{"id":264054,"date":"2026-07-14T17:55:00","date_gmt":"2026-07-14T09:55:00","guid":{"rendered":"https:\/\/www.hkubs.hku.hk\/media\/testing-ai-in-the-real-world-hku-business-school-released-ai-agents-trading-performance\/"},"modified":"2026-07-14T18:00:12","modified_gmt":"2026-07-14T10:00:12","slug":"testing-ai-in-the-real-world-hku-business-school-released-ai-agents-trading-performance","status":"publish","type":"hkubs-media","link":"https:\/\/www.hkubs.hku.hk\/tc\/media\/press-release\/testing-ai-in-the-real-world-hku-business-school-released-ai-agents-trading-performance\/","title":{"rendered":"\u5728\u771f\u5be6\u4e16\u754c\u6e2c\u8a66 AI &#8211; \u6e2f\u5927\u7d93\u7ba1\u5b78\u9662\u767c\u5e03 AI \u667a\u80fd\u9ad4\u4ea4\u6613\u8868\u73fe"},"content":{"rendered":"<p>\u6e2f\u5927\u7d93\u7ba1\u5b78\u9662\u4eca\u65e5\u516c\u5e03\u4e00\u9805\u7a81\u7834\u6027\u7814\u7a76\u7d50\u679c\uff0c\u8a55\u4f30\u73fe\u6642\u4e3b\u6d41\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6a21\u578b\u4f5c\u70ba\u7368\u7acb\u5916\u532f\u4ea4\u6613\u54e1\u7684\u8868\u73fe\u3002<\/p>\n<p>\u904e\u53bb\u4e00\u5e74\uff0cAI\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLMs\uff09\u5df2\u8fc5\u901f\u5f9e\u65e9\u671f\u7684\u751f\u6210\u6587\u5b57\uff0c\u6f14\u8b8a\u81f3\u73fe\u6642\u80fd\u5920\u7368\u7acb\u57f7\u884c\u4efb\u52d9\u53ca\u4f7f\u7528\u5404\u7a2e\u8907\u96dc\u5de5\u5177\u3002\u60df\u79d1\u6280\u767c\u5c55\u7684\u540c\u6642\uff0c\u4ecd\u6709\u4e00\u500b\u95dc\u9375\u554f\u984c\u6709\u5f85\u89e3\u7b54\uff1aAI \u667a\u80fd\u9ad4\u80fd\u5426\u5728\u5145\u6eff\u4e0d\u78ba\u5b9a\u6027\u7684\u771f\u5be6\u74b0\u5883\u4e2d\uff0c\u4f5c\u51fa\u5177\u76c8\u5229\u80fd\u529b\u7684\u6c7a\u7b56\uff1f<\/p>\n<p>\u70ba\u56de\u7b54\u9019\u500b\u554f\u984c\uff0c\u7531\u8523\u93ae\u8f1d\u6559\u6388\u5e36\u9818\u7684<strong>\u6e2f\u5927\u7d93\u7ba1\u5b78\u9662\u4eba\u5de5\u667a\u80fd\u8a55\u6e2c\u5be6\u9a57\u5ba4<\/strong>\uff08AIEL\uff09\u63a8\u51fa Agentic Trader\uff0c\u4ee5\u8a55\u4f30LLM\u667a\u80fd\u9ad4\u5728\u5373\u6642\u5916\u532f\u5e02\u5834\u4e2d\u7684\u81ea\u4e3b\u4ea4\u6613\u80fd\u529b\u3002<\/p>\n<p><strong><u>\u4e3b\u8981\u767c\u73fe<\/u><\/strong><\/p>\n<ul>\n<li>\u963f\u91cc\u5df4\u5df4\u65d7\u4e0b\u7684\u901a\u7fa9\u5343\u554f \uff08Qwen\uff09\u9304\u5f97\u6700\u9ad8\u4ea4\u6613\u56de\u5831\u3002<\/li>\n<li>\u5404\u500b\u6a21\u578b\u7684\u7d2f\u8a08\u8cc7\u7522\u6de8\u503c\u5dee\u8ddd\u986f\u8457\uff0c\u5982Qwen\u7684\u56de\u5831\u7387\u9054 9.9%\uff0c\u800c DeepSeek \u5247\u9304\u5f97 15.1% \u7684\u8dcc\u5e45\u3002<\/li>\n<li>\u4ea4\u6613\u6b21\u6578\u8f03\u591a\u7684\u6a21\u578b\u672a\u5fc5\u9304\u5f97\u66f4\u9ad8\u56de\u5831\uff0c\u53cd\u6620\u983b\u7e41\u4ea4\u6613\u672a\u5fc5\u5e36\u4f86\u66f4\u4f73\u8868\u73fe\u3002\u540c\u6a23\u5730\uff0c\u5373\u4f7f\u6a21\u578b\u80fd\u5920\u63a1\u53d6\u66f4\u9ad8\u98a8\u96aa\u7684\u6295\u8cc7\u7b56\u7565\uff0c\u4ea6\u672a\u5fc5\u6703\u5e36\u4f86\u66f4\u7406\u60f3\u7684\u56de\u5831\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong><u>\u7814\u7a76\u555f\u793a<\/u><\/strong><\/p>\n<p>\u672c\u6b21\u5373\u6642\u5916\u532f\u4ea4\u6613\u5be6\u9a57\u7684\u7d50\u679c\u8207AIEL\u65e9\u524d\u767c\u5e03\u7684\u63a8\u7406\u80fd\u529b\u8a55\u6e2c\u7d50\u679c\u4e26\u4e0d\u5b8c\u5168\u4e00\u81f4\uff1a\u5728\u63a8\u7406\u3001\u77e5\u8b58\u554f\u7b54\u6216\u751f\u6210\u4ee3\u78bc\u7b49\u975c\u614b\u4efb\u52d9\u4e2d\u8868\u73fe\u9818\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u5920\u5728\u771f\u5be6\u7684\u91d1\u878d\u5e02\u5834\u4e2d\u53d6\u5f97\u6700\u4f73\u6536\u76ca\u3002\u9019\u9805\u767c\u73fe\u4ea6\u53cd\u6620\uff0c\u96a8\u8457LLM\u9010\u6f38\u5f9e\u56de\u7b54\u554f\u984c\u7684\u5de5\u5177\uff0c\u6f14\u8b8a\u70ba\u6301\u7e8c\u53c3\u8207\u771f\u5be6\u6c7a\u7b56\u7684\u667a\u80fd\u9ad4\uff0c\u50b3\u7d71\u975c\u614b\u57fa\u6e96\u5df2\u96e3\u4ee5\u5168\u9762\u53cd\u6620\u5176\u5be6\u969b\u80fd\u529b\u3002\u5c55\u671b\u672a\u4f86\uff0cAI\u8a55\u4f30\u61c9\u9032\u4e00\u6b65\u95dc\u6ce8\u6a21\u578b\u5728\u52d5\u614b\u3001\u4e0d\u78ba\u5b9a\u74b0\u5883\u4e2d\u7684\u9577\u671f\u6c7a\u7b56\u8868\u73fe\uff0c\u70baAI\u667a\u80fd\u9ad4\u7684\u771f\u5be6\u90e8\u7f72\u3001\u6301\u7e8c\u8a55\u4f30\u8207\u6cbb\u7406\u63d0\u4f9b\u66f4\u5177\u5be6\u969b\u610f\u7fa9\u7684\u7814\u7a76\u57fa\u790e\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong><u>AI <\/u><\/strong><strong><u>\u7684\u7d42\u6975\u6e2c\u8a66<\/u><\/strong><\/p>\n<p>\u6709\u5225\u65bc\u6578\u5b78\u6216\u7de8\u7a0b\u7b49\u6a19\u6e96\u5316\u6e2c\u8a66\uff0c\u7531\u65bc\u91d1\u878d\u5e02\u5834\u5927\u5e45\u6ce2\u52d5\uff0c\u56e0\u6b64\u8981\u6c42\u6a21\u578b\u9032\u884c\u5373\u6642\u4ea4\u6613\u662f\u5176\u4e2d\u4e00\u9805\u96e3\u5ea6\u6700\u9ad8\u7684\u771f\u5be6\u80fd\u529b\u6e2c\u8a66\u3002\u6a21\u578b\u65e2\u8981\u5373\u6642\u8655\u7406\u8cc7\u8a0a\u3001\u4f5c\u51fa\u9ad8\u98a8\u96aa\u5224\u65b7\uff0c\u540c\u6642\u9700\u8981\u5728\u6709\u9650\u6642\u9593\u5167\u9032\u884c\u4ea4\u6613\uff0c\u4e26\u6301\u7e8c\u7ba1\u7406\u7531\u904e\u5f80\u6c7a\u7b56\u5e36\u4f86\u7684\u5f8c\u679c\u3002<\/p>\n<p>\u70ba\u9032\u884c\u9019\u9805\u56b4\u8b39\u8a55\u4f30\uff0cAgentic Trader \u9023\u63a5 10 \u500b\u696d\u754c\u9818\u5148\u7684\u6a21\u578b\u81f3\u5373\u6642\u5916\u532f\u6578\u64da\u3002\u53c3\u8207\u6e2c\u8a66\u7684\u6a21\u578b\u4f86\u81ea\u591a\u9593\u4e3b\u8981\u79d1\u6280\u4f01\u696d\uff0c\u5305\u62ec OpenAI\u3001Anthropic\u3001Google\u3001\u963f\u91cc\u5df4\u5df4\u3001Moonshot AI\u3001\u667a\u8b5c AI\u3001\u5b57\u7bc0\u8df3\u52d5\u53ca DeepSeek\u3002<\/p>\n<p>\u70ba\u78ba\u4fdd\u516c\u5e73\u6027\uff0c\u5168\u90e8\u6e2c\u8a66\u6a21\u578b\u5747\u4ee5\u76f8\u540c\u7684\u521d\u59cb\u8cc7\u672c\u53ca\u5373\u6642\u5e02\u5834\u74b0\u5883\u4e0b\u904b\u4f5c\u3002\u7814\u7a76\u4e3b\u8981\u8a55\u4f30\u9019\u4e9b AI \u7cfb\u7d71\u80fd\u5426\u8d85\u8d8a\u57fa\u672c\u63a8\u7406\uff0c\u4ee5\u53ca\u6642\u4f5c\u51fa\u6c7a\u7b56\u3001\u4e3b\u52d5\u63a7\u5236\u98a8\u96aa\uff0c\u4e26\u9748\u6d3b\u56de\u61c9\u5e02\u5834\u8b8a\u5316\uff0c\u4ee5\u7522\u751f\u5be6\u8cea\u6210\u679c\u3002<\/p>\n<p>\u300c\u7814\u7a76\u7d50\u679c\u986f\u793a\uff0c\u7576\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u9700\u8981\u6301\u7e8c\u89e3\u8b80\u4e0d\u65b7\u8b8a\u5316\u7684\u74b0\u5883\uff0c\u4e26\u5373\u6642\u8abf\u6574\u7b56\u7565\u6642\uff0c\u5176\u8868\u73fe\u5dee\u8ddd\u6703\u6108\u52a0\u660e\u986f\u3002\u300d<strong>\u6e2f\u5927\u7d93\u7ba1\u5b78\u9662\u5275\u65b0\u53ca\u8cc7\u8a0a\u7ba1\u7406\u5b78\u6559\u6388\u517c\u590f\u5229\u840a\u4f09\u5137\u57fa\u91d1\u6559\u6388\u3001\u4eba\u5de5\u667a\u80fd\u8a55\u6e2c\u5be6\u9a57\u5ba4\u4e3b\u4efb\u8523\u93ae\u8f1d\u6559\u6388<\/strong>\u8868\u793a\uff1a\u300c\u91d1\u878d\u4ea4\u6613\u4e0d\u50c5\u8003\u9a57\u6a21\u578b\u8655\u7406\u8cc7\u8a0a\u53ca\u5728\u4e0d\u78ba\u5b9a\u60c5\u6cc1\u4e0b\u63a8\u7406\u7684\u80fd\u529b\uff0c\u4ea6\u8003\u9a57\u5176\u63a7\u5236\u98a8\u96aa\u3001\u7ba1\u7406\u5009\u4f4d\uff0c\u4ee5\u53ca\u9577\u6642\u9593\u6301\u7e8c\u4f5c\u51fa\u6c7a\u7b56\u7684\u80fd\u529b\u3002\u300d<\/p>\n<p>\u5982\u6b32\u4e86\u89e3\u5b8c\u6574\u7814\u7a76\u5831\u544a\uff0c\u8acb\u6309 <a href=\"https:\/\/www.hkubs.hku.hk\/aimodelrankings\/abstract\/abstractSeven.html\">\u6b64\u8655<\/a> <span>\u700f\u89bd\u3002<\/span><\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p>\u57161. \u53c3\u8207\u8a55\u6e2c\u6a21\u578b\u53ca\u5176\u7d2f\u8a08\u56de\u5831<\/p>\n<p><strong><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-large wp-image-264055\" src=\"https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/Figure1-1024x668.jpg\" alt=\"\" width=\"1024\" height=\"668\" srcset=\"https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/Figure1-1024x668.jpg 1024w, https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/Figure1-300x196.jpg 300w, https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/Figure1-768x501.jpg 768w, https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/Figure1-1536x1002.jpg 1536w, https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/Figure1.jpg 1918w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/> <\/strong><\/p>\n<p>\u88681. \u53c3\u8207\u8a55\u6e2c\u6a21\u578b\u5217\u8868<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-large wp-image-264058\" src=\"https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/table-1_CHI-1024x403.jpg\" alt=\"\" width=\"1024\" height=\"403\" srcset=\"https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/table-1_CHI-1024x403.jpg 1024w, https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/table-1_CHI-300x118.jpg 300w, https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/table-1_CHI-768x302.jpg 768w, https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/table-1_CHI.jpg 1107w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p><strong><u>\u5716\u7247<\/u><\/strong><\/p>\n<p><strong><u><img decoding=\"async\" class=\"alignnone size-large wp-image-264050\" src=\"https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/Image_20260703141030_78_289-1024x768.jpg\" alt=\"\" width=\"1024\" height=\"768\" srcset=\"https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/Image_20260703141030_78_289-1024x768.jpg 1024w, https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/Image_20260703141030_78_289-300x225.jpg 300w, https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/Image_20260703141030_78_289-768x576.jpg 768w, https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/Image_20260703141030_78_289-1536x1152.jpg 1536w, https:\/\/www.hkubs.hku.hk\/wp-content\/uploads\/2026\/07\/Image_20260703141030_78_289.jpg 1702w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/u><\/strong><\/p>\n<p>\u6e2f\u5927\u7d93\u7ba1\u5b78\u9662\u5275\u65b0\u53ca\u8cc7\u8a0a\u7ba1\u7406\u5b78\u6559\u6388\u517c\u590f\u5229\u840a\u4f09\u5137\u57fa\u91d1\u6559\u6388\u3001\u4eba\u5de5\u667a\u80fd\u8a55\u6e2c\u5be6\u9a57\u5ba4\u4e3b\u4efb<strong>\u8523\u93ae\u8f1d\u6559\u6388<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p><strong><u>\u8a55\u6e2c\u65b9\u6cd5<\/u><\/strong><\/p>\n<p>&nbsp;<\/p>\n<p><strong><u>\u53c3\u8207\u6a21\u578b\u53ca\u5be6\u9a57\u8a2d\u7f6e<\/u><\/strong><\/p>\n<p>\u672c\u6b21\u8a55\u6e2c\u6db5\u84cb\u4f86\u81ea\u4e2d\u7f8e\u5169\u5730\u7684\u591a\u6b3e\u4e3b\u6d41\u5927\u8a9e\u8a00\u6a21\u578b\uff08\u898b\u88681\uff09\u3002\u6bcf\u500b\u6a21\u578b\u5747\u4ee5\u81ea\u4e3b\u4ea4\u6613\u667a\u80fd\u9ad4\u7684\u5f62\u5f0f\u63a5\u5165 Agentic Trader <span>\u5e73\u53f0\uff0c\u4e26\u5728\u76f8\u540c\u689d\u4ef6\u4e0b\u6301\u7e8c\u9032\u884c\u4ea4\u6613\u3002<\/span><\/p>\n<p>\u8a55\u6e2c\u65bc2026\u5e744\u6708\u958b\u59cb\uff0c\u540c\u6b65\u904b\u4f5c10\u500b\u8a55\u6e2c\u7684 AI <span>\u4ea4\u6613\u667a\u80fd\u9ad4\u3002\u6240\u6709\u6a21\u578b\u5747\u7372\u5f97\u76f8\u540c\u7684\u521d\u59cb\u8cc7\u91d1\uff08<\/span>10\u842c\u7f8e\u5143\uff09\u3001\u5de5\u5177\u63a5\u53e3\u53ca\u69d3\u687f\u8a2d\u7f6e\uff0c\u4e26\u5728\u6574\u500b\u8a55\u6e2c\u671f\u5167\u63a5\u6536\u76f8\u540c\u7684\u5be6\u6642\u5e02\u5834\u6578\u64da\u3002\u5e73\u53f0\u652f\u63f4\u591a\u500b\u4e3b\u6d41\u5916\u532f\uff0c\u5305\u62ec\u6b50\u5143\u514c\u7f8e\u5143\u3001\u82f1\u938a\u514c\u7f8e\u5143\u53ca\u7f8e\u5143\u514c\u65e5\u5713\uff0c\u4ea6\u6db5\u84cb\u6a19\u666e\u6307\u6578\u53ca\u8cb4\u91d1\u5c6c\u3002\u70ba\u78ba\u4fdd\u53ef\u6bd4\u6027\uff0c\u9664\u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b\u5dee\u7570\u5916\uff0c\u5176\u9918\u8a55\u6e2c\u689d\u4ef6\u5747\u4fdd\u6301\u4e00\u81f4\uff0c\u7814\u7a76\u5718\u968a\u4ea6\u672a\u6709\u9810\u8a2d\u4efb\u4f55\u4ea4\u6613\u7b56\u7565\uff0c\u6240\u6709\u4ea4\u6613\u6c7a\u7b56\u5747\u7531\u6a21\u578b\u81ea\u4e3b\u5b8c\u6210\u3002<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p><strong><u>\u7814\u7a76\u7d50\u679c<\/u><\/strong><\/p>\n<ol>\n<li><strong> Qwen<\/strong><strong> <span>\u53d6\u5f97\u6700\u9ad8\u7d2f\u8a08\u56de\u5831<\/span><\/strong><\/li>\n<\/ol>\n<p>\u5728\u70ba\u671f\u516d\u661f\u671f\u7684\u4ea4\u6613\u5468\u671f\u4e2d\uff0c\u5404\u500b\u6a21\u578b\u4e4b\u9593\u7684\u8868\u73fe\u5dee\u8ddd\u5df2\u9010\u6f38\u986f\u73fe\u3002\u81f3\u8a55\u6e2c\u671f\u7d50\u675f\u6642\uff0cQwen\u3001Kimi \u53ca Seed <span>\u9304\u5f97\u6700\u5f37\u7684\u7d2f\u8a08\u56de\u5831\uff0c\u5176\u4e2d <\/span>Qwen \u7684\u56de\u5831\u63a5\u8fd110%\uff1bGLM \u53ca GPT \u80fd\u5920\u5927\u81f4\u7dad\u6301\u6536\u652f\u5e73\u8861\u3002\u76f8\u5c0d\u800c\u8a00\uff0cMiniMax \u53ca Claude <span>\u9304\u5f97\u8f03\u660e\u986f\u8667\u640d\uff0c\u800c<\/span> DeepSeek <span>\u7684\u8667\u640d\u5e45\u5ea6\u6700\u5927\uff0c\u7d2f\u8a08\u8dcc\u5e45\u9054<\/span>15.10%<strong>\uff08<\/strong><strong>\u898b\u5716<\/strong><strong>1<\/strong><strong>\u53ca\u8868<\/strong><strong>1<\/strong><strong>\uff09<\/strong>\u3002<\/p>\n<ol start=\"2\">\n<li><strong><span>\u4ea4\u6613\u6b21\u6578\u591a\u4e0d\u4ee3\u8868\u56de\u5831\u66f4\u9ad8<\/span><\/strong><\/li>\n<\/ol>\n<p>\u5404\u500b\u6a21\u578b\u7684\u4ea4\u6613\u884c\u70ba\u5b58\u5728\u660e\u986f\u5dee\u7570\u3002\u7576\u4e2dDeepSeek V3.2\u3001Claude Opus 4.6 \u53ca Gemini 3.1 Pro Preview <span>\u5728\u8a55\u6e2c\u671f\u9593\u5747\u9304\u5f97\u903e<\/span>1,000\u7b46\u4ea4\u6613\uff0c\u5c6c\u65bc\u6700\u6d3b\u8e8d\u7684\u6a21\u578b\uff1b\u76f8\u53cd\uff0cGrok-4.1 Fast <span>\u53ea\u9032\u884c\u7d04<\/span>200\u7b46\u4ea4\u6613\uff0c\u800c Qwen\u3001Kimi K2.5 \u53ca Seed-2.0-Lite <span>\u7684\u4ea4\u6613\u6b21\u6578\u5247\u4ecb\u4e4e<\/span>500\u81f3800\u7b46\u4e4b\u9593\u3002\u7814\u7a76\u7d50\u679c\u986f\u793a\uff0c\u5728\u5be6\u6642\u5e02\u5834\u74b0\u5883\u4e2d\uff0c\u983b\u7e41\u4ea4\u6613\u672a\u5fc5\u80fd\u5e36\u4f86\u66f4\u4f73\u8868\u73fe\uff0c\u6c7a\u7b56\u8cea\u7d20\u7684\u91cd\u8981\u6027\u53ef\u80fd\u66f4\u52dd\u65bc\u4ea4\u6613\u6b21\u6578\u3002<\/p>\n<ol start=\"3\">\n<li><strong> <span>\u4e0d\u540c\u6a21\u578b\u7684\u98a8\u96aa\u504f\u597d\u5b58\u5728\u5dee\u7570<\/span><\/strong><\/li>\n<\/ol>\n<p>\u6a21\u578b\u5728\u98a8\u96aa\u627f\u64d4\u53ca\u7ba1\u7406\u5009\u4f4d\u65b9\u9762\u4ea6\u6709\u660e\u986f\u5206\u5225\u3002Gemini 3.1 Pro Preview \u53ca DeepSeek V3.2 <span>\u5728\u8a55\u6e2c\u671f\u9593\u66fe\u4f7f\u7528\u76f8\u5c0d\u8f03\u9ad8\u7684\u69d3\u687f\u6c34\u5e73\uff0c\u4e26\u9304\u5f97\u8f03\u5927\u56de\u64a4\u5e45\u5ea6\uff1b\u76f8\u53cd\uff0c<\/span>Kimi K2.5 <span>\u5728\u5e02\u6cc1\u5408\u9069\u6642\u4ea6\u6703\u589e\u52a0\u6301\u5009\uff0c\u4f46\u6574\u9ad4\u98a8\u96aa\u7ba1\u7406\u66f4\u70ba\u5be9\u614e\uff0c\u6700\u7d42\u9304\u5f97\u6700\u597d\u8868\u73fe\u3002\u81f3\u65bc <\/span>GPT-5.4\uff0c\u5247\u7dad\u6301\u8f03\u4fdd\u5b88\u7684\u4ea4\u6613\u98a8\u683c\uff0c\u98a8\u96aa\u627f\u64d4\u8f03\u4f4e\uff0c\u6545\u5176\u6536\u76ca\u53ca\u6ce2\u52d5\u5e45\u5ea6\u4ea6\u8f03\u70ba\u6709\u9650\u3002\u6574\u9ad4\u800c\u8a00\uff0c\u7d50\u679c\u986f\u793a\u66f4\u9ad8\u98a8\u96aa\u53d6\u5411\u4e26\u4e0d\u4e00\u5b9a\u5e36\u4f86\u66f4\u4f73\u8868\u73fe\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong><u>\u7814\u7a76\u9650\u5236\u8207\u672a\u4f86\u65b9\u5411<\/u><\/strong><\/p>\n<p>\u662f\u6b21\u8a55\u6e2c\u7d50\u679c\u662f\u6839\u64da\u516d\u661f\u671f\u7684\u5be6\u6642\u4ea4\u6613\u6578\u64da\uff0c\u53ea\u53ef\u8996\u70ba\u6a21\u578b\u5728\u7279\u5b9a\u5e02\u5834\u74b0\u5883\u4e0b\u7684\u968e\u6bb5\u6027\u8868\u73fe\uff0c\u4e0d\u5b9c\u76f4\u63a5\u8996\u70ba\u9577\u671f\u6295\u8cc7\u80fd\u529b\u7684\u5b9a\u8ad6\u3002\u91d1\u878d\u5e02\u5834\u6301\u7e8c\u53d7\u5b8f\u89c0\u7d93\u6fdf\u3001\u653f\u7b56\u8b8a\u5316\u53ca\u7a81\u767c\u4e8b\u4ef6\u5f71\u97ff\uff0c\u4e0d\u540c\u5e02\u5834\u5468\u671f\u4e0b\uff0c\u6a21\u578b\u8868\u73fe\u4ea6\u53ef\u80fd\u51fa\u73fe\u660e\u986f\u5dee\u7570\u3002<\/p>\n<p>AIEL 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AI \u7684\u7d42\u6975\u6e2c\u8a66 \u6709\u5225\u65bc\u6578\u5b78\u6216\u7de8\u7a0b\u7b49\u6a19\u6e96\u5316\u6e2c\u8a66\uff0c\u7531\u65bc\u91d1\u878d\u5e02\u5834\u5927\u5e45\u6ce2\u52d5\uff0c\u56e0\u6b64\u8981\u6c42\u6a21\u578b\u9032\u884c\u5373\u6642\u4ea4\u6613\u662f\u5176\u4e2d\u4e00\u9805\u96e3\u5ea6\u6700\u9ad8\u7684\u771f\u5be6\u80fd\u529b\u6e2c\u8a66\u3002\u6a21\u578b\u65e2\u8981\u5373\u6642\u8655\u7406\u8cc7\u8a0a\u3001\u4f5c\u51fa\u9ad8\u98a8\u96aa\u5224\u65b7\uff0c\u540c\u6642\u9700\u8981\u5728\u6709\u9650\u6642\u9593\u5167\u9032\u884c\u4ea4\u6613\uff0c\u4e26\u6301\u7e8c\u7ba1\u7406\u7531\u904e\u5f80\u6c7a\u7b56\u5e36\u4f86\u7684\u5f8c\u679c\u3002 \u70ba\u9032\u884c\u9019\u9805\u56b4\u8b39\u8a55\u4f30\uff0cAgentic Trader \u9023\u63a5 10 \u500b\u696d\u754c\u9818\u5148\u7684\u6a21\u578b\u81f3\u5373\u6642\u5916\u532f\u6578\u64da\u3002\u53c3\u8207\u6e2c\u8a66\u7684\u6a21\u578b\u4f86\u81ea\u591a\u9593\u4e3b\u8981\u79d1\u6280\u4f01\u696d\uff0c\u5305\u62ec OpenAI\u3001Anthropic\u3001Google\u3001\u963f\u91cc\u5df4\u5df4\u3001Moonshot AI\u3001\u667a\u8b5c AI\u3001\u5b57\u7bc0\u8df3\u52d5\u53ca DeepSeek\u3002 \u70ba\u78ba\u4fdd\u516c\u5e73\u6027\uff0c\u5168\u90e8\u6e2c\u8a66\u6a21\u578b\u5747\u4ee5\u76f8\u540c\u7684\u521d\u59cb\u8cc7\u672c\u53ca\u5373\u6642\u5e02\u5834\u74b0\u5883\u4e0b\u904b\u4f5c\u3002\u7814\u7a76\u4e3b\u8981\u8a55\u4f30\u9019\u4e9b AI \u7cfb\u7d71\u80fd\u5426\u8d85\u8d8a\u57fa\u672c\u63a8\u7406\uff0c\u4ee5\u53ca\u6642\u4f5c\u51fa\u6c7a\u7b56\u3001\u4e3b\u52d5\u63a7\u5236\u98a8\u96aa\uff0c\u4e26\u9748\u6d3b\u56de\u61c9\u5e02\u5834\u8b8a\u5316\uff0c\u4ee5\u7522\u751f\u5be6\u8cea\u6210\u679c\u3002 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property=\"og:description\" content=\"\u6e2f\u5927\u7d93\u7ba1\u5b78\u9662\u4eca\u65e5\u516c\u5e03\u4e00\u9805\u7a81\u7834\u6027\u7814\u7a76\u7d50\u679c\uff0c\u8a55\u4f30\u73fe\u6642\u4e3b\u6d41\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6a21\u578b\u4f5c\u70ba\u7368\u7acb\u5916\u532f\u4ea4\u6613\u54e1\u7684\u8868\u73fe\u3002 \u904e\u53bb\u4e00\u5e74\uff0cAI\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLMs\uff09\u5df2\u8fc5\u901f\u5f9e\u65e9\u671f\u7684\u751f\u6210\u6587\u5b57\uff0c\u6f14\u8b8a\u81f3\u73fe\u6642\u80fd\u5920\u7368\u7acb\u57f7\u884c\u4efb\u52d9\u53ca\u4f7f\u7528\u5404\u7a2e\u8907\u96dc\u5de5\u5177\u3002\u60df\u79d1\u6280\u767c\u5c55\u7684\u540c\u6642\uff0c\u4ecd\u6709\u4e00\u500b\u95dc\u9375\u554f\u984c\u6709\u5f85\u89e3\u7b54\uff1aAI \u667a\u80fd\u9ad4\u80fd\u5426\u5728\u5145\u6eff\u4e0d\u78ba\u5b9a\u6027\u7684\u771f\u5be6\u74b0\u5883\u4e2d\uff0c\u4f5c\u51fa\u5177\u76c8\u5229\u80fd\u529b\u7684\u6c7a\u7b56\uff1f 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AI \u7684\u7d42\u6975\u6e2c\u8a66 \u6709\u5225\u65bc\u6578\u5b78\u6216\u7de8\u7a0b\u7b49\u6a19\u6e96\u5316\u6e2c\u8a66\uff0c\u7531\u65bc\u91d1\u878d\u5e02\u5834\u5927\u5e45\u6ce2\u52d5\uff0c\u56e0\u6b64\u8981\u6c42\u6a21\u578b\u9032\u884c\u5373\u6642\u4ea4\u6613\u662f\u5176\u4e2d\u4e00\u9805\u96e3\u5ea6\u6700\u9ad8\u7684\u771f\u5be6\u80fd\u529b\u6e2c\u8a66\u3002\u6a21\u578b\u65e2\u8981\u5373\u6642\u8655\u7406\u8cc7\u8a0a\u3001\u4f5c\u51fa\u9ad8\u98a8\u96aa\u5224\u65b7\uff0c\u540c\u6642\u9700\u8981\u5728\u6709\u9650\u6642\u9593\u5167\u9032\u884c\u4ea4\u6613\uff0c\u4e26\u6301\u7e8c\u7ba1\u7406\u7531\u904e\u5f80\u6c7a\u7b56\u5e36\u4f86\u7684\u5f8c\u679c\u3002 \u70ba\u9032\u884c\u9019\u9805\u56b4\u8b39\u8a55\u4f30\uff0cAgentic Trader \u9023\u63a5 10 \u500b\u696d\u754c\u9818\u5148\u7684\u6a21\u578b\u81f3\u5373\u6642\u5916\u532f\u6578\u64da\u3002\u53c3\u8207\u6e2c\u8a66\u7684\u6a21\u578b\u4f86\u81ea\u591a\u9593\u4e3b\u8981\u79d1\u6280\u4f01\u696d\uff0c\u5305\u62ec 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