{"id":8593,"date":"2026-05-30T00:44:46","date_gmt":"2026-05-29T16:44:46","guid":{"rendered":"https:\/\/infernews.com\/blog\/advancing-small-and-medium-sized-code-agents\/"},"modified":"2026-05-30T00:44:46","modified_gmt":"2026-05-29T16:44:46","slug":"advancing-small-and-medium-sized-code-agents","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/advancing-small-and-medium-sized-code-agents\/","title":{"rendered":"LiteCoder\uff1a\u8f15\u91cf\u7de8\u7a0b\u4ee3\u7406\u518d\u63a8\u524d\u4e00\u6b65"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/pasted-20dd07830064.jpg\" alt=\"image.png\"><\/figure>\n<p>LiteCoder \u662f\u4e00\u500b\u570d\u7e5e\u7d42\u7aef\u6a5f\u4ee3\u7406\u8a13\u7df4\u7684\u9805\u76ee\uff0c\u6838\u5fc3\u76ee\u6a19\u5f88\u6e05\u695a\uff1a\u8b93\u5c0f\u578b\u548c\u4e2d\u578b code agent \u6a21\u578b\uff0c\u5728 command-line 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coding\u3001scientific\/numerical computing\u3001games<\/li>\n<li>\u57fa\u6e96\u7d50\u679c\u8f03\u524d\u4e00\u7248\u63d0\u5347\uff0c\u4e26\u5831\u544a Terminal Bench 1.0\uff0f2.0\uff0fPro \u8207 pass@4<\/li>\n<\/ul>\n<p>\u5f9e\u8ad6\u6587\u9644\u5e36\u8cc7\u8a0a\u770b\uff0cQwen-family models \u7d93\u904e Supervised Fine-Tuning\uff08SFT\uff09\u5f8c\uff0c\u8868\u73fe\u660e\u986f\u512a\u65bc base model\uff1b\u5176\u4e2d 32B \u7248\u672c\u5728 Terminal Bench 1.0\u30012.0\u3001Pro \u7684 pass@1 \u5206\u5225\u9054 29.06%\u300118.54%\u300134.00%\u3002\u6578\u5b57\u4e0d\u7b97\u8a87\u5f35\uff0c\u4f46\u5c0d\u9577\u6b65\u9a5f terminal \u4efb\u52d9\u4f86\u8aaa\u5df2\u6709\u53c3\u8003\u610f\u7fa9\u3002<\/p>\n<p>\u9019\u500b\u9805\u76ee\u7279\u5225\u9069\u5408\u60f3\u7814\u7a76 Computer-use agents\u3001CLI agent\u3001\u5408\u6210\u74b0\u5883\u751f\u6210\uff0c\u6216\u60f3\u5efa\u7acb\u53ef\u9a57\u8b49\u8a13\u7df4\u6d41\u7a0b\u7684\u4eba\u3002\u82e5\u4f60\u95dc\u5fc3\u7684\u4e0d\u662f\u804a\u5929\u56de\u8986\uff0c\u800c\u662f\u6a21\u578b\u80fd\u5426\u5728\u7d42\u7aef\u6a5f\u5167\u9010\u6b65\u5b8c\u6210\u5de5\u4f5c\uff0cLiteCoder \u63d0\u4f9b\u4e86\u4e00\u689d\u76f8\u5c0d\u5b8c\u6574\u800c\u4e14\u53ef\u8ffd\u8e64\u7684\u8def\u7dda\u3002<\/p>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/icip-cas\/LiteCoder\" rel=\"noopener noreferrer\">https:\/\/github.com\/icip-cas\/LiteCoder<\/a><\/p>\n<p><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2605.29559\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2605.29559<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>LiteCoder\u805a\u7126\u5c0f\u4e2d\u578b code agent 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