{"id":24163,"date":"2025-01-17T13:08:55","date_gmt":"2025-01-17T05:08:55","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=24163"},"modified":"2025-01-17T13:08:55","modified_gmt":"2025-01-17T05:08:55","slug":"%e5%95%a5%e6%98%afai-agent%ef%bc%812025%e5%b9%b4%e5%80%bc%e5%be%97%e6%8e%a8%e8%8d%90%e5%85%a5%e5%9d%91ai-agent%e7%9a%84%e4%ba%94%e5%a4%a7%e5%b7%a5%e5%85%b7%e6%a1%86%e6%9e%b6%ef%bc%81","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/01\/17\/24163\/","title":{"rendered":"\u5565\u662fAI Agent\uff012025\u5e74\u503c\u5f97\u63a8\u8350\u5165\u5751AI Agent\u7684\u4e94\u5927\u5de5\u5177\u6846\u67b6\uff01"},"content":{"rendered":"<div><img data-dominant-color=\"d3caba\" data-has-transparency=\"false\" style=\"--dominant-color: #d3caba;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24165\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/6727f9132e6ef0344199471070b5091ccf0b0b-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/6727f9132e6ef0344199471070b5091ccf0b0b-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/6727f9132e6ef0344199471070b5091ccf0b0b-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u6bcf\u4e2a\u6846\u67b6\u90fd\u6709\u5176\u72ec\u7279\u7684\u7279\u70b9\u548c\u4f18\u52bf\uff0c\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u5f00\u53d1\u573a\u666f\u548c\u9700\u6c42\u3002\u65e0\u8bba\u4f60\u662f\u521d\u5b66\u8005\u8fd8\u662f\u8d44\u6df1\u5f00\u53d1\u8005\uff0c\u90fd\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9879\u76ee\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u6846\u67b6\uff0c\u5feb\u901f\u6784\u5efa\u51fa\u9ad8\u6548\u3001\u667a\u80fd\u7684AI Agent\u3002\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u80fd\u5e2e\u52a9\u5927\u5bb6\u5728\u65b0\u7684\u4e00\u5e74\u91cc\u66f4\u597d\u5730\u4e86\u89e3\u548c\u5e94\u7528AI Agent\u6280\u672f\uff0c\u5171\u540c\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u884c\u4e1a\u7684\u53d1\u5c55\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u5728AI\u6280\u672f\u98de\u901f\u53d1\u5c55\u7684\u4eca\u5929\uff0cAI Agent\u5df2\u7ecf\u6210\u4e3a\u4e86\u4e00\u4e2a\u70ed\u95e8\u7684\u7814\u7a76\u548c\u5e94\u7528\u9886\u57df\u3002\u65e0\u8bba\u662f\u4f01\u4e1a\u8fd8\u662f\u4e2a\u4eba\u5f00\u53d1\u8005\uff0c\u90fd\u5e0c\u671b\u80fd\u591f\u501f\u52a9AI Agent\u6765\u63d0\u5347\u5de5\u4f5c\u6548\u7387\u3001\u4f18\u5316\u4e1a\u52a1\u6d41\u7a0b\u6216\u521b\u9020\u5168\u65b0\u7684\u7528\u6237\u4f53\u9a8c\u3002\u7136\u800c\uff0c\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u4e00\u4e2aAI Agent\u5e76\u975e\u6613\u4e8b\uff0c\u5e78\u8fd0\u7684\u662f\uff0c\u5e02\u9762\u4e0a\u6709\u8bb8\u591a\u4f18\u79c0\u7684\u6846\u67b6\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u5feb\u901f\u5165\u5751\u3002\u4eca\u5929\uff0c\u5c31\u8ba9\u6211\u4eec\u4e00\u8d77\u6765\u770b\u770b2025\u5e74\u503c\u5f97\u5165\u5751\u7684\u4e94\u5927AI Agent\u6846\u67b6\u5427\uff01<\/p>\n<h2>\u4e00\u3001\u5148\u6765\u7406\u89e3AI Agent\u662f\u4e2a\u5565\uff1f<\/h2>\n<p>AI Agent\u76ee\u524d\u6211\u89c1\u5230\u7684\u6700\u591a\u7684\u7ffb\u8bd1\u662f\u201c\u667a\u80fd\u4f53\u201d\uff0c\u4f46\u662f\u76f4\u8bd1\u8fc7\u6765\u662f\u201c\u667a\u80fd\u4ee3\u7406\u201d\u3002<\/p>\n<p>\u5b83\u662f\u4e00\u79cd\u80fd\u591f\u611f\u77e5\u73af\u5883\u3001\u81ea\u4e3b\u51b3\u7b56\u5e76\u6267\u884c\u4efb\u52a1\u4ee5\u5b9e\u73b0\u7279\u5b9a\u76ee\u6807\u7684\u667a\u80fd\u7cfb\u7edf\u3002\u5b83\u4ee5\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e3a\u6838\u5fc3\uff0c\u8d4b\u4e88\u673a\u5668\u81ea\u4e3b\u6027\u3001\u9002\u5e94\u6027\u548c\u4ea4\u4e92\u6027\uff0c\u4f7f\u5176\u80fd\u5728\u590d\u6742\u591a\u53d8\u7684\u73af\u5883\u4e2d\u72ec\u7acb\u8fd0\u4f5c\u3002\u7b80\u5355\u6765\u8bf4\uff0cAI Agent 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data-has-transparency=\"false\" style=\"--dominant-color: #f0eee5;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24166\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/01288f0127ca969cdff169faad96bb33c087cf.jpg\" width=\"1080\" height=\"1136\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/01288f0127ca969cdff169faad96bb33c087cf.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/01288f0127ca969cdff169faad96bb33c087cf-285x300.jpg 285w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/01288f0127ca969cdff169faad96bb33c087cf-974x1024.jpg 974w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/01288f0127ca969cdff169faad96bb33c087cf-143x150.jpg 143w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/01288f0127ca969cdff169faad96bb33c087cf-768x808.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>AI Agent\u667a\u80fd\u4f53\uff0c\u901a\u5e38\u5177\u5907\u4ee5\u4e0b\u7279\u70b9\uff1a<\/p>\n<ul data-id=\"u738a58b-KkbmepOp\">\n<li data-id=\"ld70c578-AV1TH8Ht\">\u81ea\u4e3b\u6027\uff1a AI Agent\u80fd\u591f\u81ea\u4e3b\u51b3\u7b56\u548c\u6267\u884c\u4efb\u52a1\uff0c\u65e0\u9700\u4eba\u7c7b\u5e72\u9884\u3002<\/li>\n<li data-id=\"ld70c578-nUolgo4U\">\u9002\u5e94\u6027\uff1a \u80fd\u591f\u6839\u636e\u73af\u5883\u53d8\u5316\u8c03\u6574\u81ea\u5df1\u7684\u884c\u4e3a\u3002<\/li>\n<li data-id=\"ld70c578-tbWLkQv1\">\u4ea4\u4e92\u6027\uff1a \u80fd\u591f\u4e0e\u4eba\u7c7b\u6216\u5176\u4ed6AI Agent\u8fdb\u884c\u4ea4\u6d41\u4e0e\u5408\u4f5c\u3002<\/li>\n<li data-id=\"ld70c578-FBqo86c1\">\u5b66\u4e60\u80fd\u529b\uff1a \u901a\u8fc7\u5b66\u4e60\u4e0d\u65ad\u4f18\u5316\u81ea\u5df1\u7684\u884c\u4e3a\u548c\u51b3\u7b56\u3002<\/li>\n<\/ul>\n<p>\u5728\u5f53\u4eca\u6570\u5b57\u5316\u65f6\u4ee3\uff0cAI Agent \u6b63\u9010\u6e10\u6210\u4e3a\u63a8\u52a8\u5404\u884c\u4e1a\u53d1\u5c55\u7684\u91cd\u8981\u529b\u91cf\u3002\u5b83\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5ba2\u6237\u670d\u52a1\u3001\u533b\u7597\u8bca\u65ad\u3001\u80a1\u5e02\u4ea4\u6613\u3001\u667a\u80fd\u4ea4\u901a\u3001\u6559\u80b2\u8f85\u5bfc\u7b49\u591a\u4e2a\u9886\u57df\uff0c\u4e3a\u6211\u4eec\u7684\u751f\u6d3b\u548c\u5de5\u4f5c\u5e26\u6765\u4e86\u6781\u5927\u7684\u4fbf\u5229\u548c\u6548\u7387\u63d0\u5347\u3002\u800c AI Agent \u6846\u67b6\uff0c\u5219\u662f\u6784\u5efa\u548c\u5f00\u53d1\u8fd9\u4e9b\u667a\u80fd\u4ee3\u7406\u7684\u5173\u952e\u5de5\u5177\uff0c\u5b83\u4e3a AI Agent \u7684\u521b\u5efa\u3001\u90e8\u7f72\u548c\u7ba1\u7406\u63d0\u4f9b\u4e86\u5168\u65b9\u4f4d\u7684\u652f\u6301\u3002\u63a5\u4e0b\u6765\uff0c\u8ba9\u6211\u4eec\u4e00\u8d77\u6df1\u5165\u4e86\u89e3 2025 \u5e74\u503c\u5f97\u5165\u5751\u7684\u4e94\u5927 AI Agent \u6846\u67b6\u3002<\/p>\n<h2>\u4e8c\u3001\u6846\u67b6\u4e00\uff1aAutoGen<\/h2>\n<p>AutoGen\u662f\u5fae\u8f6f\u53d1\u5e03\u7684\u4e00\u4e2a\u667a\u80fd\u4f53\u534f\u4f5c\u6846\u67b6\uff0c\u7531\u5fae\u8f6f\u4e0e\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5dde\u7acb\u5927\u5b66\u548c\u534e\u76db\u987f\u5927\u5b66\u56e2\u961f\u5408\u4f5c\uff0c\u4e8e 2023 \u5e74 10 \u6708\u53d1\u5e03 \u3002\u5176\u8bbe\u8ba1\u65e8\u5728\u5e2e\u52a9\u5f00\u53d1\u8005\u521b\u5efa\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u590d\u6742\u5e94\u7528\u7a0b\u5e8f\uff0c\u901a\u8fc7\u591a\u4e2a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u534f\u4f5c\u4e0e\u4ea4\u4e92\uff0c\u5b9e\u73b0\u66f4\u52a0\u667a\u80fd\u548c\u7075\u6d3b\u7684\u4efb\u52a1\u5904\u7406\u3002<\/p>\n<p><img data-dominant-color=\"e3e7e8\" data-has-transparency=\"true\" style=\"--dominant-color: #e3e7e8;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24167\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/74bc2f6007104c120aa02493997551c7b01e85.png\" width=\"1080\" height=\"578\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/74bc2f6007104c120aa02493997551c7b01e85.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/74bc2f6007104c120aa02493997551c7b01e85-300x161.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/74bc2f6007104c120aa02493997551c7b01e85-1024x548.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/74bc2f6007104c120aa02493997551c7b01e85-150x80.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/74bc2f6007104c120aa02493997551c7b01e85-768x411.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<h3>2.1 \u4e3b\u8981\u7279\u70b9<\/h3>\n<ul data-id=\"u738a58b-gOodevKM\">\n<li data-id=\"ld70c578-kzLlTyqO\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff1a\u652f\u6301\u6574\u5408\u4e0d\u540c\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0cAutoGen\u5141\u8bb8\u521b\u5efa\u4ee3\u7406\u7f51\u7edc\uff0c\u6bcf\u4e2a\u4ee3\u7406\u90fd\u53ef\u4ee5\u72ec\u7acb\u5de5\u4f5c\u6216\u4e0e\u5176\u4ed6\u4ee3\u7406\u534f\u4f5c\u3002<\/li>\n<li data-id=\"ld70c578-BlbggXMd\">\u4ee3\u7801\u81ea\u52a8\u751f\u6210\u4e0e\u6267\u884c\uff1a\u4ee3\u7406\u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u3001\u6267\u884c\u548c\u8c03\u8bd5\u4ee3\u7801\uff0c\u5bf9\u8f6f\u4ef6\u5de5\u7a0b\u548c\u6570\u636e\u5206\u6790\u4efb\u52a1\u975e\u5e38\u6709\u7528\u3002<\/li>\n<li data-id=\"ld70c578-HMuvSZZ0\">\u5916\u90e8\u5de5\u5177\u96c6\u6210\uff1a\u4ee3\u7406\u53ef\u4ee5\u4e0e\u5916\u90e8\u5de5\u5177\u3001\u670d\u52a1\u548cAPI\u4ea4\u4e92\uff0c\u663e\u8457\u6269\u5c55\u5176\u529f\u80fd\u3002<\/li>\n<li data-id=\"ld70c578-iRrDdjbA\">\u53ef\u63d2\u62d4\u7ec4\u4ef6\uff1a\u7cfb\u7edf\u652f\u6301\u901a\u8fc7\u53ef\u63d2\u62d4\u7ec4\u4ef6\u8fdb\u884c\u81ea\u5b9a\u4e49\uff0c\u5305\u62ec\u81ea\u5b9a\u4e49\u4ee3\u7406\u3001\u5de5\u5177\u3001\u5185\u5b58\u548c\u6a21\u578b\u3002<\/li>\n<\/ul>\n<h3>2.2 \u57fa\u672c\u4f7f\u7528<\/h3>\n<p>AutoGen\u652f\u6301Python\u548c.NET\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u914d\u7f6e\u4ee3\u7406\uff0c\u5728\u6267\u884c\u7279\u5b9a\u4efb\u52a1\u4e4b\u524d\u8bf7\u6c42\u4eba\u7c7b\u7528\u6237\u7684\u6307\u5bfc\u6216\u6279\u51c6\u3002\u4ee3\u7406\u901a\u8fc7\u5f02\u6b65\u6d88\u606f\u8fdb\u884c\u901a\u4fe1\uff0c\u652f\u6301\u4e8b\u4ef6\u9a71\u52a8\u548c\u8bf7\u6c42\/\u54cd\u5e94\u4ea4\u4e92\u6a21\u5f0f\u3002<\/p>\n<p>1\u3001\u4ee5Python\u4e3a\u4f8b\uff0c\u4f7f\u7528 pip \u5b89\u88c5pyautogen\u5e93\uff0c\u547d\u4ee4\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">pip install pyautogen<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>2\u3001\u6838\u5fc3\u7ec4\u4ef6\u4f7f\u7528 ConversableAgent\uff1a\u7528\u4e8e\u7ba1\u7406\u6bcf\u4e2a\u89d2\u8272\u7684\u884c\u4e3a\uff0c\u662f\u4f1a\u8bdd\u7684\u57fa\u7c7b\u3002\u4e00\u822c\u4e0d\u76f4\u63a5\u4f7f\u7528\uff0c\u800c\u662f\u4f5c\u4e3a\u5176\u4ed6\u7c7b\u7684\u7236\u7c7b\u3002\u5b83\u80fd\u4fdd\u6301\u5bf9\u8bdd\u72b6\u6001\u3001\u5386\u53f2\u8bb0\u5f55\uff0c\u5e76\u8c03\u7528\u5176\u4ed6\u5de5\u5177\u3002\u4f8b\u5982\u521b\u5efa\u4e00\u4e2a AssistantAgent\uff08\u7ee7\u627f\u81ea ConversableAgent\uff09\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">from autogen import AssistantAgent\r\n\r\n# \u521b\u5efa\u4e00\u4e2aAssistantAgent\uff0c\u8bbe\u7f6e\u7cfb\u7edf\u6d88\u606f\r\nassistant = AssistantAgent(\r\n    name=\"assistant\",\r\n    system_message=\"\u4f60\u662f\u4e00\u4e2a\u4e50\u4e8e\u52a9\u4eba\u7684AI\u52a9\u624b\"\r\n)<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>3\u3001UserProxyAgent\uff1a\u7528\u4e8e\u6a21\u62df\u7528\u6237\u8f93\u5165\u548c\u6267\u884c\u4ee3\u7801\u7b49\uff0c\u5145\u5f53\u7528\u6237\u89d2\u8272\u3002\u6bd4\u5982\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">from autogen import UserProxyAgent\r\n\r\n\r\n# \u521b\u5efa\u4e00\u4e2aUserProxyAgent\uff0c\u8bbe\u7f6e\u4ee3\u7801\u6267\u884c\u914d\u7f6e\r\nuser_proxy = UserProxyAgent(\r\n    name=\"user_proxy\",\r\n    code_execution_config={\"work_dir\": \"coding\", \"use_docker\": False}\r\n)<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>4\u3001GroupChat\uff1a\u7528\u4e8e\u7ba1\u7406\u591a\u4e2a\u667a\u80fd\u4f53\u7684\u534f\u4f5c\uff0c\u6240\u6709\u667a\u80fd\u4f53\u53c2\u4e0e\u5230\u4e00\u4e2a\u5bf9\u8bdd\u7ebf\u7a0b\u4e2d\u5e76\u5171\u4eab\u76f8\u540c\u7684\u4e0a\u4e0b\u6587\u3002\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">from autogen import GroupChat, GroupChatManager\r\n\r\n# \u521b\u5efa\u591a\u4e2a\u667a\u80fd\u4f53\r\nagent1 = AssistantAgent(\"agent1\", system_message=\"\u667a\u80fd\u4f531\u7684\u4efb\u52a1\u63cf\u8ff0\")\r\nagent2 = AssistantAgent(\"agent2\", system_message=\"\u667a\u80fd\u4f532\u7684\u4efb\u52a1\u63cf\u8ff0\")\r\n\r\n# \u521b\u5efaGroupChat\uff0c\u6dfb\u52a0\u667a\u80fd\u4f53\r\ngroupchat = GroupChat(agents=[agent1, agent2], messages=[])\r\n# \u521b\u5efaGroupChatManager\u7ba1\u7406GroupChat\r\nmanager = GroupChatManager(groupchat=groupchat)<\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>5\u3001\u53d1\u8d77\u5bf9\u8bdd\uff1a\u901a\u8fc7initiate_chat\u65b9\u6cd5\u53d1\u8d77\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u5bf9\u8bdd\uff0c\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\"># \u53d1\u8d77\u7528\u6237\u4ee3\u7406\u4e0e\u52a9\u624b\u4ee3\u7406\u4e4b\u95f4\u7684\u5bf9\u8bdd\r\nuser_proxy.initiate_chat(assistant, message=\"\u8bf7\u5e2e\u6211\u5199\u4e00\u7bc7\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u6587\u7ae0\u5927\u7eb2\")<\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4e0a\u8ff0\u4ee3\u7801\u4e2d\uff0c\u9996\u5148\u521b\u5efa\u4e86\u4e00\u4e2a\u52a9\u624b\u4ee3\u7406assistant\u548c\u4e00\u4e2a\u7528\u6237\u4ee3\u7406user_proxy\uff0c\u7136\u540e\u901a\u8fc7user_proxy\u53d1\u8d77\u4e0eassistant\u7684\u5bf9\u8bdd\uff0c\u8bf7\u6c42\u751f\u6210\u4e00\u7bc7\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u6587\u7ae0\u5927\u7eb2\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4f60\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\uff0c\u8c03\u6574\u667a\u80fd\u4f53\u7684\u914d\u7f6e\u3001\u6570\u91cf\u548c\u5bf9\u8bdd\u5185\u5bb9\uff0c\u4ee5\u5b9e\u73b0\u5404\u79cd\u590d\u6742\u7684\u4efb\u52a1\u3002<\/p>\n<h3>2.3 \u5e94\u7528\u573a\u666f<\/h3>\n<p>AutoGen \u7684\u5e94\u7528\u573a\u666f\u5e7f\u6cdb\uff0c\u5728\u591a\u4e2a\u9886\u57df\u90fd\u80fd\u53d1\u6325\u91cd\u8981\u4f5c\u7528\uff1a<\/p>\n<ul data-id=\"u738a58b-1BhYDu4C\">\n<li data-id=\"ld70c578-6VasGzar\">\u8f6f\u4ef6\u5f00\u53d1\uff1a \u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u4ee3\u7801\uff0c\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u5feb\u901f\u5b9e\u73b0\u5404\u79cd\u529f\u80fd\u3002\u901a\u8fc7\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u534f\u4f5c\uff0c\u80fd\u591f\u5b8c\u6210\u4ece\u9700\u6c42\u5206\u6790\u5230\u4ee3\u7801\u7f16\u5199\u3001\u6d4b\u8bd5\u7b49\u4e00\u7cfb\u5217\u8f6f\u4ef6\u5f00\u53d1\u4efb\u52a1\uff0c\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\uff0c\u51cf\u5c11\u5f00\u53d1\u5468\u671f\u3002<\/li>\n<li data-id=\"ld70c578-UJ1yHQy1\">\u6570\u636e\u5206\u6790\uff1a \u534f\u52a9\u7528\u6237\u81ea\u52a8\u751f\u6210\u6570\u636e\u5206\u6790\u6a21\u578b\u548c\u7b97\u6cd5\u3002\u901a\u8fc7\u591a\u4e2a\u667a\u80fd\u4f53\u7684\u5206\u5de5\u534f\u4f5c\uff0c\u80fd\u591f\u5feb\u901f\u5b8c\u6210\u6570\u636e\u9884\u5904\u7406\u3001\u7279\u5f81\u9009\u62e9\u3001\u6a21\u578b\u8bad\u7ec3\u548c\u8bc4\u4f30\u7b49\u5de5\u4f5c\uff0c\u4e3a\u6570\u636e\u5206\u6790\u63d0\u4f9b\u6709\u529b\u652f\u6301\u3002<\/li>\n<li data-id=\"ld70c578-HvNtRG09\">\u667a\u80fd\u5ba2\u670d\uff1a \u591a\u4e2a\u667a\u80fd\u4f53\u53ef\u4ee5\u534f\u540c\u5de5\u4f5c\uff0c\u66f4\u597d\u5730\u7406\u89e3\u7528\u6237\u95ee\u9898\uff0c\u63d0\u4f9b\u51c6\u786e\u3001\u5feb\u901f\u7684\u56de\u7b54\u3002\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u5ba2\u6237\u54a8\u8be2\uff0c\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u670d\u52a1\uff0c\u63d0\u5347\u5ba2\u6237\u6ee1\u610f\u5ea6\u3002<\/li>\n<li data-id=\"ld70c578-KkPoLFED\">\u6559\u80b2\u9886\u57df\uff1a \u7528\u4e8e\u521b\u5efa\u667a\u80fd\u8f85\u5bfc\u7cfb\u7edf\uff0c\u6839\u636e\u5b66\u751f\u7684\u5b66\u4e60\u60c5\u51b5\u548c\u95ee\u9898\uff0c\u667a\u80fd\u4f53\u4e4b\u95f4\u76f8\u4e92\u534f\u4f5c\uff0c\u63d0\u4f9b\u9488\u5bf9\u6027\u7684\u8f85\u5bfc\u548c\u89e3\u7b54\uff0c\u5e2e\u52a9\u5b66\u751f\u66f4\u597d\u5730\u5b66\u4e60\u548c\u638c\u63e1\u77e5\u8bc6\u3002<\/li>\n<\/ul>\n<h2>\u4e09\u3001\u6846\u67b6\u4e8c\uff1aLangGraph<\/h2>\n<p>LangGraph\u662f\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u6846\u67b6\uff0c\u5b83\u901a\u8fc7\u5faa\u73af\u63a7\u5236\u3001\u72b6\u6001\u7ba1\u7406\u548c\u4eba\u673a\u4ea4\u4e92\u7b49\u6280\u672f\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u6784\u5efa\u590d\u6742\u7684AI Agent\u3002\u9002\u7528\u4e8e\u591a\u79cd\u5e94\u7528\u573a\u666f\uff0c\u5982\u667a\u80fd\u5ba2\u670d\u3001\u667a\u80fd\u6295\u8d44\u987e\u95ee\u7b49\u3002<\/p>\n<h3>3.1 \u4e3b\u8981\u7279\u70b9<\/h3>\n<ul data-id=\"u738a58b-BuaRmpIx\">\n<li data-id=\"ld70c578-xcLU0C0R\">\u5faa\u73af\u63a7\u5236\uff1a\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u5faa\u73af\u4efb\u52a1\uff0c\u786e\u4fddAgent\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u4fdd\u6301\u8fde\u8d2f\u6027\u548c\u4e00\u81f4\u6027\u3002<\/li>\n<li data-id=\"ld70c578-5TYddC3k\">\u72b6\u6001\u7ba1\u7406\uff1a\u6709\u6548\u7ba1\u7406Agent\u7684\u72b6\u6001\uff0c\u4f7f\u5176\u80fd\u591f\u6839\u636e\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u548c\u7528\u6237\u8f93\u5165\u505a\u51fa\u5408\u7406\u7684\u54cd\u5e94\u3002<\/li>\n<li data-id=\"ld70c578-ZA6YLh3v\">\u4eba\u673a\u4ea4\u4e92\uff1a\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u4eba\u673a\u4ea4\u4e92\u529f\u80fd\uff0c\u4f7f\u5f97Agent\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u6ee1\u8db3\u7528\u6237\u7684\u9700\u6c42\u3002<\/li>\n<li data-id=\"ld70c578-8vmSnRCx\">\u591aAgent\u901a\u4fe1\u548c\u534f\u4f5c\uff1a\u652f\u6301\u591a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u901a\u4fe1\u548c\u534f\u4f5c\uff0c\u5171\u540c\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002<\/li>\n<li data-id=\"ld70c578-ZcC8XKVq\">\u9ad8\u5ea6\u53ef\u5b9a\u5236\uff1a\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u8fdb\u884c\u5b9a\u5236\u5316\u5f00\u53d1\uff0c\u6ee1\u8db3\u4e2a\u6027\u5316\u529f\u80fd\u8981\u6c42\uff0c\u62e5\u6709\u4e30\u5bcc\u7684\u63d2\u4ef6\u3001\u5de5\u5177\u548c\u7b2c\u4e09\u65b9\u670d\u52a1\u652f\u6301\uff0c\u65b9\u4fbf\u529f\u80fd\u6269\u5c55\u548c\u4f18\u5316\u3002<\/li>\n<\/ul>\n<h3>3.2 \u57fa\u672c\u4f7f\u7528<\/h3>\n<p>\u4f7f\u7528LangGraph\u65f6\uff0c\u4f60\u9700\u8981\u9996\u5148\u5b89\u88c5LangGraph\u6846\u67b6,\u4f7f\u7528 pip \u5b89\u88c5langgraph\u5e93\uff0c\u547d\u4ee4\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">pip install -U langgraph<\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5b89\u88c5\u65f6\u53ef\u80fd\u8fd8\u9700\u8981\u5b89\u88c5\u5176\u4ed6\u76f8\u5173\u4f9d\u8d56\uff0c\u5982langchain\u7b49\uff0c\u5177\u4f53\u53ef\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u548c\u62a5\u9519\u4fe1\u606f\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<p>2\u3001\u7136\u540e\uff0c\u5b9a\u4e49Agent\u7684\u540d\u79f0\u3001\u529f\u80fd\u548c\u8bed\u8a00\u6a21\u578b\u7b49\u3002\u901a\u8fc7\u8bbe\u7f6e\u5faa\u73af\u63a7\u5236\u548c\u72b6\u6001\u7ba1\u7406\uff0c\u53ef\u4ee5\u521b\u5efa\u80fd\u591f\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684Agent\u3002\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u4f60\u53ef\u4ee5\u5229\u7528LangGraph\u63d0\u4f9b\u7684\u5de5\u5177\u548c\u63a5\u53e3\u6765\u6d4b\u8bd5\u548c\u4f18\u5316Agent\u7684\u6027\u80fd\u3002<\/p>\n<p><img data-dominant-color=\"f8f9f9\" data-has-transparency=\"true\" style=\"--dominant-color: #f8f9f9;\" loading=\"lazy\" decoding=\"async\" class=\"has-transparency alignnone size-full wp-image-24168\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/b245d9f71ffdfeac6a71236ed3b5e9eeb8ad54.png\" width=\"1080\" height=\"393\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/b245d9f71ffdfeac6a71236ed3b5e9eeb8ad54.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/b245d9f71ffdfeac6a71236ed3b5e9eeb8ad54-300x109.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/b245d9f71ffdfeac6a71236ed3b5e9eeb8ad54-1024x373.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/b245d9f71ffdfeac6a71236ed3b5e9eeb8ad54-150x55.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/b245d9f71ffdfeac6a71236ed3b5e9eeb8ad54-768x279.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<h3>3.3 \u5e94\u7528\u573a\u666f<\/h3>\n<p>LangGraph \u7684\u5e94\u7528\u573a\u666f\u5e7f\u6cdb\uff0c\u80fd\u591f\u5728\u591a\u4e2a\u9886\u57df\u53d1\u6325\u91cd\u8981\u4f5c\u7528\uff1a<\/p>\n<ul data-id=\"u738a58b-cwGeXaVl\">\n<li data-id=\"ld70c578-GbwgkMhy\">\u4ea4\u4e92\u5f0f\u53d9\u4e8b\uff1a \u7528\u4e8e\u521b\u5efa\u5177\u6709\u4e30\u5bcc\u60c5\u8282\u548c\u591a\u5206\u652f\u5267\u60c5\u7684\u4ea4\u4e92\u5f0f\u6545\u4e8b\u3001\u6e38\u620f\u7b49\u3002\u901a\u8fc7\u5faa\u73af\u548c\u5206\u652f\u80fd\u529b\uff0c\u6839\u636e\u7528\u6237\u7684\u9009\u62e9\u52a8\u6001\u751f\u6210\u4e0d\u540c\u7684\u6545\u4e8b\u53d1\u5c55\uff0c\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u53d9\u4e8b\u4f53\u9a8c\u3002<\/li>\n<li data-id=\"ld70c578-RWnAoYBZ\">\u667a\u80fd\u5ba2\u670d\u4e0e\u552e\u540e\u652f\u6301\uff1a \u5728\u5904\u7406\u590d\u6742\u7684\u5ba2\u6237\u95ee\u9898\u65f6\uff0c\u80fd\u591f\u6839\u636e\u5ba2\u6237\u7684\u53cd\u9988\u548c\u95ee\u9898\u72b6\u6001\uff0c\u7075\u6d3b\u8c03\u6574\u5bf9\u8bdd\u6d41\u7a0b\uff0c\u63d0\u4f9b\u66f4\u52a0\u7cbe\u51c6\u548c\u8d34\u5fc3\u7684\u670d\u52a1\u3002\u4f8b\u5982\u901a\u8fc7\u5faa\u73af\u8be2\u95ee\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\uff0c\u4ee5\u89e3\u51b3\u5ba2\u6237\u7684\u7591\u96be\u95ee\u9898\u3002<\/li>\n<li data-id=\"ld70c578-7qHp1AER\">\u81ea\u52a8\u5316\u4efb\u52a1\u6d41\u7a0b\u4f18\u5316\uff1a \u5bf9\u4e8e\u9700\u8981\u591a\u6b21\u8fed\u4ee3\u548c\u53cd\u9988\u7684\u81ea\u52a8\u5316\u4efb\u52a1\uff0c\u5982\u6570\u636e\u5206\u6790\u6d41\u7a0b\u4e2d\u7684\u6570\u636e\u6e05\u6d17\u3001\u6a21\u578b\u8bad\u7ec3\u4e0e\u4f18\u5316\u7b49\u73af\u8282\uff0c\u53ef\u5229\u7528 LangGraph \u7684\u5faa\u73af\u8ba1\u7b97\u548c\u72b6\u6001\u7ba1\u7406\u80fd\u529b\uff0c\u5b9e\u73b0\u6d41\u7a0b\u7684\u81ea\u52a8\u5316\u548c\u4f18\u5316\u3002<\/li>\n<li data-id=\"ld70c578-E8fjcxMh\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7cfb\u7edf\uff1a \u652f\u6301\u591a\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u590d\u6742\u534f\u4f5c\uff0c\u901a\u8fc7\u56fe\u6a21\u578b\u6e05\u6670\u5730\u5b9a\u4e49\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u4ea4\u4e92\u5173\u7cfb\u548c\u534f\u4f5c\u6d41\u7a0b\u3002\u4f8b\u5982\u5728\u4e00\u4e2a\u667a\u80fd\u57ce\u5e02\u7ba1\u7406\u7cfb\u7edf\u4e2d\uff0c\u591a\u4e2a\u667a\u80fd\u4f53\u5206\u522b\u8d1f\u8d23\u4ea4\u901a\u3001\u73af\u5883\u3001\u80fd\u6e90\u7b49\u4e0d\u540c\u9886\u57df\uff0cLangGraph \u53ef\u534f\u8c03\u5b83\u4eec\u4e4b\u95f4\u7684\u5de5\u4f5c \u3002<\/li>\n<\/ul>\n<h2>4\u3001\u6846\u67b6\u4e09\uff1aPhidata<\/h2>\n<p>Phidata\u662f\u4e00\u4e2a\u57fa\u4e8ePython\u7684\u6846\u67b6\uff0c\u80fd\u591f\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8f6c\u5316\u4e3aAI\u4ea7\u54c1\u4e2d\u7684Agent\u3002<\/p>\n<p><img data-dominant-color=\"eaebee\" data-has-transparency=\"false\" style=\"--dominant-color: #eaebee;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-24169\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/b77ca92127d812ea90204536a33bd9d541d590.jpg\" width=\"1080\" height=\"572\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/b77ca92127d812ea90204536a33bd9d541d590.jpg 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/b77ca92127d812ea90204536a33bd9d541d590-300x159.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/b77ca92127d812ea90204536a33bd9d541d590-1024x542.jpg 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/b77ca92127d812ea90204536a33bd9d541d590-150x79.jpg 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/01\/b77ca92127d812ea90204536a33bd9d541d590-768x407.jpg 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\u5b83\u652f\u6301\u591a\u79cd\u4e3b\u6d41\u7684\u5927\u5382\u95ed\u6e90\u548c\u5f00\u6e90LLM\uff0c\u5982OpenAI\u3001Anthropic\u3001Cohere\u3001Ollama\u548cTogether AI\u7b49\u3002\u901a\u8fc7\u5176\u5bf9\u6570\u636e\u5e93\u548c\u5411\u91cf\u5b58\u50a8\u7684\u652f\u6301\uff0c\u6211\u4eec\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06AI\u7cfb\u7edf\u8fde\u63a5\u5230Postgres\u3001PgVector\u3001Pinecone\u3001LanceDb\u7b49\u3002<\/p>\n<h3>4.1 \u4e3b\u8981\u7279\u70b9<\/h3>\n<ul data-id=\"u738a58b-B7xC7DdL\">\n<li data-id=\"ld70c578-LX6lklx1\">\u591aLLM\u652f\u6301\uff1a\u652f\u6301\u4e3b\u6d41\u5927\u5382\u7684\u95ed\u6e90\u548c\u5f00\u6e90LLM\uff0c\u5982OpenAI\u3001Anthropic\u7b49\u3002<\/li>\n<li data-id=\"ld70c578-xz8xWqQo\">\u6570\u636e\u5e93\u652f\u6301\uff1a\u901a\u8fc7\u5176\u5bf9\u6570\u636e\u5e93\u548c\u5411\u91cf\u5b58\u50a8\u7684\u652f\u6301\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06AI\u7cfb\u7edf\u8fde\u63a5\u5230Postgres\u3001PgVector\u7b49\u3002<\/li>\n<li data-id=\"ld70c578-irVO6ZrR\">\u76d1\u63a7\u5173\u952e\u6307\u6807\uff1a\u63d0\u4f9b\u4f1a\u8bdd\u5feb\u7167\u3001API\u8c03\u7528\u3001token\u4f7f\u7528\u60c5\u51b5\uff0c\u5e76\u652f\u6301\u8bbe\u7f6e\u8c03\u6574\u548cAgent\u6539\u8fdb\u3002<\/li>\n<li data-id=\"ld70c578-T37YUzAZ\">\u5185\u7f6eAgent UI\uff1aPhidata\u63d0\u4f9b\u4e86\u4e00\u4e2a\u73b0\u6210\u7684\u7528\u6237\u754c\u9762\uff0c\u7528\u4e8e\u672c\u5730\u6216\u4e91\u7aef\u8fd0\u884cAgent\u9879\u76ee\uff0c\u5e76\u5728\u540e\u53f0\u7ba1\u7406\u4f1a\u8bdd\u3002<\/li>\n<li data-id=\"ld70c578-UVnASZzc\">\u6a21\u677f\u652f\u6301\uff1a\u901a\u8fc7\u9884\u914d\u7f6e\u7684\u4ee3\u7801\u5e93\u6a21\u677f\uff0c\u52a0\u901fAI\u4ee3\u7406\u7684\u5f00\u53d1\u548c\u751f\u4ea7\u8fc7\u7a0b\u3002<\/li>\n<li data-id=\"ld70c578-K64FKalH\">\u90e8\u7f72\u7075\u6d3b\uff1a\u4f60\u53ef\u4ee5\u5c06Agent\u53d1\u5e03\u5230GitHub\u6216\u4efb\u4f55\u4e91\u670d\u52a1\uff0c\u4e5f\u53ef\u4ee5\u8fde\u63a5AWS\u8d26\u6237\u5c06\u5176\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u3002<\/li>\n<\/ul>\n<h3>4.2 \u57fa\u672c\u4f7f\u7528<\/h3>\n<p>\u8981\u4f7f\u7528Phidata\uff0c\u9996\u5148\u9700\u8981\u5b89\u88c5Phidata\u53ca\u5176\u5de5\u5177\uff0c\u4f7f\u7528Phidata\u65f6\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u6784\u5efa\u57fa\u7840Agent\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u51fd\u6570\u8c03\u7528\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u548c\u5fae\u8c03\u6765\u521b\u5efa\u9ad8\u7ea7Agent\u3002Phidata\u4e0eAWS\u65e0\u7f1d\u96c6\u6210\uff0c\u53ef\u4ee5\u5728AWS\u8d26\u6237\u4e0a\u8fd0\u884c\u5b8c\u6574\u7684\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_6\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">pip install -U phidata<\/code><\/pre>\n<ul id=\"code_id_6\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u8fd0\u884c\u547d\u4ee4\u521b\u5efa\u4e00\u4e2a\u65b0\u7684Phidata\u9879\u76ee\u3002\u5728\u9879\u76ee\u4e2d\uff0c\u4f60\u53ef\u4ee5\u5b9a\u4e49Agent\u7684\u540d\u79f0\u3001\u529f\u80fd\u548c\u8bed\u8a00\u6a21\u578b\u7b49\uff0c\u7136\u540e\u901a\u8fc7\u51fd\u6570\u8c03\u7528\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u548c\u5fae\u8c03\u6765\u521b\u5efa\u9ad8\u7ea7Agent\u3002<\/p>\n<h2>5\u3001\u6846\u67b6\u56db\uff1aOpenAI Swarm<\/h2>\n<p>Swarm\u662fOpenAI\u53d1\u5e03\u7684\u4e00\u4e2a\u5b9e\u9a8c\u6027\u591a\u667a\u80fd\u4f53\u7f16\u6392\u6846\u67b6\uff0c\u65e8\u5728\u7b80\u5316\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6784\u5efa\u3001\u7f16\u6392\u548c\u7ba1\u7406\u3002\u7528\u4e8e\u521b\u5efa\u548c\u7ba1\u7406\u591a\u4e2aAI Agent\u3002<\/p>\n<h3>5.1 \u4e3b\u8981\u7279\u70b9<\/h3>\n<ul data-id=\"u738a58b-K7VA354F\">\n<li data-id=\"ld70c578-5p8oWtgw\">\u8f7b\u91cf\u7ea7\u8bbe\u8ba1\uff1a\u6846\u67b6\u7ed3\u6784\u7b80\u6d01\u9ad8\u6548\uff0c\u6613\u4e8e\u7406\u89e3\u548c\u4f7f\u7528\u3002<\/li>\n<li data-id=\"ld70c578-eTpANykl\">\u9ad8\u5ea6\u53ef\u63a7\uff1a\u63d0\u4f9b\u4e86\u7cbe\u786e\u7684\u4ee3\u7406\u534f\u8c03\u548c\u6267\u884c\u63a7\u5236\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u8f7b\u677e\u5730\u7ba1\u7406Agent\u7684\u884c\u4e3a\u548c\u4efb\u52a1\u5206\u914d\u3002<\/li>\n<li data-id=\"ld70c578-QQ2wJtH9\">\u5ba2\u6237\u7aef\u8fd0\u884c\uff1a\u51e0\u4e4e\u5b8c\u5168\u5728\u5ba2\u6237\u7aef\u6267\u884c\uff0c\u51cf\u5c11\u4e86\u670d\u52a1\u5668\u7aef\u7684\u8d1f\u62c5\uff0c\u63d0\u9ad8\u4e86\u54cd\u5e94\u901f\u5ea6\u3002<\/li>\n<li data-id=\"ld70c578-C6CWCpvn\">\u65e0\u72b6\u6001\u8bbe\u8ba1\uff1a\u7c7b\u4f3cChat Completions API\u7684\u65e0\u72b6\u6001\u7279\u6027\uff0c\u4f7f\u5f97Agent\u4e4b\u95f4\u7684\u4ea4\u4e92\u66f4\u52a0\u7075\u6d3b\u548c\u9ad8\u6548\u3002<\/li>\n<\/ul>\n<h3>5.2 \u57fa\u672c\u4f7f\u7528<\/h3>\n<p>1\u3001\u4f7f\u7528 pip \u547d\u4ee4\u5b89\u88c5 Swarm \u6846\u67b6\uff0c\u547d\u4ee4\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_7\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">pip install git<span class=\"token operator\">+<\/span>ssh:<span class=\"token comment\">\/\/git@github.com\/openai\/swarm.git<\/span><\/code><\/pre>\n<ul id=\"code_id_7\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>2\u3001\u4f7f\u7528OpenAI Swarm\u65f6\uff0c\u9700\u8981\u521b\u5efa\u4e00\u4e2a\u5ba2\u6237\u7aef\u5b9e\u4f8b\u3002\u9996\u5148\u5bfc\u5165 Swarm \u7c7b\uff0c\u5e76\u5b9e\u4f8b\u5316\u4e00\u4e2a Swarm \u5ba2\u6237\u7aef\uff0c\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_8\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">from<\/span> swarm <span class=\"token keyword\">import<\/span> Swarm\r\n\r\n<span class=\"token comment\"># \u5b9e\u4f8b\u5316Swarm\u5ba2\u6237\u7aef<\/span>\r\nclient <span class=\"token operator\">=<\/span> Swarm<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_8\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>2\u3001\u5b9a\u4e49\u667a\u80fd\u4f53\uff0c\u4f8b\u5982\u521b\u5efa\u4e24\u4e2a\u667a\u80fd\u4f53\uff0c\u667a\u80fd\u4f53 A \u8d1f\u8d23\u63a5\u6536\u7528\u6237\u6d88\u606f\u5e76\u8f6c\u63a5\u7ed9\u667a\u80fd\u4f53 B\uff0c\u667a\u80fd\u4f53 B \u4ee5\u7279\u5b9a\u683c\u5f0f\u56de\u590d\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_9\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">from<\/span> swarm <span class=\"token keyword\">import<\/span> Agent\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u4e00\u4e2a\u51fd\u6570\uff0c\u7528\u4e8e\u5c06\u5bf9\u8bdd\u4ea4\u63a5\u7ed9\u667a\u80fd\u4f53B<\/span>\r\ndef transfer_to_agent_b<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>:\r\n    <span class=\"token keyword\">return<\/span> agent_b\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u667a\u80fd\u4f53A<\/span>\r\nagent_a <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">=<\/span><span class=\"token string\">\"Agent A\"<\/span><span class=\"token punctuation\">,<\/span> instructinotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u4f60\u662f\u4e00\u4e2a\u4e50\u4e8e\u52a9\u4eba\u7684\u667a\u80fd\u4f53\uff0c\u8d1f\u8d23\u5c06\u7528\u6237\u6d88\u606f\u8f6c\u4ea4\u7ed9\u667a\u80fd\u4f53B\"<\/span><span class=\"token punctuation\">,<\/span> functions<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>transfer_to_agent_b<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u667a\u80fd\u4f53B<\/span>\r\nagent_b <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">=<\/span><span class=\"token string\">\"Agent B\"<\/span><span class=\"token punctuation\">,<\/span> instructinotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u8bf7\u7528\u4e09\u53e5\u8bdd\u56de\u7b54\u7528\u6237\u95ee\u9898\uff0c\u6bcf\u53e5\u8bdd\u4e0d\u8d85\u8fc710\u4e2a\u5b57\"<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_9\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>3\u3001\u4f7f\u7528 Swarm \u5ba2\u6237\u7aef\u7684run\u51fd\u6570\uff0c\u4f20\u5165\u667a\u80fd\u4f53\u548c\u7528\u6237\u6d88\u606f\uff0c\u63a5\u6536\u5e76\u5904\u7406\u6d88\u606f\uff0c\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_10\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># \u8fd0\u884cSwarm\uff0c\u5e76\u4f20\u5165\u7528\u6237\u6d88\u606f<\/span>\r\nresponse <span class=\"token operator\">=<\/span> client<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>agent<span class=\"token operator\">=<\/span>agent_a<span class=\"token punctuation\">,<\/span> messages<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>{<span class=\"token string\">\"role\"<\/span>: <span class=\"token string\">\"user\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"content\"<\/span>: <span class=\"token string\">\"\u8bf7\u7ed9\u6211\u63a8\u8350\u4e00\u672c\u597d\u4e66\"<\/span>}<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>messages<span class=\"token punctuation\">[<\/span><span class=\"token operator\">-<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"content\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_10\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4e0a\u8ff0\u4ee3\u7801\u4e2d\uff0c\u9996\u5148\u5b9e\u4f8b\u5316\u4e86 Swarm \u5ba2\u6237\u7aefclient\u3002\u7136\u540e\u5b9a\u4e49\u4e86\u4e24\u4e2a\u667a\u80fd\u4f53agent_a\u548cagent_b\uff0cagent_a\u901a\u8fc7\u51fd\u6570transfer_to_agent_b\u5c06\u5bf9\u8bdd\u4ea4\u63a5\u7ed9agent_b\u3002\u6700\u540e\uff0c\u4f7f\u7528client.run\u65b9\u6cd5\u8fd0\u884c Swarm\uff0c\u4f20\u5165\u667a\u80fd\u4f53agent_a\u548c\u7528\u6237\u6d88\u606f\uff0c\u83b7\u53d6\u667a\u80fd\u4f53agent_b\u7684\u56de\u590d\u5e76\u6253\u5370\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4f60\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\uff0c\u589e\u52a0\u667a\u80fd\u4f53\u7684\u6570\u91cf\uff0c\u5b9a\u4e49\u66f4\u590d\u6742\u7684\u6307\u4ee4\u548c\u51fd\u6570\uff0c\u5b9e\u73b0\u5404\u79cd\u590d\u6742\u7684\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u4efb\u52a1\u3002<\/p>\n<h3>5.3 \u5e94\u7528\u573a\u666f<\/h3>\n<ul data-id=\"u738a58b-EYJztn6x\">\n<li data-id=\"ld70c578-0DcOA863\">\u5feb\u901f\u642d\u5efa\u6f14\u793a\u9879\u76ee\uff1a \u7531\u4e8e\u5176\u7b80\u5316\u667a\u80fd\u4f53\u521b\u5efa\u548c\u8f7b\u91cf\u7ea7\u7684\u7279\u70b9\uff0c\u975e\u5e38\u9002\u5408\u5feb\u901f\u642d\u5efa\u4e00\u4e9b\u6f14\u793a\u9879\u76ee\uff0c\u7528\u4e8e\u5c55\u793a\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u6982\u5ff5\u548c\u529f\u80fd\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u9a8c\u8bc1\u60f3\u6cd5 \u3002<\/li>\n<li data-id=\"ld70c578-nQE7d5pr\">\u6559\u80b2\u9886\u57df\uff1a \u53ef\u4ee5\u7528\u4e8e\u521b\u5efa\u6559\u5b66\u6848\u4f8b\u548c\u5b9e\u9a8c\u9879\u76ee\uff0c\u5e2e\u52a9\u5b66\u751f\u66f4\u597d\u5730\u7406\u89e3\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u539f\u7406\u548c\u5e94\u7528\uff0c\u63d0\u5347\u5b66\u751f\u7684\u5b9e\u8df5\u80fd\u529b\u548c\u521b\u65b0\u601d\u7ef4 \u3002<\/li>\n<li data-id=\"ld70c578-JCcs9rV6\">\u5ba2\u6237\u670d\u52a1\u573a\u666f\uff1a \u6784\u5efa\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5982\u63a5\u5f85\u5458 AI \u8d1f\u8d23\u521d\u6b65\u63a5\u5f85\u5ba2\u6237\uff0c\u6280\u672f\u652f\u6301 AI \u89e3\u7b54\u6280\u672f\u95ee\u9898\uff0c\u552e\u540e AI \u5904\u7406\u552e\u540e\u76f8\u5173\u4e8b\u5b9c\u7b49\uff0c\u8fd9\u4e9b\u667a\u80fd\u4f53\u901a\u8fc7 Swarm \u6846\u67b6\u65e0\u7f1d\u914d\u5408\uff0c\u4e3a\u5ba2\u6237\u63d0\u4f9b\u5168\u65b9\u4f4d\u3001\u9ad8\u6548\u7684\u670d\u52a1\u4f53\u9a8c \u3002<\/li>\n<li data-id=\"ld70c578-D4Xe7K0W\">\u5185\u5bb9\u521b\u4f5c\uff1a \u5728\u5185\u5bb9\u521b\u4f5c\u65b9\u9762\uff0c\u4e0d\u540c\u7684\u667a\u80fd\u4f53\u53ef\u4ee5\u5206\u522b\u8d1f\u8d23\u521b\u610f\u6784\u601d\u3001\u7d20\u6750\u6536\u96c6\u3001\u5185\u5bb9\u64b0\u5199\u3001\u7f16\u8f91\u5ba1\u6838\u7b49\u5de5\u4f5c\uff0c\u901a\u8fc7\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u534f\u4f5c\uff0c\u5b9e\u73b0\u6587\u7ae0\u3001\u89c6\u9891\u811a\u672c\u7b49\u5185\u5bb9\u7684\u81ea\u52a8\u751f\u6210\uff0c\u63d0\u9ad8\u521b\u4f5c\u6548\u7387\u548c\u8d28\u91cf \u3002<\/li>\n<li data-id=\"ld70c578-r5c5aiwB\">\u6570\u636e\u5206\u6790\uff1a \u80fd\u591f\u5904\u7406\u5927\u91cf\u72ec\u7acb\u7684\u529f\u80fd\u548c\u6307\u4ee4\uff0c\u8fd9\u4e9b\u529f\u80fd\u548c\u6307\u4ee4\u96be\u4ee5\u7f16\u7801\u5230\u5355\u4e2a\u63d0\u793a\u4e2d\u3002Swarm \u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u6784\u5efa\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5b9e\u73b0\u6570\u636e\u7684\u81ea\u52a8\u5316\u5904\u7406\u548c\u5206\u6790\uff0c\u4f8b\u5982\u6570\u636e\u6e05\u6d17\u3001\u7279\u5f81\u63d0\u53d6\u3001\u6a21\u578b\u8bad\u7ec3\u7b49\u4efb\u52a1\u53ef\u4ee5\u7531\u4e0d\u540c\u7684\u667a\u80fd\u4f53\u534f\u540c\u5b8c\u6210 \u3002<\/li>\n<\/ul>\n<h2>6\u3001\u6846\u67b6\u4e94\uff1aCrewAI<\/h2>\n<p>CrewAI\u662f\u6700\u53d7\u6b22\u8fce\u7684\u57fa\u4e8eAgent\u7684AI\u6846\u67b6\u4e4b\u4e00\uff0c\u80fd\u591f\u5feb\u901f\u6784\u5efaAI Agent\u5e76\u5c06\u5176\u96c6\u6210\u5230\u6700\u65b0\u7684LLM\u548c\u4ee3\u7801\u5e93\u4e2d\u3002<\/p>\n<p>\u7531 OpenAI \u4e8e 2023 \u5e74 8 \u6708\u53d1\u5e03\u3002\u5b83\u5141\u8bb8\u5f00\u53d1\u8005\u521b\u5efa\u7531 AI Agent \u7ec4\u6210\u7684 \u201cCrew\u201d\uff0c\u6bcf\u4e2a Agent \u90fd\u6709\u7279\u5b9a\u7684\u89d2\u8272\u548c\u804c\u8d23\uff0c\u5171\u540c\u5b8c\u6210\u590d\u6742\u7684\u4efb\u52a1\u3002\u8be5\u6846\u67b6\u5c24\u5176\u9002\u7528\u4e8e\u6784\u5efa\u534f\u4f5c\u5f0f\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\uff0c\u4ee5\u89e3\u51b3\u9700\u8981\u4e0d\u540c\u4e13\u4e1a\u77e5\u8bc6\u548c\u534f\u8c03\u5de5\u4f5c\u7684\u95ee\u9898\u3002<\/p>\n<h3>6.1 \u4e3b\u8981\u7279\u70b9<\/h3>\n<ul data-id=\"u738a58b-7kqIVJdq\">\n<li data-id=\"ld70c578-a6Gmw7cs\">\u652f\u6301\u591a\u79cd\u6a21\u578b\uff1a\u652f\u6301\u4e0e\u591a\u79cd\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u96c6\u6210\uff0c\u5305\u62ec OpenAI \u4ee5\u53ca\u50cf Ollama \u7b49\u672c\u5730\u5f00\u6e90\u6a21\u578b\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u66f4\u591a\u9009\u62e9\uff0c\u80fd\u591f\u6839\u636e\u9879\u76ee\u9700\u6c42\u548c\u9884\u7b97\u6311\u9009\u6700\u9002\u5408\u7684\u6a21\u578b\u3002<\/li>\n<li data-id=\"ld70c578-fuQm2t4O\">\u53ef\u6269\u5c55\u6027\u5f3a\uff1a\u652f\u6301\u96c6\u6210700\u591a\u79cd\u5e94\u7528\u7a0b\u5e8f\uff0c\u5305\u62ecNotion\u3001Zoom\u3001Stripe\u3001Mailchimp\u3001Airtable\u7b49\u3002<\/li>\n<li data-id=\"ld70c578-FdvjJPAL\">\u89d2\u8272\u4e13\u4e1a\u5316\uff1a\u91c7\u7528\u57fa\u4e8e\u89d2\u8272\u7684\u4ee3\u7406\u8bbe\u8ba1\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u4e3a\u6bcf\u4e2a\u4ee3\u7406\u81ea\u5b9a\u4e49\u5177\u4f53\u7684\u89d2\u8272\u3001\u76ee\u6807\u548c\u5de5\u5177\u3002<\/li>\n<li data-id=\"ld70c578-8BEmG6H8\">\u81ea\u4e3b\u59d4\u6d3e\u4e0e\u534f\u4f5c\uff1a\u4ee3\u7406\u53ef\u4ee5\u81ea\u4e3b\u5730\u59d4\u6d3e\u4efb\u52a1\u5e76\u76f8\u4e92\u8be2\u95ee\uff0c\u63d0\u9ad8\u89e3\u51b3\u95ee\u9898\u7684\u6548\u7387\u3002\u5f53\u4e00\u4e2a\u4ee3\u7406\u9047\u5230\u65e0\u6cd5\u72ec\u81ea\u89e3\u51b3\u7684\u95ee\u9898\u65f6\uff0c\u80fd\u591f\u4e3b\u52a8\u5bfb\u6c42\u5176\u4ed6\u5177\u6709\u76f8\u5173\u4e13\u4e1a\u77e5\u8bc6\u7684\u4ee3\u7406\u7684\u5e2e\u52a9\uff0c\u5b9e\u73b0\u9ad8\u6548\u7684\u534f\u4f5c\u3002<\/li>\n<li data-id=\"ld70c578-AtP8c0k0\">\u7075\u6d3b\u7684\u4efb\u52a1\u7ba1\u7406\uff1a\u4f7f\u7528\u53ef\u81ea\u5b9a\u4e49\u7684\u5de5\u5177\u5b9a\u4e49\u4efb\u52a1\uff0c\u5e76\u52a8\u6001\u5730\u5206\u914d\u7ed9\u4ee3\u7406\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u4efb\u52a1\u7684\u9700\u6c42\u548c\u4ee3\u7406\u7684\u80fd\u529b\uff0c\u7075\u6d3b\u8c03\u6574\u4efb\u52a1\u7684\u5206\u914d\uff0c\u786e\u4fdd\u4efb\u52a1\u80fd\u591f\u5f97\u5230\u6700\u5408\u9002\u7684\u5904\u7406\u3002<\/li>\n<li data-id=\"ld70c578-JFED6SNt\">\u6d41\u7a0b\u9a71\u52a8\uff1a\u76ee\u524d\u4e3b\u8981\u652f\u6301\u987a\u5e8f\u4efb\u52a1\u6267\u884c\u548c\u5c42\u7ea7\u6d41\u7a0b\uff0c\u4f8b\u5982\u5728\u4e00\u4e2a\u9879\u76ee\u7ba1\u7406\u573a\u666f\u4e2d\uff0c\u4efb\u52a1\u53ef\u4ee5\u6309\u7167\u5148\u540e\u987a\u5e8f\u4f9d\u6b21\u7531\u4e0d\u540c\u7684\u4ee3\u7406\u5b8c\u6210\uff0c\u524d\u4e00\u4e2a\u4efb\u52a1\u7684\u8f93\u51fa\u4f5c\u4e3a\u540e\u4e00\u4e2a\u4efb\u52a1\u7684\u8f93\u5165 \u3002<\/li>\n<\/ul>\n<h3>6.2 \u57fa\u672c\u4f7f\u7528<\/h3>\n<p>1\u3001\u4f7f\u7528 pip \u5b89\u88c5crewai\u5e93\uff0c\u547d\u4ee4\u5982\u4e0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_11\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\">pip install crewai<\/code><\/pre>\n<ul id=\"code_id_11\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u82e5\u8981\u5b89\u88c5\u5e26\u5de5\u5177\u7684\u5b8c\u6574\u7248\uff0c\u5305\u62ec\u989d\u5916\u7684\u4ee3\u7406\u8f85\u52a9\u5de5\u5177\uff0c\u6267\u884c\uff1apip install &#8216;crewai[tools]&#8217;<\/p>\n<p>2\u3001\u5b9a\u4e49\u5177\u6709\u89d2\u8272\u548c\u76ee\u6807\u7684\u4ee3\u7406\u3002\u4f8b\u5982\u521b\u5efa\u4e00\u4e2a\u8d1f\u8d23\u5e02\u573a\u5206\u6790\u7684\u4ee3\u7406\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_12\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">from<\/span> crewai <span class=\"token keyword\">import<\/span> Agent\r\n<span class=\"token comment\"># \u521b\u5efa\u4e00\u4e2a\u5e02\u573a\u5206\u6790\u5e08\u4ee3\u7406<\/span>\r\nmarket_analyst <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\r\n    role<span class=\"token operator\">=<\/span><span class=\"token string\">'\u5e02\u573a\u5206\u6790\u5e08'<\/span><span class=\"token punctuation\">,<\/span>\r\n    goal<span class=\"token operator\">=<\/span><span class=\"token string\">'\u5206\u6790\u5e02\u573a\u8d8b\u52bf\uff0c\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u5e02\u573a\u6d1e\u5bdf'<\/span><span class=\"token punctuation\">,<\/span>\r\n    backstory<span class=\"token operator\">=<\/span><span class=\"token string\">'\u4e00\u4f4d\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5e02\u573a\u5206\u6790\u5e08\uff0c\u62e5\u6709\u591a\u5e74\u7684\u884c\u4e1a\u7ecf\u9a8c'<\/span><span class=\"token punctuation\">,<\/span>\r\n    tools<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u53ef\u6839\u636e\u9700\u6c42\u6dfb\u52a0\u5de5\u5177<\/span>\r\n    verbose<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span>\r\n<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_12\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>3\u3001\u4e3a\u4ee3\u7406\u521b\u5efa\u4efb\u52a1\u3002\u4f8b\u5982\u4e3a\u4e0a\u8ff0\u5e02\u573a\u5206\u6790\u5e08\u4ee3\u7406\u521b\u5efa\u4e00\u4e2a\u5206\u6790\u5e02\u573a\u8d8b\u52bf\u7684\u4efb\u52a1\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_13\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">from<\/span> crewai <span class=\"token keyword\">import<\/span> Task\r\n<span class=\"token comment\"># \u521b\u5efa\u4e00\u4e2a\u5e02\u573a\u8d8b\u52bf\u5206\u6790\u4efb\u52a1<\/span>\r\nmarket_task <span class=\"token operator\">=<\/span> Task<span class=\"token punctuation\">(<\/span>\r\n    descriptinotallow<span class=\"token operator\">=<\/span><span class=\"token string\">'\u5bf9\u5f53\u524d\u5e02\u573a\u7684\u4e3b\u8981\u8d8b\u52bf\u8fdb\u884c\u6df1\u5165\u5206\u6790\uff0c\u5305\u62ec\u5e02\u573a\u89c4\u6a21\u3001\u589e\u957f\u8d8b\u52bf\u3001\u7ade\u4e89\u683c\u5c40\u7b49\u65b9\u9762'<\/span><span class=\"token punctuation\">,<\/span>\r\n    agent<span class=\"token operator\">=<\/span>market_analyst\r\n<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_13\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>4\u3001\u5b9e\u4f8b\u5316\u56e2\u961f\u5e76\u91c7\u7528\u987a\u5e8f\u5904\u7406\u3002\u4f8b\u5982\u521b\u5efa\u4e00\u4e2a\u5305\u542b\u5e02\u573a\u5206\u6790\u5e08\u548c\u7b56\u7565\u5236\u5b9a\u8005\u7684\u56e2\u961f\uff0c\u5e76\u5206\u914d\u4efb\u52a1\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_14\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token keyword\">from<\/span> crewai <span class=\"token keyword\">import<\/span> Crew\r\n<span class=\"token comment\"># \u521b\u5efa\u4e00\u4e2a\u7b56\u7565\u5236\u5b9a\u8005\u4ee3\u7406<\/span>\r\nstrategy_maker <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\r\n    role<span class=\"token operator\">=<\/span><span class=\"token string\">'\u7b56\u7565\u5236\u5b9a\u8005'<\/span><span class=\"token punctuation\">,<\/span>\r\n    goal<span class=\"token operator\">=<\/span><span class=\"token string\">'\u6839\u636e\u5e02\u573a\u5206\u6790\u7ed3\u679c\u5236\u5b9a\u76f8\u5e94\u7684\u5e02\u573a\u7b56\u7565'<\/span><span class=\"token punctuation\">,<\/span>\r\n    backstory<span class=\"token operator\">=<\/span><span class=\"token string\">'\u64c5\u957f\u6839\u636e\u5e02\u573a\u60c5\u51b5\u5236\u5b9a\u6709\u6548\u7684\u7b56\u7565'<\/span><span class=\"token punctuation\">,<\/span>\r\n    tools<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    verbose<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n<span class=\"token comment\"># \u521b\u5efa\u4e00\u4e2a\u4efb\u52a1\uff0c\u8981\u6c42\u6839\u636e\u5e02\u573a\u5206\u6790\u7ed3\u679c\u5236\u5b9a\u7b56\u7565<\/span>\r\nstrategy_task <span class=\"token operator\">=<\/span> Task<span class=\"token punctuation\">(<\/span>\r\n    descriptinotallow<span class=\"token operator\">=<\/span><span class=\"token string\">'\u6839\u636e\u5e02\u573a\u5206\u6790\u5e08\u63d0\u4f9b\u7684\u5e02\u573a\u5206\u6790\u62a5\u544a\uff0c\u5236\u5b9a\u4e00\u5957\u5207\u5b9e\u53ef\u884c\u7684\u5e02\u573a\u7b56\u7565'<\/span><span class=\"token punctuation\">,<\/span>\r\n    agent<span class=\"token operator\">=<\/span>strategy_maker\r\n<span class=\"token punctuation\">)<\/span>\r\n<span class=\"token comment\"># \u5b9e\u4f8b\u5316\u56e2\u961f\uff0c\u8bbe\u7f6e\u4ee3\u7406\u548c\u4efb\u52a1\uff0c\u5e76\u6307\u5b9a\u987a\u5e8f\u5904\u7406<\/span>\r\ncrew <span class=\"token operator\">=<\/span> Crew<span class=\"token punctuation\">(<\/span>\r\n    agents<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>market_analyst<span class=\"token punctuation\">,<\/span> strategy_maker<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    tasks<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>market_task<span class=\"token punctuation\">,<\/span> strategy_task<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    verbose<span class=\"token operator\">=<\/span><span class=\"token number\">2<\/span>  <span class=\"token comment\"># \u53ef\u8bbe\u7f6e\u4e3a1\u62162\u4ee5\u83b7\u5f97\u4e0d\u540c\u7684\u65e5\u5fd7\u8bb0\u5f55\u7ea7\u522b<\/span>\r\n<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_14\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>5\u3001\u8ba9\u56e2\u961f\u5f00\u59cb\u5de5\u4f5c\uff0c\u6267\u884c\u4efb\u52a1\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_15\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># \u542f\u52a8\u56e2\u961f\u4efb\u52a1<\/span>\r\nresult <span class=\"token operator\">=<\/span> crew<span class=\"token punctuation\">.<\/span>kickoff<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_15\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4e0a\u8ff0\u4ee3\u7801\u4e2d\uff0c\u9996\u5148\u521b\u5efa\u4e86\u5e02\u573a\u5206\u6790\u5e08\u548c\u7b56\u7565\u5236\u5b9a\u8005\u4e24\u4e2a\u4ee3\u7406\uff0c\u5206\u522b\u8bbe\u7f6e\u4e86\u5b83\u4eec\u7684\u89d2\u8272\u3001\u76ee\u6807\u3001\u80cc\u666f\u6545\u4e8b\u7b49\u3002\u7136\u540e\u4e3a\u6bcf\u4e2a\u4ee3\u7406\u521b\u5efa\u4e86\u76f8\u5e94\u7684\u4efb\u52a1\u3002\u63a5\u7740\uff0c\u901a\u8fc7Crew\u5b9e\u4f8b\u5316\u4e86\u56e2\u961f\uff0c\u5c06\u4ee3\u7406\u548c\u4efb\u52a1\u6dfb\u52a0\u5230\u56e2\u961f\u4e2d\uff0c\u5e76\u8bbe\u7f6e\u4e86\u65e5\u5fd7\u8bb0\u5f55\u7ea7\u522b\u3002\u6700\u540e\uff0c\u4f7f\u7528kickoff\u65b9\u6cd5\u542f\u52a8\u56e2\u961f\u4efb\u52a1\uff0c\u6267\u884c\u4efb\u52a1\u5e76\u8f93\u51fa\u7ed3\u679c\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4f60\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\uff0c\u8fdb\u4e00\u6b65\u6269\u5c55\u548c\u4f18\u5316\u4ee3\u7801\uff0c\u4f8b\u5982\u6dfb\u52a0\u66f4\u591a\u7684\u4ee3\u7406\u548c\u4efb\u52a1\uff0c\u8c03\u6574\u4efb\u52a1\u7684\u5206\u914d\u548c\u6267\u884c\u987a\u5e8f\u7b49\uff0c\u4ee5\u5b9e\u73b0\u5404\u79cd\u590d\u6742\u7684\u534f\u4f5c\u4efb\u52a1 \u3002<\/p>\n<h3>6.3 \u5e94\u7528\u573a\u666f<\/h3>\n<p>CrewAI \u7684\u5e94\u7528\u573a\u666f\u4e30\u5bcc\u591a\u6837\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u4ee5\u4e0b\u573a\u666f\uff1a<\/p>\n<ul data-id=\"u738a58b-CCCEfEog\">\n<li data-id=\"ld70c578-OiqKrdrx\">\u6784\u5efa\u534f\u4f5c\u5f0f AI \u7cfb\u7edf\uff1a \u5982\u667a\u80fd\u5ba2\u670d\u56e2\u961f\uff0c\u4e0d\u540c\u7684\u4ee3\u7406\u53ef\u4ee5\u5206\u522b\u8d1f\u8d23\u4e0d\u540c\u9886\u57df\u7684\u95ee\u9898\u89e3\u7b54\uff0c\u534f\u540c\u5408\u4f5c\u4ee5\u63d0\u4f9b\u5168\u65b9\u4f4d\u7684\u670d\u52a1\uff1b\u591a\u667a\u80fd\u4f53\u7814\u7a76\u56e2\u961f\uff0c\u6a21\u62df\u548c\u4f18\u5316\u7814\u7a76\u56e2\u961f\u7684\u534f\u4f5c\u8fc7\u7a0b\uff0c\u63d0\u9ad8\u7814\u7a76\u6548\u7387 \u3002<\/li>\n<li data-id=\"ld70c578-KM1dr3pX\">\u9879\u76ee\u7ba1\u7406\uff1a \u6a21\u62df\u9879\u76ee\u7ba1\u7406\u56e2\u961f\uff0c\u4e0d\u540c\u7684\u4ee3\u7406\u53ef\u4ee5\u5904\u7406\u8c03\u5ea6\u3001\u8d44\u6e90\u5206\u914d\u548c\u98ce\u9669\u8bc4\u4f30\u7b49\u4efb\u52a1\uff0c\u5b9e\u73b0\u9879\u76ee\u7684\u9ad8\u6548\u7ba1\u7406\u3002<\/li>\n<li data-id=\"ld70c578-EsmBxFLm\">\u5185\u5bb9\u521b\u4f5c\uff1a \u591a\u4e2a\u4ee3\u7406\u5171\u540c\u5408\u4f5c\u8fdb\u884c\u5185\u5bb9\u521b\u4f5c\uff0c\u5305\u62ec\u7814\u7a76\u5458\u6536\u96c6\u8d44\u6599\u3001\u64b0\u7a3f\u4eba\u64b0\u5199\u5185\u5bb9\u3001\u7f16\u8f91\u8fdb\u884c\u5ba1\u6838\u548c\u4f18\u5316\u7b49\uff0c\u63d0\u9ad8\u5185\u5bb9\u521b\u4f5c\u7684\u8d28\u91cf\u548c\u6548\u7387\u3002<\/li>\n<li data-id=\"ld70c578-fuToXd1k\">\u6570\u636e\u5206\u6790\uff1a 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