{"id":122778,"date":"2026-11-05T17:01:19","date_gmt":"2026-11-05T09:01:19","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/122778.html"},"modified":"2026-11-05T17:01:19","modified_gmt":"2026-11-05T09:01:19","slug":"12-%e4%b8%87-star-%e7%9a%84%e3%80%8cai-%e7%82%92%e8%82%a1%e5%9b%a2%e9%98%9f%e3%80%8d%e5%bc%80%e6%ba%90%e4%ba%86%ef%bc%9a4-%e4%b8%aa%e5%88%86%e6%9e%90%e5%b8%88%e5%90%b5%e6%9e%b6%e3%80%81%e9%a3%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/122778.html","title":{"rendered":"12 \u4e07 Star \u7684\u300cAI \u7092\u80a1\u56e2\u961f\u300d\u5f00\u6e90\u4e86\uff1a4 \u4e2a\u5206\u6790\u5e08\u5435\u67b6\u3001\u98ce\u63a7\u4e00\u7968\u5426\u51b3\uff0c\u5168\u7a0b\u4e0d\u7528\u4eba\u7ba1"},"content":{"rendered":"<p>        \/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/<br \/>\n        #content_views .toc,<br \/>\n        \/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/<br \/>\n        #content_views.markdown_views &gt; p:empty:has(+ .toc),<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty,<br \/>\n        \/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 *\/<br \/>\n        #content_views.htmledit_views #main-toc,<br \/>\n        #content_views.htmledit_views #hr-toc,<br \/>\n        #content_views.htmledit_views p[id*=\\&#8221;-toc\\&#8221;] {<br \/>\n          display: none !important;<br \/>\n        }<br \/>\n        \/* \u76ee\u5f55\u53bb\u6389\u540e\uff0c\u7d27\u8ddf\u7684\u9996\u4e2a\u6807\u9898\u4e0d\u518d\u591a\u51fa\u4e00\u5757\u4e0a\u8fb9\u8ddd *\/<br \/>\n        #content_views.markdown_views &gt; .toc + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + h2,<br \/>\n        #content_views.markdown_views &gt; .toc + h3,<br \/>\n        #content_views.markdown_views &gt; .toc + h4,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h1,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h2,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h3,<br \/>\n        #content_views.markdown_views &gt; .toc + p:empty + h4 {<br \/>\n          margin-top: 0 !important;<br \/>\n        }<\/p>\n<p>\u5148\u8bf4\u7ed3\u8bba&#xff1a;\u8fd9\u4e0d\u662f\u4ec0\u4e48\u300cAI \u8350\u80a1\u795e\u5668\u300d&#xff0c;\u800c\u662f\u4e00\u4e2a\u628a\u771f\u5b9e\u5238\u5546\u516c\u53f8\u7684\u6295\u7814\u6d41\u7a0b\u5b8c\u6574\u590d\u523b\u51fa\u6765\u7684\u591a\u667a\u80fd\u4f53\u7814\u7a76\u6846\u67b6\u3002\u80fd\u4e0d\u80fd\u8d5a\u94b1\u6ca1\u6709\u4fdd\u8bc1&#xff0c;\u4f46\u5b83\u5c55\u793a\u7684\u591a Agent \u534f\u4f5c\u67b6\u6784&#xff0c;\u503c\u5f97\u6bcf\u4e00\u4e2a\u505a AI \u5e94\u7528\u7684\u4eba\u62c6\u5f00\u770b\u770b\u3002<\/p>\n<h3>\u8fd9\u4e2a\u9879\u76ee\u662f\u4ec0\u4e48<\/h3>\n<table>\n<tr>\u9879\u76ee\u4fe1\u606f\u5185\u5bb9<\/tr>\n<tbody>\n<tr>\n<td>\u9879\u76ee\u540d<\/td>\n<td>TauricResearch\/TradingAgents<\/td>\n<\/tr>\n<tr>\n<td>GitHub<\/td>\n<td>https:\/\/github.com\/TauricResearch\/TradingAgents<\/td>\n<\/tr>\n<tr>\n<td>\u5f00\u6e90\u534f\u8bae<\/td>\n<td>Apache-2.0&#xff08;\u5546\u7528\u53cb\u597d&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>Star<\/td>\n<td>12 \u4e07&#043;&#xff0c;Fork 2.3 \u4e07<\/td>\n<\/tr>\n<tr>\n<td>\u8bed\u8a00<\/td>\n<td>Python 3.11&#043;&#xff0c;\u57fa\u4e8e LangGraph<\/td>\n<\/tr>\n<tr>\n<td>\u8bba\u6587<\/td>\n<td>arXiv:2412.20138<\/td>\n<\/tr>\n<tr>\n<td>\u6700\u65b0\u7248\u672c<\/td>\n<td>v0.7.1&#xff08;2026-10&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u53e5\u8bdd\u6982\u62ec&#xff1a;\u7ed9\u4e00\u4e2a\u80a1\u7968\u4ee3\u7801\u548c\u5206\u6790\u65e5\u671f&#xff0c;\u5b83\u4f1a\u6d3e\u51fa\u4e00\u652f\u300c\u865a\u62df\u6295\u7814\u56e2\u961f\u300d\u2014\u2014\u57fa\u672c\u9762\u5206\u6790\u5e08\u3001\u60c5\u7eea\u5206\u6790\u5e08\u3001\u65b0\u95fb\u5206\u6790\u5e08\u3001\u6280\u672f\u5206\u6790\u5e08\u5e76\u884c\u51fa\u62a5\u544a&#xff0c;\u591a\u5934\u548c\u7a7a\u5934\u7814\u7a76\u5458\u5f00\u8fa9\u8bba\u4f1a&#xff0c;\u4ea4\u6613\u5458\u4e0b\u5355&#xff0c;\u98ce\u63a7\u56e2\u961f\u548c\u6295\u8d44\u7ecf\u7406\u4e00\u7968\u5426\u51b3&#xff0c;\u6700\u540e\u8f93\u51fa\u4e00\u4efd\u5e26\u5b8c\u6574\u51b3\u7b56\u94fe\u8def\u7684\u6a21\u62df\u4ea4\u6613\u5efa\u8bae\u3002<\/p>\n<p>\u6ce8\u610f\u662f\u6a21\u62df\u4ea4\u6613\u6240\u6210\u4ea4&#xff0c;\u4e0d\u63a5\u4efb\u4f55\u771f\u5b9e\u5238\u5546&#xff0c;\u4e0d\u78b0\u4f60\u7684\u94b1\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261105090109-6aec45d5ae97f.png\" alt=\"TradingAgents \u6574\u4f53\u67b6\u6784\" \/><\/p>\n<h3>\u4e3a\u4ec0\u4e48\u503c\u5f97\u770b&#xff1a;\u5b83\u590d\u523b\u7684\u662f\u771f\u5b9e\u5238\u5546\u7684\u5206\u5de5&#xff0c;\u4e0d\u662f\u5355\u673a\u95ee\u7b54<\/h3>\n<p>\u666e\u901a\u7684\u300cAI \u9009\u80a1\u300d\u505a\u6cd5\u662f\u628a\u884c\u60c5\u6570\u636e\u585e\u8fdb\u4e00\u4e2a prompt&#xff0c;\u8ba9\u5927\u6a21\u578b\u7ed9\u4e2a\u4e70\u5356\u5efa\u8bae\u3002\u95ee\u9898\u5f88\u660e\u663e&#xff1a;\u5355\u4e00\u6a21\u578b\u4e00\u6b21\u53ea\u6301\u6709\u4e00\u4e2a\u89c2\u70b9&#xff0c;\u5bb9\u6613\u88ab\u4e00\u6761\u65b0\u95fb\u5e26\u8282\u594f&#xff0c;\u4e5f\u6ca1\u4eba\u53cd\u9a73\u5b83\u3002<\/p>\n<p>TradingAgents \u7684\u601d\u8def\u5b8c\u5168\u4e0d\u540c\u2014\u2014\u7528\u89d2\u8272\u5206\u5de5\u548c\u5f3a\u5236\u5bf9\u6297\u6765\u538b\u5236\u5e7b\u89c9\u3002<\/p>\n<h4>\u7b2c\u4e00\u5c42&#xff1a;\u5206\u6790\u5e08\u56e2\u961f&#xff08;\u5e76\u884c&#xff0c;\u4e92\u4e0d\u5e72\u6270&#xff09;<\/h4>\n<p>\u56db\u4e2a\u5206\u6790\u5e08\u540c\u65f6\u5f00\u5de5&#xff0c;\u5404\u7528\u5404\u7684\u6570\u636e\u6e90\u548c\u5de5\u5177&#xff1a;<\/p>\n<ul>\n<li>\u57fa\u672c\u9762\u5206\u6790\u5e08&#xff1a;\u8bfb SEC EDGAR \u8d22\u62a5&#xff0c;\u800c\u4e14\u662f\u300c\u6309\u7533\u62a5\u65e5\u671f\u300d\u8bfb\u53d6\u2014\u2014\u56de\u6d4b 2015 \u5e74\u7684\u51b3\u7b56\u65f6&#xff0c;\u770b\u4e0d\u5230 2016 \u5e74\u624d\u91cd\u8ff0\u7684\u6570\u636e&#xff0c;\u4ece\u673a\u5236\u4e0a\u675c\u7edd\u672a\u6765\u51fd\u6570<\/li>\n<li>\u60c5\u7eea\u5206\u6790\u5e08&#xff1a;\u805a\u5408 StockTwits\u3001Reddit \u7684\u6563\u6237\u8ba8\u8bba&#xff0c;\u8fd8\u53ef\u4ee5\u63a5 Jev \u6a21\u578b\u8fc7\u6ee4\u6389\u4e0e\u8be5\u516c\u53f8\u65e0\u5173\u7684\u6c34\u5e16<\/li>\n<li>\u65b0\u95fb\u5206\u6790\u5e08&#xff1a;\u76d1\u63a7\u5168\u7403\u65b0\u95fb\u548c\u5b8f\u89c2\u6307\u6807&#xff0c;\u5224\u65ad\u4e8b\u4ef6\u5bf9\u5e02\u573a\u7684\u5f71\u54cd<\/li>\n<li>\u6280\u672f\u5206\u6790\u5e08&#xff1a;\u7528 MACD\u3001RSI \u7b49\u6280\u672f\u6307\u6807\u8bc6\u522b\u5f62\u6001<\/li>\n<\/ul>\n<p>\u56db\u4efd\u62a5\u544a\u5168\u90e8\u5230\u9f50&#xff0c;\u8fa9\u8bba\u624d\u5f00\u59cb\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261105090111-6aec45d78ad33.png\" alt=\"\u5206\u6790\u5e08\u56e2\u961f\u5de5\u4f5c\u6d41\" \/><\/p>\n<h4>\u7b2c\u4e8c\u5c42&#xff1a;\u591a\u7a7a\u8fa9\u8bba\u4f1a&#xff08;\u5f3a\u5236\u5bf9\u6297&#xff09;<\/h4>\n<p>\u7814\u7a76\u56e2\u961f\u91cc\u5929\u751f\u4e24\u4e2a\u89d2\u8272&#xff1a;\u770b\u591a\u7814\u7a76\u5458\u548c\u770b\u7a7a\u7814\u7a76\u5458\u3002\u4ed6\u4eec\u62ff\u7740\u5206\u6790\u5e08\u7684\u62a5\u544a\u4e92\u76f8\u6311\u523a&#xff0c;\u7ed3\u6784\u5316\u8fa9\u8bba&#xff0c;\u628a\u6f5c\u5728\u6536\u76ca\u548c\u98ce\u9669\u90fd\u644a\u5f00\u3002<\/p>\n<p>\u8fd9\u4e00\u6b65\u662f\u6574\u4e2a\u6846\u67b6\u6211\u6700\u559c\u6b22\u7684\u8bbe\u8ba1&#xff1a;\u770b\u591a\u7684\u4eba\u4e0d\u80fd\u5047\u88c5\u98ce\u9669\u4e0d\u5b58\u5728&#xff0c;\u56e0\u4e3a\u5bf9\u9762\u7684\u4eba\u4e13\u95e8\u8d1f\u8d23\u653b\u51fb\u4f60\u7684\u8bba\u636e\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261105090112-6aec45d8a71fb.png\" alt=\"\u591a\u7a7a\u7814\u7a76\u5458\u8fa9\u8bba\" \/><\/p>\n<h4>\u7b2c\u4e09\u5c42&#xff1a;\u4ea4\u6613\u5458 &#043; \u98ce\u63a7\u5426\u51b3\u94fe<\/h4>\n<p>\u4ea4\u6613\u5458\u7efc\u5408\u6240\u6709\u62a5\u544a&#xff0c;\u51b3\u5b9a\u4ea4\u6613\u65f6\u673a\u548c\u4ed3\u4f4d\u5927\u5c0f\u3002\u4f46\u5b83\u8bf4\u4e86\u4e0d\u7b97\u2014\u2014<\/p>\n<ul>\n<li>\u98ce\u9669\u7ba1\u7406\u56e2\u961f\u8bc4\u4f30\u6ce2\u52a8\u7387\u3001\u6d41\u52a8\u6027&#xff0c;\u51fa\u98ce\u9669\u8bc4\u4f30\u62a5\u544a<\/li>\n<li>**\u6295\u8d44\u7ecf\u7406&#xff08;Portfolio Manager&#xff09;**\u6700\u7ec8\u6279\u51c6\u6216\u9a73\u56de&#xff0c;\u9a73\u56de\u5c31\u4e0d\u6210\u4ea4<\/li>\n<li>\u901a\u8fc7\u540e&#xff0c;\u8ba2\u5355\u624d\u53d1\u5f80\u6a21\u62df\u4ea4\u6613\u6240\u6267\u884c<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261105090113-6aec45d969de1.png\" alt=\"\u98ce\u63a7\u4e0e\u6295\u8d44\u7ecf\u7406\u51b3\u7b56\u94fe\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261105090114-6aec45da302dd.png\" alt=\"\u4ea4\u6613\u5458\u51b3\u7b56\" \/><\/p>\n<h3>\u600e\u4e48\u8dd1\u8d77\u6765<\/h3>\n<h4>\u65b9\u5f0f\u4e00&#xff1a;Docker&#xff08;\u6700\u7701\u4e8b&#xff09;<\/h4>\n<p><span class=\"token function\">git<\/span> clone https:\/\/github.com\/TauricResearch\/TradingAgents.git<br \/>\n<span class=\"token builtin class-name\">cd<\/span> TradingAgents<br \/>\n<span class=\"token function\">cp<\/span> .env.example .env   <span class=\"token comment\"># \u586b\u5165\u4f60\u7684 LLM API Key<\/span><br \/>\n<span class=\"token function\">docker<\/span> compose run <span class=\"token parameter variable\">&#8211;rm<\/span> tradingagents<\/p>\n<h4>\u65b9\u5f0f\u4e8c&#xff1a;\u672c\u5730 pip \u5b89\u88c5<\/h4>\n<p>conda create <span class=\"token parameter variable\">-n<\/span> tradingagents <span class=\"token assign-left variable\">python<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">3.13<\/span><br \/>\nconda activate tradingagents<br \/>\npip <span class=\"token function\">install<\/span> <span class=\"token builtin class-name\">.<\/span><br \/>\ntradingagents   <span class=\"token comment\"># \u542f\u52a8\u4ea4\u4e92\u5f0f CLI<\/span><\/p>\n<h4>\u65b9\u5f0f\u4e09&#xff1a;\u4e09\u884c\u4ee3\u7801\u5d4c\u5165\u81ea\u5df1\u7684\u7a0b\u5e8f<\/h4>\n<p><span class=\"token keyword\">from<\/span> tradingagents<span class=\"token punctuation\">.<\/span>graph<span class=\"token punctuation\">.<\/span>trading_graph <span class=\"token keyword\">import<\/span> TradingAgentsGraph<br \/>\n<span class=\"token keyword\">from<\/span> tradingagents<span class=\"token punctuation\">.<\/span>default_config <span class=\"token keyword\">import<\/span> DEFAULT_CONFIG<\/p>\n<p>ta <span class=\"token operator\">&#061;<\/span> TradingAgentsGraph<span class=\"token punctuation\">(<\/span>debug<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> config<span class=\"token operator\">&#061;<\/span>DEFAULT_CONFIG<span class=\"token punctuation\">.<\/span>copy<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\nstate<span class=\"token punctuation\">,<\/span> decision <span class=\"token operator\">&#061;<\/span> ta<span class=\"token punctuation\">.<\/span>propagate<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;NVDA&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;2026-09-01&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>decision<span class=\"token punctuation\">)<\/span><br \/>\nta<span class=\"token punctuation\">.<\/span>save_reports<span class=\"token punctuation\">(<\/span>state<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;NVDA&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>CLI \u662f\u5168\u4ea4\u4e92\u5f0f\u7684&#xff0c;\u9009\u4ee3\u7801\u3001\u9009\u65e5\u671f\u3001\u9009\u6a21\u578b\u4f9b\u5e94\u5546\u3001\u9009\u7814\u7a76\u6df1\u5ea6&#xff0c;\u6bcf\u4e00\u6b65\u90fd\u6709\u754c\u9762&#xff0c;\u800c\u4e14\u4e0a\u4e00\u6b21\u7684\u9009\u62e9\u4f1a\u4f5c\u4e3a\u9ed8\u8ba4\u503c&#xff0c;\u56de\u8f66\u5373\u53ef\u590d\u7528&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/11\/20261105090115-6aec45db03a8e.png\" alt=\"CLI \u4ea4\u6613\u51b3\u7b56\u754c\u9762\" \/><\/p>\n<h3>\u51e0\u4e2a\u5de5\u7a0b\u4e0a\u505a\u5f97\u5f88\u624e\u5b9e\u7684\u7ec6\u8282<\/h3>\n<p>\u6252\u5b8c\u6e90\u7801\u548c CHANGELOG&#xff0c;\u6709\u51e0\u4e2a\u8bbe\u8ba1\u8d85\u51fa\u4e86\u300cDemo \u7ea7\u5f00\u6e90\u9879\u76ee\u300d\u7684\u6c34\u5e73&#xff1a;<\/p>\n<p>1. \u6a21\u578b\u4f9b\u5e94\u5546\u6781\u5ea6\u5f00\u653e\u3002 OpenAI\u3001Claude\u3001Gemini\u3001Grok\u3001DeepSeek\u3001\u901a\u4e49\u5343\u95ee\u3001\u667a\u8c31 GLM\u3001MiniMax\u3001Kimi\u3001Groq\u3001\u672c\u5730 Ollama\u3001AWS Bedrock\u3001Azure&#xff0c;\u751a\u81f3\u53ef\u4ee5\u76f4\u63a5\u6302\u4f60\u7684 ChatGPT Plus\/Pro \u8ba2\u9605\u989d\u5ea6\u3002\u800c\u4e14\u300c\u5feb\u901f\u6a21\u578b\u300d\u548c\u300c\u6df1\u5ea6\u601d\u8003\u6a21\u578b\u300d\u53ef\u4ee5\u5206\u522b\u6307\u5b9a\u4e0d\u540c\u4f9b\u5e94\u5546\u2014\u2014\u5206\u6790\u5e08\u7528\u4fbf\u5b9c\u7684&#xff0c;\u6295\u8d44\u7ecf\u7406\u7528\u6700\u5f3a\u7684\u3002<\/p>\n<p>2. 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\u68c0\u67e5\u70b9\u65ad\u70b9\u7eed\u8dd1\u3002 \u57fa\u4e8e LangGraph&#xff0c;\u6bcf\u4e2a\u8282\u70b9\u6267\u884c\u540e\u843d SQLite&#xff0c;\u5d29\u4e86\u4ece\u6700\u540e\u4e00\u6b65\u6062\u590d&#xff0c;\u6210\u529f\u5b8c\u6210\u540e\u81ea\u52a8\u6e05\u7406\u3002\u5bf9\u4e00\u4e2a\u4e00\u6b21\u8dd1\u51e0\u5341\u5206\u949f\u3001\u8c03\u51e0\u5341\u6b21 LLM \u7684\u6d41\u7a0b\u6765\u8bf4&#xff0c;\u8fd9\u662f\u521a\u9700\u3002<\/p>\n<p>5. \u56de\u6d4b\u7f51\u683c &#043; \u53ef\u590d\u73b0\u6027\u8bf4\u660e\u3002 run_backtest \u53ef\u4ee5\u6309\u300c\u6807\u7684 \u00d7 \u65e5\u671f\u300d\u7f51\u683c\u6279\u91cf\u8dd1&#xff0c;\u6bcf\u4e2a\u51b3\u7b56\u6309\u51b3\u7b56\u65e5\u540e\u7b2c\u4e00\u4e2a\u6536\u76d8\u4ef7\u8ba1\u5206\u3002\u5b98\u65b9\u6587\u6863\u8bda\u5b9e\u5730\u5199\u660e&#xff1a;LLM 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\u9884\u7b97\u3001\u7f51\u7edc\u6761\u4ef6\u53d7\u9650\u7684\u7528\u6237<\/li>\n<li>\u671f\u5f85\u300c\u7a33\u8d5a\u7b56\u7565\u300d\u7684\u4eba&#xff0c;\u8fd9\u4e2a\u9879\u76ee\u7ed9\u7684\u662f\u7814\u7a76\u811a\u624b\u67b6&#xff0c;\u4e0d\u662f\u5370\u949e\u673a<\/li>\n<\/ul>\n<h3>\u5199\u5728\u6700\u540e<\/h3>\n<p>TradingAgents \u6700\u6709\u4ef7\u503c\u7684\u90e8\u5206\u5176\u5b9e\u4e0d\u662f\u300c\u4ea4\u6613\u300d&#xff0c;\u800c\u662f\u5b83\u8bc1\u660e\u4e86\u4e00\u4ef6\u4e8b&#xff1a;\u5f53\u4f60\u628a\u4e00\u4e2a\u590d\u6742\u51b3\u7b56\u62c6\u6210\u4e13\u4e1a\u89d2\u8272\u3001\u5f3a\u5236\u5bf9\u6297\u3001\u72ec\u7acb\u9a8c\u8bc1\u548c\u5426\u51b3\u94fe\u4e4b\u540e&#xff0c;LLM \u7684\u8f93\u51fa\u8d28\u91cf\u4f1a\u88ab\u5de5\u7a0b\u7ed3\u6784\u6258\u4f4f\u4e00\u4e2a\u5e95\u3002<\/p>\n<p>\u8fd9\u5957\u6a21\u5f0f\u6362\u5230\u4ee3\u7801\u8bc4\u5ba1\u3001\u98ce\u63a7\u5ba1\u6279\u3001\u533b\u7597\u4f1a\u8bca\u573a\u666f&#xff0c;\u540c\u6837\u6210\u7acb\u300212 \u4e07 Star&#xff0c;\u4e00\u534a\u662f\u7ed9\u91d1\u878d\u9898\u6750\u7684\u6d41\u91cf&#xff0c;\u53e6\u4e00\u534a&#xff0c;\u6211\u89c9\u5f97\u662f\u7ed9\u8fd9\u5957\u67b6\u6784\u7684\u3002<\/p>\n<p>\u9879\u76ee\u5730\u5740&#xff1a;https:\/\/github.com\/TauricResearch\/TradingAgents<br \/>\n\u8bba\u6587&#xff1a;https:\/\/arxiv.org\/abs\/2412.20138<br \/>\n\u5b98\u65b9\u514d\u8d23\u58f0\u660e&#xff1a;https:\/\/tauric.ai\/disclaimer\/<\/p>\n<hr \/>\n<p>\u4e0b\u4e00\u7bc7\u6211\u4eec\u62c6 Cloudflare \u5b98\u65b9\u5f00\u6e90\u7684\u5b89\u5168\u5ba1\u8ba1 Skill&#xff1a;\u8ba9\u4e00\u7fa4 AI \u626e\u6f14\u9ed1\u5ba2\u548c\u5ba1\u8ba1\u5458&#xff0c;\u516d\u9636\u6bb5\u4e92\u67e5\u6f0f\u6d1e&#xff0c;\u8fd8\u89c4\u5b9a\u300c\u53d1\u73b0\u6f0f\u6d1e\u7684 Agent \u4e0d\u8bb8\u81ea\u5df1\u9a8c\u8bc1\u300d\u2014\u2014\u548c\u4eca\u5929\u8fd9\u5957\u591a\u7a7a\u5bf9\u6297&#xff0c;\u662f\u540c\u4e00\u4e2a\u601d\u60f3\u7684\u4e24\u79cd\u7528\u6cd5\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\/* MD \/ 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