e8e\u7406\u89e3\u7684\u77e5\u8bc6\u6846\u67b6\u3002<\/p>\n<p> <img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-full wp-image-69024\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/12\/Agent-Engineering-website1-1.png\"  alt=\"\" width=\"1200\" height=\"356\" \/> <\/p>\n<h2>\u4ec0\u4e48\u662f\u667a\u80fd\u4f53\u5de5\u7a0b\uff08Agent Engineering\uff09<\/h2>\n<p>\u667a\u80fd\u4f53\u5de5\u7a0b\u662f\u8de8\u5b66\u79d1\u7684\u5de5\u7a0b\u65b9\u6cd5\u8bba\uff0c\u7cfb\u7edf\u5316\u5730\u8bbe\u8ba1\u3001\u5f00\u53d1\u3001\u90e8\u7f72\u3001\u7ef4\u62a4\u548c\u6cbb\u7406\u80fd\u81ea\u4e3b\u611f\u77e5\u73af\u5883\u3001\u8fdb\u884c\u51b3\u7b56\u548c\u91c7\u53d6\u884c\u52a8\u5b9e\u73b0\u7279\u5b9a\u76ee\u6807\u7684\u667a\u80fd\u4f53\uff08Agent\uff09\u200d \u3002\u5982\u679c\u8bf4AI\u6a21\u578b\uff08\u5982GPT\u7cfb\u5217\uff09\u662f\u667a\u80fd\u4f53\u7684\u201c\u5927\u8111\u201d\uff0c\u667a\u80fd\u4f53\u5de5\u7a0b\u5c31\u662f\u6784\u5efa\u5176\u201c\u8eab\u4f53\u201d\u3001\u201c\u611f\u5b98\u201d\u3001\u201c\u8bb0\u5fc6\u201d\u548c\u201c\u884c\u4e3a\u51c6\u5219\u201d\u7684\u5b8c\u6574\u79d1\u5b66\u4e0e\u827a\u672f\u3002<\/p>\n<h4><strong>\u667a\u80fd\u4f53\u5de5\u7a0b\u7684\u6838\u5fc3\u5185\u6db5<\/strong><\/h4>\n<ul>\n<li><strong>\u81ea\u4e3b\u6027\uff08Autonomy\uff09\uff1a<\/strong> \u667a\u80fd\u4f53\u80fd\u5728\u65e0\u4eba\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\uff0c\u6839\u636e\u5185\u90e8\u72b6\u6001\u548c\u5916\u90e8\u73af\u5883\u81ea\u4e3b\u505a\u51fa\u51b3\u7b56\u548c\u884c\u52a8\u00a0\u3002<\/li>\n<li><strong>\u76ee\u6807\u5bfc\u5411\uff08Goal-Oriented\uff09\uff1a<\/strong>\u00a0\u667a\u80fd\u4f53\u7684\u6240\u6709\u884c\u4e3a\u90fd\u56f4\u7ed5\u7740\u4e00\u4e2a\u6216\u591a\u4e2a\u9884\u8bbe\u7684\u76ee\u6807\u5c55\u5f00\u00a0\u3002<\/li>\n<li><strong>\u73af\u5883\u9002\u5e94\u4e0e\u611f\u77e5\uff08Environment Perception &#038; Adaptation\uff09\uff1a<\/strong> \u667a\u80fd\u4f53\u80fd\u901a\u8fc7\u5404\u79cd\u4f20\u611f\u5668\u6216API\u611f\u77e5\u5176\u6240\u5904\u7684\u73af\u5883\uff08\u7269\u7406\u6216\u6570\u5b57\uff09\uff0c\u6839\u636e\u73af\u5883\u53d8\u5316\u8c03\u6574\u81ea\u8eab\u884c\u4e3a \u3002<\/li>\n<li><strong>\u5b66\u4e60\u4e0e\u8fdb\u5316\uff08Learning &#038; Evolution\uff09\uff1a<\/strong> \u9ad8\u7ea7\u7684\u667a\u80fd\u4f53\u5177\u5907\u4ece\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u7684\u80fd\u529b\uff0c\u80fd\u4e0d\u65ad\u4f18\u5316\u81ea\u8eab\u7684\u7b56\u7565\u548c\u77e5\u8bc6\u5e93\uff0c\u5b9e\u73b0\u81ea\u6211\u8fdb\u5316\u00a0\u3002<\/li>\n<\/ul>\n<h4><strong>\u201c\u5de5\u7a0b\u201d\u7684\u5185\u6db5<\/strong><\/h4>\n<p>\u201c\u5de5\u7a0b\u201d\u5f3a\u8c03\u4e86\u5176\u533a\u522b\u4e8e\u7eaf\u7cb9\u7684\u5b66\u672f\u7814\u7a76\u6216\u4e2a\u4eba\u9879\u76ee\u3002\u610f\u5473\u7740\u5728\u6784\u5efa\u667a\u80fd\u4f53\u65f6\uff0c\u6211\u4eec\u91c7\u7528\u7684\u662f\u4e00\u5957\u7cfb\u7edf\u5316\u3001\u89c4\u8303\u5316\u3001\u53ef\u5ea6\u91cf\u7684\u65b9\u6cd5\u8bba \u3002\u5305\u62ec\u5bf9\u53ef\u9760\u6027\u3001\u7a33\u5b9a\u6027\u3001\u5b89\u5168\u6027\u3001\u53ef\u6269\u5c55\u6027\u3001\u53ef\u7ef4\u62a4\u6027\u548c\u6210\u672c\u6548\u76ca\u7684\u5168\u9762\u8003\u91cf \u3002\u667a\u80fd\u4f53\u5de5\u7a0b\u7684\u76ee\u6807\u662f\u8ba9\u667a\u80fd\u4f53\u7684\u5f00\u53d1\u8fc7\u7a0b\u4ece\u201c\u70bc\u4e39\u5f0f\u201d\u7684\u624b\u5de5\u4f5c\u574a\uff0c\u8d70\u5411\u201c\u5de5\u4e1a\u5316\u201d\u7684\u6d41\u6c34\u7ebf\u751f\u4ea7\uff0c\u786e\u4fdd\u6700\u7ec8\u4ea7\u54c1\u7684\u9ad8\u8d28\u91cf\u548c\u9ad8\u53ef\u7528\u6027\u3002<\/p>\n<h4><strong>\u4e0e\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u7684\u6838\u5fc3\u533a\u522b<\/strong><\/h4>\n<p>\u667a\u80fd\u4f53\u5de5\u7a0b\u4e0e\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u540c\u6839\u540c\u6e90\uff0c\u5171\u4eab\u8bb8\u591a\u57fa\u672c\u539f\u5219\uff08\u5982\u6a21\u5757\u5316\u3001\u7248\u672c\u63a7\u5236\uff09\uff0c\u5176\u6838\u5fc3\u533a\u522b\u6e90\u4e8e\u5176\u5904\u7406\u5bf9\u8c61\u2014\u2014\u201c\u667a\u80fd\u201d\u2014\u2014\u7684\u6839\u672c\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u7ef4\u5ea6<\/strong><\/th>\n<th><strong>\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b<\/strong><\/th>\n<th><strong>\u667a\u80fd\u4f53\u5de5\u7a0b<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u6838\u5fc3\u903b\u8f91<\/strong><\/td>\n<td><strong>\u786e\u5b9a\u6027\u3001\u57fa\u4e8e\u89c4\u5219<\/strong>\uff1a\u8f93\u5165A\uff0c\u5fc5\u7136\u8f93\u51faB\u3002\u4ee3\u7801\u903b\u8f91\u7531\u7a0b\u5e8f\u5458\u7cbe\u786e\u5b9a\u4e49\u3002<\/td>\n<td><strong>\u6982\u7387\u6027\u3001\u57fa\u4e8e\u5b66\u4e60<\/strong>\uff1a\u8f93\u5165A\uff0c\u53ef\u80fd\u8f93\u51faB\u3001C\u6216D\uff0c\u53d6\u51b3\u4e8e\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u548c\u5185\u90e8\u72b6\u6001\u3002\u884c\u4e3a\u5177\u6709\u4e0d\u786e\u5b9a\u6027\u548c\u6d8c\u73b0\u6027\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u5f00\u53d1\u8303\u5f0f<\/strong><\/td>\n<td><strong>\u4ee3\u7801\u5373\u903b\u8f91 (Code as Logic)<\/strong>\uff1a\u7a0b\u5e8f\u5458\u7f16\u5199\u663e\u5f0f\u7684\u6307\u4ee4\u548c\u7b97\u6cd5\u6765\u5b9a\u4e49\u7cfb\u7edf\u884c\u4e3a\u3002<\/td>\n<td><strong>\u6a21\u578b\u5373\u903b\u8f91 (Model as Logic)<\/strong>\uff1a\u5f00\u53d1\u8005\u4e3b\u8981\u901a\u8fc7\u9009\u62e9\u3001\u8bad\u7ec3\u3001\u5fae\u8c03\u548c\u63d0\u793a\u5de5\u7a0b\uff08Prompt Engineering\uff09\u6765\u5851\u9020\u548c\u5f15\u5bfc\u6a21\u578b\u7684\u884c\u4e3a\u00a0\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u7cfb\u7edf\u884c\u4e3a<\/strong><\/td>\n<td><strong>\u53ef\u9884\u6d4b\u3001\u53ef\u5b8c\u5168\u590d\u73b0<\/strong>\uff1a\u5728\u76f8\u540c\u73af\u5883\u4e0b\uff0c\u7a0b\u5e8f\u7684\u884c\u4e3a\u662f\u7a33\u5b9a\u548c\u4e00\u81f4\u7684\u3002<\/td>\n<td><strong>\u52a8\u6001\u3001\u9002\u5e94\u6027\u3001\u96be\u4ee5\u5b8c\u5168\u9884\u6d4b<\/strong>\uff1a\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u4f1a\u6839\u636e\u73af\u5883\u53d8\u5316\u548c\u81ea\u8eab\u5b66\u4e60\u800c\u6f14\u5316\uff0c\u53ef\u80fd\u4ea7\u751f\u610f\u6599\u4e4b\u5916\u7684\u201c\u6d8c\u73b0\u201d\u884c\u4e3a\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6d4b\u8bd5\u4e0e\u9a8c\u8bc1<\/strong><\/td>\n<td>\u5355\u5143\u6d4b\u8bd5\u3001\u96c6\u6210\u6d4b\u8bd5\u7b49\u65b9\u6cd5\u53ef\u4ee5\u6709\u6548\u5730\u9a8c\u8bc1\u529f\u80fd\u7684\u6b63\u786e\u6027\u3002<\/td>\n<td>\u4f20\u7edf\u6d4b\u8bd5\u65b9\u6cd5\u4e0d\u8db3\uff0c\u9700\u8981\u5f15\u5165\u5bf9\u6297\u6027\u6d4b\u8bd5\u3001\u573a\u666f\u6a21\u62df\u3001\u8bc4\u4f30\u57fa\u51c6\uff08Benchmark\uff09\u548c\u6301\u7eed\u7684\u7ebf\u4e0a\u76d1\u63a7\u6765\u786e\u4fdd\u5176\u884c\u4e3a\u5728\u201c\u5b89\u5168\u8fb9\u754c\u201d\u5185\u00a0\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u7ef4\u62a4\u4e0e\u8fed\u4ee3<\/strong><\/td>\n<td>\u4e3b\u8981\u5173\u6ce8\u4ee3\u7801\u7684Bug\u4fee\u590d\u548c\u529f\u80fd\u66f4\u65b0\u3002<\/td>\n<td>\u9664\u4e86\u4ee3\u7801\uff0c\u66f4\u5173\u6ce8\u6a21\u578b\u7684\u6f02\u79fb\uff08Model Drift\uff09\u3001\u6570\u636e\u8d28\u91cf\u3001\u5e7b\u89c9\uff08Hallucination\uff09\u95ee\u9898\uff0c\u9700\u8981\u6301\u7eed\u7684\u6570\u636e\u5de5\u7a0b\u548c\u6a21\u578b\u518d\u8bad\u7ec3\u00a0\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u667a\u80fd\u4f53\u5de5\u7a0b\u662f\u8f6f\u4ef6\u5de5\u7a0b\u5728AI\u65f6\u4ee3\u7684\u6f14\u8fdb\u548c\u6269\u5c55\uff0c\u627f\u8ba4\u548c\u62e5\u62b1AI\u6a21\u578b\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u56f4\u7ed5\u6b64\u7279\u6027\u5efa\u7acb\u4e86\u4e00\u6574\u5957\u65b0\u7684\u8bbe\u8ba1\u6a21\u5f0f\u3001\u5f00\u53d1\u6d41\u7a0b\u548c\u6cbb\u7406\u4f53\u7cfb\uff0c\u6253\u9020\u51fa\u667a\u80fd\u3001\u53ef\u9760\u7684\u81ea\u4e3b\u7cfb\u7edf \u3002<\/p>\n<h2>\u667a\u80fd\u4f53\u7684\u6f14\u8fdb\u4e4b\u8def<\/h2>\n<p>\u667a\u80fd\u4f53\u7684\u53d1\u5c55\u5386\u7a0b\u6df1\u523b\u5730\u53cd\u6620\u4e86\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u8303\u5f0f\u7684\u53d8\u8fc1\u3002<\/p>\n<p> <img decoding=\"async\" class=\"aligncenter wp-image-69026\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/12\/Agent-Engineering-website1-3.png\"  alt=\"\" width=\"678\" height=\"381\" \/> <\/p>\n<h4><strong>\u65e9\u671f\u63a2\u7d22\uff1a\u57fa\u4e8e\u89c4\u5219\u7684\u7b26\u53f7\u4e3b\u4e49\u667a\u80fd\u4f53<\/strong><\/h4>\n<p>\u667a\u80fd\u4f53\u7684\u601d\u60f3\u6700\u65e9\u80fd\u8ffd\u6eaf\u523020\u4e16\u7eaa\u4e2d\u53f6\u7684\u4eba\u5de5\u667a\u80fd\u201c\u8fbe\u7279\u8305\u65af\u4f1a\u8bae\u201d\u3002\u65e9\u671f\u7684\u667a\u80fd\u4f53\u7814\u7a76\u4e3b\u8981\u5efa\u7acb\u5728\u7b26\u53f7\u4e3b\u4e49\uff08Symbolicism\uff09\u200d\u4e4b\u4e0a\u3002\u8fd9\u4e00\u65f6\u671f\u7684\u667a\u80fd\u4f53\uff0c\u5982\u4e13\u5bb6\u7cfb\u7edf\uff0c\u201c\u667a\u80fd\u201d\u6765\u6e90\u4e8e\u4eba\u7c7b\u4e13\u5bb6\u9884\u5148\u7f16\u5199\u7684\u5927\u91cf\u201cIF-THEN\u201d\u89c4\u5219\u3002\u5b83\u4eec\u5728\u4e00\u4e2a\u5c01\u95ed\u3001\u786e\u5b9a\u7684\u73af\u5883\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u80fd\u6267\u884c\u903b\u8f91\u63a8\u7406\u4efb\u52a1\u3002\u7f3a\u70b9\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u77e5\u8bc6\u5e93\u6784\u5efa\u6210\u672c\u9ad8\u6602\uff0c\u65e0\u6cd5\u5904\u7406\u89c4\u5219\u4e4b\u5916\u7684\u672a\u77e5\u60c5\u51b5\uff0c\u7f3a\u4e4f\u5b66\u4e60\u548c\u9002\u5e94\u80fd\u529b\u3002<\/p>\n<h4><strong>\u8fde\u63a5\u4e3b\u4e49\u7684\u5174\u8d77\uff1a\u5b66\u4e60\u4e0e\u9002\u5e94\u7684\u96cf\u5f62<\/strong><\/h4>\n<p>\u968f\u7740\u8fde\u63a5\u4e3b\u4e49\uff08Connectionism\uff09\u200d\uff0c\u7279\u522b\u662f\u6df1\u5ea6\u5b66\u4e60\u7684\u5d1b\u8d77\uff0c\u667a\u80fd\u4f53\u7684\u7814\u7a76\u8303\u5f0f\u53d1\u751f\u4e86\u8f6c\u53d8\u3002\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\u8ba9\u667a\u80fd\u4f53\u7b2c\u4e00\u6b21\u62e5\u6709\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u7684\u80fd\u529b\u3002\u5728\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning\uff09\u7684\u9a71\u52a8\u4e0b\uff0c\u50cfAlphaGo\u7684\u667a\u80fd\u4f53\u5728\u68cb\u7c7b\u7b49\u7279\u5b9a\u4efb\u52a1\u4e0a\u8d85\u8d8a\u4eba\u7c7b\u9876\u5c16\u6c34\u5e73\u3002\u8fd9\u4e00\u9636\u6bb5\u7684\u667a\u80fd\u4f53\u5c55\u73b0\u4e86\u5f3a\u5927\u7684\u6a21\u5f0f\u8bc6\u522b\u548c\u7b56\u7565\u5b66\u4e60\u80fd\u529b\uff0c\u4f46\u80fd\u529b\u901a\u5e38\u5c40\u9650\u4e8e\u5355\u4e00\u9886\u57df\uff0c\u4e14\u9700\u8981\u6d77\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<h4><strong>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9769\u547d\uff1a\u667a\u80fd\u4f53\u201c\u5927\u8111\u201d\u7684\u8bde\u751f<\/strong><\/h4>\n<p>2020\u5e74\u4ee3\u521d\uff0c\u4ee5GPT\u7cfb\u5217\u4e3a\u4ee3\u8868\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u51fa\u73b0\uff0c\u4e3a\u667a\u80fd\u4f53\u7684\u53d1\u5c55\u5e26\u6765\u9769\u547d\u6027\u7684\u7a81\u7834 \u3002LLM\u5c55\u73b0\u4e86\u524d\u6240\u672a\u6709\u7684\u8bed\u8a00\u7406\u89e3\u3001\u751f\u6210\u3001\u63a8\u7406\u548c\u77e5\u8bc6\u6574\u5408\u80fd\u529b\uff0c\u4f7f\u5176\u6210\u4e3a\u6784\u5efa\u901a\u7528\u667a\u80fd\u4f53\u7684\u7406\u60f3\u201c\u5927\u8111\u201d \u3002\u57fa\u4e8eLLM\u7684\u667a\u80fd\u4f53\uff08LLM-based Agent\uff09\u4e0d\u518d\u9700\u8981\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\uff0c\u5b83\u4eec\u80fd\u7528LLM\u4e2d\u8574\u542b\u7684\u5e7f\u6cdb\u4e16\u754c\u77e5\u8bc6\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u6765\u7406\u89e3\u590d\u6742\u4efb\u52a1\uff0c\u8fdb\u884c\u521d\u6b65\u7684\u89c4\u5212\u548c\u63a8\u7406 \u3002<\/p>\n<h4><strong>2025\u5e74\u7684\u524d\u6cbf\uff1aLLM-based Agent\u7684\u9ec4\u91d1\u65f6\u4ee3<\/strong><\/h4>\n<p>2025\u5e74\u6b63\u662fLLM-based Agent\u53d1\u5c55\u7684\u9ec4\u91d1\u65f6\u4ee3 \u3002\u7814\u7a76\u548c\u5f00\u53d1\u7684\u91cd\u70b9\u5df2\u7ecf\u4ece\u63d0\u5347LLM\u672c\u8eab\u7684\u6027\u80fd\uff0c\u8f6c\u5411\u5982\u4f55\u56f4\u7ed5LLM\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u3001\u80fd\u4e0e\u5916\u754c\u4ea4\u4e92\u3001\u6267\u884c\u4efb\u52a1\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u3002\u5982\u4eca\u7684\u667a\u80fd\u4f53\u80fd\u201c\u8bf4\u201d\uff0c\u80fd\u201c\u770b\u201d\u3001\u201c\u542c\u201d\uff0c\u80fd\u901a\u8fc7\u8c03\u7528API\u7b49\u5de5\u5177\u6765\u201c\u505a\u201d\uff0c\u5c55\u73b0\u51fa\u901a\u7528\u5316\u3001\u591a\u6a21\u6001\u5316\u7684\u8d8b\u52bf \u3002<\/p>\n<h2>\u667a\u80fd\u4f53\u5de5\u7a0b\u7684\u6838\u5fc3\u6280\u672f\u67b6\u6784<\/h2>\n<p>\u73b0\u4ee3\u667a\u80fd\u4f53\u7684\u5f3a\u5927\u80fd\u529b\u4e0d\u53ea\u6765\u81ea\u6838\u5fc3\u7684LLM\uff0c\u800c\u662f\u6e90\u4e8e\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u3001\u6a21\u5757\u5316\u7684\u6280\u672f\u67b6\u6784\u3002\u6280\u672f\u67b6\u6784\u786e\u4fdd\u4e86\u667a\u80fd\u4f53\u80fd\u6709\u6548\u5730\u611f\u77e5\u4e16\u754c\u3001\u8fdb\u884c\u601d\u8003\u548c\u91c7\u53d6\u884c\u52a8\u3002<\/p>\n<p> <img decoding=\"async\" class=\"aligncenter wp-image-69025\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/12\/Agent-Engineering-website1-2.png\"  alt=\"\" width=\"678\" height=\"381\" \/> <\/p>\n<h4><strong>\u901a\u7528\u67b6\u6784\u6a21\u578b\uff1a\u611f\u77e5-\u89c4\u5212-\u884c\u52a8\u7684\u95ed\u73af<\/strong><\/h4>\n<p>\u5f53\u524d\uff0c\u4e3b\u6d41\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u9075\u5faa\u201c\u611f\u77e5-\u89c4\u5212-\u884c\u52a8\u201d\uff08Perception-Planning-Action\uff09\u6216\u7c7b\u4f3c\u7406\u5ff5\u7684\u95ed\u73af\u67b6\u6784 \u3002\u67b6\u6784\u6a21\u4eff\u4e86\u751f\u7269\u667a\u80fd\u4f53\u7684\u57fa\u672c\u5de5\u4f5c\u6a21\u5f0f\uff1a<\/p>\n<ul>\n<li><strong>\u611f\u77e5\uff08Perception\uff09\uff1a<\/strong>\u00a0\u63a5\u6536\u6765\u81ea\u5916\u90e8\u73af\u5883\u7684\u5404\u79cd\u4fe1\u606f\u3002<\/li>\n<li><strong>\u89c4\u5212\uff08Planning\uff09\uff1a<\/strong>\u00a0\u57fa\u4e8e\u611f\u77e5\u5230\u7684\u4fe1\u606f\u548c\u5185\u90e8\u76ee\u6807\uff0c\u8fdb\u884c\u601d\u8003\u3001\u63a8\u7406\u548c\u51b3\u7b56\uff0c\u5c06\u590d\u6742\u4efb\u52a1\u5206\u89e3\u6210\u4e00\u7cfb\u5217\u53ef\u6267\u884c\u7684\u6b65\u9aa4\u3002<\/li>\n<li><strong>\u884c\u52a8\uff08Action\uff09\uff1a<\/strong>\u00a0\u6267\u884c\u89c4\u5212\u597d\u7684\u6b65\u9aa4\uff0c\u901a\u8fc7\u8c03\u7528\u5de5\u5177\u6216API\u4e0e\u5916\u90e8\u4e16\u754c\u8fdb\u884c\u4ea4\u4e92\u3002<\/li>\n<li><strong>\u53cd\u9988\u4e0e\u8fed\u4ee3\uff1a<\/strong>\u00a0\u884c\u52a8\u7684\u7ed3\u679c\u4f1a\u6539\u53d8\u73af\u5883\uff0c\u667a\u80fd\u4f53\u518d\u6b21\u611f\u77e5\u65b0\u7684\u73af\u5883\u72b6\u6001\uff0c\u5f62\u6210\u4e00\u4e2a\u6301\u7eed\u5b66\u4e60\u548c\u4f18\u5316\u7684\u95ed\u73af\u3002<\/li>\n<\/ul>\n<p>\u5faa\u73af\u5f80\u590d\u7684\u8fc7\u7a0b\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u52a8\u6001\u5730\u9002\u5e94\u73af\u5883\u53d8\u5316\uff0c\u671d\u7740\u6700\u7ec8\u76ee\u6807\u4e0d\u65ad\u8fc8\u8fdb\u3002<\/p>\n<h4><strong>\u6838\u5fc3\u6a21\u5757\u6df1\u5ea6\u89e3\u6790<\/strong><\/h4>\n<h5><strong>\u611f\u77e5\u6a21\u5757\uff08Perception\uff09<\/strong><\/h5>\n<p>\u611f\u77e5\u6a21\u5757\u662f\u667a\u80fd\u4f53\u7684\u4fe1\u606f\u8f93\u5165\u7aef\uff0c\u8d1f\u8d23\u4ece\u591a\u6837\u7684\u6765\u6e90\u6536\u96c6\u4fe1\u606f\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u201c\u5927\u8111\u201d\u53ef\u4ee5\u7406\u89e3\u7684\u683c\u5f0f\u3002\u5bf9\u4e8e\u7eaf\u8f6f\u4ef6\u667a\u80fd\u4f53\uff0c\u4fe1\u606f\u6765\u6e90\u662f\u7f51\u9875\u6587\u672c\u3001\u6570\u636e\u5e93\u3001API\u8fd4\u56de\u7684JSON\u6570\u636e\u3001\u7528\u6237\u8f93\u5165\u7684\u81ea\u7136\u8bed\u8a00\u7b49\u3002\u5bf9\u4e8e\u4e0e\u7269\u7406\u4e16\u754c\u4ea4\u4e92\u7684\u5177\u8eab\u667a\u80fd\u4f53\uff08\u5982\u673a\u5668\u4eba\uff09\uff0c\u611f\u77e5\u6a21\u5757\u9700\u8981\u5904\u7406\u6765\u81ea\u6444\u50cf\u5934\u3001\u9ea6\u514b\u98ce\u3001\u6fc0\u5149\u96f7\u8fbe\u7b49\u4f20\u611f\u5668\u7684\u6570\u636e \u3002\u591a\u6a21\u6001\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u4f7f\u611f\u77e5\u6a21\u5757\u80fd\u878d\u5408\u5904\u7406\u6587\u672c\u3001\u56fe\u50cf\u3001\u58f0\u97f3\u7b49\u591a\u79cd\u4fe1\u606f\uff0c\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u5bf9\u73af\u5883\u66f4\u5168\u9762\u7684\u8ba4\u77e5\u3002<\/p>\n<p><strong>\u201c\u5927\u8111\u201d\u6a21\u5757\uff08Brain\uff09<\/strong><\/p>\n<p>\u667a\u80fd\u4f53\u7684\u6838\u5fc3\uff0c\u7531\u4e00\u4e2a\u6216\u591a\u4e2a\u5927\u578b\u57fa\u7840\u6a21\u578b\uff08Foundation Models\uff09\uff0c\u5c24\u5176\u662fLLM\u6784\u6210 \u3002\u201c\u5927\u8111\u201d\u6a21\u5757\u8d1f\u8d23\u6700\u9ad8\u5c42\u6b21\u7684\u8ba4\u77e5\u6d3b\u52a8\uff0c\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u7406\u89e3\u4e0e\u610f\u56fe\u8bc6\u522b\uff1a<\/strong>\u00a0\u89e3\u6790\u611f\u77e5\u6a21\u5757\u4f20\u5165\u7684\u4fe1\u606f\u548c\u7528\u6237\u4e0b\u8fbe\u7684\u6307\u4ee4\uff0c\u7406\u89e3\u4efb\u52a1\u7684\u6700\u7ec8\u76ee\u6807\u3002<\/li>\n<li><strong>\u63a8\u7406\u4e0e\u51b3\u7b56\uff1a<\/strong> \u57fa\u4e8e\u81ea\u8eab\u7684\u77e5\u8bc6\u548c\u5f53\u524d\u60c5\u5883\uff0c\u8fdb\u884c\u903b\u8f91\u63a8\u7406\u3001\u56e0\u679c\u5206\u6790\uff0c\u5bf9\u4e0b\u4e00\u6b65\u884c\u52a8\u505a\u51fa\u51b3\u7b56\u3002<\/li>\n<li><strong>\u4efb\u52a1\u89c4\u5212\u4e0e\u5206\u89e3\uff1a<\/strong>\u00a0\u5c06\u4e00\u4e2a\u5b8f\u5927\u7684\u76ee\u6807\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u5177\u4f53\u7684\u3001\u53ef\u6267\u884c\u7684\u5b50\u4efb\u52a1\u3002\u8fd9\u662f\u667a\u80fd\u4f53\u5904\u7406\u590d\u6742\u95ee\u9898\u7684\u5173\u952e\u80fd\u529b\u00a0\u3002<\/li>\n<\/ul>\n<p><strong>\u8bb0\u5fc6\u6a21\u5757\uff08Memory\uff09<\/strong><\/p>\n<p>\u4e3a\u907f\u514d\u201c\u5065\u5fd8\u201d\uff0c\u667a\u80fd\u4f53\u9700\u8981\u8bb0\u5fc6\u6a21\u5757\u5b58\u50a8\u548c\u68c0\u7d22\u4fe1\u606f \u3002\u8bb0\u5fc6\u6a21\u5757\u901a\u5e38\u5206\u4e3a\uff1a<\/p>\n<ul>\n<li><strong>\u77ed\u671f\u8bb0\u5fc6\uff08Short-term Memory\uff09\uff1a<\/strong> \u7528\u4e8e\u5b58\u50a8\u5f53\u524d\u4efb\u52a1\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4f8b\u5982\u5bf9\u8bdd\u5386\u53f2\u3001\u4e2d\u95f4\u6b65\u9aa4\u7684\u7ed3\u679c\u7b49\u3002\u5bf9\u4e8e\u7ef4\u6301\u4efb\u52a1\u7684\u8fde\u8d2f\u6027\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li><strong>\u957f\u671f\u8bb0\u5fc6\uff08Long-term Memory\uff09\uff1a<\/strong>\u00a0\u7528\u4e8e\u5b58\u50a8\u4ece\u8fc7\u53bb\u7ecf\u9a8c\u4e2d\u5b66\u5230\u7684\u77e5\u8bc6\u3001\u7528\u6237\u504f\u597d\u3001\u6210\u529f\u7684\u89e3\u51b3\u65b9\u6848\u7b49\u3002\u901a\u8fc7\u957f\u671f\u8bb0\u5fc6\uff0c\u667a\u80fd\u4f53\u80fd\u4e0d\u65ad\u79ef\u7d2f\u7ecf\u9a8c\uff0c\u53d8\u5f97\u8d8a\u6765\u8d8a\u201c\u806a\u660e\u201d\u548c\u4e2a\u6027\u5316\u3002\u5411\u91cf\u6570\u636e\u5e93\u7b49\u6280\u672f\u5e38\u88ab\u7528\u5728\u5b9e\u73b0\u9ad8\u6548\u7684\u957f\u671f\u8bb0\u5fc6\u68c0\u7d22\u3002<\/li>\n<\/ul>\n<p><strong>\u89c4\u5212\u6a21\u5757\uff08Planning\uff09<\/strong><\/p>\n<p>\u89c4\u5212\u6a21\u5757\u63a5\u6536\u6765\u81ea\u201c\u5927\u8111\u201d\u7684\u5b8f\u89c2\u51b3\u7b56\uff0c\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u8be6\u7ec6\u7684\u884c\u52a8\u8ba1\u5212\u3002\u4f8b\u5982\uff0c\u5982\u679c\u76ee\u6807\u662f\u201c\u9884\u8ba2\u4e0b\u5468\u53bb\u4e0a\u6d77\u51fa\u5dee\u7684\u884c\u7a0b\u201d\uff0c\u89c4\u5212\u6a21\u5757\u4f1a\u5c06\u5176\u5206\u89e3\u4e3a\uff1a\u201c\u67e5\u8be2\u822a\u73ed\u4fe1\u606f\u201d\u3001\u201c\u67e5\u8be2\u9152\u5e97\u4fe1\u606f\u201d\u3001\u201c\u6bd4\u8f83\u4ef7\u683c\u548c\u65f6\u95f4\u201d\u3001\u201c\u6839\u636e\u7528\u6237\u504f\u597d\u9009\u62e9\u6700\u4f18\u65b9\u6848\u201d\u3001\u201c\u8c03\u7528\u9884\u8ba2API\u201d\u7b49\u4e00\u7cfb\u5217\u6709\u5e8f\u7684\u6b65\u9aa4\u3002\u601d\u7ef4\u6811\uff08Tree of Thoughts\uff09\u7b49\u9ad8\u7ea7\u63d0\u793a\u5de5\u7a0b\u6280\u672f\u5e38\u88ab\u5e94\u7528\u4e8e\u6b64\uff0c\u4ee5\u63a2\u7d22\u548c\u8bc4\u4f30\u4e0d\u540c\u7684\u884c\u52a8\u8def\u5f84\u00a0\u3002<\/p>\n<p><strong>\u884c\u52a8\u6a21\u5757\uff08Action\uff09<\/strong><\/p>\n<p>\u884c\u52a8\u6a21\u5757\u662f\u667a\u80fd\u4f53\u7684\u201c\u624b\u201d\u548c\u201c\u811a\u201d\uff0c\u8d1f\u8d23\u6267\u884c\u89c4\u5212\u597d\u7684\u5177\u4f53\u64cd\u4f5c\uff0c\u4e0d\u662f\u76f4\u63a5\u6267\u884c\u6240\u6709\u4efb\u52a1\uff0c\u662f\u901a\u8fc7\u201c\u5de5\u5177\u7bb1\u201d\u4e0e\u5916\u90e8\u4e16\u754c\u4e92\u52a8\u3002\u5de5\u5177\u7bb1\u5305\u542b\uff1a<\/p>\n<ul>\n<li><strong>\u641c\u7d22\u5f15\u64ceAPI\uff1a<\/strong>\u00a0\u7528\u4e8e\u83b7\u53d6\u6700\u65b0\u7684\u5916\u90e8\u4fe1\u606f\u3002<\/li>\n<li><strong>\u8ba1\u7b97\u5668\u6216\u4ee3\u7801\u89e3\u91ca\u5668\uff1a<\/strong>\u00a0\u7528\u4e8e\u6267\u884c\u7cbe\u786e\u7684\u6570\u5b66\u8ba1\u7b97\u6216\u4ee3\u7801\u3002<\/li>\n<li><strong>\u4f01\u4e1a\u5185\u90e8API\uff1a<\/strong>\u00a0\u7528\u4e8e\u67e5\u8be2\u5e93\u5b58\u3001\u4e0b\u5355\u3001\u66f4\u65b0\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406\uff08CRM\uff09\u7cfb\u7edf\u7b49\u3002<\/li>\n<li><strong>\u7269\u8054\u7f51\u8bbe\u5907\u63a7\u5236\u63a5\u53e3\uff1a<\/strong>\u00a0\u5bf9\u4e8e\u5177\u8eab\u667a\u80fd\u4f53\uff0c\u7528\u4e8e\u63a7\u5236\u673a\u68b0\u81c2\u3001\u5f00\u5173\u706f\u7b49\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u8d4b\u4e88\u667a\u80fd\u4f53\u4f7f\u7528\u5de5\u5177\u7684\u80fd\u529b\uff0c\u6781\u5927\u5730\u6269\u5c55\u667a\u80fd\u4f53\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u4f7f\u5176\u80fd\u5b8c\u6210LLM\u672c\u8eab\u65e0\u6cd5\u5b8c\u6210\u7684\u4efb\u52a1\u3002<\/p>\n<h2>\u9a71\u52a8\u667a\u80fd\u4f53\u7684\u5173\u952e\u6280\u672f\u6808<\/h2>\n<h4><strong>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e0e\u57fa\u7840\u6a21\u578b<\/strong><\/h4>\n<p>LLM\u662f\u5f53\u524d\u667a\u80fd\u4f53\u9769\u547d\u7684\u7edd\u5bf9\u6838\u5fc3 \u3002\u5176\u5f3a\u5927\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u80fd\u529b\u548c\u4e30\u5bcc\u7684\u4e16\u754c\u77e5\u8bc6\uff0c\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u901a\u7528\u7684\u7406\u89e3\u548c\u63a8\u7406\u57fa\u7840\u3002\u9664LLM\uff0c\u89c6\u89c9\u3001\u8bed\u97f3\u7b49\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u7684\u878d\u5408\uff0c\u4e5f\u4f7f\u667a\u80fd\u4f53\u80fd\u5904\u7406\u66f4\u52a0\u591a\u6837\u5316\u7684\u4fe1\u606f\u3002\u6a21\u578b\u6027\u80fd\u7684\u6301\u7eed\u63d0\u5347\uff0c\u662f\u667a\u80fd\u4f53\u80fd\u529b\u4e0a\u9650\u4e0d\u65ad\u88ab\u7a81\u7834\u7684\u6839\u672c\u539f\u56e0 \u3002<\/p>\n<h4><strong>\u601d\u7ef4\u94fe\uff08CoT\uff09\u4e0e\u601d\u7ef4\u6811\uff08ToT\uff09<\/strong><\/h4>\n<p>\u4e3a\u89e3\u51b3\u590d\u6742\u95ee\u9898\uff0c\u667a\u80fd\u4f53\u4e0d\u80fd\u53ea\u662f\u4e00\u6b65\u5230\u4f4d\u7684\u601d\u8003\u3002\u601d\u7ef4\u94fe\uff08Chain of Thought, CoT\uff09\u200d\u6280\u672f\u901a\u8fc7\u5f15\u5bfcLLM\u751f\u6210\u4e00\u6b65\u6b65\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u663e\u8457\u63d0\u5347\u5728\u903b\u8f91\u3001\u6570\u5b66\u7b49\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u66f4\u8fdb\u4e00\u6b65\u7684\u601d\u7ef4\u6811\uff08Tree of Thoughts, ToT\uff09\u200d\u652f\u6301\u667a\u80fd\u4f53\u540c\u65f6\u63a2\u7d22\u591a\u4e2a\u63a8\u7406\u8def\u5f84\uff0c\u5bf9\u4e2d\u95f4\u7ed3\u679c\u8fdb\u884c\u8bc4\u4f30\uff0c\u9009\u62e9\u6700\u4f18\u7684\u8def\u5f84\u7ee7\u7eed\u6df1\u5165\uff0c\u6781\u5927\u5730\u589e\u5f3a\u89c4\u5212\u548c\u95ee\u9898\u89e3\u51b3\u7684\u9c81\u68d2\u6027 \u3002<\/p>\n<h4><strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09<\/strong><\/h4>\n<p>LLM\u7684\u77e5\u8bc6\u5728\u8bad\u7ec3\u5b8c\u6210\u540e\u662f\u9759\u6001\u7684\uff0c\u65e0\u6cd5\u83b7\u53d6\u6700\u65b0\u4fe1\u606f\uff0c\u4e0d\u5305\u542b\u7279\u5b9a\u9886\u57df\u7684\u79c1\u6709\u77e5\u8bc6\u3002\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation, RAG\uff09\u200d\u6280\u672f\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u5f53\u667a\u80fd\u4f53\u9047\u5230\u77e5\u8bc6\u76f2\u533a\u65f6\uff0cRAG\u6846\u67b6\u5148\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\uff08\u5982\u4f01\u4e1a\u5185\u90e8\u6587\u6863\u3001\u4e92\u8054\u7f51\uff09\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u7136\u540e\u5c06\u4fe1\u606f\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7ed9LLM\uff0c\u8f85\u52a9\u751f\u6210\u66f4\u51c6\u786e\u3001\u66f4\u5177\u65f6\u6548\u6027\u7684\u56de\u7b54\u3002<\/p>\n<h4><strong>\u5de5\u5177\u4f7f\u7528\uff08Tool Use\uff09<\/strong><\/h4>\n<p>\u5c06\u667a\u80fd\u4f53\u4ece\u201c\u804a\u5929\u673a\u5668\u4eba\u201d\u5347\u7ea7\u4e3a\u201c\u884c\u52a8\u8005\u201d\u7684\u5173\u952e\u6280\u672f \u3002\u901a\u8fc7API\uff0c\u667a\u80fd\u4f53\u80fd\u8c03\u7528\u5916\u90e8\u5de5\u5177\u5b8c\u6210\u81ea\u8eab\u4e0d\u64c5\u957f\u7684\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u7528\u8ba1\u7b97\u5668\u8fdb\u884c\u7cbe\u786e\u8ba1\u7b97\uff0c\u907f\u514dLLM\u5728\u6570\u5b66\u4e0a\u7684\u201c\u5e7b\u89c9\u201d\uff1b\u8c03\u7528\u641c\u7d22\u5f15\u64ce\u83b7\u53d6\u5b9e\u65f6\u65b0\u95fb\uff1b\u8fde\u63a5\u5230\u4f01\u4e1a\u7684ERP\u7cfb\u7edf\u67e5\u8be2\u8ba2\u5355\u72b6\u6001\u3002\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u662f\u667a\u80fd\u4f53\u5de5\u7a0b\u7684\u6838\u5fc3\uff0c\u5b83\u5c06LLM\u7684\u8bed\u8a00\u667a\u80fd\u4e0e\u73b0\u5b9e\u4e16\u754c\u7684\u5404\u79cd\u529f\u80fd\u670d\u52a1\u8fde\u63a5\u4e86\u8d77\u6765\u3002<\/p>\n<h4><strong>\u591a\u6a21\u6001\u878d\u5408\u6280\u672f<\/strong><\/h4>\n<p>\u672a\u6765\u7684\u667a\u80fd\u4f53\u5c06\u4e0d\u4ec5\u662f\u6587\u672c\u5904\u7406\u5668\u3002\u591a\u6a21\u6001\u878d\u5408\u6280\u672f\uff08Multi-modal Fusion\uff09\u4f7f\u667a\u80fd\u4f53\u80fd\u540c\u65f6\u7406\u89e3\u548c\u5904\u7406\u6765\u81ea\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u591a\u79cd\u6a21\u6001\u7684\u4fe1\u606f \u3002\u4e00\u4e2a\u591a\u6a21\u6001\u667a\u80fd\u4f53\u80fd\u201c\u770b\u5230\u201d\u7528\u6237\u5206\u4eab\u7684\u56fe\u7247\uff0c\u201c\u542c\u5230\u201d\u7528\u6237\u7684\u8bed\u97f3\u6307\u4ee4\uff0c\u751f\u6210\u5305\u542b\u56fe\u6587\u7684\u7efc\u5408\u6027\u62a5\u544a\uff0c\u6781\u5927\u5730\u4e30\u5bcc\u4eba\u673a\u4ea4\u4e92\u7684\u4f53\u9a8c\u548c\u667a\u80fd\u4f53\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n<h2>\u667a\u80fd\u4f53\u5de5\u7a0b\u7684\u5f00\u53d1\u4e0e\u5b9e\u8df5<\/h2>\n<p>\u6784\u5efa\u5f3a\u5927\u7684\u667a\u80fd\u4f53\uff0c\u9700\u8981\u9075\u5faa\u7cfb\u7edf\u5316\u7684\u5de5\u7a0b\u65b9\u6cd5\u8bba\u3002<\/p>\n<h4><strong>\u7cfb\u7edf\u5316\u7684\u5de5\u7a0b\u65b9\u6cd5\u8bba<\/strong><\/h4>\n<p>\u667a\u80fd\u4f53\u5de5\u7a0b\u5f3a\u8c03\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u7684\u6700\u4f73\u5b9e\u8df5\u5e94\u7528\u4e8e\u667a\u80fd\u4f53\u7684\u5f00\u53d1\u8fc7\u7a0b\u4e2d \u3002\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u9700\u6c42\u5de5\u7a0b\uff1a<\/strong>\u00a0\u6e05\u6670\u5730\u5b9a\u4e49\u667a\u80fd\u4f53\u7684\u76ee\u6807\u3001\u80fd\u529b\u8fb9\u754c\u3001\u6027\u80fd\u6307\u6807\u548c\u7528\u6237\u4ea4\u4e92\u65b9\u5f0f\u3002<\/li>\n<li><strong>\u67b6\u6784\u8bbe\u8ba1\uff1a<\/strong>\u00a0\u9009\u62e9\u5408\u9002\u7684\u6280\u672f\u67b6\u6784\uff0c\u8bbe\u8ba1\u6a21\u5757\u95f4\u7684\u63a5\u53e3\u548c\u6570\u636e\u6d41\u3002<\/li>\n<li><strong>\u654f\u6377\u5f00\u53d1\u4e0e\u8fed\u4ee3\uff1a<\/strong>\u00a0\u91c7\u7528\u5c0f\u6b65\u5feb\u8dd1\u3001\u5feb\u901f\u8fed\u4ee3\u7684\u65b9\u5f0f\uff0c\u6301\u7eed\u4f18\u5316\u667a\u80fd\u4f53\u7684\u6027\u80fd\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n<li><strong>\u6d4b\u8bd5\u4e0e\u8bc4\u4f30\uff1a<\/strong>\u00a0\u5efa\u7acb\u4e00\u5957\u5168\u9762\u7684\u8bc4\u6d4b\u4f53\u7cfb\uff0c\u4ece\u4efb\u52a1\u5b8c\u6210\u5ea6\u3001\u51c6\u786e\u6027\u3001\u9c81\u68d2\u6027\u3001\u5b89\u5168\u6027\u7b49\u591a\u4e2a\u7ef4\u5ea6\u8bc4\u4f30\u667a\u80fd\u4f53\u7684\u8868\u73b0\u3002<\/li>\n<li><strong>\u53ef\u89c2\u6d4b\u6027\u4e0e\u53ef\u89e3\u91ca\u6027\uff1a<\/strong> \u786e\u4fdd\u80fd\u76d1\u63a7\u667a\u80fd\u4f53\u7684\u8fd0\u884c\u72b6\u6001\uff0c\u5bf9\u5176\u51b3\u7b56\u8fc7\u7a0b\u63d0\u4f9b\u4e00\u5b9a\u7a0b\u5ea6\u7684\u89e3\u91ca\uff0c\u4fbf\u4e8e\u8c03\u8bd5\u548c\u4fe1\u4efb\u5efa\u7acb\u3002<\/li>\n<\/ul>\n<h4><strong>\u5f00\u53d1\u751f\u547d\u5468\u671f\u5168\u666f<\/strong><\/h4>\n<p class=\"mb-4\">\u4e00\u4e2a\u5b8c\u6574\u7684\u667a\u80fd\u4f53\u9879\u76ee\uff0c\u901a\u5e38\u4f1a\u7ecf\u5386\u4ee5\u4e0b\u51e0\u4e2a\u9636\u6bb5\uff0c\u6bcf\u4e2a\u9636\u6bb5\u90fd\u6709\u660e\u786e\u7684\u76ee\u6807\u548c\u4ea4\u4ed8\u7269\uff1a<\/p>\n<div class=\"timeline-item\">\n<ul>\n<li><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u9700\u6c42\u5b9a\u4e49\u4e0e\u76ee\u6807\u8bbe\u5b9a<\/strong>\u3002\u660e\u786e\u667a\u80fd\u4f53\u7684\u5e94\u7528\u573a\u666f\u3001\u6838\u5fc3\u529f\u80fd\u3001\u6027\u80fd\u6307\u6807\uff08KPIs\uff09\u548c\u7528\u6237\u753b\u50cf\u3002\u8fd9\u662f\u6574\u4e2a\u9879\u76ee\u7684\u8d77\u70b9\uff0c\u51b3\u5b9a\u540e\u7eed\u5f00\u53d1\u7684\u65b9\u5411\u548c\u91cd\u70b9\u3002<\/li>\n<li><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u67b6\u6784\u8bbe\u8ba1\u4e0e\u6280\u672f\u9009\u578b<\/strong>\u3002\u9009\u62e9\u901a\u7528\u67b6\u6784\uff08\u5982PDE\uff09\uff0c\u8bbe\u8ba1\u6838\u5fc3\u6a21\u5757\uff0c\u786e\u5b9aLLM\u57fa\u5ea7\u6a21\u578b\u3001\u5de5\u5177\u96c6\u548c\u8bb0\u5fc6\u7cfb\u7edf\u6280\u672f\u65b9\u6848\uff0c\u51b3\u5b9a\u4e86\u7cfb\u7edf\u7684\u6574\u4f53\u7ed3\u6784\u548c\u6027\u80fd\u4e0a\u9650\u3002<\/li>\n<li><strong>\u7b2c\u4e09\u9636\u6bb5\uff1a\u6838\u5fc3\u6a21\u578b\uff08LLM\uff09\u96c6\u6210\u4e0e\u5fae\u8c03<\/strong>\u3002\u96c6\u6210\u9009\u5b9a\u7684LLM\uff0c\u6839\u636e\u7279\u5b9a\u4efb\u52a1\u548c\u9886\u57df\u77e5\u8bc6\u8fdb\u884c\u63d0\u793a\u5de5\u7a0b\uff08Prompt Engineering\uff09\u6216\u6a21\u578b\u5fae\u8c03\uff08Fine-tuning\uff09\uff0c\u662f\u8d4b\u4e88\u667a\u80fd\u4f53\u201d\u5927\u8111\u201d\u7684\u5173\u952e\u6b65\u9aa4\u3002<\/li>\n<li><strong>\u7b2c\u56db\u9636\u6bb5\uff1a\u5de5\u5177\u96c6\u4e0eAPI\u96c6\u6210<\/strong>\u3002\u5f00\u53d1\u6216\u96c6\u6210\u667a\u80fd\u4f53\u9700\u8981\u4f7f\u7528\u7684\u5916\u90e8\u5de5\u5177\uff0c\u5982\u641c\u7d22\u5f15\u64ceAPI\u3001\u6570\u636e\u5e93\u63a5\u53e3\u3001\u5185\u90e8\u7cfb\u7edfAPI\u7b49\uff0c\u6269\u5c55\u667a\u80fd\u4f53\u7684\u80fd\u529b\u8fb9\u754c\u3002<\/li>\n<li><strong>\u7b2c\u4e94\u9636\u6bb5\uff1a\u8bb0\u5fc6\u7cfb\u7edf\u6784\u5efa<\/strong>\u3002\u8bbe\u8ba1\u3001\u5b9e\u73b0\u77ed\u671f\u8bb0\u5fc6\u548c\u957f\u671f\u8bb0\u5fc6\u673a\u5236\uff0c\u914d\u7f6e\u5411\u91cf\u6570\u636e\u5e93\u7b49\uff0c\u8d4b\u4e88\u667a\u80fd\u4f53\u201d\u8bb0\u5fc6\u201d\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u79ef\u7d2f\u7ecf\u9a8c\u3002<\/li>\n<li><strong>\u7b2c\u516d\u9636\u6bb5\uff1a\u7cfb\u7edf\u96c6\u6210\u4e0e\u6d4b\u8bd5<\/strong>\u3002\u5c06\u5404\u4e2a\u6a21\u5757\u96c6\u6210\u5230\u4e00\u8d77\uff0c\u8fdb\u884c\u5168\u9762\u7684\u7cfb\u7edf\u6d4b\u8bd5\uff0c\u5305\u62ec\u5355\u5143\u6d4b\u8bd5\u3001\u96c6\u6210\u6d4b\u8bd5\u3001\u6027\u80fd\u6d4b\u8bd5\u548c\u5b89\u5168\u6d4b\u8bd5\u3002<\/li>\n<li><strong>\u7b2c\u4e03\u9636\u6bb5\uff1a\u90e8\u7f72\u4e0e\u4e0a\u7ebf<\/strong>\u3002\u5c06\u667a\u80fd\u4f53\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\uff0c\u8fdb\u884c\u7070\u5ea6\u53d1\u5e03\u548cA\/B\u6d4b\u8bd5\uff0c\u6536\u96c6\u7528\u6237\u53cd\u9988\uff0c\u9010\u6b65\u6269\u5927\u4f7f\u7528\u8303\u56f4\u3002<\/li>\n<li><strong>\u7b2c\u516b\u9636\u6bb5\uff1a\u8fd0\u7ef4\u4e0e\u6301\u7eed\u4f18\u5316<\/strong>\u3002\u76d1\u63a7\u667a\u80fd\u4f53\u7684\u8fd0\u884c\u72b6\u6001\uff0c\u6536\u96c6\u7528\u6237\u53cd\u9988\uff0c\u5b9a\u671f\u66f4\u65b0\u6a21\u578b\u548c\u5de5\u5177\uff0c\u6301\u7eed\u4f18\u5316\u6027\u80fd\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n<h2>\u6311\u6218\u4e0e\u672a\u6765<\/h2>\n<h4><strong>\u5f53\u524d\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218<\/strong><\/h4>\n<p><strong>\u53ef\u9760\u6027\u4e0e\u7a33\u5b9a\u6027\uff08Reliability &#038; Stability\uff09:<\/strong><\/p>\n<ul>\n<li><strong>\u5e7b\u89c9\u95ee\u9898:<\/strong> LLM\u4f5c\u4e3a\u51b3\u7b56\u6838\u5fc3\uff0c\u6709\u65f6\u4f1a\u201c\u4e00\u672c\u6b63\u7ecf\u5730\u80e1\u8bf4\u516b\u9053\u201d\uff0c\u4ea7\u751f\u4e0e\u4e8b\u5b9e\u4e0d\u7b26\u7684\u201c\u5e7b\u89c9\u201d\u8f93\u51fa\u3002\u5728\u91d1\u878d\u3001\u533b\u7597\u7b49\u9ad8\u98ce\u9669\u9886\u57df\uff0c\u53ef\u80fd\u662f\u81f4\u547d\u7684\u3002<\/li>\n<li><strong>\u957f\u94fe\u6761\u4efb\u52a1\u7684\u8106\u5f31\u6027:<\/strong>\u00a0\u5f53\u4e00\u4e2a\u4efb\u52a1\u88ab\u5206\u89e3\u4e3a\u6570\u5341\u4e2a\u6b65\u9aa4\u65f6\uff0c\u4efb\u4f55\u4e00\u4e2a\u73af\u8282\u7684\u5fae\u5c0f\u9519\u8bef\u90fd\u53ef\u80fd\u5bfc\u81f4\u6574\u4e2a\u4efb\u52a1\u94fe\u7684\u5931\u8d25\u3002\u7cfb\u7edf\u7684\u9c81\u68d2\u6027\u9762\u4e34\u5de8\u5927\u8003\u9a8c\u3002<\/li>\n<\/ul>\n<p><strong>\u5b89\u5168\u4e0e\u6cbb\u7406\uff08Security &#038; Governance\uff09:<\/strong><\/p>\n<ul>\n<li><strong>Prompt\u6ce8\u5165\u4e0e\u8d8a\u72f1:<\/strong> \u6076\u610f\u7528\u6237\u901a\u8fc7\u7cbe\u5fc3\u6784\u9020\u7684\u8f93\u5165\uff08Prompt\uff09\u7ed5\u8fc7\u5b89\u5168\u62a4\u680f\uff0c\u8bf1\u5bfc\u667a\u80fd\u4f53\u6267\u884c\u6076\u610f\u64cd\u4f5c\u6216\u6cc4\u9732\u654f\u611f\u4fe1\u606f \u3002<\/li>\n<li><strong>\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168:<\/strong> \u667a\u80fd\u4f53\u5728\u4e0e\u5404\u79cdAPI\u548c\u6570\u636e\u5e93\u4ea4\u4e92\u65f6\uff0c\u5982\u4f55\u4fdd\u8bc1\u7528\u6237\u6570\u636e\u7684\u9690\u79c1\u4e0d\u88ab\u6cc4\u9732\uff0c\u4ee5\u53ca\u5982\u4f55\u9632\u6b62\u88ab\u7528\u4e8e\u672a\u6388\u6743\u7684\u76ee\u7684\uff0c\u662f\u4e00\u4e2a\u6838\u5fc3\u5b89\u5168\u8bae\u9898\u00a0\u3002<\/li>\n<li><strong>\u591a\u667a\u80fd\u4f53\u52fe\u7ed3:<\/strong> \u5728\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\uff0c\u5982\u4f55\u9632\u6b62\u667a\u80fd\u4f53\u4e4b\u95f4\u5f62\u6210\u6076\u610f\u7684\u201c\u52fe\u7ed3\u201d\u884c\u4e3a\uff0c\u635f\u5bb3\u7cfb\u7edf\u6216\u7528\u6237\u7684\u5229\u76ca\uff0c\u662f\u4e00\u4e2a\u524d\u6cbf\u7684\u7814\u7a76\u8bfe\u9898\u00a0\u3002<\/li>\n<\/ul>\n<p><strong>\u8bc4\u4f30\u4e0e\u6d4b\u8bd5\u7684\u590d\u6742\u6027\uff08Complexity in Evaluation &#038; Testing\uff09:<\/strong><\/p>\n<ul>\n<li><strong>\u975e\u786e\u5b9a\u6027:<\/strong>\u00a0\u7531\u4e8e\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u5177\u6709\u975e\u786e\u5b9a\u6027\uff0c\u4f20\u7edf\u7684\u3001\u57fa\u4e8e\u56fa\u5b9a\u8f93\u5165\u8f93\u51fa\u7684\u6d4b\u8bd5\u65b9\u6cd5\u51e0\u4e4e\u5931\u6548\u3002\u6211\u4eec\u65e0\u6cd5\u7a77\u4e3e\u6240\u6709\u53ef\u80fd\u7684\u8f93\u5165\u548c\u573a\u666f\u3002<\/li>\n<li><strong>\u8bc4\u4f30\u6807\u51c6\u7684\u7f3a\u5931:<\/strong>\u00a0\u5982\u4f55\u79d1\u5b66\u3001\u5168\u9762\u5730\u8bc4\u4f30\u4e00\u4e2a\u667a\u80fd\u4f53\u7684\u201c\u667a\u80fd\u201d\u6c34\u5e73\u3001\u4efb\u52a1\u5b8c\u6210\u8d28\u91cf\u548c\u5b89\u5168\u6027\uff1f\u76ee\u524d\u4e1a\u754c\u5c1a\u672a\u5f62\u6210\u7edf\u4e00\u7684\u3001\u516c\u8ba4\u7684\u8bc4\u4f30\u6807\u51c6\u548c\u57fa\u51c6\u6d4b\u8bd5\u96c6\u3002<\/li>\n<\/ul>\n<p><strong>\u6210\u672c\u4e0e\u6548\u7387\uff08Cost &#038; Efficiency\uff09:<\/strong><\/p>\n<ul>\n<li><strong>\u9ad8\u6602\u7684\u63a8\u7406\u6210\u672c:<\/strong> \u9a71\u52a8\u667a\u80fd\u4f53\u7684\u5927\u6a21\u578b\uff0c\u5c24\u5176\u662f\u6700\u5148\u8fdb\u7684\u6a21\u578b\uff0cAPI\u8c03\u7528\u6210\u672c\u548c\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u975e\u5e38\u9ad8\u6602 \u3002\u9650\u5236\u4e86\u5176\u5728\u8bb8\u591a\u6210\u672c\u654f\u611f\u578b\u573a\u666f\u4e2d\u7684\u5e94\u7528\u3002<\/li>\n<li><strong>\u5ef6\u8fdf\u95ee\u9898:<\/strong>\u00a0\u590d\u6742\u7684\u601d\u8003\u94fe\uff08Chain-of-Thought\uff09\u548c\u591a\u8f6e\u5de5\u5177\u8c03\u7528\u4f1a\u663e\u8457\u589e\u52a0\u667a\u80fd\u4f53\u7684\u54cd\u5e94\u65f6\u95f4\uff0c\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n<h4><strong>\u672a\u6765\u7684\u53d1\u5c55\u8d8b\u52bf<\/strong><\/h4>\n<p><strong>\u5de5\u7a0b\u5316\u4e0e\u5e73\u53f0\u5316\uff08Engineering &#038; Platformization\uff09:<\/strong><\/p>\n<ul>\n<li><strong>\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801\u667a\u80fd\u4f53\u5f00\u53d1\u5e73\u53f0:<\/strong> \u672a\u6765\u7684\u8d8b\u52bf\u662f\u51fa\u73b0\u66f4\u591a\u6210\u719f\u7684\u5e73\u53f0\uff0c\u8ba9\u4e1a\u52a1\u4e13\u5bb6\u80fd\u901a\u8fc7\u56fe\u5f62\u5316\u754c\u9762\u6216\u81ea\u7136\u8bed\u8a00\uff0c\u5feb\u901f\u6784\u5efa\u548c\u90e8\u7f72\u667a\u80fd\u4f53\uff0c\u6781\u5927\u5730\u964d\u4f4e\u5f00\u53d1\u95e8\u69db\u00a0\u3002<\/li>\n<li><strong>AgentOps\/MLOps\u7684\u6210\u719f:<\/strong>\u00a0\u5c06\u4f1a\u5f62\u6210\u4e00\u5957\u4e13\u95e8\u9488\u5bf9\u667a\u80fd\u4f53\u7684DevOps\/MLOps\u5de5\u5177\u94fe\u548c\u6700\u4f73\u5b9e\u8df5\uff0c\u8986\u76d6\u4ece\u5f00\u53d1\u3001\u6d4b\u8bd5\u3001\u90e8\u7f72\u5230\u76d1\u63a7\u7684\u5168\u751f\u547d\u5468\u671f\uff0c\u63d0\u5347\u5f00\u53d1\u6548\u7387\u548c\u7cfb\u7edf\u53ef\u9760\u6027\u00a0\u3002<\/li>\n<\/ul>\n<p><strong>\u6a21\u578b\u4e0e\u67b6\u6784\u7684\u6f14\u8fdb\uff08Evolution of Models &#038; Architectures\uff09:<\/strong><\/p>\n<ul>\n<li><strong>\u9886\u57df\u4e13\u7528\u6a21\u578b\uff08Domain-Specific Models\uff09:<\/strong> \u9664\u901a\u7528\u7684\u8d85\u5927\u6a21\u578b\uff0c\u5c06\u6d8c\u73b0\u66f4\u591a\u5728\u7279\u5b9a\u9886\u57df\uff08\u5982\u91d1\u878d\u3001\u6cd5\u5f8b\u3001\u751f\u7269\uff09\u6df1\u5ea6\u4f18\u5316\u7684\u3001\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u3001\u6210\u672c\u66f4\u4f4e\u7684\u4e13\u7528\u6a21\u578b\u3002<\/li>\n<li><strong>\u6df7\u5408\u67b6\u6784\uff08Hybrid Architectures\uff09:<\/strong> \u7cfb\u7edf\u5c06\u66f4\u591a\u5730\u91c7\u7528\u201c\u5feb\u6162\u601d\u8003\u201d\u7ed3\u5408\u7684\u67b6\u6784\uff0c\u7528\u5c0f\u578b\u3001\u5feb\u901f\u7684\u6a21\u578b\u5904\u7406\u7b80\u5355\u3001\u9ad8\u9891\u7684\u4efb\u52a1\uff0c\u4ec5\u5728\u9700\u8981\u6df1\u5ea6\u63a8\u7406\u65f6\u624d\u8c03\u7528\u6602\u8d35\u7684\u5927\u6a21\u578b\uff0c\u5e73\u8861\u6210\u672c\u548c\u6027\u80fd\u3002<\/li>\n<\/ul>\n<p><strong>\u81ea\u4e3b\u6027\u4e0e\u534f\u540c\u80fd\u529b\u7684\u589e\u5f3a\uff08Enhanced Autonomy &#038; Collaboration\uff09:<\/strong><\/p>\n<ul>\n<li><strong>\u81ea\u6211\u5b66\u4e60\u4e0e\u8fdb\u5316:<\/strong> \u667a\u80fd\u4f53\u5c06\u5177\u5907\u66f4\u5f3a\u7684\u81ea\u6211\u53cd\u601d\u548c\u5b66\u4e60\u80fd\u529b\uff0c\u80fd\u4ece\u6210\u529f\u548c\u5931\u8d25\u7684\u7ecf\u9a8c\u4e2d\u81ea\u52a8\u4f18\u5316\u81ea\u8eab\u7684\u884c\u4e3a\u7b56\u7565\uff0c\u751a\u81f3\u5b9e\u73b0\u4ee3\u7801\u7684\u81ea\u6211\u4fee\u590d\u548c\u8fed\u4ee3\u3002<\/li>\n<li><strong>\u590d\u6742\u793e\u4f1a\u5316\u534f\u4f5c:<\/strong> \u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u5c06\u53d1\u5c55\u51fa\u66f4\u590d\u6742\u7684\u534f\u4f5c\u548c\u534f\u5546\u534f\u8bae\uff0c\u80fd\u50cf\u4eba\u7c7b\u7ec4\u7ec7\u4e00\u6837\uff0c\u5f62\u6210\u52a8\u6001\u7684\u56e2\u961f\u89e3\u51b3\u5f00\u653e\u6027\u95ee\u9898\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u201c\u7fa4\u4f53\u667a\u80fd\u201d \u3002<\/li>\n<\/ul>\n<p><strong>\u5b89\u5168\u4e0e\u4f26\u7406\u7684\u5185\u7f6e\u5316\uff08Built-in Security &#038; Ethics\uff09:<\/strong><\/p>\n<ul>\n<li>\u200d<strong>\u201c\u5b89\u5168\u5de6\u79fb\u201d\u7406\u5ff5\u7684\u666e\u53ca:<\/strong> \u5b89\u5168\u548c\u4f26\u7406\u8003\u91cf\u5c06\u4e0d\u518d\u662f\u4e8b\u540e\u8865\u6551\uff0c\u662f\u4ece\u8bbe\u8ba1\u4e4b\u521d\u5c31\u6df1\u5ea6\u878d\u5165\u5230\u667a\u80fd\u4f53\u7684\u67b6\u6784\u548c\u5f00\u53d1\u6d41\u7a0b\u4e2d\u00a0\u3002<\/li>\n<li><strong>\u53ef\u89e3\u91ca\u6027\u4e0e\u53ef\u8ffd\u6eaf\u6027:<\/strong> \u6280\u672f\u5c06\u4e0d\u65ad\u8fdb\u6b65\uff0c\u63d0\u9ad8\u667a\u80fd\u4f53\u51b3\u7b56\u8fc7\u7a0b\u7684\u900f\u660e\u5ea6\uff0c\u4f7f\u4eba\u7c7b\u80fd\u7406\u89e3\u3001\u5ba1\u8ba1\u751a\u81f3\u5e72\u9884\u5176\u884c\u4e3a\uff0c\u786e\u4fddAI\u59cb\u7ec8\u5bf9\u4eba\u7c7b\u8d1f\u8d23\u3002<\/li>\n<\/ul>\n<div class=\"mt-[30px] flex flex-col\">\n<div id=\"search-content-container-8691678939185594368\">\n<div class=\"relative\">\n<div class=\"MuiBox-root css-28c0yb\">\n<div class=\"MuiBox-root css-ep7xq6\">\n<div class=\"markdown-body MuiBox-root css-0\">\n<p>\u667a\u80fd\u4f53\u5de5\u7a0b\uff0c\u4f5c\u4e3a\u8fde\u63a5\u4eba\u5de5\u667a\u80fd\u7406\u8bba\u4e0e\u73b0\u5b9e\u4e16\u754c\u5e94\u7528\u7684\u6865\u6881\uff0c\u6b63\u8fc5\u901f\u4ece\u524d\u6cbf\u6982\u5ff5\u6f14\u53d8\u4e3a\u4e00\u95e8\u6838\u5fc3\u7684\u5de5\u7a0b\u5b66\u79d1\u3002\u901a\u8fc7\u5f15\u5165\u7cfb\u7edf\u5316\u7684\u8bbe\u8ba1\u601d\u60f3\u3001\u4e25\u8c28\u7684\u751f\u547d\u5468\u671f\u7ba1\u7406\u3001\u5206\u5c42\u7684\u6280\u672f\u67b6\u6784\u548c\u5168\u9762\u7684\u5b89\u5168\u6cbb\u7406\uff0c\u4e3a\u6211\u4eec\u9a7e\u9a6d\u548c\u91ca\u653eAI\u7684\u5de8\u5927\u6f5c\u80fd\u63d0\u4f9b\u65b9\u6cd5\u8bba\u548c\u5de5\u5177\u96c6\u3002<\/p>\n<p>\u5f53\u524d\uff0c\u667a\u80fd\u4f53\u5de5\u7a0b\u4ecd\u5904\u4e8e\u5176\u53d1\u5c55\u7684\u65e9\u671f\u9636\u6bb5\uff0c\u8bf8\u591a\u6311\u6218\u5c1a\u5f85\u89e3\u51b3\u3002\u6b63\u5982\u5386\u53f2\u4e0a\u6bcf\u4e00\u6b21\u6280\u672f\u9769\u547d\u4e00\u6837\uff0c\u514b\u670d\u6311\u6218\u7684\u8fc7\u7a0b\uff0c\u6b63\u662f\u63a8\u52a8\u6280\u672f\u6210\u719f\u3001\u50ac\u751f\u4ea7\u4e1a\u53d8\u9769\u3001\u5851\u9020\u672a\u6765\u793e\u4f1a\u7684\u8fc7\u7a0b\u3002\u53ef\u4ee5\u9884\u89c1\uff0c\u5728\u672a\u6765\u51e0\u5e74\uff0c\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u7a81\u7834\u548c\u5de5\u7a0b\u5b9e\u8df5\u7684\u65e5\u76ca\u6210\u719f\uff0c\u667a\u80fd\u4f53\u5c06\u6df1\u5ea6\u878d\u5165\u6211\u4eec\u5de5\u4f5c\u548c\u751f\u6d3b\u7684\u65b9\u65b9\u9762\u9762\uff0c\u6210\u4e3a\u63a8\u52a8\u793e\u4f1a\u751f\u4ea7\u529b\u53d1\u5c55\u7684\u5173\u952e\u5f15\u64ce\u3002\u638c\u63e1\u667a\u80fd\u4f53\u5de5\u7a0b\uff0c\u5c31\u662f\u638c\u63e1\u4e86\u5f00\u542f\u4e0b\u4e00\u4e2a\u667a\u80fd\u65f6\u4ee3\u5927\u95e8\u7684\u94a5\u5319\u3002<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u8fdb\u51652025\u5e74\uff0c\u6211\u4eec\u6b63\u5904\u5728\u7531\u4eba\u5de5\u667a\u80fd\uff0c\u7279\u522b\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9a71\u52a8\u7684\u6df1\u523b\u53d8\u9769\u65f6\u4ee3\u3002\u7406\u8bba\u6a21\u578b\u7684\u7a81\u7834\u6027\u8fdb\u5c55\u4ee4\u4eba\u632f\u594b\uff0c\u5982\u4f55\u5c06\u5f3a\u5927\u7684\u201d\u5927\u8111\u201d\u8f6c\u5316\u4e3a\u80fd\u53ef\u9760\u3001\u5b89\u5168\u5730\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u6267\u884c\u590d\u6742\u4efb\u52a1\u7684\u5b9e\u4f53\uff0c\u5df2\u6210\u4e3a\u4ea7\u4e1a\u754c\u548c\u5b66\u672f\u754c\u5171\u540c\u5173\u6ce8\u7684\u6838\u5fc3\u8bae\u9898\u3002\u8fd9\u6b63\u662f\u201d\u667a\u80fd\u4f53\u5de5\u7a0b\uff08Agent Engineering\uff09\u201d\u8bde\u751f\u7684\u80cc\u666f\u548c\u4f7f\u547d\u6240\u5728\u3002\u667a\u80fd\u4f53\u5de5\u7a0b\u4e0d\u4ec5\u662f\u5173\u4e8e\u7f16\u5199\u4ee3\u7801\uff0c\u66f4\u662f\u5173\u4e8e\u6784\u5efa\u3001\u7ba1\u7406\u548c\u6cbb\u7406\u65b0\u4e00\u4ee3\u667a\u80fd\u7cfb\u7edf\u7684\u7cfb\u7edf\u6027\u5b66\u79d1\u3002 \u672c\u6587\u4ece\u6700\u57fa\u7840\u7684\u6982\u5ff5\u51fa\u53d1\uff0c\u6df1\u5165\u63a2\u8ba8\u6784\u5efa\u65b9\u6cd5\u3001\u6280\u672f\u67b6\u6784\u3001\u751f\u547d\u5468\u671f\u7ba1\u7406\uff0c\u5c55\u671b\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u672a\u6765\u8d8b\u52bf\u3002\u65e0\u8bba\u662f\u6280\u672f\u5f00\u53d1\u8005\u3001\u4ea7\u54c1\u7ecf\u7406\u3001\u4f01\u4e1a\u51b3\u7b56\u8005\uff0c\u8fd8\u662f\u5bf9AI\u672a\u6765\u5145\u6ee1\u597d\u5947\u7684\u5b66\u4e60\u8005\uff0c\u5c06\u63d0\u4f9b\u4e00\u4e2a\u5168\u9762\u4e14\u6613\u4e8e\u7406\u89e3\u7684\u77e5\u8bc6\u6846\u67b6\u3002 \u4ec0\u4e48\u662f\u667a\u80fd\u4f53\u5de5\u7a0b\uff08Agent Engineering\uff09 \u667a\u80fd\u4f53\u5de5\u7a0b\u662f\u8de8\u5b66\u79d1\u7684\u5de5\u7a0b\u65b9\u6cd5\u8bba\uff0c\u7cfb\u7edf\u5316\u5730\u8bbe\u8ba1\u3001\u5f00\u53d1\u3001\u90e8\u7f72\u3001\u7ef4\u62a4\u548c\u6cbb\u7406\u80fd\u81ea\u4e3b\u611f\u77e5\u73af\u5883\u3001\u8fdb\u884c\u51b3\u7b56\u548c\u91c7\u53d6\u884c\u52a8\u5b9e\u73b0\u7279\u5b9a\u76ee\u6807\u7684\u667a\u80fd\u4f53\uff08Agent\uff09\u200d \u3002\u5982\u679c\u8bf4AI\u6a21\u578b\uff08\u5982GPT\u7cfb\u5217\uff09\u662f\u667a\u80fd\u4f53\u7684\u201c\u5927\u8111\u201d\uff0c\u667a\u80fd\u4f53\u5de5\u7a0b\u5c31\u662f\u6784\u5efa\u5176\u201c\u8eab\u4f53\u201d\u3001\u201c\u611f\u5b98\u201d\u3001\u201c\u8bb0\u5fc6\u201d\u548c\u201c\u884c\u4e3a\u51c6\u5219\u201d\u7684\u5b8c\u6574\u79d1\u5b66\u4e0e\u827a\u672f\u3002 \u667a\u80fd\u4f53\u5de5\u7a0b\u7684\u6838\u5fc3\u5185\u6db5 \u81ea\u4e3b\u6027\uff08Autonomy\uff09\uff1a \u667a\u80fd\u4f53\u80fd\u5728\u65e0\u4eba\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\uff0c\u6839\u636e\u5185\u90e8\u72b6\u6001\u548c\u5916\u90e8\u73af\u5883\u81ea\u4e3b\u505a\u51fa\u51b3\u7b56\u548c\u884c\u52a8\u00a0\u3002 \u76ee\u6807\u5bfc\u5411\uff08Goal-Oriented\uff09\uff1a\u00a0\u667a\u80fd\u4f53\u7684\u6240\u6709\u884c\u4e3a\u90fd\u56f4\u7ed5\u7740\u4e00\u4e2a\u6216\u591a\u4e2a\u9884\u8bbe\u7684\u76ee\u6807\u5c55\u5f00\u00a0\u3002 \u73af\u5883\u9002\u5e94\u4e0e\u611f\u77e5\uff08Environment Perception &amp; Adaptation\uff09\uff1a \u667a\u80fd\u4f53\u80fd\u901a\u8fc7\u5404\u79cd\u4f20\u611f\u5668\u6216API\u611f\u77e5\u5176\u6240\u5904\u7684\u73af\u5883\uff08\u7269\u7406\u6216\u6570\u5b57\uff09\uff0c\u6839\u636e\u73af\u5883\u53d8\u5316\u8c03\u6574\u81ea\u8eab\u884c\u4e3a \u3002 \u5b66\u4e60\u4e0e\u8fdb\u5316\uff08Learning &amp; Evolution\uff09\uff1a 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