{"id":1357,"date":"2024-08-23T07:48:00","date_gmt":"2024-08-22T23:48:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=1357"},"modified":"2024-08-15T10:02:13","modified_gmt":"2024-08-15T02:02:13","slug":"%e6%8e%a2%e7%b4%a2-ai-agents%ef%bc%9a%e4%bb%8e%e7%90%86%e5%bf%b5%e5%88%b0-python-%e5%ae%9e%e9%99%85%e8%bf%90%e7%94%a8","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2024\/08\/23\/%e6%8e%a2%e7%b4%a2-ai-agents%ef%bc%9a%e4%bb%8e%e7%90%86%e5%bf%b5%e5%88%b0-python-%e5%ae%9e%e9%99%85%e8%bf%90%e7%94%a8\/","title":{"rendered":"\u63a2\u7d22 AI Agents\uff1a\u4ece\u7406\u5ff5\u5230 Python \u5b9e\u9645\u8fd0\u7528"},"content":{"rendered":"\n<p>\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><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 fetchpriority=\"high\" decoding=\"async\" width=\"900\" height=\"383\" src=\"https:\/\/blog.laoyulaoyu.top\/wp-content\/uploads\/2024\/08\/image_fx_-5.jpg\" alt=\"\" class=\"wp-image-1359\" srcset=\"https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/image_fx_-5.jpg 900w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/image_fx_-5-300x128.jpg 300w, https:\/\/laoyulaoyu.com\/wp-content\/uploads\/2024\/08\/image_fx_-5-768x327.jpg 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/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>\u672c\u6587\u4e3b\u8981\u4ecb\u7ecd\u4e86\u5982\u4f55\u5229\u7528\u4eba\u5de5\u667a\u80fd\u4ee3\u7406<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\uff08AI Agents\uff09\u4ece\u6982\u5ff5\u5230Python\u4e2d\u7684\u5b9e\u9645\u5e94\u7528<\/mark>\uff0c\u4ee5\u53ca\u5982\u4f55\u6784\u5efa\u4e00\u4e2a\u5185\u5bb9\u521b\u4f5c\u5de5\u4f5c\u6d41\u7a0b\uff0c\u901a\u8fc7\u591a\u4e2a\u4ee3\u7406\u534f\u4f5c\u5b8c\u6210\u4ece\u89c6\u9891\u5206\u6790\u5230\u535a\u5ba2\u64b0\u5199\u7684\u590d\u6742\u4efb\u52a1\uff0c\u5b8c\u6210\u540e\u4e5f\u8bb8\u8fd9\u4f1a\u6539\u53d8\u4f60\u5bf9\u4eba\u5de5\u667a\u80fd\u53ca\u5176\u80fd\u529b\u7684\u770b\u6cd5\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"83ff\"><br><strong>\u4e00\u3001\u52a8\u673a\uff08Motivation\uff09<\/strong><br><\/h2>\n\n\n\n<p id=\"87a0\">\u6b63\u5982\u4e00\u53e5\u8c1a\u8bed\u6240\u8bf4\uff1a\u5355\u6253\u72ec\u6597\uff0c\u6211\u4eec\u8d70\u5f97\u66f4\u5feb\u3002\u643a\u624b\uff0c\u6211\u4eec\u8d70\u5f97\u66f4\u8fdc\u3002\u8fd9\u4e5f\u4e0e &#8220;\u6ca1\u6709\u4eba\u53ef\u4ee5\u6210\u4e3a\u6bcf\u4e2a\u9886\u57df\u7684\u4e13\u5bb6 &#8220;\u8fd9\u4e00\u7406\u5ff5\u6709\u5173\u3002\u56e2\u961f\u5408\u4f5c\u548c\u6709\u6548\u7684\u4efb\u52a1\u5206\u914d\u5bf9\u4e8e\u6210\u5c31\u5927\u4e8b\u81f3\u5173\u91cd\u8981\u3002<br>\u7c7b\u4f3c\u7684\u539f\u5219\u4e5f\u9002\u7528\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3002\u6211\u4eec\u53ef\u4ee5\u5c06\u591a\u4e2a LLM \u6216\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\uff08AI Agents\uff09\u7ed3\u5408\u8d77\u6765\uff0c\u6bcf\u4e2a\u4ee3\u7406\u4e13\u95e8\u8d1f\u8d23\u4e00\u4e2a\u7279\u5b9a\u9886\u57df\uff0c\u800c\u4e0d\u662f\u8ba9\u4e00\u4e2a LLM \u6765\u5904\u7406\u590d\u6742\u7684\u4efb\u52a1\u3002\u8fd9\u79cd\u7b56\u7565\u53ef\u4ee5\u4f7f\u7cfb\u7edf\u66f4\u5f3a\u5927\uff0c\u7ed3\u679c\u8d28\u91cf\u66f4\u9ad8\u3002\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u4e86\u89e3\u5230\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ec0\u4e48\u662f\u4eba\u5de5\u667a\u80fd\u4ee3\u7406 <code>AI Agents<\/code>\u3002<\/li>\n\n\n\n<li>\u4e3a\u4ec0\u4e48\u503c\u5f97\u8003\u8651\u7528\u5b83\u4eec\u6765\u89e3\u51b3\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u4f7f\u7528\u6848\u4f8b\u3002<\/li>\n\n\n\n<li>\u5982\u4f55\u4ece\u96f6\u5f00\u59cb\u521b\u5efa\u5b8c\u6574\u7684\u4eba\u5de5\u667a\u80fd\u4ee3\u7406<code>AI Agents<\/code>&nbsp;\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"50c1\"><strong>\u4e8c\u3001\u7cfb\u7edf\u7684\u4e00\u822c\u5de5\u4f5c\u6d41\u7a0b<\/strong><\/h2>\n\n\n\n<p id=\"c502\">\u5728\u5f00\u59cb\u8fdb\u5165\u7f16\u7801\u73af\u8282\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u5148\u6e05\u695a\u5730\u4e86\u89e3\u4e00\u4e0b\u672c\u6587\u6240\u6784\u5efa\u7cfb\u7edf\u7684\u4e3b\u8981\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\" id=\"175b\"><img decoding=\"async\" src=\"https:\/\/cdn-images-1.readmedium.com\/v2\/resize:fit:800\/1*9BQuOAykp5esPavEVLDuHg.png\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5de5\u4f5c\u6d41\u7a0b\u5171\u6709\u56db\u4e2a\u4ee3\u7406\uff0c\u6bcf\u4e2a\u4ee3\u7406\u90fd\u6709\u4e13\u95e8\u7684\u6280\u80fd\u3002\u9996\u5148\uff0c\u5411\u7cfb\u7edf\u63d0\u4ea4\u7528\u6237\u8bf7\u6c42\u3002<\/li>\n\n\n\n<li><code>Agent 1<\/code>\u6216<code>Video Analyzer<\/code>\u4f7f\u7528 YouTube \u9891\u9053\u641c\u7d22\u7b49\u5916\u90e8\u5de5\u5177\u5728\u4e92\u8054\u7f51\u4e0a\u8fdb\u884c\u6df1\u5165\u7814\u7a76\uff0c\u67e5\u627e\u4e0e\u7528\u6237\u8bf7\u6c42\u76f8\u5173\u7684\u4fe1\u606f\u3002\u8be5\u4ee3\u7406\u7684\u7ed3\u679c\u5c06\u88ab\u53d1\u9001\u5230\u4e0b\u4e00\u4e2a\u4ee3\u7406\u8fdb\u884c\u8fdb\u4e00\u6b65\u5904\u7406\u3002<\/li>\n\n\n\n<li><code>Agent 2<\/code>&nbsp;\u6216\u535a\u6587\u64b0\u5199\u4eba<code>blog post writer<\/code>\u5229\u7528\u4e4b\u524d\u7684\u7ed3\u679c\u64b0\u5199\u4e00\u7bc7\u5168\u9762\u7684\u535a\u6587\u3002<\/li>\n\n\n\n<li>\u4e0e<code>Agent 2<\/code> \u7c7b\u4f3c\uff0c<code>Agent 3<\/code>&nbsp;\u548c<code>Agent 4<\/code> \u4e5f\u5206\u522b\u5728 LinkedIn \u4e0a\u53d1\u5e03\u4e86\u5438\u5f15\u4eba\u7684\u5e16\u5b50\u548c\u63a8\u6587\u3002<\/li>\n\n\n\n<li>\u6765\u81ea<code>Agent 2<\/code>&nbsp;,&nbsp;<code>Agent 3<\/code>&nbsp;, \u548c&nbsp;<code>Agent 4<\/code>&nbsp;\u7684\u54cd\u5e94\u90fd\u88ab\u4fdd\u5b58\u5230\u4e0d\u540c\u7684\u6807\u8bb0\u6587\u4ef6\u4e2d\uff0c\u53ef\u4f9b\u6700\u7ec8\u7528\u6237\u4f7f\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ba5c\"><br><strong>\u4e09\u3001\u6211\u4eec\u4e3a\u4ec0\u4e48\u8981\u5173\u6ce8AI Agents\uff0c\u800c\u4e0d\u662f\u5355\u4e00\u7684LLM\uff1f<\/strong><\/h2>\n\n\n\n<p id=\"c228\">LLM\u5927\u591a\u65f6\u5019\u7684\u4efb\u52a1\u53ea\u6709\u4e00\u4e2a\u76ee\u6807\uff1a\u6570\u636e\u63d0\u53d6\u3002\u5728\u5904\u7406\u66f4\u590d\u6742\u7684\u591a\u6b65\u9aa4\u4efb\u52a1\u65f6\uff0c\u8fd9\u79cd\u65b9\u6cd5\u7684\u5c40\u9650\u6027\u5c31\u663e\u800c\u6613\u89c1\u4e86\u3002\u4e0b\u9762\u5c06\u5bf9\u5176\u4e2d\u4e00\u4e9b\u5c40\u9650\u6027\u8fdb\u884c\u8bf4\u660e\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"4824\"><strong>3.1 \u4efb\u52a1\u6267\u884c\u7684\u7075\u6d3b\u6027<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5355\u4e00\u63d0\u793a\u5f0f LLM \u9700\u8981\u4e3a\u6bcf\u9879\u4efb\u52a1\u4ed4\u7ec6\u7f16\u5199\u63d0\u793a\uff0c\u800c\u4e14\u5f53\u9884\u671f\u4e0e\u6700\u521d\u7684\u4efb\u52a1\u8981\u6c42\u53d1\u751f\u53d8\u5316\u65f6\uff0c\u53ef\u80fd\u5f88\u96be\u66f4\u65b0\u3002<\/li>\n\n\n\n<li><code>AI Agents<\/code>\u53ef\u5c06\u8fd9\u4e9b\u590d\u6742\u6027\u5206\u89e3\u4e3a\u5b50\u4efb\u52a1\uff0c\u8c03\u6574\u81ea\u5df1\u7684\u884c\u4e3a\uff0c\u800c\u4e0d\u9700\u8981\u8fdb\u884c\u5927\u91cf\u7684\u63d0\u793a\u5de5\u7a0b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"5641\"><strong>3.2 \u4efb\u52a1\u8fde\u7eed\u6027\u548c\u60c5\u5883\u4fdd\u6301<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5355\u6b21\u63d0\u793a\u7684 LLM \u53ef\u80fd\u4f1a\u4e22\u5931\u4ee5\u524d\u4e92\u52a8\u7684\u91cd\u8981\u8bed\u5883\u3002\u8fd9\u662f\u56e0\u4e3a\u5b83\u4eec\u4e3b\u8981\u662f\u5728\u5355\u4e00\u5bf9\u8bdd\u56de\u5408\u7684\u9650\u5236\u4e0b\u8fd0\u884c\u3002<\/li>\n\n\n\n<li><code>AI Agents<\/code>\u80fd\u591f\u5728\u4e0d\u540c\u7684\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u4fdd\u6301\u4e0a\u4e0b\u6587\uff0c\u6bcf\u4e2a\u4ee3\u7406\u90fd\u53ef\u4ee5\u53c2\u8003\u524d\u4e00\u4e2a\u4ee3\u7406\u7684\u56de\u5e94\u6765\u5b8c\u6210\u4ed6\u4eec\u5e94\u8be5\u5b8c\u6210\u7684\u4efb\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"d9b8\"><strong>3.3 \u4e13\u4e1a\u5316\u4e0e\u4e92\u52a8<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ecf\u8fc7\u5927\u91cf\u7684\u5fae\u8c03\u540e\uff0c<code>Single prompted LLMs<\/code>&nbsp;\uff08\u5355\u4e00\u63d0\u793a\u5f0f LLM) \u53ef\u80fd\u4f1a\u62e5\u6709\u4e13\u95e8\u7684\u9886\u57df\u77e5\u8bc6\uff0c\u8fd9\u53ef\u80fd\u4f1a\u8017\u8d39\u5927\u91cf\u7684\u65f6\u95f4\u548c\u8d22\u529b\u3002<\/li>\n\n\n\n<li>\u53e6\u4e00\u65b9\u9762\uff0c<code>AI Agents<\/code>&nbsp;\u53ef\u4ee5\u8bbe\u8ba1\u4e3a\u4e00\u7ec4\u4e13\u4e1a\u6a21\u578b\uff0c\u6bcf\u4e2a\u6a21\u578b\u4e13\u6ce8\u4e8e\u7279\u5b9a\u4efb\u52a1\uff0c\u5982<code>researcher<\/code>&nbsp;,&nbsp;<code>blog writer<\/code>&nbsp;,&nbsp;<code>social media expert<\/code>&nbsp;\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"9730\"><strong>3.4 \u4e92\u8054\u7f51\u63a5\u5165<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>Single prompted LLMs<\/code>\uff08\u5355\u4e00\u63d0\u793a\u5f0f LLM) \u4f9d\u8d56\u4e8e\u9884\u5b9a\u4e49\u7684\u77e5\u8bc6\u5e93\uff0c\u800c\u77e5\u8bc6\u5e93\u53ef\u80fd\u4e0d\u662f\u6700\u65b0\u7684\uff0c\u4ece\u800c\u5bfc\u81f4\u5e7b\u89c9\u6216\u8bbf\u95ee\u53d7\u9650\u3002<\/li>\n\n\n\n<li><code>AI Agents<\/code>\u53ef\u4ee5\u8bbf\u95ee\u4e92\u8054\u7f51\uff0c\u63d0\u4f9b\u66f4\u591a\u6700\u65b0\u4fe1\u606f\uff0c\u4ece\u800c\u505a\u51fa\u66f4\u597d\u7684\u51b3\u7b56\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"9650\"><strong>\u56db\u3001\u5efa\u7acb\u5185\u5bb9\u521b\u4f5c\u5de5\u4f5c\u6d41\u7a0b<\/strong><\/h2>\n\n\n\n<p id=\"2b94\">\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u5982\u4f55\u5229\u7528\u4ee3\u7406\u5de5\u4f5c\u6d41\u521b\u5efa\u4e00\u4e2a\u7cfb\u7edf\uff0c\u5728\u5bf9\u7528\u6237\u7684\u4e3b\u9898\u8fdb\u884c\u5e7f\u6cdb\u7814\u7a76\u540e\uff0c\u64b0\u5199\u535a\u5ba2\u6587\u7ae0\u3001LinkedIn \u5185\u5bb9\u548c Twitter \u5e16\u5b50\u3002<\/p>\n\n\n\n<p><strong>\u4ee3\u7801\u7ed3\u6784\u5982\u4e0b\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">project\n   |\n   |---Multi_Agents_For_Content_Creation.ipynb\n   |\n  data\n   |\n   |---- blog-post.md\n   |---- linkedin-post.md\n   |---- tweet.md<\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9879\u76ee\u6587\u4ef6\u5939\u662f\u6839\u6587\u4ef6\u5939\uff0c\u5305\u542b\u6570\u636e\u6587\u4ef6\u5939\u548c\u7b14\u8bb0\u672c\u6587\u4ef6\u5939\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u6587\u4ef6\u5939\u76ee\u524d\u662f\u7a7a\u7684\uff0c\u4f46\u5728\u6267\u884c\u6574\u4e2a\u5de5\u4f5c\u6d41\u7a0b\u540e\u5e94\u5305\u542b\u4ee5\u4e0b\u4e09\u4e2a\u6807\u8bb0\u7b26\u6587\u4ef6\uff1ablog-post.md\u3001linkedin-post.md \u548c tweet.md<\/li>\n\n\n\n<li>\u6bcf\u4e2a\u6807\u8bb0\u6587\u4ef6\u90fd\u5305\u542b\u76f8\u5e94\u4ee3\u7406\u6267\u884c\u4efb\u52a1\u7684\u7ed3\u679c<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ee62\"><br><strong>\u4e94\u3001\u4ee3\u7406\u521b\u5efa\u89d2\u8272\u548c\u4efb\u52a1<\/strong><\/h2>\n\n\n\n<p id=\"7329\">\u65e2\u7136\u6211\u4eec\u5df2\u7ecf\u5728\u524d\u9762\u7684\u7ae0\u8282\u4e2d\u63a2\u8ba8\u4e86\u6bcf\u4e2a\u4ee3\u7406\u7684\u89d2\u8272\uff0c\u90a3\u4e48\u8ba9\u6211\u4eec\u6765\u770b\u770b\u5982\u4f55\u5b9e\u9645\u521b\u5efa\u4ed6\u4eec\u4ee5\u53ca\u4ed6\u4eec\u7684\u89d2\u8272\u548c\u4efb\u52a1\u3002<\/p>\n\n\n\n<p id=\"0ebf\">\u5728\u6b64\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u4e3a\u66f4\u597d\u5730\u6267\u884c\u8fd9\u4e9b\u89d2\u8272\u548c\u4efb\u52a1\u8bbe\u5b9a\u5148\u51b3\u6761\u4ef6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"3861\"><strong>5.1 \u5148\u51b3\u6761\u4ef6<\/strong><\/h3>\n\n\n\n<p id=\"62d2\">\u4ee3\u7801\u901a\u8fc7 Google Colab \u7b14\u8bb0\u672c\u8fd0\u884c\uff0c\u6211\u4eec\u7684\u4f7f\u7528\u6848\u4f8b\u53ea\u9700\u8981\u4e24\u4e2a\u5e93\uff1aopenai \u548c crewai[\u5de5\u5177]\uff0c\u5b89\u88c5\u65b9\u6cd5\u5982\u4e0b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>%%bash\npip -qqq install 'crewai&#91;tools]'\npip -qqq install youtube-transcript-api\npip -qqq install yt_dlp<\/code><\/pre>\n\n\n\n<p id=\"24d2\">\u6210\u529f\u5b89\u88c5\u5e93\u540e\uff0c\u4e0b\u4e00\u6b65\u662f\u5bfc\u5165\u4ee5\u4e0b\u5fc5\u8981\u6a21\u5757\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import os\nfrom crewai import Agent\nfrom google.colab import userdata\nfrom crewai import Crew, Process\nfrom crewai_tools import YoutubeChannelSearchTool\nfrom crewai import Task<\/code><\/pre>\n\n\n\n<p id=\"50ea\">\u6bcf\u4e2a\u4ee3\u7406\u90fd\u5229\u7528 OpenAI gpt-4o \u6a21\u578b\uff0c\u6211\u4eec\u9700\u8981\u901a\u8fc7\u6211\u4eec\u7684 OPENAI API KEY \u8bbe\u7f6e\u5bf9\u6a21\u578b\u7684\u8bbf\u95ee\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>OPENAI_API_KEY = userdata.get('OPEN_AI_KEY')\nmodel_ID = userdata.get('GPT_MODEL')\nos.environ&#91;\"OPENAI_API_KEY\"] = OPENAI_API_KEY\nos.environ&#91;\"OPENAI_MODEL_NAME\"] = model_ID<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\" id=\"c5e2\"><img decoding=\"async\" src=\"https:\/\/cdn-images-1.readmedium.com\/v2\/resize:fit:800\/1*aUN4vAQbzECU4BNsKqIKxg.png\" alt=\"\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\uff0c\u6211\u4eec\u4f7f\u7528\u5185\u7f6e\u7684 userdata.get \u51fd\u6570\u4ece Google colab secrets \u4e2d\u8bbf\u95ee OPEN_AI_KEY \u548c GPT_MODEL\u3002<\/li>\n\n\n\n<li>\u7136\u540e\uff0c\u6211\u4eec\u4f7f\u7528 os.environ \u51fd\u6570\u8bbe\u7f6e\u4e86 OPEN AI KEY \u548c gpt-4o \u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u5b8c\u6210\u4ee5\u4e0a\u4e24\u4e2a\u6b65\u9aa4\u540e\uff0c\u4f7f\u7528\u6a21\u578b\u521b\u5efa\u4ee3\u7406\u5e94\u8be5\u4e0d\u4f1a\u6709\u4efb\u4f55\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"14ca\"><strong>5.2 \u4ee3\u7406\u53ca\u5176\u4f5c\u7528<\/strong><\/h3>\n\n\n\n<p id=\"f9fe\">\u901a\u8fc7\u4ee3\u7406\u7c7b\uff0c\u6211\u4eec\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u4ee3\u7406\uff0c\u4e3b\u8981\u63d0\u4f9b\u4ee5\u4e0b\u5c5e\u6027\uff1a\u89d2\u8272\u3001\u76ee\u6807\u3001\u80cc\u666f\u6545\u4e8b\u548c\u8bb0\u5fc6\u3002<\/p>\n\n\n\n<p id=\"bfc4\">\u53ea\u6709<code>Agent 1<\/code>\u00a0\u6216\u8005\u00a0<code>Video Analyzer<\/code>\u5177\u6709\u8fd9\u4e9b\u9644\u52a0\u6027\uff1a<code>tools<\/code>\u00a0\u548c\u00a0<code>allow_delegation<\/code>\u00a0\u3002<\/p>\n\n\n\n<p id=\"6615\">\u8fd9\u4e9b\u5c5e\u6027\u5927\u591a\u4e0d\u8a00\u81ea\u660e\uff0c\u4f46\u8ba9\u6211\u4eec\u6765\u4e86\u89e3\u4e00\u4e0b\u5b83\u4eec\u7684\u542b\u4e49\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>role<\/code>&nbsp;\u89d2\u8272\u5c31\u50cf\u804c\u4f4d\u540d\u79f0\uff0c\u5b9a\u4e49\u4e86\u4ee3\u7406\u7684\u786e\u5207\u89d2\u8272\u3002\u4f8b\u5982\uff1a<code>Agent 1<\/code>&nbsp;\u7684\u89d2\u8272&nbsp;<code>Topic Researcher<\/code>\uff08\u4e3b\u9898\u7814\u7a76\u5458\uff09<\/li>\n\n\n\n<li>\u76ee\u6807\u544a\u8bc9\u4ee3\u7406\u5b83\u5728\u89d2\u8272\u4e2d\u626e\u6f14\u4ec0\u4e48\u89d2\u8272<\/li>\n\n\n\n<li>\u80cc\u666f\u6545\u4e8b\u66f4\u8be6\u7ec6\u5730\u9610\u8ff0\u4e86\u4ee3\u7406\u4eba\u7684\u89d2\u8272\uff0c\u4f7f\u5176\u5177\u4f53\u5316<\/li>\n\n\n\n<li>\u8bb0\u5fc6\u5c5e\u6027\u662f\u4e00\u4e2a\u5e03\u5c14\u503c\u3002\u5f53\u8bbe\u7f6e\u4e3a &#8220;<code>True<\/code>&#8220;\u65f6\uff0c\u5b83\u5141\u8bb8\u4ee3\u7406\u8bb0\u5fc6\u3001\u63a8\u7406\u5e76\u4ece\u8fc7\u53bb\u7684\u4e92\u52a8\u4e2d\u5b66\u4e60\u3002<\/li>\n\n\n\n<li>\u5de5\u5177\u662f\u4ee3\u7406\u6267\u884c\u4efb\u52a1\u65f6\u4f7f\u7528\u7684\u5de5\u5177\u5217\u8868<\/li>\n\n\n\n<li><code>allow_delegation<\/code> \u662f\u4e00\u4e2a\u5e03\u5c14\u503c\uff0c\u8868\u793a\u662f\u5426\u5fc5\u987b\u5c06\u4ee3\u7406\u7684\u7ed3\u679c\u59d4\u6258\u7ed9\u5176\u4ed6\u4ee3\u7406\u8fdb\u4e00\u6b65\u5904\u7406\u3002<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<p id=\"402a\">\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u521b\u5efa\u6bcf\u4e00\u4e2a\u4ee3\u7406\u3002\u4f46\u662f\u5728\u6b64\u4e4b\u524d\uff0c\u6211\u4eec\u5148\u8bbe\u7f6e\u597d\u7b2c\u4e00\u4f4d\u4ee3\u7406\u9700\u8981\u4f7f\u7528\u7684\u5de5\u5177\u3002<\/p>\n\n\n\n<p id=\"04a4\">\u8fd9\u662f\u901a\u8fc7\u63d0\u4f9b @techwithzoum \u53e5\u67c4\uff0c\u4f7f\u7528 YouTubeChannelSearchTool \u7c7b\u5b9e\u73b0\u7684\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># The tool used by the topic researcher\nyoutube_tool = YoutubeChannelSearchTool(youtube_channel_handle='@techwithzoum')<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Agent 1 \u2014 Topic Researcher<\/strong><br><\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>topic_researcher = Agent(\n    role='Topic Researcher',\n    goal='Search for relevant videos on the topic {topic} from the provided YouTube channel',\n    verbose=True,\n    memory=True,\n    backstory='Expert in finding and analyzing relevant content from YouTube channels, specializing in AI, Data Science, Machine Learning, and Generative AI topics.',\n    tools=&#91;youtube_tool],\n    allow_delegation=True\n)<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6211\u4eec\u9996\u5148\u5c06\u4ee3\u7406\u7684\u89d2\u8272\u5b9a\u4e49\u4e3a<code>Topic Researcher<\/code>\uff08\u4e3b\u9898\u7814\u7a76\u5458\uff09<\/li>\n\n\n\n<li>\u7136\u540e\uff0c\u6211\u4eec\u8981\u6c42\u4ee3\u7406\u4f7f\u7528\u63d0\u4f9b\u7684 {topic} \u67e5\u627e\u63d0\u53ca\u8be5\u4e3b\u9898\u7684\u76f8\u5173\u89c6\u9891\u3002<\/li>\n\n\n\n<li>\u6700\u540e\uff0c\u6211\u4eec\u7684\u7b2c\u4e00\u4e2a\u4ee3\u7406\u88ab\u5b9a\u4e49\u4e3a\u4f7f\u7528 YouTube \u641c\u7d22\u5de5\u5177\u67e5\u627e\u548c\u5206\u6790\u4eba\u5de5\u667a\u80fd\u3001\u6570\u636e\u79d1\u5b66\u3001\u673a\u5668\u5b66\u4e60\u548c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4e3b\u9898\u76f8\u5173\u5185\u5bb9\u7684\u4e13\u5bb6\u3002<\/li>\n<\/ul>\n\n\n\n<p id=\"7368\">\u5f53\u524d\u4ee3\u7406\u5b9a\u4e49\u4e2d\u7684\u91cd\u8981\u5185\u5bb9\u5b8c\u5168\u76f8\u540c\uff0c\u53ea\u662f\u5c5e\u6027\u503c\u7565\u6709\u53d8\u5316\u3002\u4e00\u65e6\u7406\u89e3\u4e86\u8fd9\u4e00\u70b9\uff0c\u4e0b\u4e00\u4e2a\u4ee3\u7406\u7684\u5b9a\u4e49\u5c31\u4e0d\u9700\u8981\u89e3\u91ca\u4e86\u3002<\/p>\n\n\n\n<p id=\"3623\"><strong>2. Agent 2 \u2014 Blog Writer<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>blog_writer = Agent(\n    role='Blog Writer',\n    goal='Write a comprehensive blog post from the transcription provided by the Topic Researcher, covering all necessary sections',\n    verbose=True,\n    memory=True,\n    backstory='Experienced in creating in-depth, well-structured blog posts that explain technical concepts clearly and engage readers from introduction to conclusion.',\n    allow_delegation=False\n)<\/code><\/pre>\n\n\n\n<p id=\"ba24\"><strong>3. Agent 3 \u2014 LinkedIn Post Creator<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># LinkedIn Post Agent\nlinkedin_post_agent = Agent(\n    role='LinkedIn Post Creator',\n    goal='Create a concise LinkedIn post summary from the transcription provided by the Topic Researcher.',\n    verbose=True,\n    memory=True,\n    backstory='Expert in crafting engaging LinkedIn posts that summarize complex topics and include trending hashtags for maximum visibility.',\n    allow_delegation=False\n)<\/code><\/pre>\n\n\n\n<p id=\"b15c\"><strong>4. Agent 4 \u2014 Twitter Post Creator<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>twitter_agent = Agent(\n    role='Twitter Content Creator',\n    goal='Create a short tweet from the transcription provided by the Topic Researcher that capture key points and insights',\n    verbose=True,\n    memory=True,\n    backstory='Specializes in distilling complex information into concise, impactful tweets that resonate with a tech-savvy audience.',\n    allow_delegation=False\n)<\/code><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<p id=\"e1cc\">\u6211\u4eec\u6ce8\u610f\u5230\uff0c\u540e\u4e09\u4e2a\u4ee3\u7406\u90fd\u6ca1\u6709\u59d4\u6258\u4efb\u52a1\u3002\u8fd9\u662f\u56e0\u4e3a\u5176\u4ed6\u4ee3\u7406\u6ca1\u6709\u5904\u7406\u5b83\u4eec\u7684\u7ed3\u679c\u3002\u73b0\u5728\uff0c\u6211\u4eec\u7684\u4ee3\u7406\u5df2\u7ecf\u51c6\u5907\u597d\u4e86\u89e3\u6211\u4eec\u5bf9\u4ed6\u4eec\u7684\u671f\u671b\uff0c\u8fd9\u53ef\u4ee5\u901a\u8fc7\u4efb\u52a1\u7c7b\u6765\u5b9e\u73b0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"dacb\"><strong>5.3 \u4efb\u52a1<\/strong><\/h3>\n\n\n\n<p id=\"cc0b\">\u4eba\u7c7b\u5728\u6536\u5230\u6267\u884c\u4efb\u52a1\u7684\u6307\u4ee4\u540e\uff0c\u5c31\u4f1a\u6267\u884c\u4efb\u52a1\uff0c\u4ea4\u4ed8\u4e1c\u897f\u3002\u4ee3\u7406\u4e5f\u662f\u5982\u6b64\uff0c\u6210\u529f\u6267\u884c\u8fd9\u4e9b\u4efb\u52a1\u5e76\u53d6\u5f97\u6210\u679c\u6240\u9700\u7684\u5c5e\u6027\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>description<\/code>&nbsp;\u63cf\u8ff0\u662f\u5bf9\u4ee3\u7406\u9700\u8981\u6267\u884c\u7684\u4efb\u52a1\u7684\u6e05\u6670\u63cf\u8ff0\u3002\u63cf\u8ff0\u8d8a\u6e05\u6670\uff0c\u6a21\u578b\u7684\u8f93\u51fa\u5c31\u8d8a\u597d\uff1b<\/li>\n\n\n\n<li><code>expected_output<\/code> \u662f\u5bf9\u4ee3\u7406\u9884\u671f\u7ed3\u679c\u7684\u6587\u5b57\u63cf\u8ff0\uff1b<\/li>\n\n\n\n<li><code>agent<\/code>\u4ee3\u7406\u662f\u8d1f\u8d23\u6267\u884c\u8be5\u7279\u5b9a\u4efb\u52a1\u7684\u4ee3\u7406\u7684\u5360\u4f4d\u7b26\uff1b<\/li>\n\n\n\n<li><code>tools<\/code>&nbsp;\u5de5\u5177\u7684\u5b9a\u4e49\u4e0e\u89d2\u8272\u90e8\u5206\u7684\u5b9a\u4e49\u7c7b\u4f3c\uff0c\u5e76\u975e\u6bcf\u4e2a\u4ee3\u7406\u90fd\u4f7f\u7528\u5de5\u5177\u3002\u5728\u6211\u4eec\u7684\u6848\u4f8b\u4e2d\uff0c\u53ea\u6709\u4e3b\u9898\u7814\u7a76\u5458\u4f7f\u7528\u5de5\u5177\uff1b<\/li>\n\n\n\n<li><code>output_file<\/code>&nbsp;\u662f\u6587\u4ef6\u540d\u53ca\u5176\u683c\u5f0f\u3002\u53ea\u6709\u9700\u8981\u5c06\u4efb\u52a1\u7ed3\u679c\u4ee5\u6587\u4ef6\u5f62\u5f0f\uff08\u5982 markdown\uff09\u8f93\u51fa\u7684\u4ee3\u7406\u624d\u9700\u8981\u6307\u5b9a\u8f93\u51fa\u6587\u4ef6\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6587\u4ef6\u540d\u53ef\u4ee5\u662f Blog Writer \u7684 blog-post.md\u3002<\/li>\n<\/ul>\n\n\n\n<p id=\"9457\">\u8ba9\u6211\u4eec\u6df1\u5165\u4e86\u89e3\u6bcf\u4e2a\u4ee3\u7406\u7684\u8fd9\u4e9b\u4efb\u52a1\u7684 Python \u5b9e\u73b0\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Agent 1 \u2014 Topic Researcher<\/strong><\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>research_task = Task(\n    description=\"Identify and analyze videos on the topic {topic} from the specified YouTube channel.\",\n    expected_output=\"A complete word by word report on the most relevant video found on the topic {topic}.\",\n    agent=topic_researcher,\n    tools=&#91;youtube_tool]\n)<\/code><\/pre>\n\n\n\n<p id=\"e337\"><strong>2. Agent 2 \u2014 Blog Writer<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>blog_writing_task = Task(\n    description=\"\"\" Write a comprehensive blog post based on the transcription provided by the Topic Researcher.\n                    The article must include an introduction , step-by-step guides, and conclusion.\n                    The overall content must be about 1200 words long.\"\"\",\n    expected_output=\"A markdown-formatted of the blog\",\n    agent=blog_writer,\n    output_file='.\/data\/blog-post.md'\n)<\/code><\/pre>\n\n\n\n<p id=\"68eb\"><strong>3. Agent 3 \u2014 LinkedIn Post Creator<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>linkedin_post_task = Task(\n    description=\"Create a LinkedIn post summarizing the key points from the transcription provided by the Topic Researcher, including relevant hashtags.\",\n    expected_output=\"A markdown-formatted of the LinkedIn post\",\n    agent=linkedin_post_agent,\n    output_file='.\/data\/linkedin-post.md'\n)<\/code><\/pre>\n\n\n\n<p id=\"724c\"><strong>4. Agent 4 \u2014 Twitter Post Creator<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>twitter_task = Task(\n    description=\"Create a tweet from the transcription provided by the Topic Researcher, including relevant hastags.\",\n    expected_output=\"A markdown-formatted of the Twitter post\",\n    agent=twitter_agent,\n    output_file='.\/data\/tweets.md'\n)<\/code><\/pre>\n\n\n\n<p id=\"6667\">\u5bf9\u4e8e\u6bcf\u4e2a\u4ee3\u7406\uff0c\u5c5e\u6027\u662f\u4e0d\u8a00\u81ea\u660e\u7684\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7b2c\u4e00\u4e2a\u4ee3\u7406\u662f\u540e\u4e09\u4e2a\u4ee3\u7406\u4f7f\u7528\u7684\u539f\u59cb\u6587\u672c\u6570\u636e\uff1b<\/li>\n\n\n\n<li>\u7b2c\u4e8c\u4e2a\u4ee3\u7406\u662f\u540d\u4e3a blog-post.md \u7684\u6807\u8bb0\u6587\u4ef6\uff1b<\/li>\n\n\n\n<li>\u7b2c\u4e09\u4e2a\u4ee3\u7406\u4e5f\u662f\u4e00\u4e2a\u540d\u4e3a linked-post.md \u7684\u6807\u8bb0\u7b26\u6587\u4ef6\uff1b<\/li>\n\n\n\n<li>\u6700\u540e\u4e00\u4e2a\u4ee3\u7406\u7684\u540d\u79f0\u4e0e tweets.md \u76f8\u540c\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"f6f8\"><br><strong>\u516d\u3001\u8fd0\u884c\u4ee3\u7406<\/strong><\/h2>\n\n\n\n<p id=\"a064\">\u6700\u540e\u4e00\u4e2a\u6b65\u9aa4\u5c06\u6211\u4eec\u7684\u4ee3\u7406\u4f5c\u4e3a\u4e00\u4e2a\u56e2\u961f\u8fdb\u884c\u534f\u8c03\uff0c\u4ee5\u6b63\u786e\u6267\u884c\u5176\u4efb\u52a1\uff0c\u5177\u4f53\u5982\u4e0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>my_crew = Crew(\n    agents=&#91;topic_researcher, linkedin_post_agent, twitter_agent, blog_writer],\n    tasks=&#91;research_task, linkedin_post_task, twitter_task, blog_writing_task],\n    verbose=True,\n    process=Process.sequential,\n    memory=True,\n    cache=True,\n    max_rpm=100,\n    share_crew=True\n)<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>agents<\/code>&nbsp;\u4ee3\u7406\u5bf9\u5e94\u4e8e\u6211\u4eec\u6240\u6709\u4ee3\u7406\u7684\u5217\u8868\uff1b<\/li>\n\n\n\n<li><code>tasks<\/code>\u4efb\u52a1\u662f\u6bcf\u4e2a\u4ee3\u7406\u8981\u6267\u884c\u7684\u4efb\u52a1\u5217\u8868\uff1b<\/li>\n\n\n\n<li>\u6211\u4eec\u5c06 &#8220;verbose &#8220;\u8bbe\u7f6e\u4e3a &#8220;True&#8221;\uff0c\u4ee5\u83b7\u5f97\u5b8c\u6574\u7684\u6267\u884c\u8f68\u8ff9\uff1b<\/li>\n\n\n\n<li><code>max_rpm<\/code>&nbsp;\u662f\u4e3a\u907f\u514d\u901f\u7387\u9650\u5236\uff0c\u673a\u7ec4\u4eba\u5458\u6bcf\u5206\u949f\u53ef\u6267\u884c\u7684\u6700\u5927\u8bf7\u6c42\u6570\uff1b<\/li>\n\n\n\n<li>\u6700\u540e\uff0cshare_crew \u8868\u793a\u4ee3\u7406\u5171\u4eab\u8d44\u6e90\u6765\u6267\u884c\u4efb\u52a1\u3002\u8fd9\u76f8\u5f53\u4e8e\u7b2c\u4e00\u4e2a\u4ee3\u7406\u4e0e\u5176\u4ed6\u4ee3\u7406\u5171\u4eab\u5176\u54cd\u5e94\u3002<\/li>\n<\/ul>\n\n\n\n<p id=\"d3a3\">\u5728\u5bf9\u4ee3\u7406\u8fdb\u884c\u534f\u8c03\u540e\uff0c\u5c31\u53ef\u4ee5\u4f7f\u7528 kickoff \u51fd\u6570\u89e6\u53d1\u4ee3\u7406\u4e86\uff0c\u8be5\u51fd\u6570\u7684\u53c2\u6570\u662f\u8f93\u5165\u5b57\u5178\u3002\u5728\u6b64\uff0c\u6211\u4eec\u5c06\u641c\u7d22\u6211\u5f55\u5236\u7684\u5173\u4e8e GPT3.5 \u56fe\u5f62\u5fae\u8c03\u7684\u89c6\u9891<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>topic_of_interest = 'GPT3.5 Turbo Fine-tuning and Graphical Interface'\nresult = my_crew.kickoff(inputs={'topic': topic_of_interest})<\/code><\/pre>\n\n\n\n<p id=\"aabb\">\u6210\u529f\u6267\u884c\u4e0a\u8ff0\u4ee3\u7801\u540e\uff0c\u5c31\u4f1a\u751f\u6210\u4e0a\u8ff0\u6307\u5b9a\u7684\u4e09\u4e2a\u6807\u8bb0\u7b26\u6587\u4ef6\u3002\u4ee5\u4e0b\u662f\u663e\u793a\u6bcf\u4e2a\u6587\u4ef6\u5185\u5bb9\u7684\u7ed3\u679c\u3002\u4f5c\u4e3a\u5f55\u5236\u89c6\u9891\u7684\u4eba\uff0c\u8fd9\u4e0e\u6559\u7a0b\u4e2d\u7684\u5185\u5bb9\u5b8c\u5168\u4e00\u81f4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\" id=\"85e4\"><img decoding=\"async\" src=\"https:\/\/cdn-images-1.readmedium.com\/v2\/resize:fit:800\/1*dcF3qpHdM5lT4oPiUd-56A.gif\" alt=\"\"\/><\/figure>\n\n\n\n<p id=\"3db1\">\u535a\u5ba2\u4ee3\u7406\u5e76\u6ca1\u6709\u4e3a\u7528\u6237\u63d0\u4f9b\u767e\u5206\u4e4b\u767e\u7684\u5206\u6b65\u6307\u5bfc\uff0c\u8ba9\u7528\u6237\u5728\u4e0d\u9047\u5230\u95ee\u9898\u7684\u60c5\u51b5\u4e0b\u6267\u884c\u4ee3\u7801\uff0c\u4f46\u5b83\u63d0\u4f9b\u4e86\u5bf9\u6559\u7a0b\u8303\u56f4\u7684\u4e00\u4e2a\u5f88\u597d\u7684\u7406\u89e3\u3002\u5728 LinkedIn \u548c Twitter \u4e0a\u53d1\u5e03\u7684\u5e16\u5b50\uff0c\u6548\u679c\u975e\u5e38\u597d\uff01\u60a8\u53ef\u4ee5\u68c0\u67e5ai_agents_outputs \u6587\u4ef6\u5939\u4e2d\u6240\u6709\u6587\u4ef6\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"2ea9\"><br><strong>\u4e03\u3001\u5ba1\u614e\u8bc4\u4f30\u4ee3\u7406\u7b56\u7565<\/strong><\/h2>\n\n\n\n<p id=\"d6de\">\u6211\u5bf9\u4ee3\u7406\u7684\u4e0a\u8ff0\u8bc4\u4f30\u662f\u57fa\u4e8e\u6211\u4e2a\u4eba\u5bf9\u5185\u5bb9\u7684\u719f\u6089\u7a0b\u5ea6\u3002\u4e0d\u8fc7\uff0c\u5728\u90e8\u7f72\u5230\u751f\u4ea7\u4e2d\u4e4b\u524d\uff0c\u9700\u8981\u4e00\u79cd\u66f4\u52a0\u5ba2\u89c2\u548c\u53ef\u6269\u5c55\u7684\u8bc4\u4f30\u65b9\u6cd5\uff0c\u8fd9\u4e00\u70b9\u81f3\u5173\u91cd\u8981\u3002\u4e0b\u9762\u662f\u4e00\u4e9b\u6709\u6548\u8bc4\u4f30\u8fd9\u4e9bAI agents\uff08\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\uff09\u7684\u7b56\u7565\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u51c6\u6d4b\u8bd5\u53ef\u4f7f\u7528 GLUE \u548c FLASK \u7b49\u6210\u719f\u6570\u636e\u96c6\uff0c\u8bc4\u4f30\u6bcf\u4e2a\u4ee3\u7406\u5728\u4e0d\u540c\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\uff0c\u4ee5\u4fbf\u4e0e\u4e0d\u540c\u7684\u5148\u8fdb\u6a21\u578b\u8fdb\u884c\u6807\u51c6\u5316\u6bd4\u8f83\u3002<\/li>\n\n\n\n<li>\u4e8b\u5b9e\u51c6\u786e\u6027\u6d4b\u91cf\u53ef\u8bc4\u4f30\u4ee3\u7406\u5bf9\u591a\u4e2a\u9886\u57df\u7684\u5404\u79cd\u95ee\u9898\u505a\u51fa\u4e8b\u5b9e\u6027\u56de\u7b54\u7684\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u60c5\u5883\u611f\u77e5\u76f8\u5173\u6027\u8bc4\u5206\u53ef\u7528\u4e8e\u8861\u91cf\u4ee3\u7406\u54cd\u5e94\u4e0e\u7ed9\u5b9a\u63d0\u793a\u7684\u543b\u5408\u7a0b\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<p id=\"6937\">\u53ef\u4ee5\u5229\u7528\u591a\u79cd\u6846\u67b6\u6765\u6267\u884c\u8fd9\u4e9b\u8bc4\u4f30\uff0c\u5176\u4e2d\u4e00\u4e9b\u6846\u67b6\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DeepEval \u662f\u4e00\u4e2a\u5f00\u6e90\u5de5\u5177\uff0c\u7528\u4e8e\u91cf\u5316 LLM \u5728\u5404\u79cd\u6307\u6807\u65b9\u9762\u7684\u6027\u80fd\u3002<\/li>\n\n\n\n<li>MMLU\uff08\u5927\u89c4\u6a21\u591a\u4efb\u52a1\u8bed\u8a00\u7406\u89e3\uff09\u662f\u4e00\u4e2a\u6846\u67b6\uff0c\u53ef\u5728\u96f6\u70b9\u51fb\u548c\u5355\u70b9\u51fb\u8bbe\u7f6e\u4e0b\u5bf9\u5404\u79cd\u4e3b\u9898\u7684\u6a21\u578b\u8fdb\u884c\u6d4b\u8bd5\u3002<\/li>\n\n\n\n<li>OpenAI evals \u4e5f\u662f\u4e00\u4e2a\u8bc4\u4f30 LLM \u6216\u4efb\u4f55\u4f7f\u7528 LLM \u6784\u5efa\u7684\u7cfb\u7edf\u7684\u6846\u67b6\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"4b6b\"><br><strong>\u516b\u3001\u7ed3\u8bba<\/strong><\/h2>\n\n\n\n<p id=\"6fed\">\u672c\u6587\u7b80\u8981\u4ecb\u7ecd\u4e86\u5982\u4f55\u5229\u7528\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u6765\u6709\u6548\u5b8c\u6210\u9ad8\u7ea7\u4efb\u52a1\uff0c\u800c\u4e0d\u662f\u4fc3\u4f7f\u5355\u4e2a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6765\u6267\u884c\u76f8\u540c\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u591a\u4ee3\u7406\u534f\u4f5c\u7684\u4f18\u52bf<\/strong>\uff1a\u76f8\u6bd4\u4e8e\u5355\u4e00\u7684LLM\uff0c\u591a\u4e2aAI\u4ee3\u7406\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u5904\u7406\u590d\u6742\u7684\u591a\u6b65\u9aa4\u4efb\u52a1\uff0c\u63d0\u4f9b\u66f4\u7075\u6d3b\u3001\u8fde\u7eed\u6027\u66f4\u5f3a\u3001\u4e13\u4e1a\u5316\u66f4\u9ad8\u4e14\u66f4\u65b0\u7684\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>AI\u4ee3\u7406\u7684\u521b\u5efa\u548c\u89d2\u8272\u5b9a\u4e49<\/strong>\uff1a\u901a\u8fc7\u5b9a\u4e49\u4ee3\u7406\u7684\u89d2\u8272\u3001\u76ee\u6807\u3001\u80cc\u666f\u6545\u4e8b\u548c\u8bb0\u5fc6\u7b49\u5c5e\u6027\uff0c\u53ef\u4ee5\u521b\u5efa\u51fa\u5177\u6709\u7279\u5b9a\u529f\u80fd\u7684AI\u4ee3\u7406\u3002<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u7684\u6267\u884c\u548c\u8f93\u51fa<\/strong>\uff1a\u6bcf\u4e2aAI\u4ee3\u7406\u6267\u884c\u7279\u5b9a\u7684\u4efb\u52a1\uff0c\u5e76\u5c06\u7ed3\u679c\u8f93\u51fa\u5230\u4e0d\u540c\u7684\u6807\u8bb0\u6587\u4ef6\u4e2d\uff0c\u5982\u535a\u5ba2\u6587\u7ae0\u3001LinkedIn\u5e16\u5b50\u548cTwitter\u63a8\u6587\u3002<\/li>\n\n\n\n<li><strong>AI\u4ee3\u7406\u7684\u8bc4\u4f30\u65b9\u6cd5<\/strong>\uff1a\u4e3a\u4e86\u786e\u4fddAI\u4ee3\u7406\u7684\u6027\u80fd\u548c\u51c6\u786e\u6027\uff0c\u9700\u8981\u91c7\u7528\u57fa\u51c6\u6d4b\u8bd5\u3001\u4e8b\u5b9e\u51c6\u786e\u6027\u6d4b\u91cf\u548c\u60c5\u5883\u611f\u77e5\u76f8\u5173\u6027\u8bc4\u5206\u7b49\u65b9\u6cd5\u8fdb\u884c\u8bc4\u4f30\u3002<\/li>\n\n\n\n<li><strong>\u5b9e\u8df5\u6848\u4f8b\u548c\u4ee3\u7801\u793a\u4f8b<\/strong>\uff1a\u6587\u7ae0\u63d0\u4f9b\u4e86\u5177\u4f53\u7684Python\u5b9e\u73b0\u4ee3\u7801\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u5229\u7528AI\u4ee3\u7406\u521b\u5efa\u5185\u5bb9\u5e76\u5b9e\u73b0\u81ea\u52a8\u5316\u7684\u5185\u5bb9\u521b\u4f5c\u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u5bf9AI\u4ee3\u7406\u672a\u6765\u53d1\u5c55\u7684\u5c55\u671b<\/strong>\uff1aAI\u4ee3\u7406\u7684\u5e94\u7528\u6709\u671b\u6539\u53d8\u4eba\u5de5\u667a\u80fd\u53ca\u5176\u80fd\u529b\u7684\u8ba4\u77e5\uff0c\u5e76\u5728\u672a\u6765\u7684\u5185\u5bb9\u521b\u4f5c\u548c\u81ea\u52a8\u5316\u4efb\u52a1\u4e2d\u626e\u6f14\u91cd\u8981\u89d2\u8272\u3002<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<\/div><\/div>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong><mark style=\"background-color:#ffffff\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u672c\u6587\u5185\u5bb9\u4ec5\u4ec5\u662f\u6280\u672f\u63a2\u8ba8\u548c\u5b66\u4e60\uff0c\u5e76\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<br>\u8f6c\u53d1\u8bf7\u6ce8\u660e\u539f\u4f5c\u8005<\/mark><\/strong><\/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\/2024\/08\/23\/%e6%8e%a2%e7%b4%a2-ai-agents%ef%bc%9a%e4%bb%8e%e7%90%86%e5%bf%b5%e5%88%b0-python-%e5%ae%9e%e9%99%85%e8%bf%90%e7%94%a8\/\">Continue reading<span class=\"screen-reader-text\">\u63a2\u7d22 AI Agents\uff1a\u4ece\u7406\u5ff5\u5230 Python \u5b9e\u9645\u8fd0\u7528<\/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],"class_list":["post-1357","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\/1357","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=1357"}],"version-history":[{"count":5,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1357\/revisions"}],"predecessor-version":[{"id":1363,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1357\/revisions\/1363"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=1357"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=1357"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=1357"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}