{"id":2274,"date":"2025-05-15T07:20:00","date_gmt":"2025-05-14T23:20:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=2274"},"modified":"2025-05-06T17:31:15","modified_gmt":"2025-05-06T09:31:15","slug":"%e6%99%ae%e9%80%9a%e4%ba%ba%e4%b9%9f%e8%83%bd%e6%8b%a5%e6%9c%89%e5%b7%b4%e8%8f%b2%e7%89%b9%e6%9c%a8%e5%a4%b4%e5%a7%90%e8%bf%99%e7%a7%8d%e5%85%a8%e7%90%83%e9%a1%b6%e7%ba%a7%e7%a7%81","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2025\/05\/15\/%e6%99%ae%e9%80%9a%e4%ba%ba%e4%b9%9f%e8%83%bd%e6%8b%a5%e6%9c%89%e5%b7%b4%e8%8f%b2%e7%89%b9%e6%9c%a8%e5%a4%b4%e5%a7%90%e8%bf%99%e7%a7%8d%e5%85%a8%e7%90%83%e9%a1%b6%e7%ba%a7%e7%a7%81\/","title":{"rendered":"\u666e\u901a\u4eba\u4e5f\u80fd\u62e5\u6709\u201c\u5df4\u83f2\u7279+\u6728\u5934\u59d0\u201d\u8fd9\u79cd\u5168\u7403\u9876\u7ea7\u79c1\u52df\u5929\u56e2\uff1f\u6211\u7528AI\u5e2e\u4f60\u5b9e\u73b0\uff01"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u4f5c\u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/05\/1586.webp\" alt=\"\" class=\"wp-image-5128\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\"><strong>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u6211\u6700\u8fd1\u53d1\u73b0\u4e00\u4e2a\u8d85\u597d\u73a9\u7684\u9879\u76ee\u201c<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\"><strong>\u4e2a\u4ebaAI\u5bf9\u51b2\u57fa\u91d1\u201d\uff0c\u80fd\u7528AI\u6a21\u4eff\u5df4\u83f2\u7279\u3001\u6728\u5934\u59d0\u548c\u6bd4\u5c14\u00b7\u963f\u514b\u66fc\u8fd9\u4e9b\u6295\u8d44\u5927\u4f6c\uff0c\u5e2e\u6211\u5206\u6790\u80a1\u7968\uff0c\u8fd8\u4f1a\u544a\u8bc9\u6211\u5565\u65f6\u5019\u4e70\u5565\u65f6\u5019\u5356\u3002<\/strong><\/mark>\u7528Python\u5199\u7684\uff0c\u7b80\u5355\u53c8\u6709\u8da3\uff01\u6211\u8bd5\u7740\u5206\u6790\u4e86\u82f9\u679c\u3001\u5fae\u8f6f\u548c\u82f1\u4f1f\u8fbe\uff0c\u611f\u89c9\u81ea\u5df1\u77ac\u95f4\u53d8\u201c\u80a1\u795e\u201d\u3002\u8fd9\u7bc7\u6587\u7ae0\u4f1a\u6559\u4f60\u600e\u4e48\u7528\u8d77\u6765\uff0c\u8ba9\u666e\u901a\u4eba\u4e5f\u80fd\u73a9\u8f6cAI\u6295\u8d44\u81ea\u52a8\u5316\uff01<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u6295\u8d44\u51b3\u7b56\uff0cAI\u5e2e\u6211\u5168\u81ea\u52a8\u4e86\uff01<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u6709\u6ca1\u6709\u5e7b\u60f3\u8fc7\uff0c\u81ea\u5df1\u4e5f\u80fd\u50cf\u5df4\u83f2\u7279\u4e00\u6837\u7092\u80a1\u8d5a\u5927\u94b1\uff1f\u6216\u8005\u50cf\u6728\u5934\u59d0\u90a3\u6837\u6293\u4f4f\u4e0b\u4e00\u4e2a\u7279\u65af\u62c9\uff1f<strong>\u73b0\u5728\u4e0d\u7528\u5e7b\u60f3\u4e86\uff01<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/05\/he1.webp\" alt=\"\" class=\"wp-image-5145\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u662f\u4e0d\u662f\u597d\u5947\uff0cAI\u548b\u77e5\u9053\u5df4\u83f2\u7279\u548b\u60f3\u7684\uff1f\u5176\u5b9e\uff0c\u9879\u76ee\u7ed9\u6bcf\u4e2a\u5927\u4f6c\u505a\u4e86\u4e2a\u201c\u5206\u8eab\u201d\uff08\u4ee3\u7406\uff09\uff0c\u6bcf\u4e2a\u5206\u8eab\u6709\u81ea\u5df1\u7684\u5957\u8def\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6728\u5934\u59d0<strong>\uff08Cathie Wood\uff09<\/strong>\u5206\u8eab<\/strong>\uff1a\u76ef\u7740\u79d1\u6280\u516c\u53f8\uff0c\u770b\u5b83\u6709\u6ca1\u6709\u672a\u6765\u3002<\/li>\n\n\n\n<li><strong>\u5df4\u83f2\u7279\u5206\u8eab<\/strong>\uff1a\u770b\u516c\u53f8\u8d5a\u4e0d\u8d5a\u94b1\uff0c\u80fd\u4e0d\u80fd\u6297\u98ce\u9669\u3002<\/li>\n\n\n\n<li><strong>\u6bd4\u5c14\u00b7\u963f\u514b\u66fc\u5206\u8eab<\/strong>\uff1a\u6fc0\u8fdb\u6d3e\uff0c\u6562\u4e0b\u91cd\u6ce8\uff0c\u559c\u6b22\u5927\u52a8\u4f5c\u3002<\/li>\n\n\n\n<li><strong>\u672c\u00b7\u683c\u96f7\u5384\u59c6\u5206\u8eab<\/strong>\uff1a\u4e13\u627e\u88ab\u4f4e\u4f30\u7684\u4fbf\u5b9c\u8d27\uff0c\u7a33\u4e2d\u6c42\u80dc\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u5206\u8eab\u5206\u6790\u5b8c\u6570\u636e\uff0c\u8fd8\u80fd\u7ee7\u7eed\u5206\u6790\u80a1\u7968\u7684\u4f30\u503c\u3001\u65b0\u95fb\u60c5\u7eea\u5565\u7684\uff0c\u6700\u540e\u7ed9\u4f60\u4e00\u4efd\u8be6\u7ec6\u7684\u5efa\u8bae\u62a5\u544a\uff0c\u544a\u8bc9\u4f60\u201c\u4e70\u201d\u3001\u201c\u5356\u201d\u8fd8\u662f\u201c\u7b49\u4e00\u7b49\u201d\uff0c\u7b80\u5355\u53c8\u6e05\u695a\u3002\u806a\u660e\u5427\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201c\u4e2a\u4ebaAI\u5bf9\u51b2\u57fa\u91d1\u201d\u9879\u76ee\u7075\u611f\u6765\u81ea\u5168\u7403\u91d1\u878d\u5708\u6b63\u5728\u70ed\u7092\u7684\u201cAgentic AI\u201d\u2014\u4e5f\u5c31\u662f\u8ba9AI\u50cf\u667a\u80fd\u6295\u8d44\u52a9\u7406\u4e00\u6837\uff0c\u5e2e\u4f60\u628a\u6295\u8d44\u7b56\u7565\u81ea\u52a8\u8dd1\u8d77\u6765\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f60\u53ef\u4ee5\u50cf\u6253\u6e38\u620f\u4e00\u6837\uff0c\u70b9\u9009\u4e0d\u540c\u7684<strong>AI\u5206\u6790\u5e08<\/strong>\uff08\u6bd4\u5982\u201c\u5df4\u83f2\u7279\u201d\u3001\u201c\u6728\u5934\u59d0\u201d\uff09\u3002<\/li>\n\n\n\n<li>\u518d\u9009\u62e9\u4f60\u559c\u6b22\u7684<strong>\u5927\u6a21\u578b<\/strong>\uff08\u6bd4\u5982ChatGPT\u3001Claude\u3001Gemini\uff09\u3002<\/li>\n\n\n\n<li>\u7136\u540e\u5b83\u4eec\u5c31\u4f1a\u81ea\u52a8\u7ed9\u51fa\u6295\u8d44\u5efa\u8bae\uff0c\u751a\u81f3\u5e2e\u4f60\u751f\u6210\u4e0b\u4e00\u6b65\u64cd\u4f5c\uff01<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u542c\u8d77\u6765\u50cf\u79d1\u5e7b\uff1f\u4e0b\u9762\u7ed9\u4f60\u770b\u770b\u771f\u5b9e\u622a\u56fe\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <strong>AI\u5206\u6790\u5e08\u9009\u62e9\u754c\u9762<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/05\/aaf32f678c40d101751425337039218aed132acd.webp\" alt=\"\" class=\"wp-image-5134\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <strong>\u6a21\u578b\u9009\u62e9\u754c\u9762<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/05\/8e4af9e516bfefb173019ab6353f477118d9912f.webp\" alt=\"\" class=\"wp-image-5132\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u662f\u4e0d\u662f\u6709\u70b9\u50cfRPG\u6e38\u620f\u7684\u9009\u89d2\u8272\uff1f<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u4ec0\u4e48\u662fAI\u6295\u8d44\u81ea\u52a8\u5316\uff1f<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Agentic AI\u5c31\u50cf\u4e00\u4e2a\u201c\u6295\u8d44\u52a9\u7406\u201d\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6709\u76ee\u6807\uff1a\u6bd4\u5982\u201c\u8d5a\u82f9\u679c\u80a1\u7968\u7684\u94b1\u201d\u3002<\/li>\n\n\n\n<li>\u80fd\u4e3b\u52a8\uff1a\u81ea\u52a8\u62c9\u53d6\u6570\u636e\u3001\u7b97\u6307\u6807\u3001\u51fa\u4fe1\u53f7\u3002<\/li>\n\n\n\n<li>\u53ef\u6267\u884c\uff1a\u76f4\u63a5\u544a\u8bc9\u4f60\u201c\u4e70\/\u5356\/\u505a\u7a7a\u201d\u3002<\/li>\n\n\n\n<li>\u4f1a\u5b66\u4e60\uff1a\u9047\u5230\u6570\u636e\u53d8\u5316\u81ea\u52a8\u8c03\u6574\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u666e\u901aAI\u53ea\u662f\u201c\u4f60\u95ee\u6211\u7b54\u201d\uff0cAgentic AI\u662f\u201c\u6211\u5e2e\u4f60\u5e72\u201d\u3002\u5728\u8fd9\u4e2a\u9879\u76ee\u91cc\uff0cAgentic AI\u5c31\u50cf\u4f60\u7684\u4e13\u5c5e\u201c\u6295\u8d44\u5927\u8111\u201d\uff0c\u5e2e\u4f60\u505a\u51b3\u7b56\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u4e2a\u7cfb\u7edf\u5176\u5b9e\u5206\u4e3a\u4e24\u5927\u5757\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6a21\u5757<\/th><th>\u529f\u80fd\u63cf\u8ff0<\/th><\/tr><tr><td><strong>AI\u5206\u6790\u5e08<\/strong><\/td><td>\u6a21\u62df\u4e0d\u540c\u6295\u8d44\u5927\u5e08\u7684\u98ce\u683c\uff0c\u5e2e\u4f60\u201c\u89c2\u70b9\u78b0\u649e\u201d<\/td><\/tr><tr><td><strong>LLM\u6a21\u578b<\/strong><\/td><td>\u63d0\u4f9b\u6587\u5b57\u751f\u6210\u548c\u6295\u8d44\u5efa\u8bae\u8f93\u51fa<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/05\/afb54f6a69ad804466b938cf2751fa506436565f-1.webp\" alt=\"\" class=\"wp-image-5141\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u662f\u5b8c\u6574\u6d41\u7a0b\u8bf4\u660e\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/05\/70aa4ff03f1c2496ea64beccc823963b68209489.webp\" alt=\"\" class=\"wp-image-5135\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u6b21\u8fd0\u884c\u65f6\uff0c\u5b83\u4f1a\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u8bfb\u53d6\u80a1\u7968\u4ee3\u7801\uff08\u5982AAPL\uff0cTSLA\uff09\uff1b<\/li>\n\n\n\n<li>\u8ba9\u9009\u4e2d\u7684AI\u5206\u6790\u5e08\u4eec\u7ed9\u51fa\u6295\u8d44\u5206\u6790\uff1b<\/li>\n\n\n\n<li>\u7528\u9009\u4e2d\u7684\u5927\u6a21\u578b\u751f\u6210\u6700\u7ec8\u6295\u8d44\u5efa\u8bae\uff1b<\/li>\n\n\n\n<li>\uff08\u53ef\u9009\uff09\u81ea\u52a8\u8bb0\u5f55\u6216\u6267\u884c\u64cd\u4f5c\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table class=\"has-fixed-layout\"><tbody><tr><th><strong>\u6a21\u5757<\/strong><\/th><th><strong>\u529f\u80fd<\/strong><\/th><th><strong>\u5178\u578b\u793a\u4f8b<\/strong><\/th><\/tr><tr><td>\u98ce\u683c\u4ee3\u7406<\/td><td>\u6a21\u4eff\u5927\u4f6c\u201c\u601d\u8def+\u89c4\u5219\u201d<\/td><td>\u5df4\u83f2\u7279\u3001\u6728\u5934\u59d0\u3001\u683c\u96f7\u5384\u59c6\u3001\u963f\u514b\u66fc<\/td><\/tr><tr><td>\u6280\u672f\u4ee3\u7406<\/td><td>\u7ec6\u5206\u4fe1\u53f7\uff1a\u57fa\u672c\u9762\/\u6280\u672f\u9762\u2026<\/td><td>\u4f30\u503c\u3001\u60c5\u7eea\u3001\u98ce\u9669\u7ba1\u7406\u3001\u7ec4\u5408<\/td><\/tr><tr><td>\u6570\u636e\u6e90<\/td><td>\u5386\u53f2\/\u5b9e\u65f6\u884c\u60c5\u3001\u516c\u53f8\u8d22\u62a5<\/td><td>Financial Datasets\u3001Yahoo<\/td><\/tr><tr><td>LLM<\/td><td>\u6587\u672c\u63a8\u7406\u3001\u51b3\u7b56\u8f93\u51fa<\/td><td>OpenAI GPT\u3001Google Gemini<\/td><\/tr><tr><td>\u6267\u884c\u73af\u5883<\/td><td>Python + Poetry + .env\u914d\u7f6e<\/td><td>poetry run python main.py<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u624b\u628a\u624b\u6559\u5b66\uff1a\u600e\u4e48\u73a9\u8d77\u6765\uff1f<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u522b\u6015\uff0c\u63a5\u4e0b\u6765\u4e00\u70b9\u90fd\u4e0d\u96be\uff0c\u6211\u4f1a\u4e00\u6b65\u6b65\u6559\u4f60\u600e\u4e48\u8dd1\u8fd9\u4e2a\u9879\u76ee\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7b2c\u4e00\u6b65\uff1a\u88c5\u597d\u5de5\u5177<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u5f97\u5148\u88c5Python\uff08\u7f16\u7a0b\u7684\u57fa\u7840\u5de5\u5177\uff09\u548cPoetry\uff08\u7ba1\u9879\u76ee\u7684\u5e2e\u624b\uff09\u3002\u6ca1\u88c5\u8fc7\uff1f\u53bbPython\u5b98\u7f51\u4e0b\u4e2aPython\uff0c\u7136\u540e\u5728\u547d\u4ee4\u884c\u6572\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install poetry<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7b2c\u4e8c\u6b65\uff1a\u62ff\u9879\u76ee\u4ee3\u7801<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee3\u7801\u5728GitHub\u4e0a\uff0c\u76f4\u63a5\u4e0b\u8f7d\u6216\u8005\u7528\u547d\u4ee4\u62ff\u3002\u6211\u63a8\u8350\u7528\u547d\u4ee4\uff0c\u65b9\u4fbf\u4ee5\u540e\u66f4\u65b0\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>git clone https:\/\/github.com\/your-repo\/ai-hedge-fund.git\ncd ai-hedge-fund<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7b2c\u4e09\u6b65\uff1a\u88c5\u4f9d\u8d56\u5305<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fdb\u9879\u76ee\u6587\u4ef6\u5939\u540e\uff0c\u7528Poetry\u88c5\u9700\u8981\u7684\u5de5\u5177\u5305\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>poetry install<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7b2c\u56db\u6b65\uff1a\u914dAPI\u5bc6\u94a5<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9879\u76ee\u8981\u7528\u80a1\u7968\u6570\u636e\u548cAI\uff0c\u5f97\u6709\u201c\u901a\u884c\u8bc1\u201d\uff08API\u5bc6\u94a5\uff09\u3002\u53bb\u8fd9\u4fe9\u5730\u65b9\u6ce8\u518c\u62ff\u5bc6\u94a5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u80a1\u7968\u6570\u636e\uff1ahttps:\/\/financialdatasets.ai<\/li>\n\n\n\n<li>AI\u6a21\u578b\uff1aOpenAI\u6216\u8005Google Gemini\uff0c\u968f\u4f60\u6311\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u62ff\u5230\u5bc6\u94a5\u540e\uff0c\u628a\u9879\u76ee\u91cc\u7684.env.example\u6539\u6210.env\uff0c\u586b\u8fdb\u53bb\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cp .env.example .env<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u6253\u5f00.env\uff0c\u586b\u4e0a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>OPENAI_API_KEY=\u4f60\u7684\u5bc6\u94a5\nFINANCIAL_DATASETS_API_KEY=\u4f60\u7684\u5bc6\u94a5<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7b2c\u4e94\u6b65\uff1a\u8dd1\u8d77\u6765<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u597d\u4e86\uff0c\u53ef\u4ee5\u5206\u6790\u80a1\u7968\u4e86\uff01\u6bd4\u5982\uff0c\u60f3\u770b\u770b\u82f9\u679c\uff08AAPL\uff09\u548b\u6837\uff0c\u7528\u547d\u4ee4\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>poetry run python src\/main.py --ticker AAPL<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8dd1\u5b8c\u4f1a\u8ba9\u4f60\u9009\u5927\u4f6c\u98ce\u683c\u548cAI\u6a21\u578b\u3002\u6211\u9009\u4e86\u6728\u5934\u59d0\u548cGoogle Gemini\uff0cAI\u5c31\u5f00\u59cb\u5e72\u6d3b\u4e86\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7b2c\u516d\u6b65\uff1a\u770b\u62a5\u544a<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5206\u6790\u5b8c\uff0cAI\u4f1a\u7ed9\u4f60\u4e00\u4efd\u62a5\u544a\uff0c\u91cc\u9762\u6709\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5efa\u8bae<\/strong>\uff1a\u4e70\u3001\u5356\u8fd8\u662f\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u4fe1\u5fc3<\/strong>\uff1a\u8fd9\u5efa\u8bae\u9760\u8c31\u4e0d\u9760\u8c31\u3002<\/li>\n\n\n\n<li><strong>\u7406\u7531<\/strong>\uff1a\u4e3a\u5565\u8fd9\u4e48\u5efa\u8bae\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bd4\u5982\uff0c\u6211\u5206\u6790\u82f9\u679c\uff0c\u6728\u5934\u59d0\u8bf4\u201c\u5356\u201d\uff0c\u56e0\u4e3a\u80a1\u4ef7\u592a\u9ad8\u4e86\uff0c\u4e0d\u503c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/05\/83c454e9fd62c3eabb080d9de4ca0b0fbb8044c1-1.webp\" alt=\"\" class=\"wp-image-5138\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/05\/583150864a0e01db02ddfabdbc50db8ac13012dc.webp\" alt=\"\" class=\"wp-image-5139\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>\u53c2\u6570\u8bf4\u660e\u4e0e\u793a\u4f8b\u8868<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8dd1\u9879\u76ee\u65f6\uff0c\u4f60\u53ef\u4ee5\u52a0\u4e9b\u53c2\u6570\uff0c\u63a7\u5236\u5206\u6790\u7684\u7ec6\u8282\u3002\u6bd4\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>poetry run python src\/main.py \\\n  --tickers AAPL MSFT NVDA \\\n  --initial-cash 100000 \\\n  --start-date 2025-02-01 \\\n  --show-reasoning<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th><strong>\u53c2\u6570<\/strong><\/th><th><strong>\u542b\u4e49<\/strong><\/th><th><strong>\u9ed8\u8ba4\u503c<\/strong><\/th><\/tr><tr><td>&#8211;tickers<\/td><td>\u80a1\u7968\u4ee3\u7801\uff08\u7a7a\u683c\u5206\u9694\uff09<\/td><td>\u5fc5\u586b<\/td><\/tr><tr><td>&#8211;initial-cash<\/td><td>\u521d\u59cb\u8d44\u91d1\uff08\u7f8e\u5143\uff09<\/td><td>100000.0<\/td><\/tr><tr><td>&#8211;margin-requirement<\/td><td>\u4fdd\u8bc1\u91d1\u8981\u6c42<\/td><td>0<\/td><\/tr><tr><td>&#8211;start-date<\/td><td>\u56de\u6d4b\u5f00\u59cb\uff08YYYY-MM-DD\uff09<\/td><td>3\u4e2a\u6708\u524d<\/td><\/tr><tr><td>&#8211;end-date<\/td><td>\u56de\u6d4b\u7ed3\u675f\uff08YYYY-MM-DD\uff09<\/td><td>\u5f53\u5929<\/td><\/tr><tr><td>&#8211;show-reasoning<\/td><td>\u5c55\u793a\u5404\u6b65\u9aa4\u63a8\u7406<\/td><td>False<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u5b9e\u6218\u6848\u4f8b<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u8bd5\u4e86\u4e09\u53ea\u70ed\u95e8\u80a1\u7968\uff1a\u82f9\u679c\uff08AAPL\uff09\u3001\u5fae\u8f6f\uff08MSFT\uff09\u3001\u82f1\u4f1f\u8fbe\uff08NVDA\uff09\uff0c\u7528\u4e86\u6728\u5934\u59d0\u3001\u5df4\u83f2\u7279\u3001\u6bd4\u5c14\u00b7\u963f\u514b\u66fc\u548c\u672c\u00b7\u683c\u96f7\u5384\u59c6\u7684\u98ce\u683c\u3002\u7ed3\u679c\u653e\u4e2a\u8868\u7ed9\u4f60\u770b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u80a1\u7968<\/th><th>\u6728\u5934\u59d0\u5efa\u8bae<\/th><th>\u5df4\u83f2\u7279\u5efa\u8bae<\/th><th>\u963f\u514b\u66fc\u5efa\u8bae<\/th><th>\u683c\u96f7\u5384\u59c6\u5efa\u8bae<\/th><th>\u6700\u7ec8\u5efa\u8bae<\/th><th>\u7406\u7531<\/th><\/tr><tr><td>AAPL<\/td><td>\u5356<\/td><td>\u5356<\/td><td>\u5356<\/td><td>\u7b49<\/td><td>\u5356<\/td><td>\u80a1\u4ef7\u592a\u9ad8\uff0c\u4e0d\u503c<\/td><\/tr><tr><td>MSFT<\/td><td>\u7b49<\/td><td>\u7b49<\/td><td>\u4e70<\/td><td>\u7b49<\/td><td>\u7b49<\/td><td>\u8fd8\u884c\uff0c\u4f46\u6ca1\u5565\u4eae\u70b9<\/td><\/tr><tr><td>NVDA<\/td><td>\u7b49<\/td><td>\u5356<\/td><td>\u5356<\/td><td>\u5356<\/td><td>\u5356<\/td><td>\u6da8\u592a\u731b\uff0c\u98ce\u9669\u5927<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u7ed3\u679c\u8ddf\u884c\u60c5\u8fd8\u633a\u50cf\uff0cNVDA\u786e\u5b9e\u4e0d\u5982\u53e6\u5916\u4fe9\u7a33\u3002\u4e2d\u82f1\u6587\u7248\u672c\u7684\u5206\u6790\u62a5\u544a\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/05\/1746518710783-1009x1024.png\" alt=\"\" class=\"wp-image-5144\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u82f1\u6587\u7248\u622a\u56fe\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/05\/1746517964705-961x1024.png\" alt=\"\" class=\"wp-image-5143\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u5174\u8da3\u770b\u770b\u5b8c\u6574\u62a5\u544a\u7684\u670b\u53cb\u53ef\u4ee5\u5230\u672c\u516c\u4f17\u53f7\u540e\u53f0\u8f93\u5165\u3010AI\u5bf9\u51b2\u57fa\u91d1\u62a5\u544a\u3011\u9605\u8bfb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u7136\u8fd9\u9879\u76ee\u867d\u7136\u597d\u73a9\uff0c\u4f46\u4e5f\u6709\u5c0f\u516c\u53f8\u80a1\u7968\u6570\u636e\u5c11\uff0c\u5206\u6790\u4e0d\u51c6\u7684\u95ee\u9898\uff0c\u9700\u8981\u5927\u5bb6\u6ce8\u610f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e94\u3001\u89c2\u70b9\u603b\u7ed3<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u201c\u4e2a\u4ebaAI\u5bf9\u51b2\u57fa\u91d1\u201d\u9879\u76ee\u771f\u633a\u6709\u610f\u601d\uff0c\u80fd\u8ba9\u6211\u4eec\u666e\u901a\u4eba\u4e5f\u80fd\u73a9\u73a9\u6295\u8d44\u5927\u4f6c\u7684\u5957\u8def\u3002\u4ee3\u7801\u7b80\u5355\uff0c\u5f00\u6e90\u514d\u8d39\uff0c\u5b66\u70b9Python\u5c31\u80fd\u4e0a\u624b\u3002\u60f3\u8bd5\u8bd5AI\u7092\u80a1\u7684\u5feb\u611f\uff1f\u8d76\u7d27\u52a8\u624b\u5427\uff0c\u7528\u8fd9\u5957\u7cfb\u7edf\uff0c\u8f7b\u677e\u6253\u9020\u4e86\u81ea\u5df1\u7684\u201c\u4e2a\u4ebaAI\u5bf9\u51b2\u57fa\u91d1\u201d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528AI\u5206\u6790\u5e08\u5e2e\u4f60\u591a\u89d2\u5ea6\u770b\u80a1\u7968\u3002<\/li>\n\n\n\n<li>\u81ea\u9009\u5927\u6a21\u578b\u751f\u6210\u6295\u8d44\u5efa\u8bae\u3002<\/li>\n\n\n\n<li>\u8fc7\u7a0b\u5168\u81ea\u52a8\u5316\uff0c\u50cf\u6253\u6e38\u620f\u4e00\u6837\u7b80\u5355\u3002<\/li>\n\n\n\n<li>\u624b\u628a\u624b\u4ee3\u7801\u5b89\u88c5\u6559\u7a0b\uff0c\u4e00\u6b65\u6b65\u5e2e\u4f60\u4e0a\u624b\u3002<\/li>\n\n\n\n<li>\u672a\u6765\u8fd8\u80fd\u5347\u7ea7\uff0c\u505a\u5230\u81ea\u52a8\u4ea4\u6613\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em><em>\u611f\u8c22\u60a8\u9605\u8bfb\u5230\u6700\u540e\uff0c\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u4e3a\u60a8\u5e26\u6765\u4e86\u65b0\u7684\u542f\u53d1\u548c\u5b9e\u7528\u7684\u77e5\u8bc6\uff01\u5982\u679c\u89c9\u5f97\u6709\u5e2e\u52a9\uff0c\u8bf7\u4e0d\u541d\u70b9\u8d5e\u548c\u5206\u4eab\uff0c\u60a8\u7684\u652f\u6301\u662f\u6211\u6301\u7eed\u521b\u4f5c\u7684\u52a8\u529b\u3002\u795d\u60a8\u6295\u8d44\u987a\u5229\uff0c\u6536\u76ca\u957f\u8679\uff01\u5982\u679c\u5bf9\u6587\u4e2d\u5185\u5bb9\u6709\u4efb\u4f55\u7591\u95ee\uff0c\u6b22\u8fce\u7559\u8a00\uff0c\u6211\u4f1a\u5c3d\u5feb\u56de\u590d\uff01<\/em><\/em><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\" id=\"a1c6\">\u672c\u6587\u5185\u5bb9\u4ec5\u9650\u6280\u672f\u63a2\u8ba8\u548c\u5b66\u4e60\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c \u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" href=\"https:\/\/laoyulaoyu.com\/index.php\/2025\/05\/15\/%e6%99%ae%e9%80%9a%e4%ba%ba%e4%b9%9f%e8%83%bd%e6%8b%a5%e6%9c%89%e5%b7%b4%e8%8f%b2%e7%89%b9%e6%9c%a8%e5%a4%b4%e5%a7%90%e8%bf%99%e7%a7%8d%e5%85%a8%e7%90%83%e9%a1%b6%e7%ba%a7%e7%a7%81\/\">Continue reading<span 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