{"id":15836,"date":"2024-12-18T12:01:31","date_gmt":"2024-12-18T04:01:31","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=15836"},"modified":"2024-12-18T12:08:09","modified_gmt":"2024-12-18T04:08:09","slug":"zaijian-langchaina","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/zaijian-langchaina\/","title":{"rendered":"\u518d\u89c1 LangChain\uff01Atomic Agents\u706b\u4e86\uff01"},"content":{"rendered":"<p>\u50cf<strong>LangChain<\/strong>\u3001<strong>CrewAI<\/strong>\u548c<strong>AutoGen<\/strong>\u8fd9\u6837\u7684\u6846\u67b6\u901a\u8fc7\u63d0\u4f9b\u6784\u5efa\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u9ad8\u7ea7\u62bd\u8c61\u800c\u5e7f\u53d7\u6b22\u8fce\u3002\u7136\u800c\uff0c\u5305\u62ec\u6211\u5728\u5185\u7684\u8bb8\u591a\u5f00\u53d1\u4eba\u5458\u90fd\u53d1\u73b0\uff0c\u8fd9\u4e9b\u5de5\u5177\u5f0a\u5927\u4e8e\u5229\uff0c\u5e38\u5e38\u7ed9\u5f00\u53d1\u8fc7\u7a0b\u5e26\u6765\u4e0d\u5fc5\u8981\u7684\u590d\u6742\u6027\u548c\u632b\u6298\u611f\u3002<\/p>\n<p>\u8fdb\u5165<strong>Atomic Agents<\/strong>&#8211;\u4e00\u4e2a\u6a21\u5757\u5316\u7684\u7cbe\u7b80\u6846\u67b6\uff0c\u65e8\u5728\u6d88\u9664\u4e0e\u73b0\u6709\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u5de5\u5177\u76f8\u5173\u7684\u9ebb\u70e6\u3002Atomic Agents \u57fa\u4e8e\u53ef\u9760\u7684\u7f16\u7a0b\u8303\u5f0f\uff0c\u5982 <strong>Input\u2013Process\u2013Output\uff08IPO\uff09\u6a21\u578b<\/strong>\u548c<strong>\u539f\u5b50\u6027<\/strong>\u6982\u5ff5\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u4ee5\u7b80\u5355\u6027\u3001\u7075\u6d3b\u6027\u548c\u5f00\u53d1\u8005\u63a7\u5236\u4e3a\u4f18\u5148\u8003\u8651\u7684\u5168\u65b0\u65b9\u6cd5\u3002<\/p>\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8 Atomic Agents \u7684\u521b\u5efa\u539f\u56e0\u3001\u5b83\u6240\u91c7\u7528\u7684\u7f16\u7a0b\u8303\u5f0f\u4ee5\u53ca\u5b83\u5982\u4f55\u5728\u4f17\u591a\u4ea7\u54c1\u4e2d\u8131\u9896\u800c\u51fa\u3002\u7ed3\u5408\u4ee3\u7801\u793a\u4f8b\u548c\u5b9e\u9645\u793a\u4f8b\uff0c\u4e00\u8d77\u6df1\u5165\u4e86\u89e3 Atomic Agents\u3002\u5982\u679c\u4f60\u4e5f\u4e00\u5ea6\u89c9\u5f97 LangChain \u592a\u590d\u6742\u4e86\uff0c\u4e0b\u9762\u6211\u4eec\u4e00\u8d77\u770b\u4e00\u770b\u5427\uff5e<\/p>\n<h2>\u73b0\u6709\u4eba\u5de5\u667a\u80fd\u6846\u67b6\u7684\u95ee\u9898<\/h2>\n<p>\u5f53\u6211\u7b2c\u4e00\u6b21\u5f00\u59cb\u5c1d\u8bd5\u4f7f\u7528<strong>LangChain<\/strong>\u65f6\uff0c\u6211\u5bf9\u5b83\u7b80\u5316\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u5f00\u53d1\u975e\u5e38\u611f\u5174\u8da3\u3002\u7136\u800c\uff0c\u5b9e\u9645\u4e0a\u5e76\u975e\u5982\u6b64\u7b80\u5355\u3002<\/p>\n<p>\u9664\u4e86\u5404\u79cd\u9519\u4e2d\u590d\u6742\u7684\u7c7b\u548c\u65b9\u6cd5\uff0cLangChain\u7684\u5f00\u53d1\u8005\u4f3c\u4e4e\u5e76\u4e0d\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u6240\u9762\u4e34\u7684\u5b9e\u9645\u6311\u6218\uff0c\u6216\u8bb8\u4ed6\u4eec\u66f4\u770b\u91cd\u7684\u662f\u7406\u8bba\u4e0a\u7684\u4f18\u96c5\u800c\u975e\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u53ef\u7528\u6027\u3002\u8fc7\u5ea6\u7684\u62bd\u8c61\u4e0d\u4ec5\u589e\u52a0\u4e86\u5f00\u53d1\u96be\u5ea6\uff0c\u8fd8\u8ba9\u5f00\u53d1\u53d8\u5f97\u4e0d\u900f\u660e\u3002<\/p>\n<h2>CrewAI \u548c AutoGen \u4e2d\u7684\u9b54\u6cd5\u5e7b\u89c9<\/h2>\n<p>\u540c\u6837\uff0c<strong>CrewAI<\/strong>\u548c<strong>AutoGen<\/strong>\u7b49\u6846\u67b6\u4e5f\u8bd5\u56fe\u901a\u8fc7\u81ea\u52a8\u5316\u590d\u6742\u4efb\u52a1\u6765\u63d0\u4f9b \u201c\u795e\u5947 \u201d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u90e8\u7f72\u6210\u7fa4\u7684\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u6765\u81ea\u4e3b\u5904\u7406\u4e00\u5207\u4e8b\u52a1\u7684\u60f3\u6cd5\u5f88\u8bf1\u4eba\uff0c\u4f46\u5728\u5b9e\u8df5\u4e2d\uff0c\u8fd9\u4e9b\u5de5\u5177\u5f80\u5f80\u4e00\u534a\u7684\u65f6\u95f4\u90fd\u65e0\u6cd5\u6b63\u5e38\u5de5\u4f5c\u3002\u5b83\u4eec\u7684\u627f\u8bfa\u8fc7\u9ad8\uff0c\u800c\u5b9e\u9645\u6548\u679c\u5374\u4e0d\u5c3d\u5982\u4eba\u610f\uff0c\u8ba9\u5f00\u53d1\u4eba\u5458\u75b2\u4e8e\u5e94\u5bf9\u4e0d\u53ef\u9884\u6d4b\u7684\u884c\u4e3a\u548c\u7f3a\u4e4f\u63a7\u5236\u7684\u95ee\u9898\u3002<\/p>\n<p>\u8fd9\u4e9b\u6846\u67b6\u6a21\u7cca\u4e86\u5e95\u5c42\u6d41\u7a0b\uff0c\u4f7f\u5f97\u8c03\u8bd5\u6216\u5b9a\u5236\u529f\u80fd\u53d8\u5f97\u56f0\u96be\u3002\u7ed3\u679c\u5c31\u662f\uff0c\u8fd9\u4e9b\u5de5\u5177\u66f4\u50cf\u662f\u4e00\u4e2a\u9ed1\u76d2\u5b50\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u6709\u7528\u7684\u6846\u67b6&#8211;\u5728\u5f00\u53d1\u9700\u8981\u53ef\u9760\u548c\u53ef\u7ef4\u62a4\u6027\u7684\u5e94\u7528\u7a0b\u5e8f\u65f6\uff0c\u8fd9\u79cd\u60c5\u51b5\u5e76\u4e0d\u7406\u60f3\u3002<\/p>\n<h2>\u8fc7\u5ea6\u627f\u8bfa\u529f\u80fd\uff1a\u5e38\u89c1\u95ee\u9898<\/h2>\n<p>\u8fd9\u4e9b\u6846\u67b6\u7ecf\u5e38\u51fa\u73b0\u7684\u4e00\u4e2a\u95ee\u9898\u662f\u503e\u5411\u4e8e<strong>\u8fc7\u5ea6\u627f\u8bfa\u529f\u80fd<\/strong>\u3002\u4e00\u4e9b\u516c\u53f8\u548c\u5de5\u5177\u58f0\u79f0\u53ef\u4ee5\u63d0\u4f9b\u63a5\u8fd1AGI\uff08\u4eba\u5de5\u901a\u7528\u667a\u80fd\uff09\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5982\u679c\u4f60\u6709\u957f\u65f6\u95f4\u4ece\u4e8b\u4eba\u5de5\u667a\u80fd\u9886\u57df\u76f8\u5173\u5de5\u4f5c\uff0c\u4f60\u5c31\u4f1a\u53d1\u73b0\uff0c\u6211\u4eec\u8fd8\u6ca1\u6709\u8fbe\u5230\u90a3\u4e2a\u6c34\u5e73\u3002\u7092\u4f5c\u5f80\u5f80\u4f1a\u5bfc\u81f4\u4e0d\u5207\u5b9e\u9645\u7684\u671f\u671b\uff0c\u800c\u5f53\u8fd9\u4e9b\u5de5\u5177\u4e0d\u53ef\u907f\u514d\u5730\u51fa\u73b0\u4e0d\u8db3\u65f6\uff0c\u5f00\u53d1\u4eba\u5458\u5c31\u4e0d\u5f97\u4e0d\u9762\u5bf9\u540e\u679c\u3002<\/p>\n<h2>\u9700\u8981\u66f4\u597d\u7684\u65b9\u6cd5<\/h2>\n<p>\u5728\u4e0e\u8fd9\u4e9b\u632b\u6298\u640f\u6597\u4e4b\u540e\uff0c\u6211\u4eec\u6e05\u695a\u5730\u8ba4\u8bc6\u5230\uff0c\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u8fd9\u6837\u7684\u6846\u67b6\uff1a<strong>\u6d88\u9664\u4e0d\u5fc5\u8981\u7684\u590d\u6742\u6027<\/strong>\u548c\u62bd\u8c61\u5c42\uff1a<\/p>\n<ul>\n<li><strong>\u6d88\u9664\u4e0d\u5fc5\u8981\u7684\u590d\u6742\u6027<\/strong>\u548c\u62bd\u8c61\u5c42\u3002<\/li>\n<li><strong>\u4e3a\u5f00\u53d1\u4eba\u5458\u63d0\u4f9b\u5168\u9762\u63a7\u5236<\/strong>\uff0c\u800c\u4e0d\u4f1a\u5c06\u5173\u952e\u529f\u80fd\u9690\u85cf\u5728\u4e0d\u900f\u660e\u7684\u63a5\u53e3\u4e4b\u540e\u3002<\/li>\n<li><strong>\u9075\u5faa\u53ef\u9760\u3001\u4e45\u7ecf\u8003\u9a8c\u7684\u7f16\u7a0b\u8303\u5f0f<\/strong>\uff0c\u63d0\u9ad8\u53ef\u7ef4\u62a4\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002<\/li>\n<li><strong>\u7531\u5f00\u53d1\u4eba\u5458\u6784\u5efa\uff0c\u9762\u5411\u5f00\u53d1\u4eba\u5458<\/strong>\uff0c\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u4e2d\u9762\u4e34\u7684\u5b9e\u9645\u6311\u6218\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u8ba4\u8bc6\u4fc3\u6210\u4e86<strong>Atomic Agents<\/strong>\u7684\u8bde\u751f\u3002<\/p>\n<h2>Atomic Agents\u4ecb\u7ecd<\/h2>\n<div style=\"width: 1046px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/ba8b42e7d38e95d.jpg\" alt=\"\" width=\"1036\" height=\"614\" \/><p class=\"wp-caption-text\">Atomic Agents Logo<\/p><\/div>\n<p><strong>Atomic Agents<\/strong>\u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u65e8\u5728\u5c3d\u53ef\u80fd\u505a\u5230\u8f7b\u91cf\u7ea7\u3001\u6a21\u5757\u5316\u548c\u53ef\u7ec4\u5408\u3002\u5b83\u9075\u5faa<strong>\u8f93\u5165-\u5904\u7406-\u8f93\u51fa\uff08IPO\uff09\u6a21\u578b<\/strong>\u548c<strong>\u539f\u5b50\u6027<\/strong>\u7684\u539f\u5219\uff0c\u786e\u4fdd\u6bcf\u4e2a\u7ec4\u4ef6\u90fd\u662f\u5355\u4e00\u7528\u9014\u3001\u53ef\u91cd\u7528\u548c\u53ef\u4e92\u6362\u7684\u3002<\/p>\n<h2>Atomic Agents\u4e3a\u4f55\u5b58\u5728\uff1f<\/h2>\n<p><strong>Atomic Agents<\/strong> \u7684\u8bde\u751f\u662f\u4e3a\u4e86\u5f25\u8865\u73b0\u6709\u6846\u67b6\u7684\u4e0d\u8db3\u3002\u5b83\u7684\u76ee\u6807\u662f<\/p>\n<ul>\n<li>\u901a\u8fc7\u63d0\u4f9b\u6e05\u6670\u3001\u53ef\u7ba1\u7406\u7684\u7ec4\u4ef6\uff0c<strong>\u7b80\u5316\u4eba\u5de5\u667a\u80fd\u5f00\u53d1<\/strong>\u3002<\/li>\n<li><strong>\u6d88\u9664\u56f0\u6270\u5176\u4ed6\u6846\u67b6\u7684\u591a\u4f59\u590d\u6742\u6027<\/strong>\u548c\u4e0d\u5fc5\u8981\u7684\u62bd\u8c61\u3002<\/li>\n<li><strong>\u4fc3\u8fdb\u7075\u6d3b\u6027\u548c\u4e00\u81f4\u6027<\/strong>\uff0c\u8ba9\u5f00\u53d1\u4eba\u5458\u4e13\u6ce8\u4e8e\u6784\u5efa\u6709\u6548\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\uff0c\u800c\u4e0d\u662f\u4e0e\u6846\u67b6\u672c\u8eab\u7ea0\u7f20\u4e0d\u6e05\u3002<\/li>\n<li><strong>\u9f13\u52b1\u6700\u4f73\u5b9e\u8df5<\/strong>\uff0c\u9f13\u52b1\u5f00\u53d1\u4eba\u5458\u91c7\u7528\u6a21\u5757\u5316\u3001\u53ef\u7ef4\u62a4\u7684\u4ee3\u7801\u7ed3\u6784\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u575a\u6301\u8fd9\u4e9b\u539f\u5219\uff0cAtomic Agents \u8ba9\u5f00\u53d1\u4eba\u5458\u80fd\u591f\u6784\u5efa\u65e2\u5f3a\u5927\u53c8\u6613\u4e8e\u7ba1\u7406\u7684\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u548c\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n<h2>Atomic Agents\u80cc\u540e\u7684\u7f16\u7a0b\u8303\u5f0f<\/h2>\n<h3>Input\u2013Process\u2013Output\uff08IPO\uff09\u6a21\u578b<\/h3>\n<p>Atomic Agents\u7684\u6838\u5fc3\u662f<strong>Input\u2013Process\u2013Output\uff08IPO\uff09\u6a21\u578b<\/strong>\uff0c\u8fd9\u662f\u4e00\u79cd\u57fa\u672c\u7684\u7f16\u7a0b\u8303\u5f0f\uff0c\u5b83\u5c06\u7a0b\u5e8f\u7ed3\u6784\u5206\u4e3a\u4e09\u4e2a\u4e0d\u540c\u7684\u9636\u6bb5\uff1a<\/p>\n<ol>\n<li><strong>Input<\/strong>\uff1a\u4ece\u7528\u6237\u6216\u5176\u4ed6\u7cfb\u7edf\u63a5\u6536\u6570\u636e\u3002<\/li>\n<li><strong>Process<\/strong>\uff1a\u5bf9\u6570\u636e\u8fdb\u884c\u5904\u7406\u6216\u8f6c\u6362\u3002<\/li>\n<li><strong>Output<\/strong>\uff1a\u5904\u7406\u540e\u7684\u6570\u636e\u4f5c\u4e3a\u7ed3\u679c\u5448\u73b0\u3002<\/li>\n<\/ol>\n<p>\u8fd9\u79cd\u6a21\u578b\u6e05\u6670\u7b80\u6d01\uff0c\u66f4\u5bb9\u6613\u7406\u89e3\u548c\u7ba1\u7406\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u6570\u636e\u6d41\u3002<\/p>\n<p>\u5728Atomic Agents\u4e2d\uff0c\u8fd9\u53ef\u4ee5\u8f6c\u5316\u4e3a<\/p>\n<ul>\n<li><strong>Input Schemas\uff08\u8f93\u5165\u6a21\u5f0f\uff09<\/strong>\uff1a\u4f7f\u7528 Pydantic \u5b9a\u4e49\u8f93\u5165\u6570\u636e\u7684\u7ed3\u6784\u548c\u9a8c\u8bc1\u89c4\u5219\u3002<\/li>\n<li><strong>Processing Components\uff08\u5904\u7406\u7ec4\u4ef6\uff09<\/strong>\uff1a\u5bf9\u6570\u636e\u6267\u884c\u64cd\u4f5c\u7684\u4ee3\u7406\u548c\u5de5\u5177\u3002<\/li>\n<li><strong>Output Schemas\uff08\u8f93\u51fa\u65b9\u6848\uff09<\/strong>\uff1a\u786e\u4fdd\u7ed3\u679c\u5728\u8fd4\u56de\u524d\u7ecf\u8fc7\u7ed3\u6784\u5316\u548c\u9a8c\u8bc1\u3002<\/li>\n<\/ul>\n<h3>\u539f\u5b50\u6027\uff1a\u529f\u80fd\u6784\u4ef6<\/h3>\n<p><strong>\u539f\u5b50\u6027<\/strong>\u7684\u6982\u5ff5\u662f\u5c06\u590d\u6742\u7684\u7cfb\u7edf\u5206\u89e3\u6210\u6700\u5c0f\u7684\u529f\u80fd\u90e8\u5206\u6216 \u201c\u539f\u5b50\u201d\u3002\u6bcf\u4e2a\u539f\u5b50<\/p>\n<ul>\n<li><strong>\u5177\u6709\u5355\u4e00\u8d23\u4efb<\/strong>\uff0c\u4f7f\u5176\u66f4\u6613\u4e8e\u7406\u89e3\u548c\u7ef4\u62a4\u3002<\/li>\n<li><strong>\u53ef\u91cd\u590d\u4f7f\u7528<\/strong>\uff0c\u5141\u8bb8\u5728\u5e94\u7528\u7a0b\u5e8f\u7684\u4e0d\u540c\u90e8\u5206\u751a\u81f3\u4e0d\u540c\u9879\u76ee\u4e2d\u4f7f\u7528\u7ec4\u4ef6\u3002<\/li>\n<li>\u53ef\u4e0e\u5176\u4ed6\u539f\u5b50\u7ec4\u4ef6\u7ec4\u5408\uff0c\u6784\u5efa\u66f4\u590d\u6742\u7684\u529f\u80fd\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u4e13\u6ce8\u4e8e\u539f\u5b50\u7ec4\u4ef6\uff0cAtomic Agents \u4fc3\u8fdb\u4e86\u6a21\u5757\u5316\u67b6\u6784\uff0c\u63d0\u9ad8\u4e86\u7075\u6d3b\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<h2>Atomic Agents\u5982\u4f55\u5de5\u4f5c<\/h2>\n<h3>\u7ec4\u6210\u90e8\u5206<\/h3>\n<p>\u5728Atomic Agents\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7531\u51e0\u4e2a\u5173\u952e\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n<ul>\n<li><strong>\u7cfb\u7edf\u63d0\u793a<\/strong>\uff1a\u5b9a\u4e49\u4ee3\u7406\u7684\u884c\u4e3a\u548c\u76ee\u7684\u3002<\/li>\n<li><strong>\u8f93\u5165\u6a21\u5f0f<\/strong>\uff1a\u6307\u5b9a\u8f93\u5165\u6570\u636e\u7684\u9884\u671f\u7ed3\u6784\u3002<\/li>\n<li><strong>\u8f93\u51fa\u6a21\u5f0f<\/strong>\uff1a\u5b9a\u4e49\u8f93\u51fa\u6570\u636e\u7684\u7ed3\u6784\u3002<\/li>\n<li><strong>\u5185\u5b58<\/strong>\uff1a\u5b58\u50a8\u5bf9\u8bdd\u5386\u53f2\u6216\u72b6\u6001\u4fe1\u606f\u3002<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7a0b\u5e8f<\/strong>\uff1a\u5728\u8fd0\u884c\u65f6\u5411\u7cfb\u7edf\u63d0\u793a\u6ce8\u5165\u52a8\u6001\u4e0a\u4e0b\u6587\u3002<\/li>\n<li><strong>\u5de5\u5177<\/strong>\uff1a\u4ee3\u7406\u53ef\u4f7f\u7528\u7684\u5916\u90e8\u529f\u80fd\u6216\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u3002<\/li>\n<\/ul>\n<p>\u6bcf\u4e2a\u7ec4\u4ef6\u7684\u8bbe\u8ba1\u90fd\u662f\u6a21\u5757\u5316\u548c\u53ef\u4e92\u6362\u7684\uff0c\u5e76\u9075\u5faa\u5173\u6ce8\u70b9\u5206\u79bb\u548c\u5355\u4e00\u8d23\u4efb\u7684\u539f\u5219\u3002<\/p>\n<h3>\u6a21\u5757\u5316\u548c\u53ef\u7ec4\u5408\u6027<\/h3>\n<p>\u6a21\u5757\u5316\u662fAtomic Agents\u7684\u6838\u5fc3\u3002\u901a\u8fc7\u5c06\u7ec4\u4ef6\u8bbe\u8ba1\u6210\u81ea\u6210\u4e00\u4f53\u5e76\u4e13\u6ce8\u4e8e\u5355\u4e00\u4efb\u52a1\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5<\/p>\n<ul>\n<li><strong>\u66f4\u6362\u5de5\u5177\u6216\u4ee3\u7406<\/strong>\uff0c\u800c\u4e0d\u4f1a\u5f71\u54cd\u7cfb\u7edf\u7684\u5176\u4ed6\u90e8\u5206\u3002<\/li>\n<li><strong>\u5fae\u8c03\u5355\u4e2a\u7ec4\u4ef6<\/strong>\uff0c\u5982\u7cfb\u7edf\u63d0\u793a\u6216\u6a21\u5f0f\uff0c\u800c\u4e0d\u4f1a\u4ea7\u751f\u610f\u60f3\u4e0d\u5230\u7684\u526f\u4f5c\u7528\u3002<\/li>\n<li>\u901a\u8fc7\u8c03\u6574\u8f93\u5165\u548c\u8f93\u51fa\u6a21\u5f0f\uff0c\u5c06<strong>\u4ee3\u7406\u548c\u5de5\u5177<\/strong>\u65e0\u7f1d\u5730\u4e32\u8054\u8d77\u6765\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u6a21\u5757\u5316\u65b9\u6cd5\u4e0d\u4ec5\u4f7f\u5f00\u53d1\u66f4\u6613\u4e8e\u7ba1\u7406\uff0c\u8fd8\u589e\u5f3a\u4e86\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u7684\u53ef\u7ef4\u62a4\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<h3>\u63d0\u4f9b\u4e0a\u4e0b\u6587\uff1a\u589e\u5f3a\u7075\u6d3b\u6027<\/h3>\n<p><strong>\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7a0b\u5e8f<\/strong>\u5141\u8bb8\u4ee3\u7406\u5728\u7cfb\u7edf\u63d0\u793a\u4e2d\u5305\u542b\u52a8\u6001\u6570\u636e\uff0c\u5e76\u6839\u636e\u6700\u65b0\u4fe1\u606f\u52a0\u5f3a\u54cd\u5e94\u3002<\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong><\/p>\n<pre>from\u00a0atomic_agents.lib.components.system_prompt_generator\u00a0import\u00a0SystemPromptContextProviderBase\r\n\r\nclass\u00a0SearchResultsProvider(SystemPromptContextProviderBase):\r\ndef\u00a0__init__(self,\u00a0title:\u00a0str,\u00a0search_results:\u00a0List[str]):\r\nsuper().__init__(title=title)\r\nself.search_results\u00a0=\u00a0search_results\r\ndef\u00a0get_info(self)\u00a0-&gt;\u00a0str:\r\nreturn\u00a0\"n\".join(self.search_results)\r\n#\u00a0\u5411\u4ee3\u7406\u6ce8\u518c\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7a0b\u5e8f\r\nagent.register_context_provider(\"search_results\",\u00a0search_results_provider)<\/pre>\n<p>\u901a\u8fc7\u5c06\u5b9e\u65f6\u6570\u636e\u6ce8\u5165\u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\uff0c\u60a8\u53ef\u4ee5\u521b\u5efa\u66f4\u52a8\u6001\u3001\u53cd\u5e94\u66f4\u7075\u654f\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u3002<\/p>\n<h3>\u6a21\u5f0f\u548c\u4ee3\u7406\u7684\u94fe\u5f0f\u8fde\u63a5<\/h3>\n<p>Atomic Agents \u901a\u8fc7\u8c03\u6574\u8f93\u5165\u548c\u8f93\u51fa\u6a21\u5f0f\uff0c\u7b80\u5316\u4e86\u4ee3\u7406\u548c\u5de5\u5177\u7684\u94fe\u5f0f\u8fde\u63a5\u8fc7\u7a0b\u3002<\/p>\n<p><strong>\u793a\u4f8b\uff1a<\/strong> \u5047\u8bbe\u4f60\u6709\u4e00\u4e2a\u67e5\u8be2\u751f\u6210\u4ee3\u7406\u548c\u4e00\u4e2a\u7f51\u7edc\u641c\u7d22\u5de5\u5177\u3002\u901a\u8fc7\u8bbe\u7f6e\u67e5\u8be2\u4ee3\u7406\u7684\u8f93\u51fa\u6a21\u5f0f\uff0c\u4f7f\u5176\u4e0e\u641c\u7d22\u5de5\u5177\u7684\u8f93\u5165\u6a21\u5f0f\u76f8\u5339\u914d\uff0c\u5c31\u53ef\u4ee5\u76f4\u63a5\u5c06\u5b83\u4eec\u4e32\u8054\u8d77\u6765\u3002<\/p>\n<pre>from\u00a0web_search_agent.tools.searxng_search\u00a0import\u00a0SearxNGSearchTool\r\n\r\n#\u00a0Initialize\u00a0the\u00a0query\u00a0agent\r\nquery_agent\u00a0=\u00a0BaseAgent(\r\nBaseAgentConfig(\r\n#\u00a0...\u00a0other\u00a0configurations\u00a0...\r\noutput_schema=SearxNGSearchTool.input_schema,\u00a0\u00a0#\u00a0Align\u00a0output\u00a0schema\r\n)\r\n)<\/pre>\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u63d0\u9ad8\u4e86\u53ef\u91cd\u7528\u6027\u548c\u7075\u6d3b\u6027\uff0c\u53ef\u4ee5\u8f7b\u677e\u66f4\u6362\u7ec4\u4ef6\u6216\u6269\u5c55\u529f\u80fd\u3002<\/p>\n<h2>Atomic Agents\u4f18\u4e8e\u5176\u4ed6\u4ea7\u54c1\u7684\u539f\u56e0<\/h2>\n<h3>\u6d88\u9664\u4e0d\u5fc5\u8981\u7684\u590d\u6742\u6027<\/h3>\n<p>\u4e0e\u5f15\u5165\u591a\u5c42\u62bd\u8c61\u7684\u6846\u67b6\u4e0d\u540c\uff0cAtomic Agents \u4fdd\u6301\u4e86\u7b80\u5355\u660e\u4e86\u3002\u6bcf\u4e2a\u7ec4\u4ef6\u90fd\u6709\u660e\u786e\u7684\u76ee\u7684\uff0c\u6ca1\u6709\u9690\u85cf\u7684\u9b54\u6cd5\u9700\u8981\u7834\u89e3\u3002<\/p>\n<ul>\n<li><strong>\u900f\u660e\u67b6\u6784<\/strong>\uff1a\u60a8\u53ef\u4ee5\u5b8c\u5168\u4e86\u89e3\u6570\u636e\u662f\u5982\u4f55\u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d\u6d41\u52a8\u7684\u3002<\/li>\n<li><strong>\u8c03\u8bd5\u66f4\u5bb9\u6613<\/strong>\uff1a\u7531\u4e8e\u590d\u6742\u6027\u964d\u4f4e\uff0c\u8bc6\u522b\u548c\u4fee\u590d\u95ee\u9898\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002<\/li>\n<li><strong>\u964d\u4f4e\u5b66\u4e60\u66f2\u7ebf<\/strong>\uff1a\u5f00\u53d1\u4eba\u5458\u65e0\u9700\u4e86\u89e3\u590d\u6742\u7684\u62bd\u8c61\u6982\u5ff5\uff0c\u5373\u53ef\u5feb\u901f\u4e0a\u624b\u3002<\/li>\n<\/ul>\n<h3>\u7531\u5f00\u53d1\u4eba\u5458\u6253\u9020\uff0c\u4e3a\u5f00\u53d1\u4eba\u5458\u670d\u52a1<\/h3>\n<p>Atomic Agents \u7684\u8bbe\u8ba1\u8003\u8651\u5230\u4e86\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u5f00\u53d1\u6311\u6218\u3002\u5b83\u91c7\u7528\u4e45\u7ecf\u8003\u9a8c\u7684\u7f16\u7a0b\u8303\u5f0f\uff0c\u5e76\u4f18\u5148\u8003\u8651\u5f00\u53d1\u4eba\u5458\u7684\u7ecf\u9a8c\u3002<\/p>\n<ul>\n<li><strong>\u575a\u5b9e\u7684\u7f16\u7a0b\u57fa\u7840<\/strong>\uff1a\u901a\u8fc7\u9075\u5faa IPO \u6a21\u578b\u548c\u539f\u5b50\u6027\uff0c\u8be5\u6846\u67b6\u9f13\u52b1\u6700\u4f73\u5b9e\u8df5\u3002<\/li>\n<li><strong>\u7075\u6d3b\u6027\u548c\u63a7\u5236<\/strong>\uff1a\u5f00\u53d1\u4eba\u5458\u53ef\u6839\u636e\u9700\u8981\u81ea\u7531\u5b9a\u5236\u548c\u6269\u5c55\u7ec4\u4ef6\u3002<\/li>\n<li><strong>\u793e\u533a\u9a71\u52a8<\/strong>\uff1a\u4f5c\u4e3a\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u9080\u8bf7\u5f00\u53d1\u8005\u793e\u533a\u63d0\u4f9b\u8d21\u732e\u548c\u534f\u4f5c\u3002<\/li>\n<\/ul>\n<h3>\u72ec\u7acb\u548c\u53ef\u91cd\u590d\u4f7f\u7528\u7684\u7ec4\u4ef6<\/h3>\n<p>Atomic Agents \u7684\u6bcf\u4e2a\u90e8\u5206\u90fd\u53ef\u4ee5\u72ec\u7acb\u8fd0\u884c\uff0c\u4ece\u800c\u4fc3\u8fdb\u4e86\u53ef\u91cd\u7528\u6027\u548c\u6a21\u5757\u5316\u3002<\/p>\n<ul>\n<li><strong>\u53ef\u9694\u79bb\u6d4b\u8bd5<\/strong>\uff1a\u7ec4\u4ef6\u53ef\u5355\u72ec\u6d4b\u8bd5\uff0c\u786e\u4fdd\u96c6\u6210\u524d\u7684\u53ef\u9760\u6027\u3002<\/li>\n<li><strong>\u53ef\u8de8\u9879\u76ee\u91cd\u7528<\/strong>\uff1a\u539f\u5b50\u7ec4\u4ef6\u53ef\u7528\u4e8e\u4e0d\u540c\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u8282\u7701\u5f00\u53d1\u65f6\u95f4\u3002<\/li>\n<li><strong>\u66f4\u6613\u4e8e\u7ef4\u62a4<\/strong>\uff1a\u9694\u79bb\u529f\u80fd\u53ef\u51cf\u5c11\u53d8\u66f4\u7684\u5f71\u54cd\uff0c\u7b80\u5316\u66f4\u65b0\u3002<\/li>\n<\/ul>\n<h2>\u6784\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u4eba\u5de5\u667a\u80fd\u4ee3\u7406<\/h2>\n<p>\u6211\u4eec\u5c06\u6784\u5efa\u4e00\u4e2a\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\uff0c\u5b83\u80fd\u54cd\u5e94\u7528\u6237\u8be2\u95ee\u5e76\u63d0\u51fa\u540e\u7eed\u95ee\u9898\u3002<\/p>\n<h3><strong>\u7b2c 1 \u6b65\uff1a\u5b9a\u4e49\u81ea\u5b9a\u4e49\u8f93\u5165\u548c\u8f93\u51fa\u6a21\u5f0f<\/strong><\/h3>\n<pre>from\u00a0pydantic\u00a0import\u00a0BaseModel,\u00a0Field from\u00a0typing\u00a0import\u00a0List from\u00a0atomic_agents.agents.base_agent\u00a0import\u00a0BaseIOSchema\r\n\r\nclass\u00a0CustomInputSchema(BaseIOSchema):\r\nchat_message:\u00a0str\u00a0=\u00a0Field(...,\u00a0description=\"The\u00a0user's\u00a0input\u00a0message.\")\r\n\r\nclass\u00a0CustomOutputSchema(BaseIOSchema):\r\nchat_message:\u00a0str\u00a0=\u00a0Field(...,\u00a0description=\"The\u00a0agent's\u00a0response\u00a0message.\")\r\nsuggested_questions:\u00a0List[str]\u00a0=\u00a0Field(...,\u00a0description=\"Suggested\u00a0follow-up\u00a0questions.\")<\/pre>\n<h3><strong>\u7b2c 2 \u6b65\uff1a\u8bbe\u7f6e\u7cfb\u7edf\u63d0\u793a<\/strong><\/h3>\n<pre>from\u00a0atomic_agents.lib.components.system_prompt_generator\u00a0import\u00a0SystemPromptGenerator\r\n\r\nsystem_prompt_generator\u00a0=\u00a0SystemPromptGenerator(\r\nbackground=[\r\n\"You\u00a0are\u00a0a\u00a0knowledgeable\u00a0assistant\u00a0that\u00a0provides\u00a0helpful\u00a0information\u00a0and\u00a0suggests\u00a0follow-up\u00a0questions.\"\r\n],\r\nsteps=[\r\n\"Analyze\u00a0the\u00a0user's\u00a0input\u00a0to\u00a0understand\u00a0the\u00a0context\u00a0and\u00a0intent.\",\r\n\"Provide\u00a0a\u00a0relevant\u00a0and\u00a0informative\u00a0response.\",\r\n\"Generate\u00a03\u00a0suggested\u00a0follow-up\u00a0questions.\"\r\n],\r\noutput_instructions=[\r\n\"Ensure\u00a0clarity\u00a0and\u00a0conciseness\u00a0in\u00a0your\u00a0response.\",\r\n\"Conclude\u00a0with\u00a03\u00a0relevant\u00a0suggested\u00a0questions.\"\r\n]\r\n)<\/pre>\n<h3><strong>\u7b2c 3 \u6b65\uff1a\u521d\u59cb\u5316\u4ee3\u7406<\/strong><\/h3>\n<pre>from\u00a0atomic_agents.agents.base_agent\u00a0import\u00a0BaseAgent,\u00a0BaseAgentConfig\r\nimport\u00a0<a href=\"https:\/\/www.kdjingpai.com\/en\/instructor\/\">instructor<\/a>\r\nimport\u00a0openai\r\n\r\n#\u00a0Initialize\u00a0the\u00a0agent\r\nagent\u00a0=\u00a0BaseAgent(\r\nconfig=BaseAgentConfig(\r\nclient=instructor.from_openai(openai.OpenAI(api_key='YOUR_OPENAI_API_KEY')),\r\nmodel=\"gpt-4\",\r\nsystem_prompt_generator=system_prompt_generator,\r\ninput_schema=CustomInputSchema,\r\noutput_schema=CustomOutputSchema\r\n)\r\n)<\/pre>\n<h3><strong>\u7b2c 4 \u6b65\uff1a\u4f7f\u7528\u4ee3\u7406<\/strong><\/h3>\n<pre>user_input\u00a0=\u00a0\"Can\u00a0you\u00a0explain\u00a0the\u00a0benefits\u00a0of\u00a0using\u00a0Atomic\u00a0Agents?\" input_data\u00a0=\u00a0CustomInputSchema(chat_message=user_input) response\u00a0=\u00a0agent.run(input_data)\r\n\r\nprint(f\"Agent:\u00a0{response.chat_message}\")\r\nprint(\"Suggested\u00a0questions:\")\r\nfor\u00a0question\u00a0in\u00a0response.suggested_questions:\r\nprint(f\"-\u00a0{question}\")<\/pre>\n<h3><strong>\u9884\u671f\u8f93\u51fa\uff1a<\/strong><\/h3>\n<pre><code>Agent:\u00a0Atomic\u00a0Agents\u00a0simplifies\u00a0AI\u00a0development\u00a0by\u00a0providing\u00a0modular,\u00a0reusable\u00a0components\u00a0based\u00a0on\u00a0solid\u00a0programming\u00a0paradigms\u00a0like\u00a0the\u00a0IPO\u00a0model\u00a0and\u00a0atomicity.\r\nSuggested\u00a0questions:\r\n-\u00a0How\u00a0does\u00a0Atomic\u00a0Agents\u00a0compare\u00a0to\u00a0other\u00a0AI\u00a0frameworks?\r\n-\u00a0Can\u00a0you\u00a0provide\u00a0an\u00a0example\u00a0of\u00a0building\u00a0an\u00a0agent\u00a0with\u00a0Atomic\u00a0Agents?\r\n-\u00a0What\u00a0are\u00a0the\u00a0key\u00a0features\u00a0of\u00a0Atomic\u00a0Agents\u00a0that\u00a0enhance\u00a0productivity?\r\n<\/code><\/pre>\n<h2>\u6574\u5408\u5de5\u5177\u548c\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7a0b\u5e8f<\/h2>\n<p>\u5047\u8bbe\u6211\u4eec\u60f3\u8ba9\u4ee3\u7406\u6839\u636e\u7528\u6237\u67e5\u8be2\u6267\u884c\u7f51\u7edc\u641c\u7d22\u3002<\/p>\n<h3><strong>\u7b2c 1 \u6b65\uff1a\u4e0b\u8f7d\u5e76\u8bbe\u7f6e SearxNGSearchTool<\/strong><\/h3>\n<p>\u4f7f\u7528 <strong>Atomic Assembler CLI<\/strong>\uff0c\u6211\u4eec\u53ef\u4ee5\u4e0b\u8f7d\u641c\u7d22\u5de5\u5177\uff1a<\/p>\n<pre><code>atomic\r\n<\/code><\/pre>\n<p>\u4ece\u83dc\u5355\u4e2d\u9009\u62e9 SearxNGSearchTool\uff0c\u7136\u540e\u6309\u7167\u8bf4\u660e\u5b89\u88c5\u4f9d\u8d56\u9879\u3002<\/p>\n<h3><strong>\u7b2c 2 \u6b65\uff1a\u96c6\u6210\u641c\u7d22\u5de5\u5177<\/strong><\/h3>\n<pre>from\u00a0web_search_agent.tools.searxng_search\u00a0import\u00a0SearxNGSearchTool,\u00a0SearxNGSearchToolConfig\r\n\r\n#\u00a0\u521d\u59cb\u5316\u641c\u7d22\u5de5\u5177\r\nsearch_tool\u00a0=\u00a0SearxNGSearchTool(config=SearxNGSearchToolConfig(base_url=\"http:\/\/localhost:8080\"))<\/pre>\n<h3><strong>\u7b2c 3 \u6b65\uff1a\u66f4\u65b0\u4ee3\u7406\u4ee5\u4f7f\u7528\u5de5\u5177<\/strong><\/h3>\n<p>\u6211\u4eec\u53ef\u4ee5\u4fee\u6539\u4ee3\u7406\uff0c\u4ee5\u4fbf\u6839\u636e\u7528\u6237\u7684\u8f93\u5165\u51b3\u5b9a\u4f55\u65f6\u4f7f\u7528\u641c\u7d22\u5de5\u5177\u3002<\/p>\n<pre>from\u00a0typing\u00a0import\u00a0Union\r\n\r\nclass\u00a0OrchestratorOutputSchema(BaseModel):\r\ntool:\u00a0str\u00a0=\u00a0Field(...,\u00a0description=\"The\u00a0tool\u00a0to\u00a0use:\u00a0'search'\u00a0or\u00a0'chat'\")\r\nparameters:\u00a0Union[SearxNGSearchTool.input_schema,\u00a0CustomInputSchema]\u00a0=\u00a0Field(...,\u00a0description=\"Parameters\u00a0for\u00a0the\u00a0selected\u00a0tool.\")\r\n#\u00a0\u4fee\u6539\u4ee3\u7406\u903b\u8f91\u4ee5\u8f93\u51fa\u00a0OrchestratorOutputSchema\r\n#\u00a0...\r\n#\u00a0\u6267\u884c\u9009\u5b9a\u7684\u5de5\u5177\r\nif\u00a0response.tool\u00a0==\u00a0\"search\":\r\nsearch_results\u00a0=\u00a0search_tool.run(response.parameters)\r\n#\u00a0\u5904\u7406\u68c0\u7d22\u7ed3\u679c\r\nelse:\r\n#\u00a0\u4f7f\u7528\u4e4b\u524d\u7684\u804a\u5929\u4ee3\u7406\r\npass<\/pre>\n<h3><strong>\u7b2c 4 \u6b65\uff1a\u4f7f\u7528\u5305\u542b\u641c\u7d22\u7ed3\u679c\u7684\u4e0a\u4e0b\u6587\u63d0\u4f9b\u7a0b\u5e8f<\/strong><\/h3>\n<pre>class\u00a0SearchResultsProvider(SystemPromptContextProviderBase):\r\n\u00a0\u00a0\u00a0\u00a0def\u00a0__init__(self,\u00a0search_results):\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0super().__init__(title=\"Search\u00a0Results\")\r\n\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0self.search_results\u00a0=\u00a0search_results\r\ndef\u00a0get_info(self)\u00a0-&gt;\u00a0str:\r\nreturn\u00a0\"n\".join(self.search_results)\r\n#\u00a0After\u00a0obtaining\u00a0search\u00a0results\r\ncontext_provider\u00a0=\u00a0SearchResultsProvider(search_results)\r\nagent.register_context_provider(\"search_results\",\u00a0context_provider)\r\n<\/pre>\n<p>\u901a\u8fc7\u8fd9\u79cd\u96c6\u6210\uff0c\u4ee3\u7406\u53ef\u4ee5\u6839\u636e\u5b9e\u65f6\u7f51\u7edc\u641c\u7d22\u6570\u636e\u63d0\u4f9b\u54cd\u5e94\u3002<\/p>\n<h2>Atomic Assembler CLI\uff1a\u8f7b\u677e\u7ba1\u7406\u5de5\u5177<\/h2>\n<p>Atomic Agents\u7684\u4e00\u4e2a\u7a81\u51fa\u7279\u70b9\u662f<strong>Atomic Assembler CLI<\/strong>\uff0c\u8fd9\u662f\u4e00\u4e2a\u7b80\u5316\u5de5\u5177\u548c\u4ee3\u7406\u7ba1\u7406\u7684\u547d\u4ee4\u884c\u5de5\u5177\u3002<\/p>\n<p>\u53d7\u4e00\u4e9b\u73b0\u4ee3\u5c3e\u98ce\u5e93\uff08\u5982shadcn\uff09\u7684\u542f\u53d1\uff0c\u5728\u8fd9\u4e9b\u5e93\u4e2d\uff0c\u4f60\u4e0d\u9700\u8981\u5c06\u7ec4\u4ef6\u4f5c\u4e3a\u4f9d\u8d56\u9879\u5b89\u88c5\uff0c\u800c\u662f\u5728\u81ea\u5df1\u7684\u6e90\u4ee3\u7801\u4e2d\u5bf9\u5b83\u4eec\u62e5\u6709\u6240\u6709\u6743\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u6211\u4eec\u4e0d\u4f1a\u4f7f\u7528 pip \u5c06\u5de5\u5177\u4f5c\u4e3a\u4f9d\u8d56\u9879\u5b89\u88c5\uff0c\u800c\u662f\u5c06\u5176\u590d\u5236\u5230\u6211\u4eec\u7684\u9879\u76ee\u4e2d\u3002\u6709\u4e24\u79cd\u65b9\u6cd5\u53ef\u4ee5\u505a\u5230\u8fd9\u4e00\u70b9\uff1a<\/p>\n<ol>\n<li>\u624b\u52a8\u4e0b\u8f7d\u5de5\u5177\uff0c\u6216\u4ece Atomic Agents GitHub \u4ee3\u7801\u5e93\u4e2d\u590d\u5236\/\u7c98\u8d34\u6e90\u4ee3\u7801\uff0c\u5e76\u5c06\u5b83\u4eec\u653e\u5230 <code>atomic-forge<\/code> \u6587\u4ef6\u5939\u4e2d\u3002<\/li>\n<li>\u6211\u4eec\u5c06\u4f7f\u7528 Atomic Assembler CLI \u4e0b\u8f7d\u5de5\u5177\u3002<\/li>\n<\/ol>\n<div style=\"width: 799px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/6caee44d419ba92.png\" alt=\"\" width=\"789\" height=\"513\" \/><p class=\"wp-caption-text\">Atomic Agents<\/p><\/div>\n<h3>\u4e3b\u8981\u529f\u80fd<\/h3>\n<ul>\n<li><strong>\u4e0b\u8f7d\u548c\u7ba1\u7406\u5de5\u5177<\/strong>\uff1a\u8f7b\u677e\u5c06\u65b0\u5de5\u5177\u6dfb\u52a0\u5230\u9879\u76ee\u4e2d\uff0c\u65e0\u9700\u624b\u52a8\u590d\u5236\u6216\u89e3\u51b3\u4f9d\u8d56\u95ee\u9898\u3002<\/li>\n<li><strong>\u907f\u514d\u4f9d\u8d56\u6027\u6742\u4e71<\/strong>\uff1a\u53ea\u5b89\u88c5\u60a8\u9700\u8981\u7684\u5de5\u5177\uff0c\u4f7f\u60a8\u7684\u9879\u76ee\u4fdd\u6301\u7cbe\u7b80\u3002<\/li>\n<li><strong>\u8f7b\u677e\u4fee\u6539\u5de5\u5177<\/strong>\uff1a\u6bcf\u4e2a\u5de5\u5177\u90fd\u662f\u72ec\u7acb\u7684\uff0c\u6709\u81ea\u5df1\u7684\u6d4b\u8bd5\u548c\u6587\u6863\u3002<\/li>\n<li><strong>\u76f4\u63a5\u8bbf\u95ee\u5de5\u5177<\/strong>\uff1a\u5982\u679c\u4f60\u613f\u610f\uff0c\u53ef\u4ee5\u901a\u8fc7\u8bbf\u95ee\u5de5\u5177\u6587\u4ef6\u5939\u6765\u624b\u52a8\u7ba1\u7406\u5de5\u5177\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/b1e6a1c80ecef19.png\" \/> <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/56dee4bf2377bb3.png\" \/><\/p>\n<h2>\u5199\u5728\u6700\u540e<\/h2>\n<p>Atomic Agents \u5c06\u7b80\u6d01\u6027\u3001\u6a21\u5757\u5316\u548c\u5f00\u53d1\u8005\u63a7\u5236\u653e\u5728\u9996\u4f4d\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u9886\u57df\u5e26\u6765\u4e86\u4e9f\u9700\u7684\u8f6c\u53d8\u3002\u901a\u8fc7\u91c7\u7528\u8f93\u5165-\u8fdb\u7a0b-\u8f93\u51fa\u6a21\u578b\u548c\u539f\u5b50\u6027\u7b49\u53ef\u9760\u7684\u7f16\u7a0b\u8303\u5f0f\uff0c\u5b83\u89e3\u51b3\u4e86\u8bb8\u591a\u5f00\u53d1\u4eba\u5458\u5728\u4f7f\u7528 LangChain\u3001CrewAI \u548c <a href=\"https:\/\/www.kdjingpai.com\/en\/autogen-2\/\">AutoGen<\/a> \u7b49\u73b0\u6709\u6846\u67b6\u65f6\u9047\u5230\u7684\u632b\u6298\u3002<\/p>\n<p>\u6709\u4e86Atomic Agents\uff0c\u4f60\u53ef\u4ee5<\/p>\n<ul>\n<li><strong>\u6d88\u9664\u4e0d\u5fc5\u8981\u7684\u590d\u6742\u6027<\/strong>\uff0c\u4e13\u6ce8\u4e8e\u6784\u5efa\u6709\u6548\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u3002<\/li>\n<li><strong>\u5b8c\u5168\u63a7\u5236<\/strong>\u7cfb\u7edf\u7684\u6bcf\u4e2a\u7ec4\u4ef6\u3002<\/li>\n<li><strong>\u8f7b\u677e\u66f4\u6362\u6216\u4fee\u6539\u7ec4\u4ef6<\/strong>\uff0c\u800c\u4e0d\u4f1a\u4e2d\u65ad\u6574\u4e2a\u5e94\u7528\u7a0b\u5e8f\u3002<\/li>\n<li><strong>\u5229\u7528\u6a21\u5757\u5316\u548c\u53ef\u91cd\u7528\u6027<\/strong>\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u548c\u53ef\u7ef4\u62a4\u6027\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u5df2\u7ecf\u538c\u5026\u4e86\u4e0e\u8fc7\u4e8e\u590d\u6742\u7684\u6846\u67b6\u640f\u6597\uff0c\u8fd9\u4e9b\u6846\u67b6\u627f\u8bfa\u8fc7\u591a\uff0c\u4f46\u4ea4\u4ed8\u4e0d\u8db3\uff0c\u90a3\u4e48\u662f\u65f6\u5019\u8bd5\u8bd5 Atomic Agents \u4e86\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u50cfLangChain\u3001CrewAI\u548cAutoGen\u8fd9\u6837\u7684\u6846\u67b6\u901a\u8fc7\u63d0\u4f9b\u6784\u5efa\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u9ad8\u7ea7\u62bd\u8c61\u800c\u5e7f\u53d7\u6b22\u8fce\u3002\u7136\u800c\uff0c\u5305\u62ec\u6211\u5728\u5185\u7684\u8bb8\u591a\u5f00\u53d1\u4eba\u5458\u90fd\u53d1\u73b0\uff0c\u8fd9\u4e9b\u5de5\u5177\u5f0a\u5927\u4e8e\u5229\uff0c\u5e38\u5e38\u7ed9\u5f00\u53d1\u8fc7\u7a0b\u5e26\u6765\u4e0d\u5fc5\u8981\u7684\u590d\u6742\u6027\u548c\u632b\u6298\u611f\u3002 \u8fdb\u5165Atomic Agents&#038;#&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[46],"tags":[],"class_list":["post-15836","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/15836","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=15836"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/15836\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=15836"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=15836"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=15836"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}