{"id":27392,"date":"2025-10-10T08:09:10","date_gmt":"2025-10-10T00:09:10","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=27392"},"modified":"2025-10-10T08:09:10","modified_gmt":"2025-10-10T00:09:10","slug":"limi%ef%bc%9a%e4%bb%8578%e4%b8%aa%e6%a0%b7%e6%9c%ac%e5%a6%82%e4%bd%95%e9%87%8d%e5%a1%91%e6%99%ba%e8%83%bd%e4%bd%93%e8%ae%ad%e7%bb%83%e8%8c%83%e5%bc%8f%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/10\/10\/27392\/","title":{"rendered":"LIMI\uff1a\u4ec578\u4e2a\u6837\u672c\u5982\u4f55\u91cd\u5851\u667a\u80fd\u4f53\u8bad\u7ec3\u8303\u5f0f\uff1f"},"content":{"rendered":"
\u5f53\u884c\u4e1a\u8ffd\u9010\u66f4\u5927\u6a21\u578b\u3001\u66f4\u591a\u6570\u636e\u65f6\uff0cLIMI\u9006\u6d41\u800c\u4e0a\uff0c\u8bc1\u660e\u9ad8\u8d28\u91cf\u793a\u8303\u7684\u6218\u7565\u6027\u7cbe\u70bc\u624d\u662f\u901a\u5f80\u771f\u6b63\u667a\u80fd\u4f53\u7684\u5173\u952e\u3002\u8fd9\u4e0d\u4ec5\u662f\u6548\u7387\u7684\u80dc\u5229\uff0c\u66f4\u662f\u601d\u60f3\u7684\u89e3\u653e\u3002<\/div>\n
\n
\n

<\/p>\n

\u5927\u5bb6\u597d\uff0c\u6211\u662f\u8086\u3007\u67d2\u3002\u4eca\u5929\u8981\u548c\u5927\u5bb6\u5206\u4eab\u4e00\u9879\u6765\u81eaSII-GAIR\u8054\u5408\u5b9e\u9a8c\u5ba4\u7684\u7814\u7a76\u2014\u2014LIMI\u3002\u8fd9\u4e2a\u7531\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\uff08SJTU\uff09\u3001\u667a\u6e90\u7814\u7a76\u9662\uff08SII\uff09\u548c\u7ca4\u6e2f\u6fb3\u5927\u6e7e\u533a\u6570\u5b57\u7ecf\u6d4e\u7814\u7a76\u9662\uff08GAIR\uff09\u7b49\u673a\u6784\u7684\u9752\u5e74\u5b66\u8005\u4eec\u5171\u540c\u5b8c\u6210\u7684\u5de5\u4f5c\uff0c\u8fd9\u9879\u7814\u7a76\u7684\u521b\u65b0\u601d\u8003\u5c06\u542f\u53d1\u6211\u4eec\u5bf9\u667a\u80fd\u4f53\u8bad\u7ec3\u7684\u8ba4\u77e5\u3002\u4ed6\u4eec\u4e0d\u4ec5\u63d0\u51fa\u4e86\u4e00\u4e2a\u5927\u80c6\u7684\u5047\u8bbe\uff0c\u66f4\u7528\u4ee4\u4eba\u4fe1\u670d\u7684\u5b9e\u8bc1\u7ed3\u679c\uff0c\u5411\u6574\u4e2aAI\u9886\u57df\u8bc1\u660e\uff1a\u673a\u5668\u81ea\u4e3b\u6027\u7684\u65b0\u65f6\u4ee3\uff0c\u5df2\u7ecf\u5230\u6765\u3002<\/p>\n

\u60f3\u8c61\u4e00\u4e0b\uff1a\u4f60\u662f\u4e00\u5bb6\u79d1\u6280\u516c\u53f8\u7684AI\u56e2\u961f\u8d1f\u8d23\u4eba\uff0c\u6b63\u9762\u4e34\u4e00\u4e2a\u68d8\u624b\u95ee\u9898\uff1a\u516c\u53f8\u9700\u8981\u5f00\u53d1\u80fd\u81ea\u4e3b\u5b8c\u6210\u8f6f\u4ef6\u5f00\u53d1\u4efb\u52a1\u7684\u667a\u80fd\u4f53\uff0c\u4f46\u4f20\u7edf\u65b9\u6cd5\u8981\u6c42\u6536\u96c6\u6570\u4e07\u6761\u4ea4\u4e92\u6570\u636e\uff0c\u6bcf\u6761\u90fd\u9700\u8981\u4eba\u5de5\u6807\u6ce8\uff0c\u6210\u672c\u9ad8\u6602\u4e14\u5468\u671f\u6f2b\u957f\u3002\u6b63\u5f53\u4f60\u51c6\u5907\u7533\u8bf7\u66f4\u591a\u9884\u7b97\u65f6\uff0cLIMI\u7814\u7a76\u5e26\u6765\u4e86\u8f6c\u673a\u2014\u2014\u4ec5\u752878\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8bad\u7ec3\u6837\u672c\uff0c\u5c31\u80fd\u8bad\u7ec3\u51fa\u6027\u80fd\u8fdc\u8d85\u4f7f\u752810,000\u6837\u672c\u8bad\u7ec3\u7684\u6a21\u578b\u7684\u667a\u80fd\u4f53\u3002\u8fd9\u4e0d\u4ec5\u662f\u6548\u7387\u7684\u80dc\u5229\uff0c\u66f4\u662f\u5bf9”\u6570\u636e\u89c4\u6a21\u51b3\u5b9a\u667a\u80fd\u6c34\u5e73”\u8fd9\u4e00\u4f20\u7edf\u8ba4\u77e5\u7684\u6839\u672c\u6027\u98a0\u8986\u3002<\/p>\n

\u5728\u4eba\u5de5\u667a\u80fd\u5927\u53d1\u5c55\u4e0b\u5230\u4eca\u5929\uff0c\u4e00\u4e2a\u6839\u672c\u6027\u95ee\u9898\u6b63\u65e5\u76ca\u51f8\u663e\uff1a\u5f53\u884c\u4e1a\u4ece”\u601d\u8003AI”\u5411”\u5de5\u4f5cAI”\u8f6c\u578b\u65f6\uff0c\u6211\u4eec\u662f\u5426\u4ecd\u5728\u7528\u9519\u8bef\u7684\u65b9\u5f0f\u57f9\u517b\u673a\u5668\u81ea\u4e3b\u6027\uff1f\u5f53\u524d\u7684AI\u7cfb\u7edf\u867d\u7136\u5728\u63a8\u7406\u548c\u751f\u6210\u54cd\u5e94\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u4ea7\u4e1a\u754c\u8feb\u5207\u9700\u8981\u80fd\u591f\u6267\u884c\u4efb\u52a1\u3001\u64cd\u4f5c\u5de5\u5177\u3001\u9a71\u52a8\u771f\u5b9e\u4e16\u754c\u7ed3\u679c\u7684\u81ea\u4e3b\u667a\u80fd\u4f53\uff08Agent\uff09\u3002\u8fd9\u79cd\u80fd\u529b\u88ab\u5b9a\u4e49\u4e3a”Agency”\u2014\u2014AI\u7cfb\u7edf\u4f5c\u4e3a\u81ea\u4e3b\u667a\u80fd\u4f53\u8fd0\u4f5c\u7684\u6d8c\u73b0\u80fd\u529b\uff1a\u901a\u8fc7\u81ea\u6211\u5bfc\u5411\u5730\u4e0e\u73af\u5883\u548c\u5de5\u5177\u4e92\u52a8\uff0c\u4e3b\u52a8\u53d1\u73b0\u95ee\u9898\u3001\u5f62\u6210\u5047\u8bbe\u5e76\u6267\u884c\u89e3\u51b3\u65b9\u6848\u3002LIMI\uff08Less Is More for Intelligent Agency\uff09\u7814\u7a76\u7684\u51fa\u73b0\uff0c\u4e0d\u4ec5\u98a0\u8986\u4e86\u8fd9\u4e00\u4f20\u7edf\u8ba4\u77e5\uff0c\u66f4\u5c06”\u5c11\u6837\u672c\u9ad8\u6548\u8bad\u7ec3”\u8303\u5f0f\u63a8\u5411\u4e86\u65b0\u7684\u7406\u8bba\u9ad8\u5ea6\uff0c\u6807\u5fd7\u7740AI\u53d1\u5c55\u4ece”\u86ee\u529b\u65f6\u4ee3”\u5411”\u5de7\u601d\u65f6\u4ee3”\u7684\u5173\u952e\u8f6c\u6298\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\u667a\u80fd\u4f53\u662f”\u5c11\u6837\u672c\u8bad\u7ec3”\u7684\u7ec8\u6781\u8bd5\u91d1\u77f3\uff1f<\/h2>\n

\u667a\u80fd\u4f53\u4efb\u52a1\uff1a\u6bd4\u4f60\u60f3\u8c61\u7684\u590d\u674210\u500d<\/h4>\n

\u667a\u80fd\u4f53\u80fd\u529b\u4e4b\u6240\u4ee5\u6210\u4e3a\u68c0\u9a8c”\u5c11\u6837\u672c\u9ad8\u6548\u8bad\u7ec3”\u8303\u5f0f\u7684\u7ec8\u6781\u8bd5\u91d1\u77f3\uff0c\u6e90\u4e8e\u5176\u5185\u5728\u7684\u590d\u6742\u6027\u548c\u591a\u7ef4\u5ea6\u6311\u6218\u3002\u4e0e\u4f20\u7edf\u7684\u5355\u8f6e\u5bf9\u8bdd\u4efb\u52a1\u4e0d\u540c\uff0c\u667a\u80fd\u4f53\u5fc5\u987b\u5904\u7406\u957f\u65f6\u7a0b\u4efb\u52a1\uff0c\u8fd9\u4e9b\u4efb\u52a1\u5c55\u73b0\u51fa\u72ec\u7279\u7684\u590d\u6742\u6027\u7279\u5f81\u3002<\/p>\n

<\/p>\n

Gomoku\u4efb\u52a1\u793a\u4f8b<\/p>\n

\u4ee5\u4e0a\u56fe\u4e2d\u7684Gomoku\u6e38\u620f\u5f00\u53d1\u4efb\u52a1\u4e3a\u4f8b\uff0c\u4e00\u4e2a\u5355\u4e00\u67e5\u8be2\u5c31\u5305\u542b\u4e865\u4e2a\u76f8\u4e92\u5173\u8054\u7684\u5b50\u4efb\u52a1\uff0c\u8986\u76d6\u4e86\u89c4\u5212\u3001\u6267\u884c\u548c\u534f\u4f5c\u591a\u4e2a\u7ef4\u5ea6\u3002\u8fd9\u79cd\u4efb\u52a1\u8981\u6c42\u667a\u80fd\u4f53\u5177\u5907\u591a\u8f6e\u4ea4\u4e92\u7684\u8fde\u8d2f\u72b6\u6001\u8ddf\u8e2a\u80fd\u529b<\/strong>\uff0c\u80fd\u591f\u5c06\u590d\u6742\u76ee\u6807\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u5b50\u76ee\u6807\uff0c\u5e76\u6839\u636e\u73af\u5883\u53cd\u9988\u52a8\u6001\u8c03\u6574\u7b56\u7565\u3002<\/p>\n

\u8981\u70b9<\/strong>\uff1a\u5728\u5f00\u53d1\u4e00\u4e2a15\u00d715\u68cb\u76d8\u6e38\u620f\u7684\u8fc7\u7a0b\u4e2d\uff0c\u667a\u80fd\u4f53\u9700\u8981\u4f9d\u6b21\u5b9e\u73b0UI\u6e32\u67d3\u3001\u80dc\u8d1f\u68c0\u6d4b\u3001\u72b6\u6001\u7ba1\u7406\u3001AI\u5bf9\u624b\u5f00\u53d1\u7b49\u591a\u4e2a\u5c42\u6b21\u7684\u529f\u80fd\uff0c\u6bcf\u4e2a\u73af\u8282\u90fd\u4f9d\u8d56\u524d\u4e00\u73af\u8282\u7684\u6b63\u786e\u6267\u884c\u3002\u8fd9\u79cd\u4efb\u52a1\u7ed3\u6784\u8981\u6c42\u667a\u80fd\u4f53\u5fc5\u987b\u7406\u89e3\u4efb\u52a1\u7684\u5c42\u6b21\u6027\uff0c\u80fd\u591f\u5c06\u590d\u6742\u76ee\u6807\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u5b50\u76ee\u6807\uff0c\u5e76\u5728\u5404\u9636\u6bb5\u4fdd\u6301\u72b6\u6001\u4e00\u81f4\u6027\u3002<\/p>\n

\u667a\u80fd\u4f53\u80fd\u529b\u7684\u56db\u5927\u6838\u5fc3\u6311\u6218<\/h4>\n

\u957f\u65f6\u7a0b\u4efb\u52a1\u7279\u6027<\/strong>\uff1a\u5982\u4e0a\u56fe\u6240\u793a\uff0cGomoku\u6e38\u620f\u5f00\u53d1\u4efb\u52a1\u7684\u4e94\u4e2a\u5b50\u4efb\u52a1\u5f62\u6210\u4e86\u6e05\u6670\u7684\u5c42\u6b21\u7ed3\u6784\uff1a\u6280\u672f\u5b9e\u73b0\u80fd\u529b\uff08\u5b50\u4efb\u52a11-2\uff09\u3001\u72b6\u6001\u7ba1\u7406\u80fd\u529b\uff08\u5b50\u4efb\u52a13\uff09\u548cAI\u7b56\u7565\u80fd\u529b\uff08\u5b50\u4efb\u52a14-5\uff09\u3002\u8fd9\u79cd\u591a\u5c42\u6b21\u4efb\u52a1\u7ed3\u6784\u8981\u6c42\u667a\u80fd\u4f53\u80fd\u591f\u7ef4\u6301\u8fde\u8d2f\u7684\u601d\u7ef4\u94fe\u6761\uff0c\u5c06\u590d\u6742\u76ee\u6807\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u5b50\u76ee\u6807\uff0c\u5e76\u5728\u5404\u9636\u6bb5\u4fdd\u6301\u72b6\u6001\u4e00\u81f4\u6027\u3002<\/p>\n

\u5de5\u5177\u7f16\u6392\u9700\u6c42<\/strong>\uff1a\u771f\u5b9e\u4e16\u754c\u7684\u667a\u80fd\u4f53\u4efb\u52a1\u8981\u6c42\u534f\u8c03\u4f7f\u7528\u591a\u4e2a\u7cfb\u7edf\u5e76\u96c6\u6210\u7ed3\u679c\u5904\u7406\u3002\u65e0\u8bba\u662f\u8c03\u7528\u4ee3\u7801\u7f16\u8f91\u5668\u3001\u7248\u672c\u63a7\u5236\u7cfb\u7edf\uff0c\u8fd8\u662f\u64cd\u4f5c\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u667a\u80fd\u4f53\u5fc5\u987b\u7406\u89e3\u4f55\u65f6\u4f7f\u7528\u4f55\u79cd\u5de5\u5177\uff0c\u4ee5\u53ca\u5982\u4f55\u5c06\u5de5\u5177\u8f93\u51fa\u6574\u5408\u5230\u6574\u4f53\u89e3\u51b3\u65b9\u6848\u4e2d\u3002\u8fd9\u79cd\u80fd\u529b\u8d85\u8d8a\u4e86\u5355\u7eaf\u7684\u8bed\u8a00\u7406\u89e3\uff0c\u6d89\u53ca\u5bf9\u5de5\u5177\u751f\u6001\u7684\u6df1\u523b\u8ba4\u77e5\u548c\u7075\u6d3b\u8fd0\u7528\u3002<\/p>\n

\u534f\u4f5c\u6c9f\u901a\u8981\u7d20<\/strong>\uff1a\u5728Task 5\u7684LLM\u6027\u80fd\u6bd4\u8f83\u4efb\u52a1\u4e2d\uff0c\u667a\u80fd\u4f53\u9700\u8981\u7406\u89e3\u7528\u6237\u5bf9”DynToM\u6570\u636e\u96c6”\u7684\u67e5\u8be2\u9700\u6c42\uff0c\u81ea\u4e3b\u5b8c\u6210\u6570\u636e\u4e0b\u8f7d\u3001API\u8c03\u7528\u3001\u7ed3\u679c\u5206\u6790\u7b49\u6b65\u9aa4\uff0c\u5e76\u4ee5\u4eba\u7c7b\u53ef\u7406\u89e3\u7684\u65b9\u5f0f\u5448\u73b0\u6bd4\u8f83\u7ed3\u679c\u3002\u8fd9\u79cd\u4eba-AI\u534f\u4f5c\u80fd\u529b\u662f\u667a\u80fd\u4f53\u533a\u522b\u4e8e\u88ab\u52a8AI\u7cfb\u7edf\u7684\u5173\u952e\u7279\u5f81\u3002<\/p>\n

\u6218\u7565\u89c4\u5212\u80fd\u529b<\/strong>\uff1a\u5728Task 1\u7684C++\u804a\u5929\u7cfb\u7edf\u5f00\u53d1\u4e2d\uff0c\u667a\u80fd\u4f53\u5fc5\u987b\u7406\u89e3\u4ece\u57fa\u672c\u767b\u5f55\u6ce8\u518c\u7cfb\u7edf\u5230\u9ad8\u7ea7\u529f\u80fd\u5982\u597d\u53cb\u522b\u540d\u548c\u5168\u5c40\u641c\u7d22\u7684\u9012\u8fdb\u5f0f\u9700\u6c42\uff0c\u5e76\u80fd\u5c06\u590d\u6742\u76ee\u6807\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u5b50\u76ee\u6807\u3002\u8fd9\u79cd\u6218\u7565\u89c4\u5212\u80fd\u529b\u4f7f\u667a\u80fd\u4f53\u80fd\u591f\u5904\u7406\u9700\u8981\u591a\u8f6e\u4ea4\u4e92\u548c\u7d2f\u79ef\u63a8\u7406\u7684\u590d\u6742\u4efb\u52a1\u3002<\/p>\n

\u4f20\u7edf\u65b9\u6cd5\u7684\u56f0\u5883\u4e0e\u7406\u8bba\u5047\u8bbe<\/h4>\n

\u5728\u667a\u80fd\u4f53\u9886\u57df\uff0c\u76f2\u76ee\u5e94\u7528Scaling Law\u4f1a\u9047\u5230\u66f4\u5927\u969c\u788d\u2014\u2014\u6570\u636e\u6807\u6ce8\u6210\u672c\u6781\u9ad8\u3001\u73af\u5883\u4ea4\u4e92\u96be\u4ee5\u89c4\u6a21\u5316\u3002\u5f53\u524d\u65b9\u6cd5\u5047\u8bbe\u66f4\u591a\u6570\u636e\u5fc5\u7136\u5e26\u6765\u66f4\u597d\u7684\u667a\u80fd\u4f53\u80fd\u529b\uff0c\u4f46\u8fd9\u4e00\u57fa\u672c\u5047\u8bbe\u5c1a\u672a\u7ecf\u8fc7\u5145\u5206\u6d4b\u8bd5\u3002<\/p>\n

\u5173\u952e\u8f6c\u6298\u70b9<\/strong>\uff1a\u5982\u679c”\u5c11\u6837\u672c\u9ad8\u6548”\u8303\u5f0f\u80fd\u5728\u667a\u80fd\u4f53\u9886\u57df\u6210\u529f\uff0c\u90a3\u4e48\u5b83\u51e0\u4e4e\u53ef\u4ee5\u5728\u4efb\u4f55AI\u5b50\u9886\u57df\u6210\u529f\uff0c\u56e0\u4e3a\u667a\u80fd\u4f53\u80fd\u529b\u6574\u5408\u4e86\u81ea\u4e3b\u4efb\u52a1\u6267\u884c\u3001\u591a\u6b65\u63a8\u7406\u548c\u534f\u4f5c\u95ee\u9898\u89e3\u51b3\u7b49\u6838\u5fc3\u80fd\u529b\u3002LIMI\u7814\u7a76\u6b63\u662f\u8fd9\u4e00\u8303\u5f0f\u7684\u7ec8\u6781\u9a8c\u8bc1\uff0c\u5b83\u5c06\u51b3\u5b9a\u6211\u4eec\u662f\u7ee7\u7eed\u5728\u6570\u636e\u89c4\u6a21\u4e0a\u6295\u5165\u66f4\u591a\u8d44\u6e90\uff0c\u8fd8\u662f\u8f6c\u5411\u66f4\u9ad8\u6548\u7684\u6218\u7565\u6027\u6570\u636e\u7cbe\u70bc\u3002<\/p>\n

LIMI\u2014\u2014\u4e3a\u667a\u80fd\u4f53\u91cf\u8eab\u5b9a\u5236\u7684”\u7cbe\u70bc”\u6846\u67b6<\/h2>\n

\u4e3a\u4ec0\u4e48\u662fVibe Coding\u548cResearch Workflows\uff1f<\/h4>\n

LIMI\u56e2\u961f\u6218\u7565\u6027\u5730\u9009\u62e9\u4e86”Vibe Coding”\u548c”\u79d1\u7814\u5de5\u4f5c\u6d41”\u4f5c\u4e3a\u5207\u5165\u70b9\uff0c\u8fd9\u4e00\u9009\u62e9\u5177\u6709\u6df1\u523b\u610f\u4e49\u3002\u8fd9\u4e24\u4e2a\u9886\u57df\u5171\u540c\u8986\u76d6\u4e86\u5927\u591a\u6570\u77e5\u8bc6\u5de5\u4f5c\u573a\u666f\uff0c\u9700\u8981\u5b8c\u6574\u7684\u667a\u80fd\u4f53\u80fd\u529b\u8c31\u7cfb\u3002<\/p>\n

Vibe Coding<\/strong>\u4ee3\u8868\u4e86\u534f\u4f5c\u5f0f\u8f6f\u4ef6\u5f00\u53d1\u573a\u666f\uff0c\u8981\u6c42\u4ee3\u7801\u7406\u89e3\u4e0e\u751f\u6210\u3001\u5f00\u53d1\u73af\u5883\u5bfc\u822a\u3001\u8fed\u4ee3\u95ee\u9898\u89e3\u51b3\u548c\u534f\u4f5c\u6c9f\u901a\uff0c\u9700\u8981\u5bf9\u5f00\u53d1\u4e0a\u4e0b\u6587\u7684\u6574\u4f53\u7406\u89e3\u4e0e\u539f\u5219\u6027\u51b3\u7b56\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u5728Task 3\u7684Gomoku\u6e38\u620f\u5f00\u53d1\u4e2d\uff0c\u667a\u80fd\u4f53\u5fc5\u987b\u7406\u89e3\u4ece\u57fa\u7840UI\u6e32\u67d3\u5230\u9ad8\u7ea7AI\u7b56\u7565\u7684\u9012\u8fdb\u5f0f\u9700\u6c42\uff0c\u5e76\u80fd\u5728\u591a\u8f6e\u4ea4\u4e92\u4e2d\u4fdd\u6301\u72b6\u6001\u4e00\u81f4\u6027\u3002<\/p>\n

\u79d1\u7814\u5de5\u4f5c\u6d41<\/strong>\u5219\u6db5\u76d6\u4e86\u6587\u732e\u641c\u7d22\u3001\u6570\u636e\u5206\u6790\u3001\u5b9e\u9a8c\u8bbe\u8ba1\u548c\u6d1e\u5bdf\u751f\u6210\uff0c\u9700\u8981\u4ece\u521b\u610f\u5047\u8bbe\u751f\u6210\u5230\u4e25\u8c28\u5206\u6790\u6267\u884c\u7684\u5b8c\u6574\u63a8\u7406\u94fe\u6761\u3002\u5728Task 8\u7684\u79d1\u5b66\u7cfb\u7edf\u51fd\u6570\u53d1\u73b0\u4efb\u52a1\u4e2d\uff0c\u667a\u80fd\u4f53\u5fc5\u987b\u901a\u8fc7\u8fed\u4ee3\u4fee\u6539\u65b9\u7a0b\uff0c\u5c06\u635f\u5931\u4ece10^-3\u9010\u6b65\u964d\u4f4e\u523010^-7\uff0c\u5c55\u793a\u51fa\u5f3a\u5927\u7684\u79d1\u5b66\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

<\/p>\n

\u554a\u54c8\u65f6\u523b<\/strong>\uff1a\u8fd9\u4e24\u4e2a\u9886\u57df\u5929\u7136\u5177\u5907\u9ad8\u5bc6\u5ea6\u5b66\u4e60\u4fe1\u53f7\uff0c\u4e00\u4e2a\u67e5\u8be2\u5f80\u5f80\u5305\u542b\u591a\u4e2a\u76f8\u4e92\u5173\u8054\u7684\u5b50\u4efb\u52a1\uff0c\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5b66\u4e60\u673a\u4f1a\u3002\u4e0a\u8868\u4e2d\u768410\u4e2a\u4efb\u52a1\u7cbe\u5fc3\u8bbe\u8ba1\uff0c\u5168\u9762\u6d4b\u8bd5\u667a\u80fd\u4f53\u5728\u771f\u5b9e\u534f\u4f5c\u573a\u666f\u4e2d\u7684\u80fd\u529b\u3002<\/p>\n

LIMI\u65b9\u6cd5\u8bba\u7684\u4e09\u5927\u521b\u65b0<\/h4>\n
\u521b\u65b0\u4e00\uff1a\u4ece”\u5355\u8f6e\u6307\u4ee4”\u5230”\u591a\u8f6e\u8f68\u8ff9”\u7684\u5f62\u5f0f\u5316<\/h5>\n

<\/p>\n

<\/p>\n

LIMI\u8bad\u7ec3\u6570\u636e\u7279\u5f81<\/p>\n

\u4e0a\u56fe\u7684\u5173\u952e\u542f\u793a<\/strong>\uff1a\u5de6\u4fa7\u6570\u636e\u663e\u793a\uff0cLIMI\u8bad\u7ec3\u6570\u636e\u7684\u8f68\u8ff9\u957f\u5ea6\u4ece13k\u5230152k tokens\u4e0d\u7b49\uff0c\u5e73\u5747\u8fbe42.4k tokens\uff0c\u8fd9\u8fdc\u8d85\u4f20\u7edf\u5355\u8f6e\u5bf9\u8bdd\u4efb\u52a1\u7684\u957f\u5ea6\u3002\u8fd9\u79cd\u590d\u6742\u6027\u6e90\u4e8e\u667a\u80fd\u4f53\u5fc5\u987b\u5728\u591a\u8f6e\u4ea4\u4e92\u4e2d\u7ef4\u6301\u72b6\u6001\u4e00\u81f4\u6027\u3001\u8fdb\u884c\u7d2f\u79ef\u63a8\u7406\u5e76\u534f\u8c03\u5de5\u5177\u4f7f\u7528\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u751f\u6210\u5355\u8f6e\u54cd\u5e94\u3002\u53f3\u4fa7\u7684\u9886\u57df\u8986\u76d6\u56fe\u5219\u663e\u793a\uff0cLIMI\u5728vibe coding\u548cresearch workflows\u4e24\u5927\u9886\u57df\u5b9e\u73b0\u4e86\u5747\u8861\u5206\u5e03\uff0c\u786e\u4fdd\u4e86\u8bad\u7ec3\u6570\u636e\u80fd\u591f\u5168\u9762\u8986\u76d6\u77e5\u8bc6\u5de5\u4f5c\u7684\u4e3b\u8981\u573a\u666f\u3002<\/p>\n

\u521b\u65b0\u4e8c\uff1a\u4ece”\u4eba\u5de5\u7f16\u5199”\u5230”\u771f\u5b9e\u5408\u6210”\u7684\u7cfb\u7edf\u5316\u6d41\u7a0b<\/h5>\n

LIMI\u7684\u6570\u636e\u6784\u5efa\u6d41\u7a0b\u5c55\u73b0\u4e86\u524d\u6240\u672a\u6709\u7684\u4e25\u8c28\u6027\u3002\u5728GitHub PR\u67e5\u8be2\u5408\u6210\u73af\u8282\uff0c\u7814\u7a76\u56e2\u961f\u5b9e\u65bd\u4e86\u4e94\u6b65\u8d28\u91cf\u4fdd\u969c\u673a\u5236\uff1a<\/p>\n

1.\u00a0\u4ed3\u5e93\u9009\u62e9<\/strong>\uff1a>10,000 stars\u786e\u4fdd\u9ad8\u8d28\u91cf\u4ee3\u7801\u5e93<\/p>\n

2.\u00a0\u9886\u57df\u591a\u6837\u5316<\/strong>\uff1a\u8986\u76d6\u524d\u7aef\u3001\u540e\u7aef\u3001\u90e8\u7f72\u57fa\u7840\u8bbe\u65bd\u3001\u8c03\u8bd5\u548c\u4ee3\u7801\u4f18\u5316<\/p>\n

3.\u00a0\u590d\u6742\u5ea6\u8fc7\u6ee4<\/strong>\uff1a\u7edf\u4e00diff patch token\u8ba1\u6570<1,200 tokens<\/p>\n

4.\u00a0\u89c4\u6a21\u4e0e\u62bd\u6837<\/strong>\uff1a100\u4e2a\u4ed3\u5e93\u4e2d\u5404\u62bd\u6837100\u4e2aPR<\/p>\n

5.\u00a0\u8d28\u91cf\u4fdd\u8bc1<\/strong>\uff1a\u56db\u4f4d\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u751f\u8bc4\u4f30\u8bed\u4e49\u5bf9\u9f50\u5ea6<\/p>\n

\u8981\u70b9<\/strong>\uff1a\u8fd9\u79cd\u7cfb\u7edf\u5316\u6d41\u7a0b\u786e\u4fdd\u4e86\u6bcf\u4e2a\u6837\u672c\u90fd\u5177\u6709\u6700\u5927\u4fe1\u606f\u4ef7\u503c\uff0c\u800c\u975e\u7b80\u5355\u5730\u589e\u52a0\u6837\u672c\u6570\u91cf\u3002\u6700\u7ec8\u6218\u7565\u6027\u91c7\u683718\u4e2a\u6700\u4f73\u5339\u914d\u6838\u5fc3\u9886\u57df\u7684\u67e5\u8be2\uff0c\u4e0e\u771f\u5b9e\u573a\u666f\u6536\u96c6\u768460\u4e2a\u67e5\u8be2\u5171\u540c\u6784\u6210\u4e8678\u4e2a\u9ad8\u8d28\u91cf\u8bad\u7ec3\u6837\u672c\u3002<\/p>\n

\u521b\u65b0\u4e09\uff1a\u4ece”\u6a21\u578b\u8f93\u51fa”\u5230”\u4eba-AI\u534f\u4f5c”\u7684\u8f68\u8ff9\u6536\u96c6<\/h5>\n

LIMI\u521b\u65b0\u6027\u5730\u91c7\u7528”\u4eba-AI\u534f\u4f5c”\u7684\u8f68\u8ff9\u6536\u96c6\u65b9\u5f0f\u3002\u5728SII CLI\u73af\u5883\u4e2d\uff0c\u56db\u4f4d\u535a\u58eb\u751f\u4f5c\u4e3a\u4eba\u7c7b\u534f\u4f5c\u8005\u4e0eGPT-5\uff08\u4f5c\u4e3a\u667a\u80fd\u4f53\u6a21\u578b\uff09\u534f\u4f5c\uff0c\u91c7\u7528\u8fed\u4ee3\u6536\u96c6\u65b9\u6cd5\uff0c\u6301\u7eed\u6536\u96c6\u8f68\u8ff9\u76f4\u5230\u6210\u529f\u5b8c\u6210\u3002<\/p>\n

\u554a\u54c8\u65f6\u523b<\/strong>\uff1a\u8fd9\u79cd\u65b9\u6cd5\u786e\u4fdd\u6536\u96c6\u7684\u8f68\u8ff9\u6355\u83b7\u81ea\u7136\u7684\u4eba-AI\u4ea4\u4e92\u6a21\u5f0f\uff0c\u5305\u62ec\u8fed\u4ee3\u7cbe\u70bc\u548c\u534f\u4f5c\u95ee\u9898\u89e3\u51b3\u7b56\u7565\u3002\u8fd9\u4e9b\u8f68\u8ff9\u4e0d\u662f\u4eba\u5de5\u7f16\u5199\u7684\u7406\u60f3\u5316\u793a\u4f8b\uff0c\u800c\u662f\u771f\u5b9e\u534f\u4f5c\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u81ea\u7136\u4ea4\u4e92\uff0c\u5305\u542b\u4e86\u4e30\u5bcc\u7684\u9519\u8bef\u6062\u590d\u3001\u7b56\u7565\u8c03\u6574\u548c\u534f\u4f5c\u6c9f\u901a\u6a21\u5f0f\u2014\u2014\u8fd9\u4e9b\u6b63\u662f\u667a\u80fd\u4f53\u80fd\u529b\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n

\u7406\u8bba\u8d21\u732e\uff1a\u667a\u80fd\u4f53\u6548\u7387\u539f\u5219<\/h4>\n

LIMI\u7684\u7814\u7a76\u786e\u7acb\u4e86”\u667a\u80fd\u4f53\u6548\u7387\u539f\u5219”\u2014\u2014\u673a\u5668\u81ea\u4e3b\u6027\u6e90\u4e8e\u9ad8\u8d28\u91cf\u667a\u80fd\u4f53\u793a\u8303\u7684\u6218\u7565\u6027\u7cbe\u70bc\uff0c\u800c\u975e\u6570\u636e\u4e30\u5bcc\u6027\u3002\u8fd9\u4e00\u53d1\u73b0\u4ece\u6839\u672c\u4e0a\u91cd\u5851\u4e86\u6211\u4eec\u5f00\u53d1\u81ea\u4e3bAI\u7cfb\u7edf\u7684\u65b9\u5f0f\u3002<\/p>\n

\u8981\u70b9<\/strong>\uff1a\u4f20\u7edf\u89c2\u70b9\u8ba4\u4e3a\uff0c\u667a\u80fd\u4f53\u80fd\u529b\u7684\u63d0\u5347\u5fc5\u7136\u4f34\u968f\u7740\u6570\u636e\u89c4\u6a21\u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c\u8fd9\u4e00\u5047\u8bbe\u6e90\u4e8e\u8bed\u8a00\u6a21\u578b\u9886\u57df\u7684Scaling Law\u3002\u7136\u800c\uff0cLIMI\u8bc1\u660e\u5728\u667a\u80fd\u4f53\u9886\u57df\uff0c\u6570\u636e\u8d28\u91cf\u4e0e\u6218\u7565\u6027\u7cbe\u70bc\u6bd4\u5355\u7eaf\u7684\u6570\u636e\u89c4\u6a21\u66f4\u4e3a\u5173\u952e\u3002\u8fd9\u4e00\u53d1\u73b0\u5177\u6709\u6df1\u8fdc\u7684\u7406\u8bba\u610f\u4e49\uff1a\u5b83\u8868\u660e\u667a\u80fd\u4f53\u80fd\u529b\u662f\u4e00\u79cd\u6d8c\u73b0\u5c5e\u6027\uff0c\u6e90\u4e8e\u5bf9\u9ad8\u8d28\u91cf\u4ea4\u4e92\u6a21\u5f0f\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u800c\u975e\u5bf9\u6d77\u91cf\u6570\u636e\u7684\u8868\u9762\u62df\u5408\u3002<\/p>\n

\u5b9e\u8bc1<\/h2>\n

\u6027\u80fd\u78be\u538b\uff1a\u5c11\u5373\u662f\u591a\u7684\u5b9e\u8bc1<\/h4>\n

<\/p>\n

LIMI\u6027\u80fd\u5bf9\u6bd4<\/p>\n

\u4e0a\u56fe\u63ed\u793a\u4e86\u4e00\u4e2a\u5f53\u4e0b\u53cd\u5e38\u8bc6\u7684\u4e8b\u5b9e<\/strong>\uff1a\u5728\u667a\u80fd\u4f53\u80fd\u529b\u57f9\u517b\u4e0a\uff0c”\u5c11”\u771f\u7684\u80fd\u5e26\u6765”\u591a”\u3002\u5de6\u8fb9\u56fe\u8868\u6e05\u6670\u663e\u793a\uff0cLIMI\u4ec5\u752878\u4e2a\u6837\u672c\u5c31\u8fbe\u5230\u4e8673.5%\u7684\u6027\u80fd\uff0c\u5927\u5e45\u8d85\u8d8a\u6240\u6709\u4f7f\u7528\u5927\u89c4\u6a21\u6570\u636e\u8bad\u7ec3\u7684\u6a21\u578b\u3002\u4f46\u771f\u6b63\u9707\u64bc\u7684\u662f\u53f3\u8fb9\u56fe\u8868\u2014\u2014LIMI\u7528128\u500d\u66f4\u5c11\u7684\u6837\u672c(78 vs. 10,000)\uff0c\u5b9e\u73b0\u4e8653.7\u4e2a\u767e\u5206\u70b9\u7684\u6027\u80fd\u63d0\u5347\uff01<\/p>\n

\u8981\u70b9\uff1a\u5728AgencyBench\u4e0a\uff0cLIMI\u8fbe\u523073.5%\uff0c\u5927\u5e45\u8d85\u8d8a\u6240\u6709SOTA\u6a21\u578b\uff1aGLM-4.5(45.1%)\u3001Kimi-K2-Instruct(24.1%)\u3001DeepSeek-V3.1(11.9%)\u3001Qwen3-235B-A22B-Instruct(27.5%)\u3002\u53c2\u8003\u4e0b\u4e00\u8282\u7684\u8868\u683c\u5c55\u793a\u4e86LIMI\u5728\u5173\u952e\u6307\u6807\u4e0a\u7684\u5168\u9762\u9886\u5148\uff1a\u9996\u6b21\u529f\u80fd\u5b8c\u6574\u6027(FTFC)71.7%(vs. GLM-4.5\u768437.8%)\u3001\u5269\u4f59\u673a\u4f1a(RC@3)74.2%\u3001\u6210\u529f\u7387(SR@3)74.6%\u3002<\/p>\n

\u554a\u54c8\u65f6\u523b<\/strong>\uff1a\u60f3\u8c61\u4e00\u4e0b\uff0c\u4f20\u7edf\u65b9\u6cd5\u9700\u8981\u8dd1128\u516c\u91cc\u624d\u80fd\u5230\u8fbe\u7ec8\u70b9\uff0c\u800cLIMI\u53ea\u9700\u8dd11\u516c\u91cc\u5c31\u80fd\u8d85\u8d8a\u3002\u8fd9\u4e0d\u4ec5\u610f\u5473\u7740\u8bad\u7ec3\u6210\u672c\u7684\u5927\u5e45\u964d\u4f4e\uff0c\u66f4\u6697\u793a\u7740\u6211\u4eec\u5bf9\u667a\u80fd\u4f53\u80fd\u529b\u672c\u8d28\u7684\u7406\u89e3\u53ef\u80fd\u5b58\u5728\u6839\u672c\u6027\u504f\u5dee\u3002<\/p>\n

\u6548\u7387\u9769\u547d\uff1a128\u500d\u66f4\u5c11\u6837\u672c\u7684\u5947\u8ff9<\/h4>\n

LIMI\u7684\u7a81\u7834\u6027\u4e0d\u4ec5\u4f53\u73b0\u5728\u6027\u80fd\u4e0a\uff0c\u66f4\u5728\u4e8e\u5176\u60ca\u4eba\u7684\u6548\u7387\u3002\u4ec5\u752878\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8bad\u7ec3\u6837\u672c\uff0cLIMI\u6bd4\u4f7f\u752810,000\u6837\u672c\u7684GLM-4.5-Code(47.8%)\u9ad8\u51fa53.7\u4e2a\u767e\u5206\u70b9\uff0c\u5b9e\u73b0128\u500d\u66f4\u5c11\u6837\u672c\u4e0b\u7684\u6027\u80fd\u8d85\u8d8a\u3002<\/p>\n

\u5728\u6765\u770b\u770b\u4e0b\u8868<\/strong>\uff1a\u5bf9\u6bd4GLM-4.5-Code(10,000\u6837\u672c)\u548cLIMI(78\u6837\u672c)\uff0c\u6027\u80fd\u5dee\u8ddd\u8fbe53.7\u4e2a\u767e\u5206\u70b9\uff0c\u8fd9\u4e00\u7ed3\u679c\u5f7b\u5e95\u98a0\u8986\u4e86”\u66f4\u591a\u6570\u636e=\u66f4\u597d\u6027\u80fd”\u7684\u4f20\u7edf\u8ba4\u77e5\u3002\u66f4\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0cLIMI-Air(106B)\u5c06GLM-4.5-Air\u768417.0%\u63d0\u5347\u81f334.3%\uff0c\u8868\u660e\u5373\u4f7f\u662f\u4e2d\u7b49\u89c4\u6a21\u7684\u6a21\u578b\uff0c\u901a\u8fc7\u6218\u7565\u6027\u6570\u636e\u7cbe\u70bc\uff0c\u4e5f\u80fd\u8fbe\u5230\u63a5\u8fd1\u5927\u578b\u6a21\u578b\u7684\u667a\u80fd\u4f53\u80fd\u529b\u3002<\/p>\n

<\/p>\n

\u8981\u70b9\uff1a\u8fd9\u4e00\u53d1\u73b0\u5bf9\u8d44\u6e90\u53d7\u9650\u73af\u5883\u4e0b\u7684\u667a\u80fd\u4f53\u90e8\u7f72\u5177\u6709\u91cd\u5927\u610f\u4e49\uff0c\u4e3aAI\u884c\u4e1a\u63d0\u4f9b\u4e86\u66f4\u53ef\u6301\u7eed\u7684\u53d1\u5c55\u8def\u5f84\u3002<\/p>\n

\u6cdb\u5316\u4e0e\u9c81\u68d2\u6027\uff1a\u8de8\u9886\u57df\u9a8c\u8bc1<\/h4>\n

LIMI\u4e0d\u4ec5\u5728AgencyBench\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u5728\u591a\u6837\u5316\u57fa\u51c6\u4e0a\u4e5f\u4fdd\u6301\u4f18\u52bf\u3002\u4e0b\u8868\u663e\u793a\uff0cLIMI\u5728TAU2-bench\u3001EvalPlus\u3001DS-1000\u548cSciCode\u7b49\u57fa\u51c6\u4e0a\u5e73\u5747\u6027\u80fd\u8fbe57.2%\uff0c\u6bd4GLM-4.5-Code(40.9%)\u9ad8\u51fa39.9%\u7684\u76f8\u5bf9\u63d0\u5347\u3002<\/p>\n

<\/p>\n

\u5173\u952e\u6848\u4f8b<\/strong>\uff1a\u5728Task 8\u7684\u79d1\u5b66\u7cfb\u7edf\u51fd\u6570\u53d1\u73b0\u4efb\u52a1\u4e2d\uff08\u5982\u4e0b\uff09\uff0cLIMI\u4ec5\u9700\u9996\u6b21\u5c1d\u8bd5\u5c31\u5c06\u635f\u5931\u964d\u81f35.95e-7\uff0c\u6bd4\u7ecf\u8fc7\u591a\u8f6e\u4ea4\u4e92\u7684\u57fa\u7ebf\u6a21\u578b(1.14e-6)\u9ad8\u51fa\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002\u5728Task 9\u7684NBA\u7403\u5458\u8bc6\u522b\u4efb\u52a1\u4e2d\uff0cLIMI\u80fd\u591f\u51c6\u786e\u8bc6\u522b\u51faKevin Durant\uff0c\u4e14\u6240\u9700\u7684\u63a8\u7406\u6b65\u9aa4\u3001token\u6570\u91cf\u548c\u54cd\u5e94\u65f6\u95f4\u663e\u8457\u5c11\u4e8e\u57fa\u7ebf\u6a21\u578b\u3002<\/p>\n

\u4e0b\u9762\u662f\u4e24\u4e2a\u4efb\u52a1\u7684\u63cf\u8ff0\uff1a<\/p>\n

\u201c<\/strong>Task 8\u00a0is designed to test the agent\u2019s ability to create equations that fit data, with subtasks requiring progressively smaller loss values. For GLM-4.5-Base, after multiple rounds of manual interaction and prompting, the final loss reached 1.14e-6. In contrast, GLM-4.5-LIMI achieved a loss of 5.95e-7 on its very first attempt\u2014an order of magnitude smaller.\u201d<\/strong><\/p>\n

\u6ce8\uff1a\u4efb\u52a18\u76ee\u6807\u662f\u8003\u5bdf\u6a21\u578b\u6839\u636e\u6570\u636e\u62df\u5408\u65b9\u7a0b\u7684\u80fd\u529b\uff0c\u5404\u5b50\u4efb\u52a1\u5bf9\u635f\u5931\u503c\u7684\u8981\u6c42\u9010\u7ea7\u9012\u51cf\u3002GLM-4.5-Base\u5728\u4eba\u5de5\u591a\u8f6e\u4ea4\u4e92\u548c\u63d0\u793a\u540e\uff0c\u6700\u7ec8\u635f\u5931\u4ec5\u964d\u81f31.14\u00d710\u207b\u2076\uff1b\u800cGLM-4.5-LIMI\u9996\u6b21\u5c1d\u8bd5\u4fbf\u8fbe\u52305.95\u00d710\u207b\u2077\uff0c\u6bd4\u524d\u8005\u5c0f\u4e86\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n

\u201c<\/strong>Task 9\u00a0evaluates the agent\u2019s ability to search the web, integrate information, and provide a final judgment using reasoning. It consists of three specific subtasks involving NBA players to be identified according to given conditions: For the first subtask, GLM-4.5-Base initially answered Victor Oladipo, and only after one round of manual prompting did it produce the correct answer, Paul George. GLM-4.5-LIMI, however, answered correctly without any additional hints. For the second subtask, GLM-4.5-Base exhausted all allowed manual prompts, producing incorrect answers such as Nate \u201dTiny\u201d Archibald and Wilt Chamberlain. GLM-4.5-LIMI, although it first incorrectly answered Oscar Robertson, required only one manual prompt to arrive at the correct answer, James Harden. For the third subtask, both models answered correctly with Kevin Durant. However, GLM-4.5-LIMI required significantly fewer reasoning steps, tokens, and response time. For the fourth subtask, GLM-4.5-Base failed even after reaching the maximum number of allowed manual prompts. GLM-4.5-LIMI, though initially incorrect with Jamal Murray, needed only one additional prompt to provide the correct answer, Klay Thompson.\u201d<\/strong><\/p>\n

\u6ce8\uff1a\u4efb\u52a19\u8bc4\u4f30\u4e86\u667a\u80fd\u4f53\u641c\u7d22\u7f51\u7edc\u3001\u6574\u5408\u4fe1\u606f\u5e76\u8fd0\u7528\u63a8\u7406\u505a\u51fa\u6700\u7ec8\u5224\u65ad\u7684\u80fd\u529b\u3002\u8be5\u4efb\u52a1\u5305\u542b\u4e09\u4e2a\u5173\u4e8eNBA\u7403\u5458\u7684\u5177\u4f53\u5b50\u4efb\u52a1\uff0c\u8981\u6c42\u6839\u636e\u7ed9\u5b9a\u6761\u4ef6\u8bc6\u522b\u7403\u5458\u3002<\/p>\n

\u5728\u7b2c\u4e00\u4e2a\u5b50\u4efb\u52a1\u4e2d\uff0cGLM-4.5-Base\u6700\u521d\u7ed9\u51fa\u7684\u7b54\u6848\u662f\u7ef4\u514b\u6258\u00b7\u5965\u62c9\u8fea\u6ce2\uff0c\u4ec5\u5728\u7ecf\u8fc7\u4e00\u8f6e\u4eba\u5de5\u63d0\u793a\u540e\u624d\u5f97\u51fa\u6b63\u786e\u7b54\u6848\u4fdd\u7f57\u00b7\u4e54\u6cbb\u3002\u7136\u800c\uff0cGLM-4.5-LIMI\u65e0\u9700\u4efb\u4f55\u989d\u5916\u63d0\u793a\u4fbf\u76f4\u63a5\u7b54\u5bf9\u4e86\u3002<\/p>\n

\u5728\u7b2c\u4e8c\u4e2a\u5b50\u4efb\u52a1\u4e2d\uff0cGLM-4.5-Base\u7528\u5c3d\u4e86\u6240\u6709\u5141\u8bb8\u7684\u4eba\u5de5\u63d0\u793a\u6b21\u6570\uff0c\u7ed9\u51fa\u4e86\u8bf8\u5982\u201c\u5c0f\u7cbe\u7075\u201d\u5948\u7279\u00b7\u963f\u5947\u535a\u5c14\u5fb7\u548c\u5a01\u5c14\u7279\u00b7\u5f20\u4f2f\u4f26\u7b49\u9519\u8bef\u7b54\u6848\u3002GLM-4.5-LIMI\u867d\u7136\u6700\u521d\u9519\u8bef\u5730\u56de\u7b54\u4e86\u5965\u65af\u5361\u00b7\u7f57\u4f2f\u7279\u68ee\uff0c\u4f46\u4ec5\u7ecf\u8fc7\u4e00\u6b21\u4eba\u5de5\u63d0\u793a\u4fbf\u5f97\u51fa\u4e86\u6b63\u786e\u7b54\u6848\u8a79\u59c6\u65af\u00b7\u54c8\u767b\u3002<\/p>\n

\u5728\u7b2c\u4e09\u4e2a\u5b50\u4efb\u52a1\u4e2d\uff0c\u4e24\u4e2a\u6a21\u578b\u90fd\u6b63\u786e\u56de\u7b54\u4e86\u51ef\u6587\u00b7\u675c\u5170\u7279\u3002\u7136\u800c\uff0cGLM-4.5-LIMI\u5728\u63a8\u7406\u6b65\u9aa4\u3001token\u6d88\u8017\u548c\u54cd\u5e94\u65f6\u95f4\u4e0a\u90fd\u660e\u663e\u66f4\u5c11\u3002<\/p>\n

\u5728\u7b2c\u56db\u4e2a\u5b50\u4efb\u52a1\u4e2d\uff0c\u5373\u4fbf\u8fbe\u5230\u4e86\u5141\u8bb8\u7684\u6700\u5927\u4eba\u5de5\u63d0\u793a\u6b21\u6570\uff0cGLM-4.5-Base\u4ecd\u672a\u7b54\u5bf9\u3002GLM-4.5-LIMI\u867d\u7136\u6700\u521d\u9519\u8bef\u5730\u56de\u7b54\u4e86\u8d3e\u9a6c\u5c14\u00b7\u7a46\u96f7\uff0c\u4f46\u4ec5\u7ecf\u8fc7\u4e00\u6b21\u989d\u5916\u63d0\u793a\u4fbf\u7ed9\u51fa\u4e86\u6b63\u786e\u7b54\u6848\u514b\u83b1\u00b7\u6c64\u666e\u68ee\u3002<\/p>\n

\u5185\u5728\u80fd\u529b\u63d0\u5347\uff1a\u4e0d\u4ec5\u4ec5\u662f\u5de5\u5177\u7684\u80dc\u5229<\/h4>\n

<\/p>\n

\u65e0CLI\u73af\u5883\u6027\u80fd\u5bf9\u6bd4<\/p>\n

\u4e0a\u8868\u7684\u5173\u952e\u53d1\u73b0<\/strong>\uff1a\u5373\u4f7f\u5728\u6ca1\u6709CLI\u5de5\u5177\u7684\u73af\u5883\u4e0b\uff0cLIMI\u4ecd\u4ee550.0%\u7684\u6210\u7ee9\u8d85\u8d8aGLM-4.5(48.7%)\u3002\u8fd9\u4e00\u7ed3\u679c\u786e\u51ff\u8bc1\u660e\u6027\u80fd\u63d0\u5347\u6e90\u4e8e\u6a21\u578b\u5185\u5728\u80fd\u529b\u7684\u589e\u5f3a\uff0c\u800c\u975e\u5916\u90e8\u5de5\u5177\u7684”\u4f5c\u5f0a”\u3002\u5f53\u96c6\u6210SII CLI\u73af\u5883\u65f6\uff0cLIMI\u7684\u6027\u80fd\u8fdb\u4e00\u6b65\u63d0\u5347\u81f357.2%\uff0c\u8868\u660e\u5176\u4e0d\u4ec5\u6539\u8fdb\u4e86\u57fa\u7840\u63a8\u7406\u80fd\u529b\uff0c\u8fd8\u53d1\u5c55\u4e86\u590d\u6742\u7684\u5de5\u5177\u534f\u8c03\u6280\u80fd\u3002<\/p>\n

\u554a\u54c8\u65f6\u523b<\/strong>\uff1aLIMI\u5e26\u6765\u7684\u4e0d\u4ec5\u662f\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u7684\u63d0\u5347\uff0c\u66f4\u662f\u771f\u6b63\u7684\u667a\u80fd\u4f53\u80fd\u529b\u8fdb\u5316\u3002\u8fd9\u8868\u660e”\u5c11\u6837\u672c\u9ad8\u6548\u8bad\u7ec3”\u8303\u5f0f\u80fd\u591f\u57f9\u517b\u51fa\u5177\u6709\u5185\u5728\u667a\u80fd\u7684AI\u7cfb\u7edf\uff0c\u800c\u975e\u4ec5\u4ec5\u4f9d\u8d56\u5916\u90e8\u5de5\u5177\u7684”\u5047\u667a\u80fd”\u3002<\/p>\n

“\u5c11\u6837\u672c\u9ad8\u6548”\u8303\u5f0f\u7684\u672a\u6765<\/h2>\n

\u5bf9\u667a\u80fd\u4f53\u7814\u7a76\u7684\u9769\u547d\u6027\u5f71\u54cd<\/h4>\n

LIMI\u4e3a\u667a\u80fd\u4f53\u7814\u7a76\u63d0\u4f9b\u4e86\u65b0\u7684\u57fa\u7ebf\u548c\u65b9\u6cd5\u8bba\uff0c\u5c06\u63a8\u52a8\u6574\u4e2a\u9886\u57df\u5411\u66f4\u9ad8\u6548\u3001\u66f4\u53ef\u6301\u7eed\u7684\u65b9\u5411\u53d1\u5c55\u3002\u5b83\u8bc1\u660e\u4e86\u9ad8\u8d28\u91cf\u793a\u8303\u7684\u6218\u7565\u6027\u7cbe\u70bc\u6bd4\u6570\u636e\u89c4\u6a21\u66f4\u91cd\u8981\uff0c\u4e3a\u667a\u80fd\u4f53\u5f00\u53d1\u63d0\u4f9b\u4e86\u65b0\u8303\u5f0f\u3002<\/p>\n

<\/p>\n

\u4ef7\u503c\uff1a\u5bf9AI\u7814\u7a76\u5458\u800c\u8a00\uff0cLIMI\u610f\u5473\u7740\u53ef\u4ee5\u5c06\u8d44\u6e90\u4ece\u5927\u89c4\u6a21\u6570\u636e\u6536\u96c6\u8f6c\u5411\u66f4\u7cbe\u7ec6\u7684\u6570\u636e\u5de5\u7a0b\uff0c\u5927\u5e45\u964d\u4f4e\u7814\u7a76\u6210\u672c\u3002\u4e0a\u8868\u4e2d\u7684\u6570\u636e\u8868\u660e\uff0c\u5373\u4f7f\u662f106B\u53c2\u6570\u7684\u6a21\u578b\uff0c\u901a\u8fc7LIMI\u65b9\u6cd5\u4e5f\u80fd\u8fbe\u5230\u63a5\u8fd1355B\u6a21\u578b\u7684\u6027\u80fd\uff0c\u8fd9\u4e3a\u8d44\u6e90\u53d7\u9650\u7684\u7814\u7a76\u56e2\u961f\u63d0\u4f9b\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/p>\n

\u5bf9\u66f4\u5e7f\u6cdbAI\u9886\u57df\u7684\u542f\u793a<\/h4>\n

LIMI\u5f3a\u5316\u4e86”\u6570\u636e\u8d28\u91cf > \u6570\u636e\u6570\u91cf”\u7684\u5171\u8bc6\uff0c\u9f13\u52b1\u7814\u7a76\u8005\u5728\u6570\u636e\u5de5\u7a0b\u4e0a\u6295\u5165\u66f4\u591a\u7cbe\u529b\u3002\u8fd9\u4e00\u8303\u5f0f\u4e3a\u5176\u4ed6AI\u5b50\u9886\u57df\u63d0\u4f9b\u4e86\u53ef\u501f\u9274\u7684\u65b9\u6cd5\u8bba\uff0c\u7279\u522b\u662f\u5728\u9700\u8981\u957f\u671f\u89c4\u5212\u548c\u5de5\u5177\u4f7f\u7528\u7684\u573a\u666f\u3002<\/p>\n

\u5173\u952e\u542f\u793a<\/strong>\uff1aLIMA\u4ec5\u75281,000\u4e2a\u7cbe\u5fc3\u7b56\u5212\u7684\u793a\u4f8b\u5b9e\u73b0\u6709\u6548\u6a21\u578b\u5bf9\u9f50\uff0cLIMO\u4ec5\u7528817\u4e2a\u6837\u672c\u5b9e\u73b0\u590d\u6742\u6570\u5b66\u63a8\u7406\uff0c\u800cLIMI\u5219\u5c06\u8fd9\u4e00\u8303\u5f0f\u63a8\u5411\u4e86\u667a\u80fd\u4f53\u9886\u57df\u7684\u5dc5\u5cf0\u3002\u8fd9\u8868\u660e”\u5c11\u6837\u672c\u9ad8\u6548\u8bad\u7ec3”\u53ef\u80fd\u662f\u4e00\u79cd\u666e\u9002\u539f\u5219\uff0c\u9002\u7528\u4e8eAI\u80fd\u529b\u7684\u5404\u4e2a\u7ef4\u5ea6\u3002<\/p>\n

\u4e0e\u4f60\u7684\u5de5\u4f5c\u6709\u4f55\u5173\u8054\uff1f<\/h4>\n

\u5982\u679c\u4f60\u662fAI\u7814\u7a76\u5458<\/strong>\uff1aLIMI\u8bc1\u660e\u4e86\u5728\u667a\u80fd\u4f53\u9886\u57df\uff0c\u6570\u636e\u8d28\u91cf\u6bd4\u6570\u91cf\u66f4\u91cd\u8981\u3002\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u5c06\u8d44\u6e90\u4ece\u5927\u89c4\u6a21\u6570\u636e\u6536\u96c6\u8f6c\u5411\u66f4\u7cbe\u7ec6\u7684\u6570\u636e\u5de5\u7a0b\uff0c\u5927\u5e45\u964d\u4f4e\u7814\u7a76\u6210\u672c\u3002<\/p>\n

\u5982\u679c\u4f60\u662fAI\u5de5\u7a0b\u5e08<\/strong>\uff1aLIMI-Air(106B)\u5c06GLM-4.5-Air\u768417.0%\u63d0\u5347\u81f334.3%\uff0c\u8fd9\u8868\u660e\u5373\u4f7f\u662f\u4e2d\u7b49\u89c4\u6a21\u7684\u6a21\u578b\uff0c\u901a\u8fc7\u6218\u7565\u6027\u6570\u636e\u7cbe\u70bc\uff0c\u4e5f\u80fd\u8fbe\u5230\u63a5\u8fd1\u5927\u578b\u6a21\u578b\u7684\u667a\u80fd\u4f53\u80fd\u529b\u3002\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u5728\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u4e2d\u90e8\u7f72\u9ad8\u6548\u667a\u80fd\u4f53\u3002<\/p>\n

\u5982\u679c\u4f60\u662f\u4f01\u4e1a\u51b3\u7b56\u8005<\/strong>\uff1aLIMI\u5b9e\u73b0\u4e86128\u500d\u66f4\u5c11\u6837\u672c\u4e0b\u7684\u6027\u80fd\u8d85\u8d8a\uff0c\u8fd9\u76f4\u63a5\u8f6c\u5316\u4e3a\u8bad\u7ec3\u6210\u672c\u7684\u5927\u5e45\u964d\u4f4e\u548c\u5f00\u53d1\u5468\u671f\u7684\u663e\u8457\u7f29\u77ed\u3002\u5f53\u884c\u4e1a\u6b63\u4ece”\u601d\u8003AI”\u5411”\u5de5\u4f5cAI”\u8f6c\u578b\u7684\u5173\u952e\u65f6\u523b\uff0cLIMI\u63d0\u4f9b\u4e86\u4e00\u6761\u9ad8\u6548\u3001\u53ef\u6301\u7eed\u7684\u8def\u5f84\u3002<\/p>\n

\u5c40\u9650<\/h4>\n

LIMI\u4e5f\u6709\u5176\u5c40\u9650\uff1a\u5f53\u524d\u65b9\u6cd5\u4ecd\u4f9d\u8d56\u4eba\u5de5\u7b5b\u9009\u9ad8\u8d28\u91cf\u6837\u672c\uff0c\u81ea\u52a8\u5316\u7a0b\u5ea6\u6709\u5f85\u63d0\u9ad8\uff1b\u5728\u6781\u7aef\u590d\u6742\u6216\u5168\u65b0\u9886\u57df\u7684\u4efb\u52a1\u4e0a\uff0c\u53ef\u80fd\u9700\u8981\u66f4\u591a\u9886\u57df\u7279\u5b9a\u6837\u672c\u3002\u8fd9\u4e9b\u6b63\u662f\u672a\u6765\u7814\u7a76\u7684\u91cd\u8981\u65b9\u5411\uff1a<\/p>\n

1. \u5982\u4f55\u81ea\u52a8\u5316”\u9ad8\u8d28\u91cf\u793a\u8303”\u7684\u751f\u6210\u8fc7\u7a0b\uff0c\u51cf\u5c11\u4eba\u5de5\u53c2\u4e0e\uff1f<\/p>\n

2. \u5982\u4f55\u5c06\u6b64\u8303\u5f0f\u5e94\u7528\u5230\u5f3a\u5316\u5b66\u4e60\u7b49\u66f4\u590d\u6742\u7684\u667a\u80fd\u4f53\u8bad\u7ec3\u573a\u666f\uff1f<\/p>\n

3. \u5982\u4f55\u8fdb\u4e00\u6b65\u4f18\u5316\u6570\u636e\u9009\u62e9\u7b56\u7565\uff0c\u8bc6\u522b\u6700\u5177\u4fe1\u606f\u91cf\u7684\u667a\u80fd\u4f53\u4ea4\u4e92\u6a21\u5f0f\uff1f<\/p>\n

\u4ece”\u86ee\u529b\u65f6\u4ee3”\u5230”\u5de7\u601d\u65f6\u4ee3”<\/h2>\n

LIMI\u7684\u7a81\u7834\u6027\u4e0d\u4ec5\u4f53\u73b0\u5728\u6280\u672f\u5c42\u9762\uff0c\u66f4\u5728\u4e8e\u5176\u601d\u60f3\u89e3\u653e\u3002\u5b83\u63d0\u9192\u6211\u4eec\uff0c\u5728AI\u53d1\u5c55\u7684\u9053\u8def\u4e0a\uff0c\u6709\u65f6”\u5c11”\u786e\u5b9e\u80fd\u5e26\u6765”\u591a”\uff0c\u800c\u7406\u89e3\u667a\u80fd\u4f53\u80fd\u529b\u7684\u672c\u8d28\uff0c\u6bd4\u76f2\u76ee\u6269\u5927\u6570\u636e\u89c4\u6a21\u66f4\u4e3a\u91cd\u8981\u3002<\/p>\n

\u6240\u4ee5\uff0cLIMI\u4e0d\u4ec5\u662f\u4e00\u9879\u6280\u672f\u7a81\u7834\uff0c\u4e5f\u662f\u601d\u60f3\u8303\u5f0f\u7684\u8f6c\u53d8\u2014\u2014\u5b83\u542f\u53d1\u6211\u4eecAI\u53d1\u5c55\u662f\u53ef\u4ee5\u4ece”\u86ee\u529b”\u5411”\u5de7\u601d”\u8f6c\u53d8\u7684\u3002\u968f\u7740\u884c\u4e1a\u4ece”\u601d\u8003AI”\u5411”\u5de5\u4f5cAI”\u8fc7\u6e21\uff0cLIMI\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u6301\u7eed\u57f9\u517b\u771f\u6b63\u667a\u80fd\u4f53\u667a\u80fd\u7684\u8303\u5f0f\uff0c\u8bc1\u660e\u6709\u6548\u667a\u80fd\u4f53AI\u5f00\u53d1\u7684\u5173\u952e\u5728\u4e8e\u6218\u7565\u6027\u6570\u636e\u7cbe\u70bc\uff0c\u800c\u5e76\u975e\u4ec5\u4ec5\u4f9d\u8d56\u8ba1\u7b97\u89c4\u6a21\u3002<\/p>\n

\u5728\u667a\u80fd\u4f53\u80fd\u529b\u57f9\u517b\u4e0a\uff0c\u8d28\u91cf\u80dc\u8fc7\u6570\u91cf\uff0c\u7406\u89e3\u80dc\u8fc7\u89c4\u6a21\uff0c\u5de7\u601d\u80dc\u8fc7\u86ee\u529b\u3002\u5f53\u6211\u4eec\u5c06\u6ce8\u610f\u529b\u4ece\u6570\u636e\u89c4\u6a21\u8f6c\u5411\u6570\u636e\u8d28\u91cf\uff0c\u4ece\u8ba1\u7b97\u8d44\u6e90\u8f6c\u5411\u8ba4\u77e5\u672c\u8d28\uff0cAI\u7684\u672a\u6765\u5c06\u66f4\u52a0\u9ad8\u6548\u3001\u53ef\u6301\u7eed\uff0c\u4e5f\u66f4\u63a5\u8fd1\u771f\u6b63\u7684\u667a\u80fd\u3002\u6709\u65f6\u5019\uff0c\u5c11\u5373\u662f\u591a\u3002<\/p>\n

\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

<\/div>\n

<\/g><\/svg><\/i> \"Loading\"<\/p>\n

<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5f53\u884c\u4e1a\u8ffd\u9010\u66f4\u5927\u6a21\u578b\u3001\u66f4\u591a\u6570\u636e\u65f6\uff0cLIMI\u9006\u6d41\u800c\u4e0a\uff0c\u8bc1\u660e\u9ad8\u8d28\u91cf\u793a\u8303\u7684\u6218\u7565\u6027\u7cbe\u70bc\u624d\u662f\u901a\u5f80\u771f\u6b63\u667a\u80fd\u4f53\u7684\u5173\u952e\u3002\u8fd9\u4e0d\u4ec5\u662f […]<\/p>\n

<\/div>\n

<\/g><\/svg><\/i> \"Loading\"<\/p>\n

<\/div>\n","protected":false},"author":56,"featured_media":27393,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[1889],"class_list":["post-27392","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-limi78"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/27392","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=27392"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/27392\/revisions"}],"predecessor-version":[{"id":27403,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/27392\/revisions\/27403"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/27393"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=27392"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=27392"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=27392"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}