{"id":264062,"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":"2026-07-14T18:01:41","modified_gmt":"2026-07-14T10:01:41","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\/sc\/media\/press-release\/testing-ai-in-the-real-world-hku-business-school-released-ai-agents-trading-performance\/","title":{"rendered":"\u5728\u771f\u5b9e\u4e16\u754c\u6d4b\u8bd5 AI &#8211; \u6e2f\u5927\u7ecf\u7ba1\u5b66\u9662\u53d1\u5e03 AI 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\u7684\u8dcc\u5e45\u3002<\/li>\n<li>\u4ea4\u6613\u6b21\u6570\u8f83\u591a\u7684\u6a21\u578b\u672a\u5fc5\u5f55\u5f97\u66f4\u9ad8\u56de\u62a5\uff0c\u53cd\u6620\u9891\u7e41\u4ea4\u6613\u672a\u5fc5\u5e26\u6765\u66f4\u4f73\u8868\u73b0\u3002\u540c\u6837\u5730\uff0c\u5373\u4f7f\u6a21\u578b\u80fd\u591f\u91c7\u53d6\u66f4\u9ad8\u98ce\u9669\u7684\u6295\u8d44\u7b56\u7565\uff0c\u4ea6\u672a\u5fc5\u4f1a\u5e26\u6765\u66f4\u7406\u60f3\u7684\u56de\u62a5\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong><u>\u7814\u7a76\u542f\u793a<\/u><\/strong><\/p>\n<p>\u672c\u6b21\u5373\u65f6\u5916\u6c47\u4ea4\u6613\u5b9e\u9a8c\u7684\u7ed3\u679c\u4e0eAIEL\u65e9\u524d\u53d1\u5e03\u7684\u63a8\u7406\u80fd\u529b\u8bc4\u6d4b\u7ed3\u679c\u5e76\u4e0d\u5b8c\u5168\u4e00\u81f4\uff1a\u5728\u63a8\u7406\u3001\u77e5\u8bc6\u95ee\u7b54\u6216\u751f\u6210\u4ee3\u7801\u7b49\u9759\u6001\u4efb\u52a1\u4e2d\u8868\u73b0\u9886\u5148\u7684\u6a21\u578b\uff0c\u672a\u5fc5\u80fd\u591f\u5728\u771f\u5b9e\u7684\u91d1\u878d\u5e02\u573a\u4e2d\u53d6\u5f97\u6700\u4f73\u6536\u76ca\u3002\u8fd9\u9879\u53d1\u73b0\u4ea6\u53cd\u6620\uff0c\u968f\u8457LLM\u9010\u6e10\u4ece\u56de\u7b54\u95ee\u9898\u7684\u5de5\u5177\uff0c\u6f14\u53d8\u4e3a\u6301\u7eed\u53c2\u4e0e\u771f\u5b9e\u51b3\u7b56\u7684\u667a\u80fd\u4f53\uff0c\u4f20\u7edf\u9759\u6001\u57fa\u51c6\u5df2\u96be\u4ee5\u5168\u9762\u53cd\u6620\u5176\u5b9e\u9645\u80fd\u529b\u3002\u5c55\u671b\u672a\u6765\uff0cAI\u8bc4\u4f30\u5e94\u8fdb\u4e00\u6b65\u5173\u6ce8\u6a21\u578b\u5728\u52a8\u6001\u3001\u4e0d\u786e\u5b9a\u73af\u5883\u4e2d\u7684\u957f\u671f\u51b3\u7b56\u8868\u73b0\uff0c\u4e3aAI\u667a\u80fd\u4f53\u7684\u771f\u5b9e\u90e8\u7f72\u3001\u6301\u7eed\u8bc4\u4f30\u4e0e\u6cbb\u7406\u63d0\u4f9b\u66f4\u5177\u5b9e\u9645\u610f\u4e49\u7684\u7814\u7a76\u57fa\u7840\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong><u>AI <\/u><\/strong><strong><u>\u7684\u7ec8\u6781\u6d4b\u8bd5<\/u><\/strong><\/p>\n<p>\u6709\u522b\u4e8e\u6570\u5b66\u6216\u7f16\u7a0b\u7b49\u6807\u51c6\u5316\u6d4b\u8bd5\uff0c\u7531\u4e8e\u91d1\u878d\u5e02\u573a\u5927\u5e45\u6ce2\u52a8\uff0c\u56e0\u6b64\u8981\u6c42\u6a21\u578b\u8fdb\u884c\u5373\u65f6\u4ea4\u6613\u662f\u5176\u4e2d\u4e00\u9879\u96be\u5ea6\u6700\u9ad8\u7684\u771f\u5b9e\u80fd\u529b\u6d4b\u8bd5\u3002\u6a21\u578b\u65e2\u8981\u5373\u65f6\u5904\u7406\u8d44\u8baf\u3001\u4f5c\u51fa\u9ad8\u98ce\u9669\u5224\u65ad\uff0c\u540c\u65f6\u9700\u8981\u5728\u6709\u9650\u65f6\u95f4\u5185\u8fdb\u884c\u4ea4\u6613\uff0c\u5e76\u6301\u7eed\u7ba1\u7406\u7531\u8fc7\u5f80\u51b3\u7b56\u5e26\u6765\u7684\u540e\u679c\u3002<\/p>\n<p>\u4e3a\u8fdb\u884c\u8fd9\u9879\u4e25\u8c28\u8bc4\u4f30\uff0cAgentic Trader \u8fde\u63a5 10 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<a href=\"https:\/\/www.hkubs.hku.hk\/aimodelrankings\/abstract\/abstractSeven.html\">\u6b64\u5904<\/a> <span>\u6d4f\u89c8\u3002<\/span><\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p>\u56fe1. \u53c2\u4e0e\u8bc4\u6d4b\u6a21\u578b\u53ca\u5176\u7d2f\u8ba1\u56de\u62a5<\/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. \u53c2\u4e0e\u8bc4\u6d4b\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>\u56fe\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\u7ecf\u7ba1\u5b66\u9662\u521b\u65b0\u53ca\u8d44\u8baf\u7ba1\u7406\u5b66\u6559\u6388\u517c\u590f\u5229\u83b1\u4f09\u4fea\u57fa\u91d1\u6559\u6388\u3001\u4eba\u5de5\u667a\u80fd\u8bc4\u6d4b\u5b9e\u9a8c\u5ba4\u4e3b\u4efb<strong>\u848b\u9547\u8f89\u6559\u6388<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p><strong><u>\u8bc4\u6d4b\u65b9\u6cd5<\/u><\/strong><\/p>\n<p>&nbsp;<\/p>\n<p><strong><u>\u53c2\u4e0e\u6a21\u578b\u53ca\u5b9e\u9a8c\u8bbe\u7f6e<\/u><\/strong><\/p>\n<p>\u672c\u6b21\u8bc4\u6d4b\u6db5\u76d6\u6765\u81ea\u4e2d\u7f8e\u4e24\u5730\u7684\u591a\u6b3e\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\uff08\u89c1\u88681\uff09\u3002\u6bcf\u4e2a\u6a21\u578b\u5747\u4ee5\u81ea\u4e3b\u4ea4\u6613\u667a\u80fd\u4f53\u7684\u5f62\u5f0f\u63a5\u5165 Agentic Trader <span>\u5e73\u53f0\uff0c\u5e76\u5728\u76f8\u540c\u6761\u4ef6\u4e0b\u6301\u7eed\u8fdb\u884c\u4ea4\u6613\u3002<\/span><\/p>\n<p>\u8bc4\u6d4b\u4e8e2026\u5e744\u6708\u5f00\u59cb\uff0c\u540c\u6b65\u8fd0\u4f5c10\u4e2a\u8bc4\u6d4b\u7684 AI <span>\u4ea4\u6613\u667a\u80fd\u4f53\u3002\u6240\u6709\u6a21\u578b\u5747\u83b7\u5f97\u76f8\u540c\u7684\u521d\u59cb\u8d44\u91d1\uff08<\/span>10\u4e07\u7f8e\u5143\uff09\u3001\u5de5\u5177\u63a5\u53e3\u53ca\u6760\u6746\u8bbe\u7f6e\uff0c\u5e76\u5728\u6574\u4e2a\u8bc4\u6d4b\u671f\u5185\u63a5\u6536\u76f8\u540c\u7684\u5b9e\u65f6\u5e02\u573a\u6570\u636e\u3002\u5e73\u53f0\u652f\u63f4\u591a\u4e2a\u4e3b\u6d41\u5916\u6c47\uff0c\u5305\u62ec\u6b27\u5143\u5151\u7f8e\u5143\u3001\u82f1\u9551\u5151\u7f8e\u5143\u53ca\u7f8e\u5143\u5151\u65e5\u5706\uff0c\u4ea6\u6db5\u76d6\u6807\u666e\u6307\u6570\u53ca\u8d35\u91d1\u5c5e\u3002\u4e3a\u786e\u4fdd\u53ef\u6bd4\u6027\uff0c\u9664\u6a21\u578b\u672c\u8eab\u7684\u80fd\u529b\u5dee\u5f02\u5916\uff0c\u5176\u9980\u8bc4\u6d4b\u6761\u4ef6\u5747\u4fdd\u6301\u4e00\u81f4\uff0c\u7814\u7a76\u56e2\u961f\u4ea6\u672a\u6709\u9884\u8bbe\u4efb\u4f55\u4ea4\u6613\u7b56\u7565\uff0c\u6240\u6709\u4ea4\u6613\u51b3\u7b56\u5747\u7531\u6a21\u578b\u81ea\u4e3b\u5b8c\u6210\u3002<\/p>\n<p><strong>\u00a0<\/strong><\/p>\n<p><strong><u>\u7814\u7a76\u7ed3\u679c<\/u><\/strong><\/p>\n<ol>\n<li><strong> Qwen<\/strong><strong> <span>\u53d6\u5f97\u6700\u9ad8\u7d2f\u8ba1\u56de\u62a5<\/span><\/strong><\/li>\n<\/ol>\n<p>\u5728\u4e3a\u671f\u516d\u661f\u671f\u7684\u4ea4\u6613\u5468\u671f\u4e2d\uff0c\u5404\u4e2a\u6a21\u578b\u4e4b\u95f4\u7684\u8868\u73b0\u5dee\u8ddd\u5df2\u9010\u6e10\u663e\u73b0\u3002\u81f3\u8bc4\u6d4b\u671f\u7ed3\u675f\u65f6\uff0cQwen\u3001Kimi \u53ca Seed <span>\u5f55\u5f97\u6700\u5f3a\u7684\u7d2f\u8ba1\u56de\u62a5\uff0c\u5176\u4e2d <\/span>Qwen \u7684\u56de\u62a5\u63a5\u8fd110%\uff1bGLM \u53ca GPT \u80fd\u591f\u5927\u81f4\u7ef4\u6301\u6536\u652f\u5e73\u8861\u3002\u76f8\u5bf9\u800c\u8a00\uff0cMiniMax \u53ca Claude <span>\u5f55\u5f97\u8f83\u660e\u663e\u4e8f\u635f\uff0c\u800c<\/span> DeepSeek <span>\u7684\u4e8f\u635f\u5e45\u5ea6\u6700\u5927\uff0c\u7d2f\u8ba1\u8dcc\u5e45\u8fbe<\/span>15.10%<strong>\uff08<\/strong><strong>\u89c1\u56fe<\/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\u6570\u591a\u4e0d\u4ee3\u8868\u56de\u62a5\u66f4\u9ad8<\/span><\/strong><\/li>\n<\/ol>\n<p>\u5404\u4e2a\u6a21\u578b\u7684\u4ea4\u6613\u884c\u4e3a\u5b58\u5728\u660e\u663e\u5dee\u5f02\u3002\u5f53\u4e2dDeepSeek V3.2\u3001Claude Opus 4.6 \u53ca Gemini 3.1 Pro Preview <span>\u5728\u8bc4\u6d4b\u671f\u95f4\u5747\u5f55\u5f97\u903e<\/span>1,000\u7b14\u4ea4\u6613\uff0c\u5c5e\u4e8e\u6700\u6d3b\u8dc3\u7684\u6a21\u578b\uff1b\u76f8\u53cd\uff0cGrok-4.1 Fast <span>\u53ea\u8fdb\u884c\u7ea6<\/span>200\u7b14\u4ea4\u6613\uff0c\u800c Qwen\u3001Kimi K2.5 \u53ca Seed-2.0-Lite <span>\u7684\u4ea4\u6613\u6b21\u6570\u5219\u4ecb\u4e4e<\/span>500\u81f3800\u7b14\u4e4b\u95f4\u3002\u7814\u7a76\u7ed3\u679c\u663e\u793a\uff0c\u5728\u5b9e\u65f6\u5e02\u573a\u73af\u5883\u4e2d\uff0c\u9891\u7e41\u4ea4\u6613\u672a\u5fc5\u80fd\u5e26\u6765\u66f4\u4f73\u8868\u73b0\uff0c\u51b3\u7b56\u8d28\u7d20\u7684\u91cd\u8981\u6027\u53ef\u80fd\u66f4\u80dc\u4e8e\u4ea4\u6613\u6b21\u6570\u3002<\/p>\n<ol start=\"3\">\n<li><strong> <span>\u4e0d\u540c\u6a21\u578b\u7684\u98ce\u9669\u504f\u597d\u5b58\u5728\u5dee\u5f02<\/span><\/strong><\/li>\n<\/ol>\n<p>\u6a21\u578b\u5728\u98ce\u9669\u627f\u62c5\u53ca\u7ba1\u7406\u4ed3\u4f4d\u65b9\u9762\u4ea6\u6709\u660e\u663e\u5206\u522b\u3002Gemini 3.1 Pro Preview \u53ca DeepSeek V3.2 <span>\u5728\u8bc4\u6d4b\u671f\u95f4\u66fe\u4f7f\u7528\u76f8\u5bf9\u8f83\u9ad8\u7684\u6760\u6746\u6c34\u5e73\uff0c\u5e76\u5f55\u5f97\u8f83\u5927\u56de\u64a4\u5e45\u5ea6\uff1b\u76f8\u53cd\uff0c<\/span>Kimi K2.5 <span>\u5728\u5e02\u51b5\u5408\u9002\u65f6\u4ea6\u4f1a\u589e\u52a0\u6301\u4ed3\uff0c\u4f46\u6574\u4f53\u98ce\u9669\u7ba1\u7406\u66f4\u4e3a\u5ba1\u614e\uff0c\u6700\u7ec8\u5f55\u5f97\u6700\u597d\u8868\u73b0\u3002\u81f3\u4e8e <\/span>GPT-5.4\uff0c\u5219\u7ef4\u6301\u8f83\u4fdd\u5b88\u7684\u4ea4\u6613\u98ce\u683c\uff0c\u98ce\u9669\u627f\u62c5\u8f83\u4f4e\uff0c\u6545\u5176\u6536\u76ca\u53ca\u6ce2\u52a8\u5e45\u5ea6\u4ea6\u8f83\u4e3a\u6709\u9650\u3002\u6574\u4f53\u800c\u8a00\uff0c\u7ed3\u679c\u663e\u793a\u66f4\u9ad8\u98ce\u9669\u53d6\u5411\u5e76\u4e0d\u4e00\u5b9a\u5e26\u6765\u66f4\u4f73\u8868\u73b0\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong><u>\u7814\u7a76\u9650\u5236\u4e0e\u672a\u6765\u65b9\u5411<\/u><\/strong><\/p>\n<p>\u662f\u6b21\u8bc4\u6d4b\u7ed3\u679c\u662f\u6839\u636e\u516d\u661f\u671f\u7684\u5b9e\u65f6\u4ea4\u6613\u6570\u636e\uff0c\u53ea\u53ef\u89c6\u4e3a\u6a21\u578b\u5728\u7279\u5b9a\u5e02\u573a\u73af\u5883\u4e0b\u7684\u9636\u6bb5\u6027\u8868\u73b0\uff0c\u4e0d\u5b9c\u76f4\u63a5\u89c6\u4e3a\u957f\u671f\u6295\u8d44\u80fd\u529b\u7684\u5b9a\u8bba\u3002\u91d1\u878d\u5e02\u573a\u6301\u7eed\u53d7\u5b8f\u89c2\u7ecf\u6d4e\u3001\u653f\u7b56\u53d8\u5316\u53ca\u7a81\u53d1\u4e8b\u4ef6\u5f71\u54cd\uff0c\u4e0d\u540c\u5e02\u573a\u5468\u671f\u4e0b\uff0c\u6a21\u578b\u8868\u73b0\u4ea6\u53ef\u80fd\u51fa\u73b0\u660e\u663e\u5dee\u5f02\u3002<\/p>\n<p>AIEL 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OpenAI\u3001Anthropic\u3001Google\u3001\u963f\u91cc\u5df4\u5df4\u3001Moonshot AI\u3001\u667a\u8c31 AI\u3001\u5b57\u8282\u8df3\u52a8\u53ca DeepSeek\u3002 \u4e3a\u786e\u4fdd\u516c\u5e73\u6027\uff0c\u5168\u90e8\u6d4b\u8bd5\u6a21\u578b\u5747\u4ee5\u76f8\u540c\u7684\u521d\u59cb\u8d44\u672c\u53ca\u5373\u65f6\u5e02\u573a\u73af\u5883\u4e0b\u8fd0\u4f5c\u3002\u7814\u7a76\u4e3b\u8981\u8bc4\u4f30\u8fd9\u4e9b AI \u7cfb\u7edf\u80fd\u5426\u8d85\u8d8a\u57fa\u672c\u63a8\u7406\uff0c\u4ee5\u53ca\u65f6\u4f5c\u51fa\u51b3\u7b56\u3001\u4e3b\u52a8\u63a7\u5236\u98ce\u9669\uff0c\u5e76\u7075\u6d3b\u56de\u5e94\u5e02\u573a\u53d8\u5316\uff0c\u4ee5\u4ea7\u751f\u5b9e\u8d28\u6210\u679c\u3002 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property=\"og:description\" content=\"\u6e2f\u5927\u7ecf\u7ba1\u5b66\u9662\u4eca\u65e5\u516c\u5e03\u4e00\u9879\u7a81\u7834\u6027\u7814\u7a76\u7ed3\u679c\uff0c\u8bc4\u4f30\u73b0\u65f6\u4e3b\u6d41\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6a21\u578b\u4f5c\u4e3a\u72ec\u7acb\u5916\u6c47\u4ea4\u6613\u5458\u7684\u8868\u73b0\u3002 \u8fc7\u53bb\u4e00\u5e74\uff0cAI\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5df2\u8fc5\u901f\u4ece\u65e9\u671f\u7684\u751f\u6210\u6587\u5b57\uff0c\u6f14\u53d8\u81f3\u73b0\u65f6\u80fd\u591f\u72ec\u7acb\u6267\u884c\u4efb\u52a1\u53ca\u4f7f\u7528\u5404\u79cd\u590d\u6742\u5de5\u5177\u3002\u60df\u79d1\u6280\u53d1\u5c55\u7684\u540c\u65f6\uff0c\u4ecd\u6709\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u6709\u5f85\u89e3\u7b54\uff1aAI \u667a\u80fd\u4f53\u80fd\u5426\u5728\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u771f\u5b9e\u73af\u5883\u4e2d\uff0c\u4f5c\u51fa\u5177\u76c8\u5229\u80fd\u529b\u7684\u51b3\u7b56\uff1f 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AI \u7684\u7ec8\u6781\u6d4b\u8bd5 \u6709\u522b\u4e8e\u6570\u5b66\u6216\u7f16\u7a0b\u7b49\u6807\u51c6\u5316\u6d4b\u8bd5\uff0c\u7531\u4e8e\u91d1\u878d\u5e02\u573a\u5927\u5e45\u6ce2\u52a8\uff0c\u56e0\u6b64\u8981\u6c42\u6a21\u578b\u8fdb\u884c\u5373\u65f6\u4ea4\u6613\u662f\u5176\u4e2d\u4e00\u9879\u96be\u5ea6\u6700\u9ad8\u7684\u771f\u5b9e\u80fd\u529b\u6d4b\u8bd5\u3002\u6a21\u578b\u65e2\u8981\u5373\u65f6\u5904\u7406\u8d44\u8baf\u3001\u4f5c\u51fa\u9ad8\u98ce\u9669\u5224\u65ad\uff0c\u540c\u65f6\u9700\u8981\u5728\u6709\u9650\u65f6\u95f4\u5185\u8fdb\u884c\u4ea4\u6613\uff0c\u5e76\u6301\u7eed\u7ba1\u7406\u7531\u8fc7\u5f80\u51b3\u7b56\u5e26\u6765\u7684\u540e\u679c\u3002 \u4e3a\u8fdb\u884c\u8fd9\u9879\u4e25\u8c28\u8bc4\u4f30\uff0cAgentic Trader \u8fde\u63a5 10 \u4e2a\u4e1a\u754c\u9886\u5148\u7684\u6a21\u578b\u81f3\u5373\u65f6\u5916\u6c47\u6570\u636e\u3002\u53c2\u4e0e\u6d4b\u8bd5\u7684\u6a21\u578b\u6765\u81ea\u591a\u95f4\u4e3b\u8981\u79d1\u6280\u4f01\u4e1a\uff0c\u5305\u62ec 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