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\"\"<\/figure>\n\n\n\n
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GitHub\u4e0a\u6709\u4e2a\u9879\u76ee\u53ebai-hedge-fund<\/strong>\uff0c5\u4e07+\u661f\u6807\uff0c\u628a\u5df4\u83f2\u7279\u3001\u8292\u683c\u3001\u683c\u96f7\u5384\u59c6\u7b4913\u4f4d\u6295\u8d44\u5927\u4f6c\u7684\u6295\u8d44\u903b\u8f91\u5206\u522b\u7f16\u7801\u6210\u72ec\u7acbAI Agent\uff0c\u518d\u914d6\u4e2a\u5206\u6790\u5e08Agent\u505a\u57fa\u672c\u9762\u3001\u6280\u672f\u9762\u3001\u60c5\u7eea\u9762\u5206\u6790\uff0c\u7136\u540e\u7531\u7ec4\u5408\u7ba1\u7406Agent\u6c47\u603b\u8f93\u51fa\u4ea4\u6613\u5efa\u8bae\u3002<\/p>\n\n\n\n
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\"\"<\/figure>\n\n\n\n
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\u5f00\u53d1\u8005virattt\uff08Virat Singh\uff09\u7528LangGraph\u642d\u4e86\u4e00\u4e2a\u591aAgent\u534f\u4f5c\u7cfb\u7edf\u3002\u6838\u5fc3\u601d\u8def\u5f88\u7b80\u5355\uff1a\u628a\u4e0d\u540c\u6295\u8d44\u5927\u5e08\u7684\u51b3\u7b56\u903b\u8f91\u62c6\u6210\u72ec\u7acb\u7684\u51b3\u7b56\u8282\u70b9\uff0c\u6bcf\u4e2a\u8282\u70b9\u662f\u4e00\u4e2aLLM\u9a71\u52a8\u7684Agent\uff0c\u6309\u7167\u9884\u8bbe\u7684\u6295\u8d44\u7406\u5ff5\u8f93\u51fa\u4ea4\u6613\u4fe1\u53f7<\/strong>\u3002<\/p>\n\n\n\n
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\u5df4\u83f2\u7279<\/td>\u4ef7\u503c\u6295\u8d44<\/td>\u627e\u597d\u516c\u53f8\uff0c\u516c\u9053\u4ef7\u683c\u6301\u6709<\/td><\/tr>
\u8292\u683c<\/td>\u4ef7\u503c\u6295\u8d44<\/td>\u53ea\u4e70\u4f18\u8d28\u4f01\u4e1a\uff0c\u4e0d\u56fe\u4fbf\u5b9c<\/td><\/tr>
\u683c\u96f7\u5384\u59c6<\/td>\u6df1\u5ea6\u4ef7\u503c<\/td>\u5bfb\u627e\u5b89\u5168\u8fb9\u9645\u5145\u8db3\u7684\u88ab\u4f4e\u4f30\u6807\u7684<\/td><\/tr>
\u6728\u5934\u59d0\uff08Cathie Wood\uff09<\/td>\u6210\u957f\u6295\u8d44<\/td>\u62bc\u6ce8\u521b\u65b0\u548c\u98a0\u8986\u6027\u6280\u672f<\/td><\/tr>
\u8d39\u96ea\uff08Phil Fisher\uff09<\/td>\u6210\u957f\u6295\u8d44<\/td>\u6df1\u5ea6\u8c03\u7814\uff0cscuttlebutt\u65b9\u6cd5<\/td><\/tr>
\u5854\u52d2\u5e03\uff08Nassim Taleb\uff09<\/td>\u98ce\u9669\u7ba1\u7406<\/td>\u5173\u6ce8\u5c3e\u90e8\u98ce\u9669\u548c\u53cd\u8106\u5f31<\/td><\/tr>
\u8fc8\u514b\u5c14\u00b7\u4f2f\u91cc<\/td>\u9006\u5411\u6295\u8d44<\/td>\u6df1\u5ea6\u4ef7\u503c\uff0c\u5e02\u573a\u5bf9\u7acb\u9762\u4e0b\u6ce8<\/td><\/tr>
\u5f7c\u5f97\u00b7\u6797\u5947<\/td>\u5b9e\u52a1\u6295\u8d44<\/td>\u65e5\u5e38\u751f\u6d3b\u4e2d\u627e\u5341\u500d\u80a1<\/td><\/tr>
\u8fbe\u6469\u8fbe\u5170<\/td>\u4f30\u503c<\/td>\u6545\u4e8b\u9a71\u52a8+\u6570\u5b57\u9a8c\u8bc1\u7684\u7eaa\u5f8b\u6027\u4f30\u503c<\/td><\/tr>
\u6bd4\u5c14\u00b7\u963f\u514b\u66fc<\/td>\u6fc0\u8fdb\u6295\u8d44<\/td>\u5927\u4ed3\u4f4d\u65bd\u538b\u63a8\u52a8\u53d8\u9769<\/td><\/tr>
\u5e15\u4f2f\u83b1<\/td>\u4f4e\u98ce\u9669\u5957\u5229<\/td>\u4f4e\u98ce\u9669\u4e0b\u6ce8\u627e\u5927\u5e45\u589e\u503c\u673a\u4f1a<\/td><\/tr>
Jhunjhunwala<\/td>\u5370\u5ea6\u6210\u957f\u80a1<\/td>\u65b0\u5174\u5e02\u573a\u591a\u5934<\/td><\/tr>
\u5fb7\u9c81\u80af\u7c73\u52d2<\/td>\u5b8f\u89c2\u5bf9\u51b2<\/td>\u5bfb\u627e\u975e\u5bf9\u79f0\u673a\u4f1a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
13\u4e2a\u5927\u5e08Agent\u4e4b\u5916\uff0c\u8fd8\u67096\u4e2a\u4e13\u4e1a\u5206\u6790\u5e08Agent\uff1a<\/p>\n\n\n\n
1\ufe0f\u20e3 \u4f30\u503cAgent<\/strong>\uff1a\u8ba1\u7b97\u5185\u5728\u4ef7\u503c\uff0c\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\uff1b<\/p>\n\n\n\n
2\ufe0f\u20e3 \u57fa\u672c\u9762Agent<\/strong>\uff1a\u5206\u6790\u8d22\u52a1\u6570\u636e\uff0c\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\uff1b<\/p>\n\n\n\n
3\ufe0f\u20e3 \u6280\u672f\u9762Agent<\/strong>\uff1a\u5206\u6790\u6280\u672f\u6307\u6807\uff0c\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\uff1b<\/p>\n\n\n\n
4\ufe0f\u20e3 \u60c5\u7eeaAgent<\/strong>\uff1a\u5206\u6790\u5e02\u573a\u60c5\u7eea\uff0c\u751f\u6210\u4ea4\u6613\u4fe1\u53f7\uff1b<\/p>\n\n\n\n
5\ufe0f\u20e3 \u98ce\u63a7Agent<\/strong>\uff1a\u8ba1\u7b97\u98ce\u9669\u6307\u6807\uff0c\u8bbe\u4ed3\u4f4d\u4e0a\u9650\uff1b<\/p>\n\n\n\n
6\ufe0f\u20e3 \u7ec4\u5408\u7ba1\u7406Agent<\/strong>\uff1a\u7efc\u5408\u6240\u6709\u4fe1\u53f7\uff0c\u505a\u6700\u7ec8\u51b3\u7b56\u3002<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
6\u4f4d\u5206\u6790\u5e08Agent\u8f93\u51fa\u5404\u81ea\u4fe1\u53f7\u540e\uff0c\u7531\u7ec4\u5408\u7ba1\u7406Agent\u6c47\u603b\u751f\u6210\u6700\u7ec8\u4ea4\u6613\u51b3\u7b56<\/p>\n\n\n\n
\u6ce8\u610f\u770b\u6700\u540e\u4e24\u4e2a\uff1a\u98ce\u63a7Agent\u7b97\u7684\u4e0d\u662f\u6536\u76ca\u800c\u662f\u98ce\u9669\uff0c\u7ec4\u5408\u7ba1\u7406Agent\u62ff\u5230\u7684\u4e0d\u662f\u539f\u59cb\u6570\u636e\u800c\u662f\u524d\u9762\u6240\u6709Agent\u7684\u5904\u7406\u7ed3\u679c\u3002\u8fd9\u662f\u4e00\u4e2a\u5206\u5c42\u67b6\u6784\uff0c\u4e0d\u662f\u5e73\u884c\u6295\u7968\u3002<\/p>\n\n\n\n
\u2461 \u6280\u672f\u67b6\u6784\uff1aLangGraph\u72b6\u6001\u673a\u7f16\u6392<\/strong><\/h2>\n\n\n\n
\u5f88\u591a\u4eba\u770b\u8fd9\u79cd\u9879\u76ee\u53ea\u5173\u6ce8”AI\u80fd\u7092\u80a1\u5417”\uff0c\u5ffd\u7565\u4e86\u67b6\u6784\u672c\u8eab\u3002\u8fd9\u4e2a\u9879\u76ee\u7684\u6280\u672f\u6838\u5fc3\u662fLangGraph\u72b6\u6001\u673a<\/strong>\u3002<\/p>\n\n\n\n
\u6280\u672f\u6808\uff1a<\/strong>LangGraph\u72b6\u6001\u673a\u7f16\u6392 +OpenAI\/Anthropic\/DeepSeek\/Ollama\u591a\u540e\u7aef + React Flow\u524d\u7aef\u3002<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\u9879\u76ee\u7684\u6838\u5fc3\u67b6\u6784\uff1aStart \u2192 \u5927\u5e08Agents\u5e76\u884c\u5206\u6790 \u2192 Risk Manager\u98ce\u63a7\u8fc7\u6ee4 \u2192 Portfolio Manager\u6700\u7ec8\u51b3\u7b56 \u2192 Buy\/Cover\/Sell\/Short\/Hold<\/p>\n\n\n\n
LangGraph\u662fLangChain\u56e2\u961f\u63a8\u51fa\u7684Agent\u7f16\u6392\u6846\u67b6\uff0c\u6838\u5fc3\u62bd\u8c61\u5c31\u4e09\u4e2a\uff1a<\/p>\n\n\n\n
\u6982\u5ff5<\/th>\u542b\u4e49<\/th>\u5728\u8fd9\u4e2a\u9879\u76ee\u91cc\u5bf9\u5e94\u4ec0\u4e48<\/th><\/tr>
State\uff08\u72b6\u6001\uff09<\/td>\u5728\u56fe\u4e2d\u6d41\u8f6c\u7684\u5171\u4eab\u6570\u636e<\/td>\u80a1\u7968\u4ee3\u7801\u3001\u8d22\u52a1\u6570\u636e\u3001\u5404Agent\u7684\u4fe1\u53f7<\/td><\/tr>
Node\uff08\u8282\u70b9\uff09<\/td>\u5904\u7406\u6b65\u9aa4\uff0c\u901a\u5e38\u662fLLM\u8c03\u7528<\/td>\u6bcf\u4e2a\u6295\u8d44\u5927\u5e08\/\u5206\u6790\u5e08Agent<\/td><\/tr>
Edge\uff08\u8fb9\uff09<\/td>\u8282\u70b9\u95f4\u7684\u8def\u7531\uff0c\u53ef\u5e26\u6761\u4ef6<\/td>\u4fe1\u53f7\u4f20\u9012\u8def\u5f84\uff0c\u5982”\u98ce\u63a7\u901a\u8fc7\u2192\u7ec4\u5408\u7ba1\u7406”<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u8bf4\u767d\u4e86\uff0c\u6bcf\u4e2aAgent\u662f\u56fe\u91cc\u7684\u4e00\u4e2a\u8282\u70b9\uff0c\u72b6\u6001\u5728\u8282\u70b9\u95f4\u6d41\u8f6c\uff0c\u6bcf\u4e2a\u8282\u70b9\u8bfb\u53d6\u4e0a\u6e38\u6570\u636e\u3001\u8f93\u51fa\u81ea\u5df1\u7684\u5224\u65ad\u3002\u6574\u4e2a\u6d41\u7a0b\u662f\u6709\u5411\u56fe\uff0c\u4e0d\u662f\u94fe\u5f0f\u8c03\u7528\uff0c\u652f\u6301\u6761\u4ef6\u5206\u652f\u548c\u5faa\u73af\u3002<\/p>\n\n\n\n
\u8fd9\u6bd4\u5355Agent\u5582\u4e00\u5806prompt\u5f3a\u5728\u54ea\uff1f<\/p>\n\n\n\n
\n
\u4e13\u4e1a\u5316\u5206\u5de5\uff1a<\/strong>\u6bcf\u4e2aAgent\u53ea\u5904\u7406\u81ea\u5df1\u64c5\u957f\u7684\u7ef4\u5ea6\uff0c\u4e0a\u4e0b\u6587\u77ed\u3001\u5e7b\u89c9\u5c11\u3001\u53ef\u8c03\u8bd5\u3002\u4fe1\u53f7\u53ef\u8ffd\u6eaf\uff1a\u6bcf\u4e2a\u4ea4\u6613\u5efa\u8bae\u90fd\u80fd\u56de\u6eaf\u5230\u662f\u54ea\u4e2aAgent\u3001\u57fa\u4e8e\u4ec0\u4e48\u6570\u636e\u3001\u7528\u4e86\u4ec0\u4e48\u903b\u8f91\u5f97\u51fa\u7684\u3002<\/p>\n<\/blockquote>\n\n\n\n
\u5bf9\u91cf\u5316\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u8fd9\u4e0d\u5c31\u662f\u6211\u4eec\u5df2\u7ecf\u719f\u6089\u7684\u56e0\u5b50\u7ba1\u7ebf\u5417\uff1f\u53ea\u4e0d\u8fc7\u4f20\u7edf\u56e0\u5b50\u7ba1\u7ebf\u91cc\u6bcf\u4e2a\u6b65\u9aa4\u662f\u7edf\u8ba1\u6a21\u578b\uff0c\u8fd9\u91cc\u6362\u6210\u4e86LLM\u9a71\u52a8\u7684Agent\u3002<\/p>\n\n\n\n
\u601d\u8def\u5b8c\u5168\u4e00\u81f4\uff1a\u4fe1\u53f7\u751f\u6210\u2192\u4fe1\u53f7\u805a\u5408\u2192\u98ce\u63a7\u8fc7\u6ee4\u2192\u7ec4\u5408\u51b3\u7b56\u3002<\/p>\n\n\n\n
\u2462 \u8dd1\u8d77\u6765\u770b\u770b<\/strong><\/h2>\n\n\n\n
\u9879\u76ee\u652f\u6301\u547d\u4ee4\u884c\u548cWeb\u754c\u9762\u4e24\u79cd\u65b9\u5f0f\u3002\u547d\u4ee4\u884c\u4e00\u884c\u5c31\u80fd\u8dd1\uff1a<\/p>\n\n\n\n
git clone https:\/\/github.com\/virattt\/ai-hedge-fund.git\ncd ai-hedge-fund\npoetry install\n\n# \u914d\u7f6eAPI Key\ncp .env.example .env\n# \u7f16\u8f91.env\u586b\u5165OPENAI_API_KEY\u548cFINANCIAL_DATASETS_API_KEY\n\n# \u8dd1\u4e09\u53ea\u80a1\u7968\npoetry run python src\/main.py --ticker AAPL,MSFT,NVDA\n\n# \u4e0d\u60f3\u82b1\u94b1\uff1f\u7528\u672c\u5730Ollama\npoetry run python src\/main.py --ticker AAPL,MSFT,NVDA --ollama\n\n# \u6307\u5b9a\u65f6\u95f4\u6bb5\npoetry run python src\/main.py --ticker AAPL,MSFT,NVDA \\\n\u00a0 --start-date 2024-01-01 --end-date 2024-03-01<\/code><\/pre>\n\n\n\n
\u56de\u6d4b\u4e5f\u7b80\u5355\uff1a<\/p>\n\n\n\n
poetry run python src\/backtester.py --ticker AAPL,MSFT,NVDA<\/code><\/pre>\n\n\n\n
\"\"\/<\/figure>\n\n\n\n
\u56de\u6d4b\u8f93\u51fa\u793a\u4f8b\uff1aAAPL\u4ece3\u670810\u65e5\u52303\u670824\u65e5\u7684\u9010\u65e5\u4ea4\u6613\u8bb0\u5f55\uff0c\u542b\u5404Agent\u770b\u591a\/\u770b\u7a7a\/\u4e2d\u6027\u6295\u7968\u6570<\/p>\n\n\n\n
\u652f\u6301OpenAI\u3001Anthropic\u3001DeepSeek\u3001Groq\u3001Ollama\u7b49\u591a\u79cdLLM\u540e\u7aef\u3002\u7528Ollama\u8dd1\u672c\u5730\u6a21\u578b\u4e5f\u884c\u3002\u6570\u636e\u6e90\u7528\u7684\u662fFinancial Datasets API\uff0c\u9700\u8981\u5355\u72ec\u6ce8\u518c\u3002\u4f60\u7a0d\u5fae\u61c2\u70b9\u4ee3\u7801\u5c31\u80fd\u76f4\u63a5\u6539\u6570\u636e\u6e90\uff0c\u6211\u81ea\u5df1\u7684\u5efa\u8bae\u65f6\u5c06\u8fd9\u4e2a\u5de5\u4f5c\u4ea4\u7d66Codex\u3001CC\u8fd9\u4e9b\u66f4\u7b80\u5355\u3002<\/p>\n\n\n\n
\u2463 \u524d\u7aef\u53ef\u89c6\u5316\uff1a\u50cf\u642d\u79ef\u6728\u4e00\u6837\u7ec4\u88c5\u6295\u8d44\u59d4\u5458\u4f1a<\/strong>
<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n
React Flow\u5b9e\u73b0\u7684\u53ef\u89c6\u5316\u524d\u7aef\uff1a\u62d6\u62fd\u5f0f\u9009\u62e9Agent\u3001\u8c03\u6574\u53c2\u6570\u3001\u5b9e\u65f6\u67e5\u770b\u4e2d\u95f4\u8f93\u51fa<\/p>\n\n\n\n
\u9879\u76ee\u81ea\u5e26\u4e00\u4e2aReact Flow\u5b9e\u73b0\u7684Web\u524d\u7aef\uff0c\u53ef\u89c6\u5316\u62d6\u62fd\u5f0f\u64cd\u4f5c\u3002\u4f60\u53ef\u4ee5\u9009\u62e9\u542f\u7528\u54ea\u4e9b\u5927\u5e08Agent\u3001\u8c03\u6574\u5206\u6790\u53c2\u6570\u3001\u67e5\u770b\u6bcf\u4e2aAgent\u7684\u4e2d\u95f4\u8f93\u51fa\u3002\u8fd9\u79cd”\u6295\u8d44\u59d4\u5458\u4f1a”\u7684\u53ef\u89c6\u5316\u754c\u9762\uff0c\u5bf9\u7406\u89e3\u591aAgent\u534f\u4f5c\u6d41\u7a0b\u975e\u5e38\u6709\u5e2e\u52a9\u3002<\/p>\n\n\n\n
\u653e\u5728\u51e0\u4e2a\u6708\u524d\uff0c\u8981\u642d\u8fd9\u4e48\u4e00\u5957\u53ef\u89c6\u5316\u591aAgent\u7cfb\u7edf\uff0c\u5149\u524d\u7aef\u5c31\u5f97\u6298\u817e\u597d\u51e0\u5929\u3002\u73b0\u5728clone\u4e0b\u6765\u5c31\u80fd\u8dd1\u3002<\/p>\n\n\n\n
\u2464 \u8fd9\u4e2a\u9879\u76ee\u4e0d\u80fd\u5e72\u4ec0\u4e48<\/strong><\/h2>\n\n\n\n
\u9879\u76eeREADME\u91cc\u5199\u5f97\u660e\u660e\u767d\u767d\uff1a<\/p>\n\n\n\n
\n
This is a proof of concept for an AI-powered hedge fund. The goal of this project is to explore the use of AI to make trading decisions. This project is for educational purposes only and is not intended for real trading or investment.<\/p>\n<\/blockquote>\n\n\n\n
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1\ufe0f\u20e3 \u4e0d\u6267\u884c\u771f\u5b9e\u4ea4\u6613<\/strong>\uff1a\u53ea\u8f93\u51fa\u5efa\u8bae\uff0c\u4e0d\u63a5\u4ea4\u6613\u6240\uff1b<\/p>\n\n\n\n
2\ufe0f\u20e3 \u6570\u636e\u6e90\u5355\u4e00<\/strong>\uff1a\u53ea\u7528Financial Datasets API\uff0c\u7f3a\u4e4f\u5b9e\u65f6\u884c\u60c5\u548c\u53e6\u7c7b\u6570\u636e\uff1b<\/p>\n\n\n\n
3\ufe0f\u20e3 \u5927\u5e08\u903b\u8f91\u662fprompt\u5c42\u9762\u7684\u6a21\u62df<\/strong>\uff1a\u4e0d\u662f\u771f\u6b63\u56de\u6d4b\u4e86\u5df4\u83f2\u727950\u5e74\u7684\u4ea4\u6613\u8bb0\u5f55\u84b8\u998f\u51fa\u6765\u7684\u7b56\u7565\uff0c\u672c\u8d28\u662f\u8ba9LLM\u626e\u6f14\u5df4\u83f2\u7279\u7684\u601d\u7ef4\u65b9\u5f0f\uff1b<\/p>\n\n\n\n
4\ufe0f\u20e3 \u6ca1\u6709\u6ed1\u70b9\u548c\u4ea4\u6613\u6210\u672c\u6a21\u578b<\/strong>\uff1a\u56de\u6d4b\u7ed3\u679c\u4f1a\u9ad8\u4f30\u5b9e\u9645\u6536\u76ca\uff1b<\/p>\n\n\n\n
5\ufe0f\u20e3 \u6ca1\u6709\u4ed3\u4f4d\u7ba1\u7406\u548c\u8d44\u91d1\u5206\u914d\u903b\u8f91<\/strong>\uff1a\u7ec4\u5408\u7ba1\u7406Agent\u8f93\u51fa\u7684\u662f\u65b9\u5411\u6027\u5efa\u8bae\uff0c\u4e0d\u662f\u53ef\u6267\u884c\u7684\u4ed3\u4f4d\u65b9\u6848\u3002<\/p>\n\n\n\n
\u8fd9\u4e2a\u662f\u5f00\u6e90\u9879\u76ee\uff0c\u4f60\u60f3\u600e\u4e48\u6539\u5c31\u600e\u4e48\u6539\u3002\u53ef\u4ee5\u5c06\u8fd9\u4e2a\u5de5\u4f5c\u4ea4\u7d66Codex\u3001CC\u8fd9\u4e9b\u5de5\u5177\u53bb\u505a\uff0c\u9010\u6b65\u628a\u8fd9\u4e2a<\/strong>\u67b6\u6784\u8fc1\u79fb\u5230\u4f60\u7684\u751f\u4ea7\u7cfb\u7edf\u4e2d<\/strong>\u3002<\/p>\n\n\n\n
\u2465 \u771f\u6b63\u7684\u4ef7\u503c\u5728\u54ea<\/strong><\/h2>\n\n\n\n
\u8fd9\u4e2a\u9879\u76ee\u7684\u6838\u5fc3\u4e0d\u662f”AI\u66ff\u4f60\u7092\u80a1”\uff0c\u662f\u591aAgent\u7cfb\u7edf\u5728\u91d1\u878d\u51b3\u7b56\u4e2d\u7684\u7f16\u6392\u8303\u5f0f<\/strong>\u3002<\/p>\n\n\n\n
\u5bf9\u91cf\u5316\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u8fd9\u5957\u67b6\u6784\u53ef\u4ee5\u8fd9\u4e48\u7528\uff1a<\/p>\n\n\n\n
\u628a”\u5df4\u83f2\u7279Agent”\u6362\u6210\u4f60\u81ea\u5df1\u7684\u4ef7\u503c\u56e0\u5b50\u6a21\u578b\uff0c\u628a”\u6280\u672f\u9762Agent”\u6362\u6210\u4f60\u7684\u52a8\u91cf\u53cd\u8f6c\u4fe1\u53f7\uff0c\u628a”\u60c5\u7eeaAgent”\u6362\u6210\u4f60\u7684NLP\u8206\u60c5\u5206\u6790\u6a21\u5757\u3002\u98ce\u63a7Agent\u548c\u7ec4\u5408\u7ba1\u7406Agent\u7684\u903b\u8f91\u6846\u67b6\u53ef\u4ee5\u76f4\u63a5\u590d\u7528\u3002<\/p>\n\n\n\n
LangGraph\u7684\u72b6\u6001\u673a\u7f16\u6392\u3001\u4fe1\u53f7\u53ef\u8ffd\u6eaf\u3001\u8282\u70b9\u53ef\u63d2\u62d4\uff0c\u8fd9\u4e09\u70b9\u5728\u751f\u4ea7\u7ea7\u91cf\u5316\u7cfb\u7edf\u91cc\u4e5f\u662f\u521a\u9700\u3002\u5f88\u591a\u4eba\u81ea\u5df1\u642d\u591a\u56e0\u5b50\u7ba1\u7ebf\u7684\u65f6\u5019\uff0c\u4fe1\u53f7\u4f20\u9012\u5168\u9760\u5168\u5c40\u53d8\u91cf\u548c\u6563\u5f39\u67aa\u5f0f\u7684\u51fd\u6570\u8c03\u7528\uff0c\u8c03\u8bd5\u65f6\u6839\u672c\u4e0d\u77e5\u9053\u54ea\u4e2a\u56e0\u5b50\u51fa\u4e86\u95ee\u9898\u3002LangGraph\u7684\u56fe\u7ed3\u6784\u5929\u7136\u89e3\u51b3\u4e86\u8fd9\u4e2a\u75db\u70b9\uff1a\u6bcf\u4e2a\u8282\u70b9\u7684\u8f93\u5165\u8f93\u51fa\u90fd\u662f\u663e\u5f0f\u7684\uff0c\u72b6\u6001\u6d41\u8f6c\u662f\u53ef\u5ba1\u8ba1\u7684\u3002<\/p>\n\n\n\n
\n
\u8fd9\u4e2a\u9879\u76ee\u6700\u5927\u7684\u8d21\u732e\u4e0d\u662f\u67d0\u4e2aAgent\u7684\u6295\u8d44\u903b\u8f91\uff0c\u800c\u662f\u5b83\u793a\u8303\u4e86”\u5982\u4f55\u628a\u591a\u4e2a\u4e13\u4e1a\u5316\u7684AI\u51b3\u7b56\u5355\u5143\u7f16\u6392\u6210\u4e00\u4e2a\u53ef\u8ffd\u6eaf\u7684\u7cfb\u7edf”\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n
\u2466 \u8ddf\u540c\u7c7b\u9879\u76ee\u6bd4<\/strong><\/h2>\n\n\n\n
GitHub\u4e0a\u7c7b\u4f3c\u7684\u591aAgent\u91d1\u878d\u9879\u76ee\u8fd8\u6709\u4e0d\u5c11\u3002\u6bd4\u8f83\u77e5\u540d\u7684\u662fTauricResearch\u7684TradingAgents\uff0c\u90a3\u4e2a\u9879\u76ee\u7684\u7279\u70b9\u662f\u52a0\u5165\u4e86”\u591a\u7a7a\u8fa9\u8bba”\u673a\u5236\uff1a\u4e00\u4e2a\u591a\u5934Agent\u548c\u4e00\u4e2a\u7a7a\u5934Agent\u4e92\u76f8\u6311\u523a\u597d\u51e0\u8f6e\uff0c\u518d\u7531\u98ce\u9669\u5206\u6790\u5e08\u4ece\u6fc0\u8fdb\u3001\u4fdd\u5b88\u3001\u4e2d\u6027\u4e09\u4e2a\u89d2\u5ea6\u8fa9\u8bba\u4e00\u8f6e\uff0c\u6700\u540e\u62cd\u677f\u3002<\/p>\n\n\n\n
\u4e24\u4e2a\u9879\u76ee\u4fa7\u91cd\u70b9\u4e0d\u540c\uff1a<\/p>\n\n\n\n
\u7ef4\u5ea6<\/th>ai-hedge-fund<\/th>TradingAgents<\/th><\/tr>
\u6838\u5fc3\u7406\u5ff5<\/td>\u6295\u8d44\u5927\u5e08\u4eba\u683c\u5316<\/td>\u591a\u7a7a\u8fa9\u8bba+\u98ce\u9669\u5206\u5c42<\/td><\/tr>
Agent\u6570\u91cf<\/td>19\u4e2a<\/td>\u7ea610\u4e2a<\/td><\/tr>
\u7f16\u6392\u6846\u67b6<\/td>LangGraph<\/td>LangGraph<\/td><\/tr>
\u524d\u7aef<\/td>React Flow\u53ef\u89c6\u5316<\/td>CLI\u4e3a\u4e3b<\/td><\/tr>
\u56de\u6d4b<\/td>\u5185\u7f6e<\/td>\u5185\u7f6e+\u65ad\u70b9\u7eed\u4f20<\/td><\/tr>
LLM\u540e\u7aef<\/td>\u591a\u540e\u7aef+Ollama<\/td>\u591a\u540e\u7aef<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
\u5982\u679c\u4f60\u505a\u6295\u7814\u7cfb\u7edf\u8bbe\u8ba1\uff0c\u4e24\u4e2a\u90fd\u503c\u5f97\u8bfb\u6e90\u7801\u3002ai-hedge-fund\u8d62\u5728\u524d\u7aef\u53ef\u89c6\u5316\u548c”\u5927\u5e08\u4eba\u683c”\u7684\u521b\u610f\u8868\u8fbe\uff0cTradingAgents\u8d62\u5728\u8fa9\u8bba\u673a\u5236\u7684\u4e25\u8c28\u6027\u3002\u867d\u7136\u90fd\u53ef\u80fd\u8fbe\u4e0d\u5230\u4f60\u7684\u8981\u6c42\uff0c\u4f46\u4f60\u90fd\u53ef\u4ee5\u62ff\u6765\u4e3a\u5df1\u6240\u7528\u3002<\/p>\n\n\n\n
\u2467 \u5bf9\u91cf\u5316\u56e2\u961f\u7684\u542f\u53d1<\/strong><\/h2>\n\n\n\n
\u6211\u770b\u5b8c\u8fd9\u4e2a\u9879\u76ee\u6e90\u7801\u540e\u6709\u51e0\u70b9\u611f\u53d7\uff1a<\/p>\n\n\n\n
\u7b2c\u4e00\uff0cAgent\u7f16\u6392\u6846\u67b6\u5df2\u7ecf\u6210\u719f\u5230\u53ef\u4ee5\u5feb\u901f\u642d\u5efa\u590d\u6742\u7cfb\u7edf\u4e86\u3002<\/strong>\u8fd9\u4e2a\u9879\u76ee\u4e00\u4e2a\u4eba\u505a\u7684\uff0c19\u4e2aAgent\u7684\u534f\u4f5c\u6d41\u7a0b\u8dd1\u901a\u4e86\u3002\u653e\u5728\u4e00\u5e74\u524d\uff0c\u5149\u662f\u591aAgent\u95f4\u7684\u72b6\u6001\u7ba1\u7406\u548c\u9519\u8bef\u5904\u7406\u5c31\u591f\u559d\u4e00\u58f6\u7684\u3002<\/p>\n\n\n\n
\u7b2c\u4e8c\uff0c”\u89d2\u8272\u4e13\u4e1a\u5316”\u6bd4”\u4e00\u4e2a\u5927\u6a21\u578b\u5e72\u6240\u6709\u4e8b”\u9760\u8c31\u5f97\u591a\u3002<\/strong>\u6bcf\u4e2aAgent\u4e0a\u4e0b\u6587\u77ed\u3001\u4efb\u52a1\u660e\u786e\u3001\u8f93\u51fa\u7ed3\u6784\u5316\uff0c\u5e7b\u89c9\u6982\u7387\u663e\u8457\u964d\u4f4e\u3002\u8fd9\u8ddf\u91cf\u5316\u7cfb\u7edf\u91cc”\u6bcf\u4e2a\u56e0\u5b50\u53ea\u505a\u4e00\u4e2a\u7ef4\u5ea6”\u7684\u601d\u8def\u5b8c\u5168\u4e00\u81f4\u3002<\/p>\n\n\n\n
\u7b2c\u4e09\uff0c\u53ef\u8ffd\u6eaf\u6027\u662f\u751f\u4ea7\u7cfb\u7edf\u7684\u786c\u9700\u6c42\u3002<\/strong>LangGraph\u6bcf\u4e2a\u8282\u70b9\u7684\u8f93\u5165\u8f93\u51fa\u90fd\u662f\u663e\u5f0f\u72b6\u6001\uff0c\u51fa\u95ee\u9898\u80fd\u5b9a\u4f4d\u5230\u5177\u4f53\u8282\u70b9\u3002\u81ea\u5df1\u642d\u7cfb\u7edf\u7684\u65f6\u5019\uff0c\u8fd9\u4e2a\u8bbe\u8ba1\u539f\u5219\u503c\u5f97\u501f\u9274\u3002<\/p>\n\n\n\n
\u7b2c\u56db\uff0cLLM\u5728\u91d1\u878d\u51b3\u7b56\u4e2d\u7684\u5b9a\u4f4d\u5e94\u8be5\u662f”\u4fe1\u53f7\u751f\u6210\u5668”\u800c\u975e”\u51b3\u7b56\u5668”\u3002<\/strong>\u9879\u76ee\u91cc\u7ec4\u5408\u7ba1\u7406Agent\u505a\u6700\u7ec8\u51b3\u7b56\uff0c\u4f46\u5b83\u62ff\u5230\u7684\u53ea\u662f\u65b9\u5411\u6027\u4fe1\u53f7\uff0c\u6ca1\u6709\u4ed3\u4f4d\u3001\u6ca1\u6709\u8d44\u91d1\u5206\u914d\u3001\u6ca1\u6709\u6267\u884c\u8def\u5f84\u3002\u5728\u771f\u5b9e\u7cfb\u7edf\u91cc\uff0cLLM\u751f\u6210\u4fe1\u53f7\uff0c\u4f20\u7edf\u91cf\u5316\u6a21\u578b\u505a\u7ec4\u5408\u4f18\u5316\u548c\u6267\u884c\uff0c\u5404\u5e72\u5404\u7684\u64c5\u957f\u4e8b\u3002<\/p>\n\n\n\n
\u2468 \u6211\u5efa\u8bae\u4f60\u8fd9\u6837\u4e0a\u624b<\/strong><\/h2>\n\n\n\n
1\ufe0f\u20e3 git clone<\/code>\u4e0b\u6765\uff0c\u5148\u8bfbsrc\/main.py<\/code>\u770b\u5165\u53e3\uff1b<\/p>\n\n\n\n
2\ufe0f\u20e3 \u8ddf\u7740src\/graph\/<\/code>\u76ee\u5f55\u770b\u72b6\u6001\u673a\u5b9a\u4e49\uff0c\u7406\u89e3Agent\u95f4\u600e\u4e48\u4f20\u9012\u72b6\u6001\uff1b<\/p>\n\n\n\n
3\ufe0f\u20e3 \u6311\u4e00\u4e2a\u5927\u5e08Agent\u7684\u6e90\u7801\u8bfb\uff08\u63a8\u8350\u4ece\u5df4\u83f2\u7279\u5f00\u59cb\uff0c\u903b\u8f91\u6700\u6e05\u6670\uff09\uff1b<\/p>\n\n\n\n
4\ufe0f\u20e3 \u7528Ollama\u672c\u5730\u8dd1\u4e00\u904d\uff0c\u96f6\u6210\u672c\uff1b\u6216\u8005\u56fd\u5185\u7528DeepSeek\u7684\u6700\u65b0\u6a21\u578b\u3002<\/p>\n\n\n\n
5\ufe0f\u20e3 \u8bd5\u7740\u628a\u4e00\u4e2a\u5927\u5e08Agent\u6362\u6210\u4f60\u81ea\u5df1\u7684\u56e0\u5b50\u6a21\u578b\uff0c\u4f53\u9a8c\u8282\u70b9\u53ef\u63d2\u62d4\u3002<\/p>\n\n\n\n
\u9879\u76ee\u5730\u5740\uff1a<\/strong>https:\/\/github.com\/virattt\/ai-Hedge-Fund<\/code><\/p>\n\n\n\n
\u6211\u89c9\u5f97\uff0c\u5982\u679c\u4f60\u628a\u5b83\u5f53\u6210\u4e00\u4e2a\u591aAgent\u7cfb\u7edf\u5728\u91d1\u878d\u573a\u666f\u7684\u6700\u4f73\u5b9e\u8df5\u6765\u770b\uff0c\u6536\u83b7\u4f1a\u6bd4\u60f3\u8c61\u4e2d\u5927\u5f97\u591a\u3002<\/p>\n\n\n\n
<\/p>\n\n\n\n
\u98ce\u9669\u63d0\u793a\uff1a<\/strong>\u672c\u6587\u4ec5\u4f9b\u53c2\u8003\uff0c\u4e0d\u6784\u6210\u6295\u8d44\u5efa\u8bae\u3002\u6295\u8d44\u6709\u98ce\u9669\uff0c\u5165\u5e02\u9700\u8c28\u614e\u3002<\/p>\n\n\n\n
\u7248\u6743\u58f0\u660e\uff1a<\/strong>\u672c\u6587\u4e3a\u539f\u521b\u5185\u5bb9\uff0c\u8f6c\u8f7d\u8bf7\u6ce8\u660e\u51fa\u5904\u3002<\/p>\n\n\n\n
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#AI\u5bf9\u51b2\u57fa\u91d1<\/a> #\u591aAgent\u7cfb\u7edf<\/a> #LangGraph<\/a> #\u91cf\u5316\u6295\u8d44<\/a> #\u5f00\u6e90\u9879\u76ee<\/a> #AI\u667a\u80fd\u6295\u7814<\/a> #\u6295\u8d44\u5927\u5e08<\/a> #\u5df4\u83f2\u7279Agent<\/a> #GitHub\u70ed\u95e8<\/a> #\u667a\u80fd\u6295\u7814<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
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Continue reading\u4e94\u4e07\u661f\u5f00\u6e90\u9879\u76ee\uff1a\u628a13\u4f4d\u6295\u8d44\u5927\u5e08\u84b8\u998f\u6210AI Agent\uff0c\u4f4690%\u7684\u4eba\u53ea\u770b\u61c2\u4e86\u70ed\u95f9<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[3,17,4,5],"class_list":["post-4323","post","type-post","status-publish","format-standard","hentry","category-aiinvest","tag-ai","entry"],"_links":{"self":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/4323","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=4323"}],"version-history":[{"count":2,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/4323\/revisions"}],"predecessor-version":[{"id":4330,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/4323\/revisions\/4330"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=4323"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=4323"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=4323"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}