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Llama\u8fd9\u6837\u7684LLM\u5bf9\u5f00\u53d1\u8005\u5230\u5e95\u6709\u591a\u6709\u7528\u8fd8\u6709\u5f85\u89c2\u5bdf\u3002\u53bbReddit\u770b\u770b\uff0c\u5c31\u4f1a\u53d1\u73b0\u65e9\u671f\u7684\u7ed3\u8bba\u4f3c\u4e4e\u662f\uff0c\u8be5\u6a21\u578b\u56e0\u8bf8\u591a\u95ee\u9898\u800c\u4ee4\u4eba\u6cae\u4e27\uff0c\u5176\u4e2d\u5305\u62ec\u590d\u6742\u7684\u63d0\u793a\u683c\u5f0f\u3001\u8fc7\u4e8e\u4e25\u683c\u7684\u62a4\u680f\uff0c\u6700\u91cd\u8981\u7684\u8fd8\u6709\u5e7b\u89c9\u95ee\u9898\u3002\u6700\u540e\u4e00\u70b9\u662f\u53e6\u4e00\u4e2a\u4e0d\u4e89\u7684\u4e8b\u5b9e\uff0c\u63d0\u9192\u4eba\u4eec\uff1a\u4efb\u4f55\u6a21\u578b\u7684\u597d\u574f\u5b8c\u5168\u53d6\u51b3\u4e8e\u8bad\u7ec3\u5b83\u6240\u4f7f\u7528\u7684\u6570\u636e\u3002<\/p>\n<p>\u4e0d\u7ba1\u662f\u5426\u5b58\u5728\u7f3a\u9677\uff0cMeta\u7684\u5b9a\u5236LLM\u65b9\u6cd5\u5df2\u7ecf\u5f15\u8d77\u4e86\u4eba\u4eec\u7684\u91cd\u89c6\uff0c\u5373\u5927\u8bed\u8a00\u6a21\u578b\u5e76\u4e0d\u662fAI\u8f85\u52a9\u4ee3\u7801\u751f\u6210\u53d6\u5f97\u6210\u529f\u7684\u552f\u4e00\u9014\u5f84\u3002\u6211\u4eec\u770b\u5230\uff0c\u4e1a\u754c\u8d8a\u6765\u8d8a\u9752\u7750\u4f7f\u7528\u89c4\u6a21\u8f83\u5c0f\u3001\u66f4\u4e13\u95e8\u5316\u7684LLM\u7f16\u5199\u4ee3\u7801\uff0c\u6bd4\u5982BigCode\u3001Codegen\u548cCodeAlpaca\u3002StarCoder\u662f\u53e6\u4e00\u4e2aLLM\uff0c\u5c3d\u7ba1\u53ea\u6709155\u4ebf\u4e2a\u53c2\u6570\uff0c\u4f46\u5728\u8bc4\u4f30\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u5374\u80dc\u8fc7PaLM\u3001LaMDA\u548cLLaMA\u7b49\u8d85\u5927\u6a21\u578b\u3002<\/p>\n<p>\u8fd9\u6bcf\u4e00\u79cd\u9009\u62e9\u90fd\u6709\u4f18\u7f3a\u70b9\uff0c\u4f46\u6700\u91cd\u8981\u7684\u662f\uff0c\u5c0f\u6a21\u578b\u7528\u8d77\u6765\u6bd4\u5927\u6a21\u578b\u5b89\u5168\u5f97\u591a\u3002\u5982\u679c\u60a8\u5728\u7528C++\u7f16\u7a0b\uff0c\u679c\u771f\u9700\u8981\u60a8\u7684LLM\u5145\u65a5\u7740\u4e00\u5927\u5806\u4e0d\u76f8\u5173\u7684\u77e5\u8bc6\uff08\u6bd4\u5982\u201c\u8c01\u662f\u7f8e\u56fd\u7b2c\u4e09\u4efb\u603b\u7edf\uff1f\u201d\uff09\u5417\uff1f\u6570\u636e\u6c60\u8d8a\u5c0f\uff0c\u4fdd\u6301\u5185\u5bb9\u7684\u76f8\u5173\u6027\u5c31\u8d8a\u5bb9\u6613\uff0c\u6a21\u578b\u7684\u8bad\u7ec3\u6210\u672c\u5c31\u8d8a\u4f4e\uff0c\u65e0\u610f\u4e2d\u7a83\u53d6\u4ed6\u4eba\u53d7\u7248\u6743\u4fdd\u62a4\u6570\u636e\u7684\u53ef\u80fd\u6027\u4e5f\u5c31\u8d8a\u5c0f\u3002<\/p>\n<p>2024\u5e74\u7684DevOps\u56e2\u961f\u5e94\u8be5\u5f7b\u5e95\u8c03\u7814\u5e02\u9762\u4e0a\u6240\u6709\u53ef\u7528\u7684LLM\u9009\u9879\uff0c\u800c\u4e0d\u662f\u9ed8\u8ba4\u9009\u62e9\u6700\u660e\u663e\u7684\u9009\u9879\u3002\u751a\u81f3\u53ef\u80fd\u6709\u5fc5\u8981\u9488\u5bf9\u4e0d\u540c\u7684\u7528\u4f8b\u4f7f\u7528\u4e0d\u6b62\u4e00\u79cdLLM\u3002<\/p>\n<p>\u4f46\u56de\u5230\u5f53\u524d\u5b58\u5728\u7684\u95ee\u9898\u2026\u2026<\/p>\n<h4>GenAI\u4f1a\u53d6\u4ee3\u4eba\u7c7b\u5417\uff1f<\/h4>\n<p>\u8fd9\u4e9bGenAI\u5de5\u5177\u6709\u53ef\u80fd\u4ee3\u66ff\u771f\u6b63\u7684\u7a0b\u5e8f\u5458\u5417\uff1f\u9664\u975e\u6a21\u578b\u63d0\u4f9b\u7684\u7f16\u7a0b\u7b54\u6848\u5177\u6709\u7684\u51c6\u786e\u6027\u63d0\u9ad8\u5230\u4e86\u53ef\u63a5\u53d7\u7684\u8bef\u5dee\u8303\u56f4\u5185\uff08\u537398%-100%\uff09\uff0c\u5426\u5219\u53ef\u80fd\u4ee3\u66ff\u4e0d\u4e86\u3002<\/p>\n<p>\u4e0d\u8fc7\u4e3a\u4e86\u4fbf\u4e8e\u8ba8\u8bba\uff0c\u6211\u4eec\u5047\u8bbeGenAI\u786e\u5b9e\u8fbe\u5230\u4e86\u8fd9\u4e2a\u8bef\u5dee\u8303\u56f4\u3002\u90a3\u4e48\u8fd9\u662f\u5426\u610f\u5473\u7740\u8f6f\u4ef6\u5de5\u7a0b\u7684\u89d2\u8272\u5c06\u53d1\u751f\u8f6c\u53d8\uff0c\u60a8\u53ea\u9700\u5ba1\u67e5\u548c\u9a8c\u8bc1AI\u751f\u6210\u7684\u4ee3\u7801\uff0c\u800c\u4e0d\u662f\u7f16\u5199\u4ee3\u7801\uff1f\u5982\u679c\u56db\u773c\u539f\u5219\uff08four-eyes principle\uff09\u9002\u7528\u7684\u8bdd\uff0c\u8fd9\u6837\u7684\u5047\u8bbe\u53ef\u80fd\u662f\u9519\u8bef\u7684\u3002\u8fd9\u662f\u5185\u90e8\u98ce\u9669\u63a7\u5236\u6700\u91cd\u8981\u7684\u673a\u5236\u4e4b\u4e00\uff0c\u8981\u6c42\u4efb\u4f55\u5b9e\u8d28\u6027\u98ce\u9669\u7684\u6d3b\u52a8\uff08\u6bd4\u5982\u4ea4\u4ed8\u8f6f\u4ef6\uff09\u90fd\u8981\u7531\u7b2c\u4e8c\u4e2a\u3001\u72ec\u7acb\u7684\u3001\u6709\u80fd\u529b\u7684\u4eba\u8fdb\u884c\u5ba1\u67e5\u548c\u590d\u6838\u3002\u9664\u975eAI\u88ab\u91cd\u65b0\u5f52\u7c7b\u662f\u4e00\u79cd\u72ec\u7acb\u7684\u3001\u6709\u80fd\u529b\u7684\u751f\u547d\u4f53\uff0c\u5426\u5219\u5b83\u77ed\u671f\u5185\u5e94\u8be5\u6ca1\u6709\u8d44\u683c\u6210\u4e3a\u56db\u773c\u539f\u5219\u4e2d\u7684\u53e6\u4e00\u53cc\u773c\u775b\u3002<\/p>\n<p>\u5982\u679cGenAI\u5c06\u6765\u6709\u80fd\u529b\u8fdb\u884c\u7aef\u5230\u7aef\u5f00\u53d1\u548c\u6784\u5efa\u4eba\u673a\u754c\u9762\uff0c\u90a3\u4e5f\u4e0d\u4f1a\u662f\u5728\u4e0d\u4e45\u7684\u5c06\u6765\u3002LLM\u53ef\u4ee5\u5145\u5206\u5730\u4e0e\u6587\u672c\u548c\u56fe\u50cf\u5143\u7d20\u8fdb\u884c\u4ea4\u4e92\u3002\u751a\u81f3\u73b0\u5728\u5c31\u6709\u5de5\u5177\u53ef\u4ee5\u5c06\u7f51\u9875\u8bbe\u8ba1\u8f6c\u6362\u6210\u524d\u7aef\u4ee3\u7801\u3002\u7136\u800c\u4e0e\u7f16\u7801\u76f8\u6bd4\uff0cAI\u5355\u72ec\u627f\u62c5\u4e0e\u56fe\u5f62\u548cUI\/UX\u5de5\u4f5c\u6d41\u7a0b\u76f8\u5173\u7684\u8bbe\u8ba1\u8981\u56f0\u96be\u5f97\u591a\uff0c\u5c3d\u7ba1\u5e76\u975e\u4e0d\u53ef\u80fd\u3002\u7f16\u7801\u4e5f\u53ea\u662f\u5f00\u53d1\u7684\u5176\u4e2d\u4e00\u90e8\u5206\u3002\u5269\u4f59\u7684\u5de5\u4f5c\u5c31\u662f\u53e6\u8f9f\u8e4a\u5f84\uff0c\u5f04\u6e05\u695a\u8c01\u662f\u53d7\u4f17\uff0c\u5c06\u60f3\u6cd5\u8f6c\u5316\u4e3a\u53ef\u4ee5\u6784\u5efa\u7684\u4ea7\u54c1\uff0c\u7136\u540e\u52a0\u4ee5\u5b8c\u5584\u548c\u6539\u8fdb\uff0c\u8fd9\u6b63\u662f\u4eba\u7c7b\u53d1\u6325\u4f5c\u7528\u7684\u5730\u65b9\u3002<\/p>\n<p>\u4e0d\u7ba1LLM\u53d8\u5f97\u6709\u591a\u597d\uff0c\u5bf9\u4e8e\u7a0b\u5e8f\u5458\u6765\u8bf4\uff0c\u6709\u4e00\u6761\u539f\u5219\u5e94\u8be5\u59cb\u7ec8\u4e0d\u53d8\uff1a\u50cf\u5bf9\u5f85\u81ea\u5df1\u7f16\u5199\u7684\u4ee3\u7801\u4e00\u6837\u5bf9\u5f85\u6bcf\u4e00\u6bb5\u4ee3\u7801\u3002\u8bf7\u540c\u884c\u8bc4\u5ba1\uff0c\u8be2\u95ee\u540c\u4e8b\u201c\u8fd9\u662f\u597d\u7684\u4ee3\u7801\u5417\uff1f\u201d\u3002\u6c38\u8fdc\u4e0d\u8981\u76f2\u76ee\u76f8\u4fe1\u4ee3\u7801\u3002<\/p>\n<p><strong>\u539f\u6587\u6807\u9898\uff1a<\/strong><strong>Why Large Language Models Won\u2019t Replace Human Coders<\/strong><strong>\uff0c<\/strong><\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_19849\" class=\"pvc_stats total_only  \" data-element-id=\"19849\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 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