{"id":40727,"date":"2025-08-20T18:23:54","date_gmt":"2025-08-20T10:23:54","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=40727"},"modified":"2025-08-20T18:23:54","modified_gmt":"2025-08-20T10:23:54","slug":"se-agent","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/se-agent\/","title":{"rendered":"SE-Agent\uff1a\u4e00\u4e2a\u80fd\u81ea\u6211\u4f18\u5316\u7684AI\u667a\u80fd\u4f53\u6846\u67b6"},"content":{"rendered":"<p>SE-Agent\u662f\u4e00\u4e2a\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u81ea\u6211\u8fdb\u5316\u6846\u67b6\u3002 \u5b83\u901a\u8fc7\u4e00\u79cd\u8f68\u8ff9\u5c42\u9762\u7684\u8fdb\u5316\u673a\u5236\uff0c\u8ba9\u4e0d\u540c\u7684\u63a8\u7406\u8def\u5f84\u80fd\u591f\u4ea4\u6362\u4fe1\u606f\uff0c\u8fd9\u6253\u7834\u4e86\u5355\u4e00\u601d\u8003\u8def\u5f84\u7684\u5c40\u9650\u6027\u3002 SE-Agent\u80fd\u591f\u6269\u5c55\u641c\u7d22\u8303\u56f4\uff0c\u907f\u514d\u9677\u5165\u5c40\u90e8\u6700\u4f18\u89e3\uff0c\u5e76\u5728\u7fa4\u4f53\u4e92\u52a8\u4e2d\u5c55\u73b0\u51fa\u65b0\u7684\u80fd\u529b\u3002 \u8fd9\u4e2a\u6846\u67b6\u5728SWE-bench\uff08\u4e00\u4e2a\u8f6f\u4ef6\u5de5\u7a0b\u57fa\u51c6\u6d4b\u8bd5\uff09\u4e0a\u53d6\u5f97\u4e86\u76ee\u524d\u6700\u597d\u7684\u6027\u80fd\u8868\u73b0\uff0c\u771f\u6b63\u5b9e\u73b0\u4e86\u5927\u6a21\u578b\u667a\u80fd\u4f53\u5728\u590d\u6742\u63a8\u7406\u4efb\u52a1\u4e2d\u7684\u81ea\u4e3b\u8fdb\u5316\u3002 \u5b83\u901a\u8fc7\u5206\u6790\u3001\u7ed3\u5408\u5e76\u4f18\u5316\u4e0d\u540c\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u8ba9AI\u667a\u80fd\u4f53\u80fd\u66f4\u6709\u6548\u5730\u89e3\u51b3\u590d\u6742\u7684\u7f16\u7a0b\u95ee\u9898\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-40747\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/814cc0bea7e4f19.jpg\" alt=\"\" width=\"1183\" height=\"593\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/814cc0bea7e4f19.jpg 1183w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/814cc0bea7e4f19-18x9.jpg 18w\" sizes=\"auto, (max-width: 1183px) 100vw, 1183px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u81ea\u6211\u8fdb\u5316\u6846\u67b6<\/strong>: \u6838\u5fc3\u673a\u5236\u901a\u8fc7\u8f68\u8ff9\u5c42\u9762\u7684\u8fdb\u5316\uff0c\u5b9e\u73b0\u4e0d\u540c\u63a8\u7406\u8def\u5f84\u95f4\u7684\u4fe1\u606f\u4ea4\u6362\uff0c\u6253\u7834\u5355\u4e00\u8def\u5f84\u7684\u8ba4\u77e5\u5c40\u9650\u3002<\/li>\n<li><strong>\u4e09\u79cd\u6838\u5fc3\u8fdb\u5316\u64cd\u4f5c<\/strong>:\n<ul>\n<li><strong>\u4fee\u6b63 (Revision)<\/strong>: \u667a\u80fd\u4f53\u901a\u8fc7\u6df1\u5ea6\u81ea\u6211\u53cd\u601d\uff0c\u5206\u6790\u5931\u8d25\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u751f\u6210\u5168\u65b0\u7684\u3001\u7ed3\u6784\u4e0a\u4e0d\u540c\u7684\u89e3\u9898\u601d\u8def\u3002<\/li>\n<li><strong>\u91cd\u7ec4 (Recombination)<\/strong>: \u667a\u80fd\u5730\u878d\u5408\u591a\u4e2a\u4e0d\u540c\u89e3\u51b3\u65b9\u6848\u4e2d\u7684\u4f18\u70b9\uff0c\u521b\u9020\u51fa\u66f4\u4f18\u7684\u5168\u65b0\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li><strong>\u7cbe\u70bc (Refinement)<\/strong>: \u501f\u9274\u6240\u6709\u89e3\u51b3\u65b9\u6848\u7684\u7ecf\u9a8c\uff0c\u4f18\u5316\u6709\u6f5c\u529b\u7684\u65b9\u6848\uff0c\u6d88\u9664\u5197\u4f59\u6b65\u9aa4\uff0c\u5e76\u6839\u636e\u5386\u53f2\u5931\u8d25\u7ecf\u9a8c\u63d0\u4f9b\u98ce\u9669\u89c4\u907f\u6307\u5bfc\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u9886\u5148\u7684\u6027\u80fd<\/strong>: \u5728\u884c\u4e1a\u6807\u51c6\u7684SWE-bench\u6d4b\u8bd5\u4e2d\uff0c\u65e0\u8bba\u662f\u4f7f\u7528\u5f00\u6e90\u8fd8\u662f\u95ed\u6e90\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0cSE-Agent\u90fd\u5c55\u73b0\u51fa\u9876\u5c16\u7684\u6027\u80fd\uff0c\u89e3\u51b3\u4e8680%\u7684\u5df2\u9a8c\u8bc1\u95ee\u9898\u3002<\/li>\n<li><strong>\u7075\u6d3b\u7684\u6269\u5c55\u6027<\/strong>: \u652f\u6301\u7528\u6237\u521b\u5efa\u81ea\u5b9a\u4e49\u7684\u8fdb\u5316\u7b56\u7565\uff08Operator\uff09\uff0c\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u9700\u6c42\u548c\u573a\u666f\u3002<\/li>\n<li><strong>\u9ad8\u6548\u7684\u8f68\u8ff9\u7ba1\u7406<\/strong>: \u5305\u542b\u4e00\u4e2a\u8f68\u8ff9\u7cfb\u7edf\uff0c\u7528\u4e8e\u538b\u7f29\u5b58\u50a8\u8fd0\u884c\u8bb0\u5f55\uff08\u53ef\u51cf\u5c1180%\u7684\u4f53\u79ef\uff09\uff0c\u79ef\u7d2f\u8de8\u8fed\u4ee3\u7684\u77e5\u8bc6\uff0c\u5e76\u5229\u7528\u5927\u6a21\u578b\u8fdb\u884c\u8f68\u8ff9\u5206\u6790\u548c\u603b\u7ed3\u3002<\/li>\n<li><strong>\u6279\u91cf\u5904\u7406\u80fd\u529b<\/strong>: \u652f\u6301\u5bf9SWE-bench\u4e2d\u7684\u591a\u4e2a\u5b9e\u4f8b\u8fdb\u884c\u6279\u91cf\u5904\u7406\u548c\u6d4b\u8bd5\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u5b89\u88c5\u548c\u4f7f\u7528SE-Agent\u6846\u67b6\u3002<\/p>\n<h3><strong>\u5b89\u88c5\u4e0e\u914d\u7f6e<\/strong><\/h3>\n<p><strong>\u9009\u9879\u4e00\uff1a\u4f7f\u7528Pip\uff08\u63a8\u8350\uff09<\/strong><\/p>\n<p>\u8fd9\u662f\u6700\u7b80\u5355\u76f4\u63a5\u7684\u5b89\u88c5\u65b9\u5f0f\u3002<\/p>\n<ol>\n<li>\u9996\u5148\uff0c\u4eceGitHub\u514b\u9686\u4ee3\u7801\u4ed3\u5e93\u5230\u4f60\u7684\u672c\u5730\u7535\u8111\uff1a\n<pre><code>git clone https:\/\/github.com\/JARVIS-Xs\/SE-Agent.git\r\n```2.  \u8fdb\u5165\u9879\u76ee\u76ee\u5f55\uff1a\r\n```shell\r\ncd SE-Agent\r\n<\/code><\/pre>\n<\/li>\n<li>\u4f7f\u7528pip\u8fdb\u884c\u53ef\u7f16\u8f91\u6a21\u5f0f\u7684\u5b89\u88c5\uff0c\u8fd9\u6837\u53ef\u4ee5\u8ba9\u4f60\u5728\u4fee\u6539\u4ee3\u7801\u540e\u7acb\u5373\u751f\u6548\uff1a\n<pre><code>pip install -e .\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<p><strong>\u9009\u9879\u4e8c\uff1a\u4f7f\u7528Conda\u865a\u62df\u73af\u5883<\/strong><\/p>\n<p>\u5982\u679c\u4f60\u5e0c\u671b\u4e3a\u9879\u76ee\u521b\u5efa\u4e00\u4e2a\u9694\u79bb\u7684\u73af\u5883\uff0c\u907f\u514d\u4e0e\u5176\u4ed6Python\u9879\u76ee\u4ea7\u751f\u51b2\u7a81\uff0cConda\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u9009\u62e9\u3002<\/p>\n<ol>\n<li>\u514b\u9686\u4ee3\u7801\u4ed3\u5e93\uff1a\n<pre><code>git clone https:\/\/github.com\/JARVIS-Xs\/SE-Agent.git\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\uff1a\n<pre><code>cd SE-Agent\r\n<\/code><\/pre>\n<\/li>\n<li>\u4f7f\u7528Conda\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a<code>SE<\/code>\u7684\u65b0\u73af\u5883\uff0c\u5e76\u6307\u5b9aPython\u7248\u672c\u4e3a3.12\uff1a\n<pre><code>conda create -n SE python=3.12\r\n<\/code><\/pre>\n<\/li>\n<li>\u6fc0\u6d3b\u8fd9\u4e2a\u65b0\u521b\u5efa\u7684\u73af\u5883\uff1a\n<pre><code>conda activate SE\r\n<\/code><\/pre>\n<\/li>\n<li>\u6700\u540e\uff0c\u5728\u8fd9\u4e2a\u73af\u5883\u4e2d\u5b89\u88c5SE-Agent\uff1a\n<pre><code>pip install -e .\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<p><strong>\u9a8c\u8bc1\u5b89\u88c5<\/strong><\/p>\n<p>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u4f60\u53ef\u4ee5\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u68c0\u67e5\u662f\u5426\u5b89\u88c5\u6210\u529f\u3002\u5982\u679c\u770b\u5230\u5e2e\u52a9\u4fe1\u606f\u6216\u8005\u6d4b\u8bd5\u811a\u672c\u6b63\u5e38\u8fd0\u884c\uff0c\u8bf4\u660e\u5b89\u88c5\u5df2\u5b8c\u6210\u3002<\/p>\n<pre><code>sweagent --help\r\npython SE\/test\/run_operator_tests.py\r\n<\/code><\/pre>\n<h3><strong>\u914d\u7f6eAPI\u5bc6\u94a5<\/strong><\/h3>\n<p>SE-Agent\u9700\u8981\u8fde\u63a5\u5927\u8bed\u8a00\u6a21\u578b\u670d\u52a1\u624d\u80fd\u5de5\u4f5c\u3002\u4f60\u9700\u8981\u81f3\u5c11\u4e00\u4e2aAPI\u5bc6\u94a5\u3002<\/p>\n<ol>\n<li>\u5728\u9879\u76ee\u7684\u6839\u76ee\u5f55\uff08<code>SE-Agent\/<\/code>\uff09\u4e0b\uff0c\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a<code>.env<\/code>\u7684\u6587\u4ef6\u3002<\/li>\n<li>\u6839\u636e\u4f60\u62e5\u6709\u6216\u5e0c\u671b\u4f7f\u7528\u7684\u6a21\u578b\u670d\u52a1\uff0c\u5c06\u5bf9\u5e94\u7684\u5bc6\u94a5\u4fe1\u606f\u5199\u5165\u6587\u4ef6\u3002<\/li>\n<\/ol>\n<p>\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u4f7f\u7528DeepSeek\u7684API\uff1a<\/p>\n<pre><code>echo \"DEEPSEEK_API_KEY=\u4f60\u7684DeepSeek\u5bc6\u94a5\" &gt; .env\r\n<\/code><\/pre>\n<p>\u6216\u8005\uff0c\u5982\u679c\u4f60\u4f7f\u7528OpenAI\u7684API\uff1a<\/p>\n<pre><code>echo \"OPENAI_API_KEY=\u4f60\u7684OpenAI\u5bc6\u94a5\" &gt; .env\r\n<\/code><\/pre>\n<p>\u6216\u8005\uff0c\u4f7f\u7528Anthropic\u7684API\uff1a<\/p>\n<pre><code>echo \"ANTHROPIC_API_KEY=\u4f60\u7684Anthropic\u5bc6\u94a5\" &gt; .env\r\n<\/code><\/pre>\n<p>\u7a0b\u5e8f\u4f1a\u81ea\u52a8\u52a0\u8f7d<code>.env<\/code>\u6587\u4ef6\u4e2d\u7684\u5bc6\u94a5\u4fe1\u606f\u3002<\/p>\n<h3><strong>\u57fa\u672c\u64cd\u4f5c\u6d41\u7a0b<\/strong><\/h3>\n<p><strong>1. \u8fd0\u884c\u6f14\u793a\uff08\u65e0API\u6d88\u8017\uff09<\/strong><\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u4e0d\u8c03\u7528\u4efb\u4f55\u5728\u7ebf\u5927\u6a21\u578bAPI\u7684\u6f14\u793a\u6a21\u5f0f\uff0c\u53ef\u4ee5\u8ba9\u4f60\u5feb\u901f\u4e86\u89e3\u7a0b\u5e8f\u8fd0\u884c\u6d41\u7a0b\u3002<\/p>\n<pre><code>python SE\/basic_run.py --mode demo\r\n<\/code><\/pre>\n<p><strong>2. \u8fd0\u884c\u4f60\u7684\u7b2c\u4e00\u4e2a\u8fdb\u5316\u5b9e\u9a8c<\/strong><\/p>\n<p>\u8fd9\u4e2a\u547d\u4ee4\u4f1a\u542f\u52a8\u4e00\u4e2a\u5b8c\u6574\u7684\u81ea\u6211\u8fdb\u5316\u8fc7\u7a0b\uff0c\u667a\u80fd\u4f53\u5c06\u5f00\u59cb\u89e3\u51b3\u4e00\u4e2a\u9884\u8bbe\u7684\u95ee\u9898\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u8c03\u7528\u4f60\u914d\u7f6e\u7684\u5927\u6a21\u578bAPI\u3002<\/p>\n<pre><code>python SE\/basic_run.py --mode execute\r\n<\/code><\/pre>\n<p>\u6267\u884c\u540e\uff0c\u4f60\u5c06\u770b\u5230\u7c7b\u4f3c\u4e0b\u9762\u7684\u8f93\u51fa\uff0c\u8868\u793a\u667a\u80fd\u4f53\u5df2\u6210\u529f\u521d\u59cb\u5316\u5e76\u5f00\u59cb\u8fdb\u884c3\u8f6e\u81ea\u6211\u8fdb\u5316\uff1a<\/p>\n<pre><code>\u2705 SE-Agent initialized successfully\r\n\ud83d\udd04 Starting self-evolution with 3 iterations\r\n<\/code><\/pre>\n<p><strong>3. \u8fdb\u884c\u6279\u91cf\u5904\u7406<\/strong><\/p>\n<p>\u5982\u679c\u4f60\u9700\u8981\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff08\u4f8b\u5982SWE-bench\uff09\u4e0a\u6d4b\u8bd5SE-Agent\u7684\u6027\u80fd\uff0c\u53ef\u4ee5\u4f7f\u7528<code>run-batch<\/code>\u547d\u4ee4\u3002\u8fd9\u4e2a\u547d\u4ee4\u5141\u8bb8\u4f60\u6307\u5b9a\u914d\u7f6e\u6587\u4ef6\u3001\u6a21\u578b\u3001\u6570\u636e\u96c6\u5b50\u96c6\u548c\u5904\u7406\u8303\u56f4\u3002<\/p>\n<pre><code>sweagent run-batch \\\r\n--config config\/default.yaml \\\r\n--agent.model.name deepseek\/deepseek-chat \\\r\n--instances.subset verified \\\r\n--instances.slice :10\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u4f8b\u5b50\u5c06\u4f7f\u7528<code>deepseek\/deepseek-chat<\/code>\u6a21\u578b\u5904\u7406<code>SWE-bench<\/code>\u4e2d<code>verified<\/code>\u5b50\u96c6\u7684\u524d10\u4e2a\u95ee\u9898\u3002<\/p>\n<h3><strong>\u81ea\u5b9a\u4e49\u5f00\u53d1<\/strong><\/h3>\n<p>SE-Agent\u7684\u5f3a\u5927\u4e4b\u5904\u5728\u4e8e\u5b83\u7684\u53ef\u6269\u5c55\u6027\u3002\u4f60\u53ef\u4ee5\u5f00\u53d1\u81ea\u5df1\u7684\u8fdb\u5316\u64cd\u4f5c\u7b97\u5b50\uff08Operator\uff09\u6765\u5b9a\u4e49\u5168\u65b0\u7684\u8fdb\u5316\u7b56\u7565\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff0c\u5c55\u793a\u5982\u4f55\u521b\u5efa\u4e00\u4e2a\u81ea\u5b9a\u4e49\u7b97\u5b50\uff1a<\/p>\n<ol>\n<li>\u4ece<code>SE.operators<\/code>\u5bfc\u5165\u57fa\u7c7b<code>TemplateOperator<\/code>\u548c\u6ce8\u518c\u51fd\u6570<code>register_operator<\/code>\u3002<\/li>\n<li>\u521b\u5efa\u4e00\u4e2a\u7ee7\u627f\u81ea<code>TemplateOperator<\/code>\u7684\u65b0\u7c7b\uff0c\u4f8b\u5982<code>MyEvolutionOperator<\/code>\u3002<\/li>\n<li>\u5728\u65b0\u7c7b\u4e2d\u5b9e\u73b0<code>_generate_content<\/code>\u65b9\u6cd5\uff0c\u8fd9\u4e2a\u65b9\u6cd5\u5c31\u662f\u4f60\u81ea\u5b9a\u4e49\u7684\u8fdb\u5316\u903b\u8f91\u3002<\/li>\n<li>\u6700\u540e\uff0c\u4f7f\u7528<code>register_operator<\/code>\u51fd\u6570\u5c06\u4f60\u7684\u65b0\u7b97\u5b50\u6ce8\u518c\u5230\u6846\u67b6\u4e2d\uff0c\u5e76\u7ed9\u5b83\u4e00\u4e2a\u72ec\u4e00\u65e0\u4e8c\u7684\u540d\u5b57\u3002<\/li>\n<\/ol>\n<pre><code>from SE.operators import TemplateOperator, register_operator\r\nclass MyEvolutionOperator(TemplateOperator):\r\ndef _generate_content(self, instance_info, problem_description, trajectory_data):\r\n# \u5728\u8fd9\u91cc\u5b9e\u73b0\u4f60\u7684\u81ea\u5b9a\u4e49\u8fdb\u5316\u7b56\u7565\r\nreturn \"\u8fd9\u662f\u7531\u6211\u7684\u65b0\u7b97\u5b50\u751f\u6210\u7684\u5185\u5bb9\"\r\n# \u6ce8\u518c\u540e\u5c31\u53ef\u4ee5\u5728\u914d\u7f6e\u6587\u4ef6\u4e2d\u4f7f\u7528\u4e86\r\nregister_operator(\"my_operator\", MyEvolutionOperator)\r\n<\/code><\/pre>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li>\u8f6f\u4ef6\u5de5\u7a0b\u81ea\u52a8\u5316<br \/>\nSE-Agent\u53ef\u4ee5\u81ea\u52a8\u89e3\u51b3\u8f6f\u4ef6\u5f00\u53d1\u4e2d\u9047\u5230\u7684\u95ee\u9898\uff0c\u4f8b\u5982\u4fee\u590d\u9519\u8bef\uff08bug\uff09\u3001\u4f18\u5316\u4ee3\u7801\u6027\u80fd\u6216\u6839\u636e\u9700\u6c42\u6dfb\u52a0\u65b0\u529f\u80fd\u3002\u5b83\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u5f00\u53d1\u8005\u7684\u601d\u8003\u8fc7\u7a0b\uff0c\u5c1d\u8bd5\u591a\u79cd\u89e3\u51b3\u65b9\u6848\uff0c\u5e76\u4ece\u4e2d\u5b66\u4e60\u548c\u8fdb\u5316\uff0c\u6700\u7ec8\u627e\u5230\u6700\u4f73\u65b9\u6848\u3002<\/li>\n<li>\u590d\u6742\u95ee\u9898\u6c42\u89e3\u7814\u7a76<br \/>\n\u5728\u5b66\u672f\u7814\u7a76\u9886\u57df\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u5229\u7528SE-Agent\u4f5c\u4e3a\u4e00\u4e2a\u5b9e\u9a8c\u5e73\u53f0\uff0c\u63a2\u7d22AI\u667a\u80fd\u4f53\u5728\u89e3\u51b3\u590d\u6742\u95ee\u9898\u65f6\u7684\u63a8\u7406\u548c\u5b66\u4e60\u80fd\u529b\u3002\u901a\u8fc7\u81ea\u5b9a\u4e49\u4e0d\u540c\u7684\u8fdb\u5316\u7b56\u7565\uff0c\u53ef\u4ee5\u7814\u7a76\u54ea\u79cd\u65b9\u6cd5\u5bf9\u4e8e\u7279\u5b9a\u7c7b\u578b\u7684\u95ee\u9898\u66f4\u6709\u6548\u3002<\/li>\n<li>AI\u667a\u80fd\u4f53\u80fd\u529b\u8bc4\u4f30<br \/>\nSE-Agent\u6846\u67b6\u53ef\u4ee5\u5728\u6807\u51c6\u5316\u7684\u57fa\u51c6\u6d4b\u8bd5\uff08\u5982SWE-bench\uff09\u4e0a\u8fd0\u884c\uff0c\u7528\u4e8e\u8bc4\u4f30\u548c\u6bd4\u8f83\u4e0d\u540c\u5927\u8bed\u8a00\u6a21\u578b\u5728\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u8fd9\u4e3a\u6a21\u578b\u5f00\u53d1\u8005\u548c\u4f7f\u7528\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5ba2\u89c2\u7684\u6027\u80fd\u8861\u91cf\u6807\u51c6\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li>\u4ec0\u4e48\u662fSE-Agent\u7684\u6838\u5fc3\u601d\u60f3\uff1f<br \/>\nSE-Agent\u7684\u6838\u5fc3\u601d\u60f3\u662f\u201c\u81ea\u6211\u8fdb\u5316\u201d\u3002\u5b83\u4e0d\u50cf\u4f20\u7edfAI\u90a3\u6837\u53ea\u5c1d\u8bd5\u4e00\u6b21\u89e3\u51b3\u95ee\u9898\uff0c\u800c\u662f\u4f1a\u751f\u6210\u591a\u4e2a\u89e3\u51b3\u65b9\u6848\uff08\u79f0\u4e3a\u201c\u8f68\u8ff9\u201d\uff09\uff0c\u7136\u540e\u901a\u8fc7\u5206\u6790\u5931\u8d25\u7684\u3001\u878d\u5408\u6210\u529f\u7684\uff0c\u4e0d\u65ad\u8fed\u4ee3\u4f18\u5316\uff0c\u5c31\u50cf\u751f\u7269\u8fdb\u5316\u4e00\u6837\uff0c\u6700\u7ec8\u4ea7\u751f\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li>SE-Agent\u652f\u6301\u54ea\u4e9b\u5927\u8bed\u8a00\u6a21\u578b\uff1f<br \/>\nSE-Agent\u901a\u8fc7<code>litellm<\/code>\u5e93\u6765\u652f\u6301\u591a\u79cd\u6a21\u578bAPI\uff0c\u5305\u62ecDeepSeek\u3001OpenAI\u548cAnthropic\u7b49\u3002\u4f60\u53ea\u9700\u8981\u5728<code>.env<\/code>\u6587\u4ef6\u4e2d\u914d\u7f6e\u76f8\u5e94\u7684API\u5bc6\u94a5\u5373\u53ef\u4f7f\u7528\u3002<\/li>\n<li>\u6211\u9700\u8981\u4e13\u95e8\u7684\u786c\u4ef6\u6765\u8fd0\u884cSE-Agent\u5417\uff1f<br \/>\n\u8fd0\u884cSE-Agent\u672c\u8eab\u5bf9\u672c\u5730\u786c\u4ef6\u8981\u6c42\u4e0d\u9ad8\uff0c\u56e0\u4e3a\u5b83\u4e3b\u8981\u662f\u8c03\u7528\u4e91\u7aef\u7684\u5927\u8bed\u8a00\u6a21\u578bAPI\u6765\u5b8c\u6210\u8ba1\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\u3002\u4f60\u9700\u8981\u7684\u662f\u4e00\u4e2a\u7a33\u5b9a\u7684\u7f51\u7edc\u8fde\u63a5\u548c\u8db3\u591f\u7684API\u989d\u5ea6\u3002<\/li>\n<li>\u5982\u4f55\u4e3aSE-Agent\u8d21\u732e\u4ee3\u7801\uff1f<br \/>\nSE-Agent\u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u4f60\u53ef\u4ee5\u5728GitHub\u4e0a\u901a\u8fc7\u63d0\u4ea4Issues\u6765\u62a5\u544a\u95ee\u9898\u6216\u63d0\u51fa\u5efa\u8bae\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u63d0\u4ea4Pull Requests\u6765\u76f4\u63a5\u8d21\u732e\u4ee3\u7801\u3002\u5728\u5f00\u53d1\u524d\uff0c\u5efa\u8bae\u5148\u9605\u8bfb\u9879\u76ee\u4e2d\u7684\u5f00\u53d1\u6587\u6863\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>SE-Agent\u662f\u4e00\u4e2a\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u81ea\u6211\u8fdb\u5316\u6846\u67b6\u3002 \u5b83\u901a\u8fc7\u4e00\u79cd\u8f68\u8ff9\u5c42\u9762\u7684\u8fdb\u5316\u673a\u5236\uff0c\u8ba9\u4e0d\u540c\u7684\u63a8\u7406\u8def\u5f84\u80fd\u591f\u4ea4\u6362\u4fe1\u606f\uff0c\u8fd9\u6253\u7834\u4e86\u5355\u4e00\u601d\u8003\u8def\u5f84\u7684\u5c40\u9650\u6027\u3002 SE-Agent\u80fd\u591f\u6269\u5c55\u641c\u7d22\u8303\u56f4\uff0c\u907f\u514d\u9677\u5165\u5c40\u90e8\u6700\u4f18\u89e3\uff0c\u5e76\u5728\u7fa4\u4f53\u4e92\u52a8\u4e2d\u5c55\u73b0\u51fa&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,476],"tags":[230,201],"class_list":["post-40727","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-professional","category-tool","category-agent-development","tag-aikaiyuanxiangmu","tag-aizhinengti"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/40727","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=40727"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/40727\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=40727"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=40727"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=40727"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}