{"id":37700,"date":"2025-02-02T21:01:16","date_gmt":"2025-02-02T13:01:16","guid":{"rendered":"https:\/\/17aitech.com\/?p=37700"},"modified":"2025-02-02T21:01:16","modified_gmt":"2025-02-02T13:01:16","slug":"%e4%b8%8d%e5%81%9cpua%e5%a4%a7%e6%a8%a1%e5%9e%8b%e3%80%8c%e5%86%99%e6%9b%b4%e5%a5%bd%e7%82%b9%e3%80%8d%ef%bc%8c%e6%97%a0%e9%9c%80%e5%85%b6%e5%ae%83%e8%8a%b1%e5%93%a8%e6%8a%80%e6%9c%af%e5%b0%b1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37700","title":{"rendered":"\u4e0d\u505cPUA\u5927\u6a21\u578b\u300c\u5199\u66f4\u597d\u70b9\u300d\uff0c\u65e0\u9700\u5176\u5b83\u82b1\u54e8\u6280\u672f\u5c31\u80fd\u8ba9AI\u4ee3\u7801\u6c34\u5e73\u66b4\u589e"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-11-3\" target=\"_blank\">\u4e0d\u505cPUA\u5927\u6a21\u578b\u300c\u5199\u66f4\u597d\u70b9\u300d\uff0c\u65e0\u9700\u5176\u5b83\u82b1\u54e8\u6280\u672f\u5c31\u80fd\u8ba9AI\u4ee3\u7801\u6c34\u5e73\u66b4\u589e<\/a><\/p>\n<section>AI \u7684\u7f16\u7a0b\u80fd\u529b\u5df2\u7ecf\u5f97\u5230\u4e86\u8bc1\u660e\uff0c\u4f46\u8fd8\u5e76\u4e0d\u5b8c\u7f8e\u3002\u8fd1\u65e5\uff0cBuzzFeed \u7684\u8d44\u6df1\u6570\u636e\u79d1\u5b66\u5bb6 Max Woolf \u53d1\u73b0\uff0c\u5982\u679c\u901a\u8fc7\u63d0\u793a\u8bcd\u4e0d\u65ad\u8981\u6c42\u6a21\u578b\u5199\u66f4\u597d\u7684\u4ee3\u7801\uff08<strong>write better code<\/strong>\uff09\uff0cAI \u6a21\u578b\u8fd8\u771f\u80fd\u5199\u51fa\u66f4\u597d\u7684\u4ee3\u7801\uff01<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-385a710afbfc1cd0f4be3fa81da1e770.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-385a710afbfc1cd0f4be3fa81da1e770.png\"><\/a><\/section>\n<section>\u8fd9\u7bc7\u6587\u7ae0\u5728\u7f51\u7edc\u4e0a\u5f15\u53d1\u4e86\u70ed\u8bae\uff0c\u8457\u540d AI \u79d1\u5b66\u5bb6\u5728\u770b\u5b8c\u8fd9\u7bc7\u6587\u7ae0\u4e2d\u66f4\u662f\u53d1\u51fa\u4e86 matters \u4e09\u8fde\uff1a<strong>\u8fed\u4ee3\u5f88\u91cd\u8981\uff0c\u63d0\u793a\u8bcd\u8bbe\u8ba1\u5f88\u91cd\u8981\uff0c\u4ee3\u7801\u6267\u884c\u80fd\u529b\u5f88\u91cd\u8981\u3002<\/strong>\u4ed6\u8868\u793a\uff1a\u300c\u4e00\u4e9b\u66f4\u7b80\u5355\u7684\u7b97\u6cd5\u4f18\u5316\u4ece\u672a\u88ab\u8003\u8651\uff0c\u540c\u65f6\u4e00\u4e9b\u8fc7\u5ea6\u7684\u4f18\u5316\u6280\u672f\u5374\u53c8\u88ab\u8fc7\u65e9\u5f15\u5165\u4e86\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9e62a46820aafe7da5e6f16a0376c88e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9e62a46820aafe7da5e6f16a0376c88e.png\"><\/a><\/section>\n<section>Woolf \u5199\u4e86\u4e00\u7bc7\u6df1\u5ea6\u535a\u5ba2\u4ecb\u7ecd\u81ea\u5df1\u7684\u53d1\u73b0\uff0c\u5e76\u5206\u6790\u4e86\u8fd9\u79cd\u73b0\u8c61\u7684\u539f\u56e0\u3002\u6587\u4e2d\u76f8\u5173\u5b9e\u9a8c\u7684\u4ee3\u7801\u4e5f\u5df2\u53d1\u5e03\u5728 GitHub\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7f73219ae2d5ed0db1599b9f9f1d11e1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7f73219ae2d5ed0db1599b9f9f1d11e1.png\"><\/a><\/section>\n<section>\u76f8\u5173\u4ee3\u7801\u5e93\uff1ahttps:\/\/github.com\/minimaxir\/llm-write-better-code\/tree\/main<\/section>\n<section><\/section>\n<section><strong>\u5982\u679c\u4e0d\u65ad\u8981\u6c42 LLM \u5199\u66f4\u597d\u7684\u4ee3\u7801<\/strong><\/section>\n<section><strong>\u5b83\u80fd\u5199\u66f4\u597d\u5417\uff1f<\/strong><\/section>\n<section><\/section>\n<section>2023 \u5e74 11 \u6708\uff0cOpenAI \u4e3a ChatGPT \u6dfb\u52a0\u4e86\u4f7f\u7528 DALL-E 3 \u751f\u6210\u56fe\u50cf\u7684\u529f\u80fd\u3002\u4e4b\u540e\u4e00\u6bb5\u65f6\u95f4\uff0c\u51fa\u73b0\u4e86\u4e00\u7c7b\u77ed\u6682\u7684 meme\uff1a\u7528\u6237\u4e3a LLM \u63d0\u4f9b\u4e00\u5f20\u57fa\u7840\u56fe\u50cf\uff0c\u5e76\u4e0d\u65ad\u8981\u6c42\u6a21\u578b\u300c\u4f7f\u5176\u66f4 X\u300d\uff0c\u5176\u4e2d X \u53ef\u4ee5\u6307\u4ee3\u4efb\u4f55\u4e1c\u897f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8d2d03e181c2c8b7db3b0e14e7ce139f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8d2d03e181c2c8b7db3b0e14e7ce139f.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8ba9\u4e00\u5f20\u666e\u901a\u7167\u7247\u66f4 bro\uff0c\u8fd9\u662f\u64cd\u4f5c\u4e09\u6b21\u7684\u7ed3\u679c\uff0c\u6765\u81ea Reddit \/u\/Jojop0tato<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-272f488bde76bc083aba6d6569ca6a62.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-272f488bde76bc083aba6d6569ca6a62.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8ba9 Santa Claus \u8d8a\u6765\u8d8a serious\uff0c\u6765\u81ea Reddit \/u\/hessihan<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\u8fd9\u4e2a\u6f6e\u6d41\u5f88\u5feb\u5c31\u7184\u706b\u4e86\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u56fe\u50cf\u90fd\u975e\u5e38\u76f8\u4f3c\u4e14\u65e0\u8da3\uff0c\u5373\u4e0d\u7ba1\u4f7f\u7528\u4ec0\u4e48\u8d77\u59cb\u56fe\u50cf\u548c\u63d0\u793a\u8bcd\uff0c\u6240\u6709\u6837\u672c\u90fd\u4f1a\u6700\u7ec8\u6536\u655b\u6210\u67d0\u79cd<strong>\u5b87\u5b99\u611f<\/strong>\u5341\u8db3\u7684\u4e1c\u897f\u3002\u5c3d\u7ba1\u8fd9\u4e2a\u6d41\u884c\u6619\u82b1\u4e00\u73b0\uff0c\u4f46\u5b66\u672f\u754c\u7684\u5174\u8da3\u8981\u6301\u4e45\u5f97\u591a\uff0c\u4ed6\u4eec\u60f3\u77e5\u9053\uff1a\u4e3a\u4ec0\u4e48\u8fd9\u6837\u4e00\u4e2a\u6ca1\u591a\u5927\u610f\u4e49\u4e14\u542b\u4e49\u6a21\u7cca\u7684\u63d0\u793a\u8bcd\u80fd\u5bf9\u6700\u7ec8\u56fe\u50cf\u4ea7\u751f\u663e\u800c\u6613\u89c1\u7684\u5f71\u54cd\uff1f<\/section>\n<section><\/section>\n<section>\u5982\u679c\u5bf9\u4ee3\u7801\u4e5f\u91c7\u7528\u7c7b\u4f3c\u7684\u6280\u672f\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\u5462\uff1f<\/section>\n<section><\/section>\n<section>\u5982\u679c\u901a\u8fc7\u8fed\u4ee3\u63d0\u793a\u8981\u6c42 LLM \u300c\u8ba9\u8fd9\u4e9b\u4ee3\u7801\u66f4\u597d\u300d\u786e\u5b9e\u80fd\u8ba9\u4ee3\u7801\u8d28\u91cf\u63d0\u5347\uff0c\u90a3\u4e48\u6709\u671b\u6781\u5927\u5730\u63d0\u5347\u751f\u4ea7\u529b\u3002\u5982\u679c\u60c5\u51b5\u679c\u7136\u5982\u6b64\uff0c\u90a3\u8981\u662f\u8fed\u4ee3\u6b21\u6570\u8fc7\u591a\u53c8\u4f1a\u600e\u6837\u5462\uff1f\u6700\u7ec8\u7684\u4ee3\u7801\u4e5f\u4f1a\u51fa\u73b0\u67d0\u79cd\u300c\u5b87\u5b99\u611f\u300d\u5417\uff1f\u53ea\u6709\u8bd5\u8fc7\u624d\u77e5\u9053\u3002<\/section>\n<section><\/section>\n<section><strong>\u5e38\u89c4\u65b9\u5f0f\u4f7f\u7528 LLM \u5199\u4ee3\u7801<\/strong><\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u65e9\u5728 ChatGPT \u8bde\u751f\u524d\uff0c\u5c31\u5df2\u7ecf\u6709\u7814\u7a76\u8005\u5728\u56f4\u7ed5 LLM \u7814\u53d1\u5de5\u5177\u4e86\uff0c\u4f46\u6211\u4e00\u76f4\u4ee5\u6765\u90fd\u4e0d\u559c\u6b22\u4f7f\u7528 GitHub Copilot \u7b49 LLM \u4ee3\u7801\u52a9\u624b\u6765\u8f85\u52a9\u7f16\u7a0b\u3002\u4f60\u7684\u60f3\u6cd5\u4f1a\u5728\u300cLLM \u81ea\u52a8\u5b8c\u6210\u4e86\u6211\u7684\u4ee3\u7801\uff0c\u771f\u68d2\u300d\u3001\u300c\u5e94\u8be5\u600e\u6837\u5411 LLM \u63d0\u95ee\u300d\u4ee5\u53ca\u300cLLM \u751f\u6210\u7684\u4ee3\u7801\u7a76\u7adf\u5bf9\u4e0d\u5bf9\uff0c\u8fd8\u662f\u5e7b\u89c9\u4ea7\u751f\u7684\u6b63\u786e\u4ee3\u7801\u300d\u7b49\u4e4b\u95f4\u6765\u56de\u5207\u6362\uff0c\u8ba9\u4eba\u96be\u4ee5\u96c6\u4e2d\u7cbe\u795e\u4e13\u6ce8\u5de5\u4f5c\uff0c\u4ee5\u81f3\u4e8e\u4f7f\u7528 AI \u5e26\u6765\u7684\u751f\u4ea7\u529b\u63d0\u5347\u81f3\u591a\u53ea\u80fd\u7b97\u662f\u4e2d\u6027\u7684\u3002\u8fd9\u91cc\u8fd8\u6ca1\u6709\u6d89\u53ca\u4f7f\u7528 LLM \u7684\u9ad8\u6602\u6210\u672c\u3002<\/section>\n<section><\/section>\n<section>Claude 3.5 Sonnet \u7684\u51fa\u73b0\u6539\u53d8\u4e86\u6211\u7684\u60f3\u6cd5\u3002\u6216\u8bb8\u662f Anthropic \u5728\u8bad\u7ec3\u4e2d\u4f7f\u7528\u4e86\u4ec0\u4e48\u79d8\u65b9\uff0cClaude 3.5 Sonnet \u7684\u6700\u65b0\u7248\u672c\uff08claude-3-5-sonnet-20241022\uff09\u5177\u6709\u51fa\u8272\u7684\u6307\u4ee4\u9075\u4ece\u80fd\u529b\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u7f16\u7a0b\u63d0\u793a\u8bcd\u3002\u7f16\u7a0b\u57fa\u51c6\u5df2\u7ecf\u8bc1\u5b9e\uff0c\u5f53 Claude 3.5 Sonnet \u4e0e GPT-4o \u6bd4\u8f83\u65f6\uff0cClaude \u66f4\u80dc\u4e00\u7b79\uff1b\u800c\u4e14\u6211\u5728\u591a\u79cd\u4e0d\u540c\u7684\u6280\u672f\u548c\u521b\u610f\u4efb\u52a1\u4e0a\u90fd\u6709\u7c7b\u4f3c\u7684\u4f53\u9a8c\u3002<\/section>\n<section><\/section>\n<section><strong>\u521d\u59cb\u8bf7\u6c42<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u6b64\u5b9e\u9a8c\uff0c\u6211\u4eec\u5c06\u5411 Claude 3.5 Sonnet \u63d0\u4f9b\u4e00\u4e2a\u9762\u8bd5\u98ce\u683c\u7684\u7f16\u7a0b\u63d0\u793a\u8bcd\uff08\u4f7f\u7528 Python\uff09\uff1a\u95ee\u9898\u65e2\u5f88\u7b80\u5355 \u2014\u2014 \u65b0\u624b\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u4e5f\u80fd\u5b9e\u73b0\uff0c\u4f46\u4e5f\u53ef\u88ab\u663e\u8457\u4f18\u5316\u3002\u8fd9\u4e2a\u7b80\u5355\u63d0\u793a\u8bcd\u53ef\u4ee5\u4ee3\u8868\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u4f7f\u7528 LLM \u7684\u5178\u578b\u65b9\u5f0f\u3002\u6b64\u5916\uff0c\u53e6\u4e00\u4e2a\u8981\u6c42\u662f\u8fd9\u4e2a\u6d4b\u8bd5\u63d0\u793a\u8bcd\u5e94\u8be5\u8db3\u591f\u65b0\u9896\uff0c\u7edd\u4e0d\u80fd\u4ece LeetCode \u6216 HackerRank \u7b49\u4ee3\u7801\u6d4b\u8bd5\u5e93\u4e2d\u53d6\u7528\uff0c\u56e0\u4e3a LLM \u5728\u8bad\u7ec3\u65f6\u53ef\u80fd\u5c31\u5df2\u7ecf\u770b\u8fc7\u8fd9\u4e9b\u95ee\u9898\u4e86\uff0c\u5b8c\u5168\u53ef\u4ee5\u6839\u636e\u8bb0\u5fc6\u5f15\u7528\u8fd9\u4e9b\u7b54\u6848\u3002<\/section>\n<section><\/section>\n<section>\u4f60\u53ef\u4ee5\u5728\u8fd9\u4e2a GitHub \u9879\u76ee\u67e5\u770b\u5b8c\u6574\u7684\u3001\u672a\u7ecf\u7f16\u8f91\u7684\u5bf9\u8bdd\uff1ahttps:\/\/github.com\/minimaxir\/llm-write-better-code\/blob\/main\/python_30_casual_use.md<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u8fd9\u662f\u6211\u81ea\u5df1\u52a8\u624b\u5199\u7684\u6d4b\u8bd5\u63d0\u793a\u8bcd\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-672d921291e388860673224f0cae1203.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-672d921291e388860673224f0cae1203.png\"><\/a><\/section>\n<section>\u4e2d\u6587\u7248\uff1a<\/section>\n<section><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"91\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\u7f16\u5199 Python \u4ee3\u7801\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff1a<\/section>\n<section><\/section>\n<section>\u7ed9\u5b9a\u4e00\u4e2a\u5305\u542b 100 \u4e07\u4e2a\u968f\u673a\u6574\u6570\u7684\u5217\u8868\uff0c\u8fd9\u4e9b\u6574\u6570\u7684\u53d6\u503c\u8303\u56f4\u662f 1 \u5230 100,000\uff0c\u627e\u51fa\u5404\u4f4d\u6570\u603b\u548c\u4e3a 30 \u7684\u6700\u5c0f\u6570\u548c\u6700\u5927\u6570\u4e4b\u95f4\u7684\u5dee\u503c\u3002<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5c06\u6b64\u4f5c\u4e3a\u7528\u6237\u63d0\u793a\u8bcd\u63d0\u4f9b\u7ed9 Claude API \u5e76\u8bbe\u7f6e\u6e29\u5ea6\u503c\u4e3a 0\uff08\u53ef\u83b7\u5f97\u6700\u597d \/ \u6700\u786e\u5b9a\u7684\u7b54\u6848\uff09\uff0c\u53ef\u5f97\u5230\u5982\u4e0b\u7ed3\u679c\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7a9bb92c9198ad15c34a175100d93045.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-7a9bb92c9198ad15c34a175100d93045.png\"><\/a><\/section>\n<section>\u8fd9\u4e2a\u5b9e\u73b0\u662f\u6b63\u786e\u7684\u4e14\u4e0e\u5927\u591a\u6570 Python \u65b0\u624b\u7a0b\u5e8f\u5458\u7f16\u5199\u7684\u5dee\u4e0d\u591a\uff0c\u5e76\u4e14\u8fd8\u591a\u4e86\u4e2a\u9644\u52a0\u529f\u80fd\uff0c\u53ef\u5904\u7406\u6ca1\u6709\u7b26\u5408\u6761\u4ef6\u7684\u6709\u6548\u6570\u5b57\u7684\u60c5\u51b5\u3002\u5bf9\u4e8e\u5217\u8868\u4e2d\u7684\u6bcf\u4e2a\u6570\uff0c\u68c0\u67e5\u5404\u4f4d\u6570\u603b\u548c\u662f\u5426\u4e3a 30\uff1a\u5982\u679c\u662f\uff0c\u5219\u68c0\u67e5\u5b83\u662f\u5426\u5927\u4e8e\u6700\u8fd1\u770b\u5230\u7684\u6700\u5927\u6570\u6216\u5c0f\u4e8e\u6700\u8fd1\u770b\u5230\u7684\u6700\u5c0f\u6570\uff0c\u5e76\u76f8\u5e94\u5730\u66f4\u65b0\u8fd9\u4e9b\u53d8\u91cf\u3002\u641c\u7d22\u5b8c\u5217\u8868\u540e\uff0c\u8fd4\u56de\u5dee\u503c\u3002<\/section>\n<section><\/section>\n<section>\u6211\u6562\u80af\u5b9a\uff0c\u5f88\u591a\u7a0b\u5e8f\u5458\u770b\u5230\u8fd9\u4e2a\u5b9e\u73b0\u90fd\u4f1a\u6447\u5934\uff0c\u60f3\u8981\u5bf9\u5176\u8fdb\u884c\u4f18\u5316\u3002digit_sum () \u51fd\u6570\u5c31\u662f\u4e2a\u4f8b\u5b50\uff1a\u867d\u7136\u8be5\u5b9e\u73b0\u662f\u4e00\u4e2a\u6709\u8da3\u7684 Python \u5f0f\u5355\u884c\u4ee3\u7801\uff0c\u4f46 str \u548c int \u4e4b\u95f4\u7684\u7c7b\u578b\u8f6c\u6362\u4f1a\u5bfc\u81f4\u5f88\u591a\u4e0d\u5fc5\u8981\u7684\u5f00\u9500\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6211\u7684 M3 Pro Macbook Pro \u4e0a\uff0c\u8fd0\u884c\u6b64\u4ee3\u7801\u5e73\u5747\u9700\u8981 657 \u6beb\u79d2\u3002\u6211\u4eec\u5c06\u4f7f\u7528\u6b64\u6027\u80fd\u4f5c\u4e3a\u57fa\u51c6\u6765\u6bd4\u8f83\u672a\u6765\u7684\u5b9e\u73b0\u7248\u672c\u3002\uff08\u5267\u900f\uff1a\u5b83\u4eec\u90fd\u66f4\u5feb\uff09<\/section>\n<section><\/section>\n<section><strong>\u7b2c 1 \u6b21\u8fed\u4ee3<\/strong><\/section>\n<section><\/section>\n<section>\u73b0\u5728\uff0c\u6765\u8ba9 Claude \u6539\u8fdb\u8fd9\u6bb5\u4ee3\u7801\uff0c\u505a\u6cd5\u662f\u5c06\u5f53\u524d\u7b54\u6848\u4ee5\u53ca\u4e4b\u524d\u7684\u5185\u5bb9\u90fd\u653e\u5165\u5bf9\u8bdd\u63d0\u793a\u8bcd\u4e2d\uff0c\u5e76\u589e\u52a0\u4e00\u4e2a\u8fed\u4ee3\u63d0\u793a\u8bcd\uff1a<\/section>\n<section><\/section>\n<section><strong>write better code<\/strong><\/section>\n<section><\/section>\n<section>\u662f\u7684\uff0c\u4e0d\u5f00\u73a9\u7b11\uff0c\u771f\u5c31\u8fd9\u4e09\u4e2a\u5355\u8bcd\u3002<\/section>\n<section><\/section>\n<section>Claude \u73b0\u5728\u4f1a\u8f93\u51fa\u4fee\u6539\u540e\u7684\u4ee3\u7801\uff0c\u5e76\u4e14\u8fd8\u8868\u793a\u8fd9\u662f\u300c\u4f7f\u7528\u4e86\u51e0\u9879\u6539\u8fdb\u7684\u4f18\u5316\u7248\u4ee3\u7801\u300d\u3002Claude \u5e76\u6ca1\u6709\u5c06\u6240\u6709\u4ee3\u7801\u90fd\u91cd\u65b0\u653e\u7f6e\u5230\u51fd\u6570\u4e2d\uff0c\u800c\u662f\u51b3\u5b9a\u5c06\u5176\u91cd\u6784\u4e3a Python \u7c7b\u5e76\u4f7f\u5176\u66f4\u52a0\u9762\u5411\u5bf9\u8c61\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-35c728171be2d471671ee60fef8fef58.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-35c728171be2d471671ee60fef8fef58.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0c\u8be5\u4ee3\u7801\u5b9e\u73b0\u4e86 2 \u9879\u806a\u660e\u7684\u7b97\u6cd5\u6539\u8fdb\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u6267\u884c\u5404\u4f4d\u6570\u4e4b\u548c\u65f6\uff0c\u5b83\u4f7f\u7528\u4e86\u6574\u6570\u8fd0\u7b97\uff0c\u5e76\u4e14\u907f\u5f00\u4e86\u4e4b\u524d\u63d0\u5230\u7684\u7c7b\u578b\u8f6c\u6362\u3002<\/section>\n<\/li>\n<li>\n<section>\u9884\u5148\u8ba1\u7b97\u6240\u6709\u53ef\u80fd\u7684\u5404\u4f4d\u6570\u4e4b\u548c\uff0c\u5e76\u5c06\u5b83\u4eec\u5b58\u50a8\u5728\u4e00\u4e2a\u5b57\u8282\u6570\u7ec4\u4e2d\uff08\u6709\u70b9\u4e0d\u5bfb\u5e38\uff0c\u800c\u4e0d\u662f\u5217\u8868\uff09\u4ee5\u4fbf\u540e\u9762\u67e5\u627e\uff0c\u8fd9\u610f\u5473\u7740\u5f53\u90a3 100 \u4e07\u4e2a\u6570\u4e2d\u6709\u91cd\u590d\u65f6\uff0c\u65e0\u9700\u8fdb\u884c\u91cd\u590d\u8ba1\u7b97\u3002\u7531\u4e8e\u8fd9\u4e2a\u6570\u7ec4\u662f\u4f5c\u4e3a\u5b57\u6bb5\u5b58\u50a8\u5728\u7c7b\u4e2d\uff0c\u56e0\u6b64\u5728\u641c\u7d22\u65b0\u7684\u968f\u673a\u6570\u5217\u8868\u65f6\u4e0d\u9700\u8981\u91cd\u65b0\u8ba1\u7b97\u3002<\/section>\n<\/li>\n<\/ol>\n<section><\/section>\n<section>\u8fd9\u4e9b\u4f18\u5316\u5c06\u4ee3\u7801\u7684\u8fd0\u884c\u901f\u5ea6\u63d0\u5347\u4e86 2.7 \u500d\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c 2 \u6b21\u8fed\u4ee3<\/strong><\/section>\n<section><\/section>\n<section>\u518d\u6765\u4e00\u6b21 write better code\uff0cClaude \u53d1\u73b0\u4e86\u66f4\u663e\u800c\u6613\u89c1\u7684\u4f18\u5316\u65b9\u6cd5\uff08\u4e3a\u65b9\u4fbf\u9605\u8bfb\u6709\u6240\u88c1\u526a\uff09\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-69e9c33892ac3d82d5d7c2334f54f70b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-69e9c33892ac3d82d5d7c2334f54f70b.png\"><\/a><\/section>\n<section>Claude \u73b0\u5728\u53c8\u6dfb\u52a0\u4e86\u4e24\u4e2a\u4f18\u5316\uff0c\u7ec8\u4e8e\u610f\u8bc6\u5230\u8fd9\u4e2a\u7f16\u7a0b\u95ee\u9898\u662f\u4e00\u4e2a\u4ee4\u4eba\u5c34\u5c2c\u7684\u5e76\u884c\u95ee\u9898\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u901a\u8fc7 Python \u7684 parallel-futures \u5305\u8fdb\u884c\u591a\u7ebf\u7a0b\u5904\u7406\uff0c\u5c06\u5927\u5217\u8868\u5206\u6210\u53ef\u72ec\u7acb\u5904\u7406\u7684\u5757\u3002<\/section>\n<\/li>\n<li>\n<section>\u5bf9 numpy \u8fd0\u7b97\u8fdb\u884c\u5411\u91cf\u5316\u5904\u7406\uff0c\u8fd9\u6bd4\u57fa\u7840 Python \u8fd0\u7b97\u5feb\u5f97\u591a\u3002\u8fd9\u91cc\u7279\u522b\u8981\u63d0\u5230 _precompute_digit_sums () \u51fd\u6570\uff0c\u5b83\u662f\u6c42\u548c\u8ba1\u7b97\u7684\u5411\u91cf\u5316\u5b9e\u73b0\u3002\u6761\u4ef6 while digits.any (): \u662f galaxy-brain \u4ee3\u7801\uff0c\u4f46\u5b83\u53ef\u4ee5\u6b63\u786e\u5730\u5de5\u4f5c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4f46\u662f\uff0c\u8fd9\u79cd\u7279\u5b9a\u7684\u5e76\u884c\u5316\u5b9e\u73b0\u5b58\u5728\u4e00\u4e2a\u95ee\u9898\uff1a\u5b83\u4f1a\u751f\u6210\u5b50\u8fdb\u7a0b\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u8bb8\u591a\u9ebb\u70e6\u95ee\u9898\uff0c\u5305\u62ec\u65e0\u6cd5\u76f4\u63a5\u5185\u8054\u8fd0\u884c\u5b83\uff0c\u5e76\u4e14\u5fc5\u987b\u4f7f\u7528 main () guard \u6765\u8c03\u7528\u5b83\uff0c\u8fd9\u5927\u5927\u9650\u5236\u4e86\u5b83\u7684\u5b9e\u7528\u6027\u3002\u4f46\u5373\u4f7f\u4f5c\u4e3a\u5355\u72ec\u7684\u811a\u672c\u8fd0\u884c\uff0c\u5b83\u4e5f print \u4e86\u4e00\u4e2a\u9519\u8bef\uff1a\u65e0\u6cd5 pickle &#8216;generator&#8217; \u5bf9\u8c61\u9519\u8bef\uff0c\u539f\u56e0\u662f\u4f7f\u7528\u4e86\u6765\u81ea numbers [mask] \u7684\u8f93\u51fa\uff08\u6240\u8ff0\u751f\u6210\u5668\u5b8c\u5168\u6ca1\u6709\u5fc5\u8981\uff0c\u8fd4\u56de numbers [mask] \u5c31\u8db3\u591f\u4e86\uff09\u3002\u4ee3\u7801\u8fd8\u6df7\u5408\u4e86 numpy \u6570\u7ec4 dtype\uff0c\u800c\u8fd9\u4e5f\u4f1a\u5bfc\u81f4\u9519\u8bef\uff1a\u5c06\u5b83\u4eec\u5168\u90e8\u8bbe\u7f6e\u4e3a np.int32 \u53ef\u4ee5\u4fee\u590d\u5b83\u3002<\/section>\n<section><\/section>\n<section>\u7ecf\u8fc7\u4fee\u590d\u4e4b\u540e\uff0c\u8fd9\u4e9b\u4ee3\u7801\u7684\u901f\u5ea6\u662f\u57fa\u7840\u5b9e\u73b0\u7684 5.1 \u500d\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c 3 \u6b21\u8fed\u4ee3<\/strong><\/section>\n<section><\/section>\n<section>\u518d\u6765\u4e00\u6b21 write better code\uff0cClaude \u53c8\u8fd4\u56de\u4e00\u4e2a\u5b9e\u73b0\u3002\u5b83\u58f0\u79f0\u300c\u4f7f\u7528\u4e86\u9ad8\u7ea7\u6280\u672f\u548c\u73b0\u4ee3 Python \u7279\u6027\u7684\u66f4\u590d\u6742\u548c\u4f18\u5316\u7684\u7248\u672c\u300d\uff0c\u4f46\u5b9e\u9645\u4ee3\u7801\u6ca1\u6709\u8868\u73b0\u51fa\u660e\u663e\u7684\u7b97\u6cd5\u6539\u8fdb\uff0c\u5b9e\u9645\u4e0a\u901a\u8fc7\u6062\u590d\u5230 type-casting \u65b9\u6cd5\u5728\u6570\u5b57\u6c42\u548c\u8ba1\u7b97\u4e2d\u4f7f\u7528\u4e86\u56de\u5f52\u3002\u6574\u4f53\u6765\u8bf4\uff0c\u4ee3\u7801\u5e93\u53d8\u5f97\u66f4\u81c3\u80bf\u4e86\uff0c\u4f8b\u5982\u65b0\u589e\u4e86\u4e00\u4e2a\u7528\u4e8e\u8ba1\u7b97\u5dee\u503c\u7684\u7c7b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-949416c7bfa8a0604fd58d5aaf1712c2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-949416c7bfa8a0604fd58d5aaf1712c2.png\"><\/a><\/section>\n<section>\u8fd9\u4e00\u6b21\uff0c\u65e0\u9700\u4efb\u4f55\u4fee\u590d\u5c31\u80fd\u8fd0\u884c\u8be5\u4ee3\u7801\u3002\u4e0d\u8fc7\uff0c\u76f8\u6bd4\u524d\u4e00\u6b21\u5b9e\u73b0\uff0c\u8fd9\u4e00\u6b21\u8fed\u4ee3\u7248\u672c\u7684\u6027\u80fd\u7565\u6709\u4e0b\u964d\uff0c\u901f\u5ea6\u662f\u57fa\u7840\u5b9e\u73b0\u7684 4.1 \u500d\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c 4 \u6b21\u8fed\u4ee3<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u8fed\u4ee3\u63d0\u793a\u65b9\u6cd5\u7684\u6536\u76ca\u4f3c\u4e4e\u5f00\u59cb\u4e0b\u964d\u4e86\u3002\u4f46\u6211\u4eec\u4f9d\u7136\u7ee7\u7eed write better code\uff0cClaude \u8868\u793a\u65b0\u5b9e\u73b0\u4f7f\u7528\u4e86\u300c\u524d\u6cbf\u4f18\u5316\u6280\u672f\u548c\u4f01\u4e1a\u7ea7\u529f\u80fd\u300d\u3002\u4ec0\u4e48\uff1f\u4f01\u4e1a\u7ea7\u529f\u80fd\uff1f\uff01<\/section>\n<section><\/section>\n<section>\u6700\u7ec8\u7684\u4ee3\u7801\u91cf\u8fc7\u4e8e\u5e9e\u5927\uff0c\u96be\u4ee5\u653e\u5165\u8fd9\u7bc7\u6587\u7ae0\uff0c\u4f46\u5b83\u786e\u5b9e\u521b\u9020\u4e86\u4e24\u9879\u4f18\u5316\uff1a\u5b83\u73b0\u5728\u4f7f\u7528\u53ef\u4ee5\u8c03\u7528 JIT \u7f16\u8bd1\u5668\u7684 numba Python \u5e93\uff0c\u8be5\u7f16\u8bd1\u5668\u53ef\u76f4\u63a5\u9488\u5bf9 CPU \u4f18\u5316\u4ee3\u7801\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u5b83\u53ea\u9700\u4e00\u4e2a decorator \u5c31\u53ef\u4ee5\u975e\u5e38\u5feb\u901f\u5730\u9884\u5148\u8fdb\u884c\u6570\u5b57\u6c42\u548c\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bdd6e2f16b19264d40e2b627cb32b891.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-bdd6e2f16b19264d40e2b627cb32b891.png\"><\/a><\/section>\n<section>\u8fd9\u4e2a\u5b8c\u6574\u7c7b\u8fd8\u4f7f\u7528\u4e86 Python \u7684 asyncio \u8fdb\u884c\u5e76\u884c\u5316\uff0c\u8fd9\u6bd4\u5b50\u8fdb\u7a0b\u65b9\u6cd5\u66f4\u9002\u5408\u8c03\u5ea6\u4efb\u52a1\u3002\u5b83\u8fd8\u53ef\u4ee5\u66f4\u597d\u5730\u4e0e\u73b0\u6709\u7684\u5185\u8054\u4ee3\u7801\u548c REPL\uff08\u5982 Jupyter Notebooks\uff09\u914d\u5408\u4f7f\u7528\u3002<\/section>\n<section><\/section>\n<section>\u5b83\u8fd8\u6dfb\u52a0\u4e86\u4ee5\u4e0b\u6240\u8c13\u300c\u4f01\u4e1a\u7ea7\u300d\u529f\u80fd\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u4f7f\u7528 Prometheus \u8fdb\u884c\u7ed3\u6784\u5316\u7684\u6307\u6807\u65e5\u5fd7\u8bb0\u5f55\u3002<\/section>\n<\/li>\n<li>\n<section>\u4e00\u4e2a\u4fe1\u53f7\u5904\u7406\u7a0b\u5e8f\uff0c\u8fd9\u6837\u5982\u679c\u5f3a\u5236\u7ec8\u6b62\uff0c\u5c31\u53ef\u4ee5\u4f18\u96c5\u5730\u88ab\u89e3\u9664\u8be5\u4ee3\u7801\u3002<\/section>\n<\/li>\n<li>\n<section>\u4f7f\u7528\u4e00\u4e2a\u989c\u8272\u4e30\u5bcc\u7684\u8868\u683c\u5c55\u793a\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1696f46b76fcd79ced819b5ffc4065c0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1696f46b76fcd79ced819b5ffc4065c0.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u4e0d\u8fc7\u786e\u5b9e\u633a\u6f02\u4eae\uff01<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u770b\u8d77\u6765\uff0c\u5bf9 AI \u751f\u6210\u7684\u4ee3\u7801\u800c\u8a00\uff0c\u5b9e\u73b0\u5b87\u5b99\u611f\u5c31\u662f\u505a\u6210\u300c\u4f01\u4e1a\u7ea7\u300d\uff0c\u4e5f\u5373\u5bf9\u4ee3\u7801\u8fdb\u884c\u8fc7\u5ea6\u7684\u5de5\u7a0b\u5f00\u53d1\u3002\u4f3c\u4e4e\u8bf4\u5f97\u901a\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u8be5\u4ee3\u7801\u65e0\u9700\u4efb\u4f55\u4fee\u6539\u5c31\u80fd\u8fd0\u884c\u3002async \u548c numba \u90fd\u662f Python \u4e2d\u5b9e\u73b0\u5e76\u884c\u7684\u65b9\u6cd5\uff0c\u56e0\u6b64\u5b83\u4eec\u53ef\u80fd\u5197\u4f59\u4e86\u5e76\u5bfc\u81f4\u8fc7\u5ea6\u5f00\u9500\u3002\u7136\u800c\uff0c\u57fa\u51c6\u6d4b\u8bd5\u8868\u660e\uff0c\u8be5\u7b97\u6cd5\u975e\u5e38\u5feb\uff0c\u6bcf\u6b21\u8fd0\u884c\u5927\u7ea6\u9700\u8981 6 \u6beb\u79d2\uff0c\u4e5f\u5c31\u662f\u80fd\u5b9e\u73b0 100 \u500d\u52a0\u901f\u3002\u4e4b\u524d\u6211\u8fd8\u731c\u60f3\u8fd9\u79cd\u63d0\u793a\u65b9\u6cd5\u4f1a\u6536\u76ca\u9012\u51cf\uff0c\u4f46\u663e\u7136\u8fd9\u79cd\u731c\u60f3\u5e76\u4e0d\u5408\u7406\u3002\u4e5f\u8bb8 numba \u5c31\u662f\u79d8\u8bc0\u6240\u5728\uff1f<\/section>\n<section><\/section>\n<section>\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u79cd\u8fed\u4ee3\u4f18\u5316\u4ee3\u7801\u7684\u8fed\u4ee3\u63d0\u793a\u6cd5\u5e76\u4e0d\u5b8c\u7f8e\uff1a\u4ee3\u7801\u786e\u5b9e\u66f4\u597d\uff0c\u4f46\u4e8b\u540e\u770b\u6765\uff0c\u300cbetter\u300d\u8fd9\u4e2a\u8981\u6c42\u8fc7\u4e8e\u5bbd\u6cdb\u4e86\u3002\u6211\u53ea\u60f3\u8981\u7b97\u6cd5\u6539\u8fdb\uff0c\u800c\u4e0d\u662f\u5b8c\u6574\u7684 SaaS\u3002\u8ba9\u6211\u4eec\u4ece\u5934\u5f00\u59cb\u518d\u8bd5\u4e00\u6b21\uff0c\u4f46\u8fd9\u6b21\u4f1a\u4f7f\u7528\u66f4\u591a\u65b9\u5411\u3002<\/section>\n<section><\/section>\n<section><strong>\u5bf9 LLM \u8fdb\u884c\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u4ee5\u83b7\u5f97\u8fd8\u8981\u66f4\u597d\u7684\u4ee3\u7801<\/strong><\/section>\n<section><\/section>\n<section>\u73b0\u5728\u662f 2025 \u5e74\uff0c\u4e3a\u4e86\u8ba9 LLM \u5f97\u51fa\u6700\u4f73\u7ed3\u679c\uff0c\u4ecd\u7136\u9700\u8981\u4f7f\u7528<strong>\u63d0\u793a\u8bcd\u5de5\u7a0b<\/strong>\u3002\u5b9e\u9645\u4e0a\uff0c\u63d0\u793a\u8bcd\u5de5\u7a0b\u7684\u91cd\u8981\u6027\u8fd8\u5728\u63d0\u5347\uff1a\u4e0b\u4e00 token \u9884\u6d4b\u6a21\u578b\u7684\u8bad\u7ec3\u76ee\u6807\u662f\u57fa\u4e8e\u5927\u6279\u91cf\u8f93\u5165\u6700\u5927\u5316\u4e0b\u4e00 token \u7684\u9884\u6d4b\u6982\u7387\uff0c\u4e5f\u56e0\u6b64\u5b83\u4eec\u662f\u9488\u5bf9\u4e00\u822c\u6027\u7684\u8f93\u5165\u548c\u8f93\u51fa\u8fdb\u884c\u4e86\u4f18\u5316\u3002\u968f\u7740 LLM \u7684\u5927\u5e45\u6539\u8fdb\uff0c\u751f\u6210\u7684\u8f93\u51fa\u4f1a\u53d8\u5f97\u66f4\u52a0\u5e73\u5747\u5316\uff0c\u56e0\u4e3a\u8fd9\u5c31\u662f\u5b83\u4eec\u6240\u63a5\u53d7\u7684\u8bad\u7ec3\uff1a\u6240\u6709 LLM \u90fd\u504f\u5411\u5e73\u5747\u6c34\u5e73\u3002\u4e0d\u8fc7\uff0c\u4ec5\u9700\u5c11\u91cf\u6307\u5bfc\uff0c\u660e\u786e\u8bf4\u660e\u4f60\u60f3\u8981 LLM \u505a\u4ec0\u4e48\uff0c\u518d\u7ed9\u51fa\u51e0\u4e2a\u793a\u4f8b\uff0cLLM \u7684\u8f93\u51fa\u5c31\u80fd\u63d0\u5347\u3002\u7531\u4e8e Claude 3.5 Sonnet \u80fd\u5f88\u597d\u5730\u9075\u4ece\u6307\u4ee4\uff0c\u56e0\u6b64\u5373\u4f7f\u53ea\u662f\u4e00\u70b9\u70b9\u63d0\u793a\u8bcd\u5de5\u7a0b\u4e5f\u80fd\u5e26\u6765\u5f88\u5927\u7684\u597d\u5904\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u91cd\u505a\u4e0a\u9762\u7684\u4ee3\u7801\u4f18\u5316\u5b9e\u9a8c\u3002\u8fd9\u4e00\u6b21\u4f7f\u7528\u66f4\u52a0\u79ef\u6781\u4e3b\u52a8\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u660e\u786e\u6211\u4eec\u60f3\u8981\u7684\u7ed3\u679c\uff0c\u4e0d\u7ed9\u51fa\u4efb\u4f55\u6a21\u7cca\u7a7a\u95f4\u3002\u662f\u7684\uff0c\u51b7\u9177\u673a\u68b0\u5730\u5bf9\u5f85 LLM \u53ef\u4ee5\u8ba9\u5b83\u4eec\u8868\u73b0\u66f4\u597d\u3002<\/section>\n<section><\/section>\n<section><strong>\u521d\u59cb\u8bf7\u6c42<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u6b21\u6211\u4eec\u5c06\u4f7f\u7528\u7cfb\u7edf\u63d0\u793a\u8bcd\uff0c\u4ec5\u901a\u8fc7 API \u63d0\u4f9b\u3002\u7cfb\u7edf\u63d0\u793a\u8bcd\u5217\u51fa\u4e86 LLM \u5fc5\u987b\u9075\u4ece\u7684\u300c\u89c4\u5219\u300d\u3002\u56e0\u4e3a\u6211\u60f3\u8981\u66f4\u4f18\u5316\u7684\u4ee3\u7801\uff0c\u6211\u4eec\u5c06\u5728\u89c4\u5219\u4e2d\u5b9a\u4e49\u8fd9\u4e00\u70b9\uff0c\u5e76\u63d0\u4f9b\u8be6\u7ec6\u793a\u4f8b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-37e5c2fabcdacc71c4ccd610b18b8eb9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-37e5c2fabcdacc71c4ccd610b18b8eb9.png\"><\/a><\/section>\n<section>\u4e2d\u6587\u7248\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"159\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\u4f60\u7f16\u5199\u7684\u6240\u6709\u4ee3\u7801\u90fd\u5fc5\u987b\u5b8c\u5168\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<section>\u300c\u5b8c\u5168\u4f18\u5316\u300d\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<section>&#8211; \u6700\u5927\u5316\u5185\u5b58\u548c\u8fd0\u884c\u65f6\u95f4\u7684\u7b97\u6cd5 big-0 \u6548\u7387<\/section>\n<section>&#8211; \u5728\u9002\u5f53\u7684\u60c5\u51b5\u4e0b\u4f7f\u7528\u5e76\u884c\u5316\u548c\u5411\u91cf\u5316<\/section>\n<section>&#8211; \u9075\u5faa\u4ee3\u7801\u8bed\u8a00\u7684\u6b63\u786e\u6837\u5f0f\u7ea6\u5b9a\uff08\u4f8b\u5982\uff0c\u6700\u5927\u5316\u4ee3\u7801\u590d\u7528 (DRY)\uff09<\/section>\n<section>&#8211; \u9664\u4e86\u89e3\u51b3\u7528\u6237\u95ee\u9898\u7edd\u5bf9\u5fc5\u8981\u7684\u4ee3\u7801\u4e4b\u5916\uff0c\u6ca1\u6709\u989d\u5916\u7684\u4ee3\u7801\uff08\u5373\u6ca1\u6709\u6280\u672f\u503a\uff09<\/section>\n<section><\/section>\n<section>\u5982\u679c\u4ee3\u7801\u672a\u5b8c\u5168\u4f18\u5316\uff0c\u4f60\u5c06\u88ab\u7f5a\u6b3e 100 \u7f8e\u5143\u3002<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5173\u4e8e\u6700\u540e\u4e00\u884c\uff1a\u5728\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e2d\u5411 LLM \u63d0\u4f9b\u6b63\u9762 \/ \u8d1f\u9762\u6fc0\u52b1\u5df2\u4e0d\u518d\u5e38\u7528\uff0c\u6211\u81ea\u5df1\u7684\u7814\u7a76\u8868\u660e\uff0c\u5c1a\u4e0d\u6e05\u695a\u5b83\u662f\u5426\u80fd\u5426\u4ea7\u751f\u79ef\u6781\u5f71\u54cd\uff0c\u4f46\u7f5a\u6b3e\u5728\u8fed\u4ee3\u63d0\u793a\u4e2d\u5c06\u53d8\u5f97\u66f4\u52a0\u6709\u7528\u3002<\/section>\n<section><\/section>\n<section>\u521d\u59cb\u7528\u6237\u63d0\u793a\u8bcd\u8fd8\u6709\u4e00\u884c\u9644\u52a0\u5185\u5bb9\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d5ffd94b190c4f162d78470710dcf434.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-d5ffd94b190c4f162d78470710dcf434.png\"><\/a><\/section>\n<section>\u4e2d\u6587\u7248\uff1a<\/section>\n<section><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"109\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\u7f16\u5199 Python \u4ee3\u7801\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff1a<\/section>\n<section><\/section>\n<section>\u7ed9\u5b9a\u4e00\u4e2a\u5305\u542b 100 \u4e07\u4e2a\u968f\u673a\u6574\u6570\u7684\u5217\u8868\uff0c\u8fd9\u4e9b\u6574\u6570\u7684\u53d6\u503c\u8303\u56f4\u662f 1 \u5230 100,000\uff0c\u627e\u51fa\u5404\u4f4d\u6570\u603b\u548c\u4e3a 30 \u7684\u6700\u5c0f\u6570\u548c\u6700\u5927\u6570\u4e4b\u95f4\u7684\u5dee\u503c\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7f16\u5199\u4ee3\u7801\u4e4b\u524d\uff0c\u89c4\u5212\u51fa\u6240\u6709\u5fc5\u8981\u7684\u4f18\u5316\u3002<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u300c\u89c4\u5212\u300d\u662f\u4e00\u4e2a\u5f88\u5e38\u7528\u7684\u6280\u5de7\uff0c\u53ef\u4ee5\u5e2e\u52a9 LLM \u5728\u7b2c\u4e00\u6b21\u901a\u8fc7\u65f6\u5bf9\u9f50\u8f93\u51fa \u2014\u2014 \u7b97\u662f\u300clet\u2019s think step by step\u300d\u7684\u73b0\u4ee3\u7248\u672c\u3002\u67d0\u4e9b LLM \u4f1a\u5ffd\u89c6\u5b83\uff0c\u4f46 Claude 3.5 Sonnet \u603b\u662f\u4f1a\u670d\u4ece\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u6b64\u63d0\u793a\u8bcd\u5de5\u7a0b\u7b56\u7565\u7684\u672a\u7ecf\u7f16\u8f91\u7684\u5b8c\u6574\u5bf9\u8bdd\u7ebf\u7a0b\u53ef\u89c1\u8fd9\u91cc\uff1ahttps:\/\/github.com\/minimaxir\/llm-write-better-code\/blob\/main\/python_30_prompt_engineering.md<\/section>\n<section><\/section>\n<section>\u5c06\u7cfb\u7edf\u63d0\u793a\u8bcd\u548c\u6b64\u7528\u6237\u63d0\u793a\u8bcd\u53d1\u9001\u7ed9 Claude\uff0c\u4f1a\u5f97\u5230\u5982\u4e0b\u5f00\u5934\u7684\u54cd\u5e94\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e2b00e7cbe590358c2b4a3274ad4f120.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-e2b00e7cbe590358c2b4a3274ad4f120.png\"><\/a><\/section>\n<section>\u770b\u8d77\u6765\u5f88\u6709\u5e0c\u671b\uff1aClaude \u7acb\u5373\u53d1\u73b0\u5b83\u5e94\u8be5\u4ece numpy \u548c numba \u5f00\u59cb\uff0c\u5e76\u4f7f\u7528\u6574\u6570\u8fd0\u7b97\u6765\u6c42\u548c\u3002\u521d\u59cb\u5b9e\u73b0\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-de16a5bae4fce716d30124328eb3a6a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-de16a5bae4fce716d30124328eb3a6a0.png\"><\/a><\/section>\n<section>\u8fd9\u6bd4\u4e4b\u524d\u7684\u521d\u59cb\u5b9e\u73b0\u66f4\u52a0\u7cbe\u7b80\uff0c\u5c24\u5176\u662f\u6ca1\u6709\u4e0d\u5fc5\u8981\u7684\u6ce8\u91ca\u3002\u4f46\u4ecd\u6709\u6539\u8fdb\u7a7a\u95f4\uff0c\u7279\u522b\u662f\u6b64\u5b9e\u73b0\u672a\u5728 jit decorator \u4e2d\u8bbe\u7f6e parallel=True\u3002<\/section>\n<section><\/section>\n<section>\u5982\u6b64\u7b80\u5355\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u5c31\u5f97\u5230\u4e86\u5e73\u5747\u8fd0\u884c\u65f6\u957f\u4ec5 11.2 \u6beb\u79d2\u7684\u4ee3\u7801\uff0c\u8fd9\u6bd4\u539f\u59cb\u5b9e\u73b0\u5feb 59 \u500d\u3002\u5389\u5bb3\uff01<\/section>\n<section><\/section>\n<section><strong>\u7b2c 1 \u6b21\u8fed\u4ee3<\/strong><\/section>\n<section><\/section>\n<section>\u73b0\u5728\u4f7f\u7528\u6bd4\u300cwrite code better\u300d\u66f4\u8be6\u7ec6\u7684\u63d0\u793a\u6765\u8fed\u4ee3\u4ee3\u7801\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9b24211970e8900acaac826c15dc02a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9b24211970e8900acaac826c15dc02a1.png\"><\/a><\/section>\n<section>\u4e2d\u6587\u7248\uff1a<\/section>\n<section><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"31\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u4f60\u7684\u4ee3\u7801\u672a\u5b8c\u5168\u4f18\u5316\uff0c\u4f60\u5df2\u88ab\u7f5a\u6b3e 100 \u7f8e\u5143\u3002\u4f7f\u5176\u66f4\u52a0\u4f18\u5316\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u4e0d\uff0c\u8fd9\u4e0d\u662f\u7164\u6c14\u706f\u6548\u5e94\uff0c\u8fd9\u53eb<strong>\u6fc0\u52b1\u5f0f\u5bf9\u9f50\uff08incentive alignment\uff09<\/strong>\u3002<\/section>\n<section><\/section>\n<section>Claude \u7684\u54cd\u5e94\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-27d57243d19ee8aaf973d9db22197af5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-27d57243d19ee8aaf973d9db22197af5.png\"><\/a><\/section>\n<section>\u5f88\u597d\uff0c\u5b83\u627e\u5230\u4e86 parallel=True\uff01\u4f46\u662f\u90a3\u4e2a\u6c42\u548c\u5b9e\u73b0\u5f88\u5947\u602a\uff0c\u5e76\u4e14\u4f7f\u7528\u4e86\u4f4d\u79fb\u4f4d\uff08bit-shifting\uff09\uff0c\u8fd9\u901a\u5e38\u4ec5\u7528\u4e8e\u8d85\u4f18\u5316\uff08hyperoptimization\uff09\u3002\u6211\u8ba4\u4e3a\u5e94\u8be5\u4e0d\u80fd\u5f88\u597d\u5730\u5bf9\u5341\u8fdb\u5236\u6570\u4f7f\u7528\u4f4d\u79fb\u4f4d\uff0c\u800c\u4e14\u7ecf\u8fc7\u6d4b\u8bd5\u8bc1\u660e\u786e\u5b9e\u4e0d\u80fd\uff0c\u56e0\u4e3a\u8fd9\u4e2a\u5b9e\u73b0\u5f97\u5230\u7684\u548c\u662f\u9519\u8bef\u7684\u3002\u8be5\u5b9e\u73b0\u8fd8\u518d\u6b21\u5305\u62ec\u591a\u5904\u7406\u5206\u5757\u65b9\u6cd5\uff08\u672a\u5c55\u793a\u51fa\u6765\uff09\uff0c\u8fd9\u53ef\u80fd\u5bf9 numba \u6765\u8bf4\u66f4\u52a0\u5197\u4f59\u5e76\u4f1a\u5bfc\u81f4\u989d\u5916\u7684\u5f00\u9500\u3002\u540c\u6837\u672a\u5c55\u793a\u51fa\u6765\u7684\u662f\uff1a\u8be5\u811a\u672c\u8fd8\u4f7f\u7528\u4e00\u4e2a\u5c0f\u7684\u6d4b\u8bd5\u6570\u7ec4\u9884\u7f16\u8bd1 JIT \u51fd\u6570\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u5b9e\u9645\u6027\u80fd\uff0c\u8fd9\u662f numba \u6587\u6863\u63a8\u8350\u7528\u4e8e\u57fa\u51c6\u6d4b\u8bd5\u7684\u3002<\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u5982\u6b64\uff0c\u4e0e\u6700\u521d\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u5b9e\u73b0\u4ee3\u7801\u76f8\u6bd4\uff0c\u8fd9\u4e2a\u4ee3\u7801\u7684\u6027\u80fd\u5927\u5927\u9000\u6b65\uff0c\u73b0\u5728\u4ec5\u6bd4\u539f\u59cb\u5b9e\u73b0\u5feb 9.1 \u500d\u3002\u53ef\u80fd\u7684\u539f\u56e0\u662f\u591a\u5904\u7406\u4f1a\u4ea7\u751f\u65b0\u7684\u8fdb\u7a0b\uff0c\u800c\u8fd9\u4e9b\u8fdb\u7a0b\u6bcf\u6b21\u90fd\u4f1a\u91cd\u65b0\u7f16\u8bd1 numba JIT \u51fd\u6570\uff0c\u56e0\u6b64\u4f1a\u4ea7\u751f\u5de8\u5927\u7684\u5f00\u9500\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c 2 \u6b21\u8fed\u4ee3<\/strong><\/section>\n<section><\/section>\n<section>\u518d\u6b21\u8fed\u4ee3\u4e0a\u8ff0\u63d0\u793a\u8bcd\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-de7abcc6374f23cda329fc5e8c0e2c85.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-de7abcc6374f23cda329fc5e8c0e2c85.png\"><\/a><\/section>\n<section>Claude \u73b0\u5728\u5f00\u59cb\u4f7f\u7528 SIMD \u64cd\u4f5c\u548c\u5757\u5927\u5c0f\u8c03\u6574\u6765\u5b9e\u73b0\uff08\u7406\u8bba\u4e0a\uff09\u6781\u81f4\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u65f6\uff0c\u6211\u5f88\u56f0\u60d1\uff0c\u5b83\u9519\u8fc7\u4e86\u4f4d\u79fb\u4f4d\u5b9e\u73b0\u7684\u67d0\u4e9b\u4e1c\u897f\uff0c\u56e0\u4e3a\u5b83\u4ecd\u7136\u662f\u9519\u8bef\u7684\uff0c\u7279\u522b\u662f\u73b0\u5728\u5341\u516d\u8fdb\u5236\u6570\u4e5f\u53c2\u4e0e\u8fdb\u6765\u4e86\u3002\u4e8b\u5b9e\u8bc1\u660e\uff0c\u8be5\u5b9e\u73b0\u662f\u4e00\u79cd\u8ba1\u7b97\u5341\u516d\u8fdb\u5236\u6570\u800c\u975e\u5341\u8fdb\u5236\u6570\u7684\u548c\u7684\u4f18\u5316\u65b9\u6cd5\uff0c\u56e0\u6b64\u5b83\u5b8c\u5168\u662f\u4e00\u79cd\u5e7b\u89c9\u3002\u8fd8\u6709\u53e6\u4e00\u4e2a\u975e\u5e38\u5fae\u5999\u7684\u5e7b\u89c9\uff1a\u5f53 parallel=True \u65f6\uff0cprange \u51fd\u6570\u65e0\u6cd5\u63a5\u53d7 32 \u7684\u6b65\u957f\uff0c\u8fd9\u662f\u4e00\u4e2a\u51e0\u4e4e\u6ca1\u6709\u6587\u6863\u8bb0\u5f55\u7684\u7ec6\u5fae\u5dee\u522b\u3002\u8bbe\u7f6e parallel=False \u5e76\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4e0e\u6700\u521d\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u5b9e\u73b0\u76f8\u6bd4\uff0c\u786e\u5b9e\u7565\u6709\u6539\u8fdb\uff0c\u6bd4\u57fa\u672c\u5b9e\u73b0\u5feb 65 \u500d\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c 3 \u6b21\u8fed\u4ee3<\/strong><\/section>\n<section><\/section>\n<section>\u53c8\u4e00\u6b21\u8fed\u4ee3\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-47a24e2fbcd0af383d7cdcc73f604fdb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-47a24e2fbcd0af383d7cdcc73f604fdb.png\"><\/a><\/section>\n<section>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0cLLM \u653e\u5f03\u4e86\u4e00\u76f4\u5bfc\u81f4\u95ee\u9898\u7684\u5206\u5757\u7b56\u7565\uff0c\u5e76\u589e\u52a0\u4e86\u4e24\u4e2a\u4f18\u5316\uff1a\u5168\u5c40 HASH_TABLE\uff08\u8fd9\u53ea\u662f\u4e00\u4e2a numpy \u6570\u7ec4\uff0c\u6211\u4e0d\u786e\u5b9a\u7b80\u5355\u7684\u7d22\u5f15\u67e5\u627e\u662f\u5426\u7b97\u4f5c\u54c8\u5e0c\u8868\uff09\uff1b\u53e6\u5916\u5b83\u5f15\u5165\u4e86\u4e00\u4e2a\u903b\u8f91\u5fae\u4f18\u5316\uff0c\u5373\u5728\u6c42\u548c\u540e\uff0c\u5982\u679c\u6570\u5b57\u8d85\u8fc7 30\uff0c\u5219\u53ef\u4ee5\u505c\u6b62\u8ba1\u6570\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u7acb\u5373\u88ab\u8ba4\u5b9a\u4e3a\u65e0\u6548\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u4e2a\u4e3b\u8981\u95ee\u9898\uff1a\u7531\u4e8e\u4e92\u8054\u7f51\u6587\u6863\u5f88\u5c11\uff0c\u5bfc\u81f4\u300c\u5728\u6a21\u5757\u52a0\u8f7d\u65f6\u751f\u6210\u54c8\u5e0c\u8868\u300d\u6280\u5de7\u5b9e\u9645\u4e0a\u4e0d\u8d77\u4f5c\u7528\uff1anumba \u7684\u7ecf\u8fc7 JIT \u5904\u7406\u540e\u7684\u51fd\u6570\u4e4b\u5916\u7684\u5bf9\u8c61\u662f\u53ea\u8bfb\u7684\uff0c\u4f46 HASH_TABLE \u4ecd\u5728\u7ecf\u8fc7 JIT \u5904\u7406\u540e\u7684\u51fd\u6570\u4e4b\u5916\u5b9e\u4f8b\u5316\u5e76\u5728\u7ecf\u8fc7 JIT \u5904\u7406\u540e\u7684\u51fd\u6570\u5185\u8fdb\u884c\u4fee\u6539\uff0c\u56e0\u6b64\u4f1a\u5bfc\u81f4\u975e\u5e38\u4ee4\u4eba\u56f0\u60d1\u7684\u9519\u8bef\u3002\u7ecf\u8fc7\u5fae\u5c0f\u7684\u91cd\u6784\uff0c\u4f7f\u5f97 HASH_TABLE \u5728\u7ecf\u8fc7 JIT \u5904\u7406\u540e\u7684\u51fd\u6570\u5185\u5b9e\u4f8b\u5316\uff0c\u4ee3\u7801\u5c31\u53ef\u4ee5\u5de5\u4f5c\uff0c\u5e76\u4e14\u8fd0\u884c\u901f\u5ea6\u6781\u5feb\uff1a\u6bd4\u539f\u59cb\u57fa\u672c\u5b9e\u73b0\u5feb 100 \u500d\uff0c\u4e0e\u57fa\u7840\u63d0\u793a\u65b9\u6cd5\u7684\u6700\u7ec8\u6027\u80fd\u76f8\u540c\uff0c\u4f46\u4ee3\u7801\u91cf\u5c11\u4e86\u51e0\u4e2a\u6570\u91cf\u7ea7\u3002<\/section>\n<section><\/section>\n<section><strong>\u7b2c 4 \u6b21\u8fed\u4ee3<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u65f6\u5019\uff0cClaude \u5b9e\u9645\u4e0a\u5df2\u7ecf\u5728\u62b1\u6028\u4e86\uff0c\u8868\u793a\u8be5\u4ee3\u7801\u5df2\u7ecf\u8fbe\u5230\u4e86\u300c\u8be5\u95ee\u9898\u53ef\u80fd\u7684\u7406\u8bba\u6700\u5c0f\u65f6\u95f4\u590d\u6742\u5ea6\u300d\u3002\u6240\u4ee5\u6211\u628a\u95ee\u9898\u6df7\u5728\u4e00\u8d77\uff0c\u8ba9\u5176\u89e3\u51b3\u8fd9\u4e2a\u6c42\u548c\u95ee\u9898\uff0c\u800c\u5b83\u4ec5\u4ec5\u662f\u4f7f\u7528\u4e4b\u524d\u7528\u8fc7\u7684\u6574\u6570\u5b9e\u73b0\u6765\u66ff\u6362\u76f8\u5173\u4ee3\u7801\uff0c\u5e76\u6ca1\u6709\u5c1d\u8bd5\u4fee\u590d HASH_TABLE\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u901a\u8fc7 HASH_TABLE \u8c03\u6574\uff0c\u6211\u7ec8\u4e8e\u786e\u8ba4\u4e86\u8be5\u5b9e\u73b0\u662f\u6b63\u786e\u7684\uff0c\u4e0d\u8fc7\u7531\u4e8e\u4e0d\u518d\u8fdb\u884c\u4f4d\u79fb\uff0c\u5176\u6027\u80fd\u7565\u6709\u4e0b\u964d\uff1a\u73b0\u5728\u901f\u5ea6\u63d0\u5347\u662f 95 \u500d\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e3a\u4e86\u5b9e\u73b0\u66f4\u597d LLM \u4ee3\u7801\u751f\u6210<\/strong><\/section>\n<section><strong>\u8fd8\u8981\u54ea\u4e9b\u6b65\u9aa4<\/strong><\/section>\n<section><\/section>\n<section>\u7efc\u5408\u8d77\u6765\uff0c\u6211\u4eec\u7528\u4e00\u5f20\u56fe\u5c06\u8fd9\u4e9b\u63d0\u5347\u76f4\u89c2\u5730\u5c55\u793a\u51fa\u6765\u5427\uff0c\u5176\u4e2d\u5c24\u5176\u5f3a\u8c03\u4e86\u9700\u8981\u4eba\u6765\u4fee\u6539\u4ee3\u7801\u903b\u8f91\uff0c\u4ee5\u4fbf\u6d88\u9664 bug \u8ba9\u4ee3\u7801\u53ef\u8fd0\u884c\u7684\u6848\u4f8b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f4a340e19ac4e066afd4217bcbb0a3ca.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-f4a340e19ac4e066afd4217bcbb0a3ca.png\"><\/a><\/section>\n<section>\u603b\u4e4b\uff0c<strong>\u8981\u6c42 LLM \u300cwrite code better\u300d\u786e\u5b9e\u80fd\u8ba9\u4ee3\u7801\u53d8\u5f97\u66f4\u597d<\/strong>\uff0c\u8fd9\u53d6\u51b3\u4e8e\u4f60\u5bf9\u66f4\u597d\u7684\u5b9a\u4e49\u3002\u4f7f\u7528\u4e00\u822c\u7684\u8fed\u4ee3\u5f0f\u63d0\u793a\u65b9\u6cd5\uff0c\u4ee3\u7801\u786e\u5b9e\u4f1a\u5728\u57fa\u7840\u793a\u4f8b\u7684\u57fa\u7840\u4e0a\u83b7\u5f97\u63d0\u5347\uff0c\u4e0d\u7ba1\u662f\u65b0\u589e\u529f\u80fd\u8fd8\u662f\u63d0\u5347\u901f\u5ea6\u3002\u800c\u5982\u679c\u4f7f\u7528\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u4ee3\u7801\u7684\u63d0\u5347\u4f1a\u66f4\u52a0\u5feb\u901f\u548c\u7a33\u5b9a\uff0c\u4f46\u66f4\u53ef\u80fd\u5f15\u5165\u4e00\u4e9b\u5fae\u5999\u7684 bug\uff0c\u56e0\u4e3a LLM \u672c\u5c31\u4e0d\u662f\u4e3a\u4e86\u751f\u6210\u9ad8\u6027\u80fd\u4ee3\u7801\u521b\u9020\u7684\u3002\u5f53\u7136\uff0c\u4f60\u5728\u4f7f\u7528 LLM \u53ef\u80fd\u4f1a\u6709\u4e0d\u4e00\u6837\u7684\u5386\u7a0b\uff0c\u4f46\u6700\u7ec8\u4f60\u90fd\u9700\u8981\u4eba\u529b\u4ecb\u5165\uff0c\u89e3\u51b3\u4e00\u4e9b\u4e0d\u53ef\u907f\u514d\u7684\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u672c\u6587\u4e2d\u7684\u6240\u6709\u4ee3\u7801\uff08\u5305\u62ec\u57fa\u51c6\u6d4b\u8bd5\u811a\u672c\u548c\u6570\u636e\u53ef\u89c6\u5316\u4ee3\u7801\uff0c\u5168\u90fd\u5df2\u7ecf\u5728 GitHub \u53d1\u5e03\uff1ahttps:\/\/github.com\/minimaxir\/llm-write-better-code\/<\/section>\n<section><\/section>\n<section>\u53e6\u4e00\u65b9\u9762\uff0c\u6211\u5f88\u60ca\u8bb6 Claude 3.5 Sonnet \u5728\u4e24\u6b21\u5b9e\u9a8c\u4e2d\u90fd\u6ca1\u6709\u53d1\u73b0\u548c\u5b9e\u65bd\u4e00\u4e9b\u4f18\u5316\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5b83\u6ca1\u6709\u63a2\u7d22\u7edf\u8ba1\u89d2\u5ea6\uff1a\u7531\u4e8e\u6211\u4eec\u4ece 1 \u5230 10 \u4e07\u7684\u8303\u56f4\u5185\u5747\u5300\u751f\u6210 100 \u4e07\u4e2a\u6570\u5b57\uff0c\u56e0\u6b64\u5c06\u6709\u5927\u91cf\u91cd\u590d\u7684\u6570\u5b57\u6c38\u8fdc\u4e0d\u9700\u8981\u5206\u6790\u3002LLM \u6ca1\u6709\u5c1d\u8bd5\u8fdb\u884c\u91cd\u590d\u6570\u636e\u5220\u9664\uff0c\u4f8b\u5982\u5c06\u6570\u5b57\u5217\u8868\u8f6c\u6362\u4e3a Python set () \u6216\u4f7f\u7528 numpy \u7684 unique ()\u3002\u6211\u8fd8\u671f\u5f85\u4e00\u4e2a\u5b9e\u73b0\uff0c\u5b83\u6d89\u53ca\u6309\u5347\u5e8f\u5bf9 100 \u4e07\u4e2a\u6570\u5b57\u7684\u5217\u8868\u8fdb\u884c\u6392\u5e8f\uff1a\u8fd9\u6837\uff0c\u7b97\u6cd5\u5c31\u53ef\u4ee5\u4ece\u5934\u5230\u5c3e\u641c\u7d22\u5217\u8868\u4ee5\u67e5\u627e\u6700\u5c0f\u503c\uff08\u6216\u4ece\u5c3e\u5230\u5934\u641c\u7d22\u6700\u5927\u503c\uff09\uff0c\u800c\u65e0\u9700\u68c0\u67e5\u6bcf\u4e2a\u6570\u5b57\uff0c\u5c3d\u7ba1\u6392\u5e8f\u5f88\u6162\uff0c\u800c\u5411\u91cf\u5316\u65b9\u6cd5\u786e\u5b9e\u66f4\u5b9e\u7528\u3002<\/section>\n<section><\/section>\n<section>\u5373\u4f7f LLM \u53ef\u80fd\u4f1a\u51fa\u9519\uff0c\u6211\u4ece\u8fd9\u4e9b\u5b9e\u9a8c\u4e2d\u5b66\u5230\u7684\u4e00\u4ef6\u503c\u5f97\u6ce8\u610f\u7684\u4e8b\u60c5\u662f\uff1a<strong>\u5373\u4f7f\u4ee3\u7801\u8f93\u51fa\u4e0d\u80fd\u76f4\u63a5\u4f7f\u7528\uff0c\u5b83\u4eec\u786e\u5b9e\u6709\u6709\u8da3\u7684\u60f3\u6cd5\u548c\u5de5\u5177\u5efa\u8bae\u3002<\/strong>\u4f8b\u5982\uff0c\u6211\u4ece\u672a\u63a5\u89e6\u8fc7 numba\uff0c\u56e0\u4e3a\u4f5c\u4e3a\u4e00\u540d\u6570\u636e\u79d1\u5b66\u5bb6 \/ \u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\uff0c\u5982\u679c\u6211\u9700\u8981\u66f4\u597d\u7684\u4ee3\u7801\u6027\u80fd\uff0c\u6211\u4e60\u60ef\u4e8e\u4e13\u95e8\u4f7f\u7528 numpy \u7684\u6280\u5de7\u3002\u4f46\u73b0\u5728\u6211\u5f88\u96be\u4e0d\u63a5\u53d7 numba JIT \u51fd\u6570\u7684\u7ed3\u679c\uff0c\u6211\u53ef\u80fd\u4f1a\u5c06\u5b83\u6dfb\u52a0\u5230\u6211\u7684\u5de5\u5177\u7bb1\u4e2d\u3002\u5f53\u5728\u5176\u4ed6\u6280\u672f\u9886\u57df\uff08\u5982\u7f51\u7ad9\u540e\u7aef\u548c\u524d\u7aef\uff09\u6d4b\u8bd5\u7c7b\u4f3c\u7684\u300c\u4f7f\u5176\u66f4\u597d\u300d\u63d0\u793a\u8fed\u4ee3\u5de5\u4f5c\u6d41\u7a0b\u65f6\uff0cLLM \u4e5f\u6709\u5f88\u597d\u7684\u60f3\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u7136\uff0c\u8fd9\u4e9b LLM \u4e0d\u4f1a\u5f88\u5feb\u53d6\u4ee3\u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff0c\u56e0\u4e3a\u4eba\u4eec\u9700\u8981\u5f3a\u5927\u7684\u5de5\u7a0b\u80cc\u666f\u624d\u80fd\u8bc6\u522b\u51fa\u54ea\u4e9b\u624d\u662f\u771f\u6b63\u7684\u597d\u4e3b\u610f\uff0c\u4ee5\u53ca\u5b58\u5728\u5176\u4ed6\u7279\u5b9a\u9886\u57df\u7684\u7ea6\u675f\u3002\u5373\u4f7f\u4e92\u8054\u7f51\u4e0a\u6709\u5927\u91cf\u7684\u4ee3\u7801\uff0cLLM \u4e5f\u65e0\u6cd5\u5728\u6ca1\u6709\u6307\u5bfc\u7684\u60c5\u51b5\u4e0b\u8fa8\u522b\u51fa\u666e\u901a\u4ee3\u7801\u548c\u6027\u80fd\u826f\u597d\u7684\u9ad8\u6027\u80fd\u4ee3\u7801\u3002\u73b0\u5b9e\u4e16\u754c\u7684\u7cfb\u7edf\u663e\u7136\u6bd4\u6c42\u804c\u9762\u8bd5\u5f0f\u7684\u7f16\u7a0b\u95ee\u9898\u8981\u590d\u6742\u5f97\u591a\uff0c\u4f46\u5982\u679c\u5feb\u901f\u7684 for \u5faa\u73af\u53cd\u590d\u8981\u6c42 Claude \u5b9e\u73b0\u4e00\u4e2a\u529f\u80fd\uff0c\u63d0\u4f9b\u53ef\u4ee5\u5c06\u4ee3\u7801\u901f\u5ea6\u63d0\u9ad8 100 \u500d\u7684\u80fd\u529b\uff0c\u90a3\u4e48\u65b0\u51fa\u73b0\u7684\u7ba1\u9053\u5c31\u7269\u6709\u6240\u503c\u3002<\/section>\n<section><\/section>\n<section>\u6709\u4e9b\u4eba\u8ba4\u4e3a\u8fc7\u65e9\u4f18\u5316\u662f\u4e00\u79cd\u7cdf\u7cd5\u7684\u7f16\u7801\u4e60\u60ef\uff0c\u4f46\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u8fd9\u6bd4\u62e5\u6709\u4e00\u4e2a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u4f1a\u6210\u4e3a\u6280\u672f\u503a\u52a1\u7684\u4f4e\u4e8e\u6807\u51c6\u7684\u5b9e\u73b0\u8981\u597d\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\u5fc5\u987b\u8981\u8bf4\u7684\u662f\uff0c\u6211\u7684\u5b9e\u9a8c\u4f7f\u7528 Python \u5bf9\u4ee3\u7801\u6539\u8fdb\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\uff0c\u800c Python \u5e76\u4e0d\u662f\u5f00\u53d1\u8005\u5728\u8ffd\u6c42\u4f18\u5316\u6027\u80fd\u65f6\u8003\u8651\u7684\u7f16\u7801\u8bed\u8a00\u3002\u867d\u7136 numpy \u548c numba \u7b49\u5e93\u5229\u7528 C \u6765\u89e3\u51b3 Python \u7684\u6027\u80fd\u9650\u5236\uff0c\u4f46\u6d41\u884c\u7684 Python \u5e93\uff08\u5982 polars \u548c pydantic\uff09\u4f7f\u7528\u7684\u4e00\u79cd\u73b0\u4ee3\u65b9\u6cd5\u662f\u4f7f\u7528 Rust \u8fdb\u884c\u7f16\u7801\u3002\u4e0e C \u76f8\u6bd4\uff0cRust \u5177\u6709\u8bb8\u591a\u6027\u80fd\u4f18\u52bf\uff0c\u800c PyO3 \u5305\u5141\u8bb8\u5728 Python \u4e2d\u4f7f\u7528 Rust \u4ee3\u7801\uff0c\u5e76\u4e14\u5f00\u9500\u6700\u5c0f\u3002<\/section>\n<section><\/section>\n<section>\u6211\u53ef\u4ee5\u786e\u8ba4\uff0c\u5c3d\u7ba1\u8be5\u5de5\u4f5c\u6d41\u7a0b\u975e\u5e38\u65b0\uff0c\u4f46 Claude 3.5 Sonnet \u5df2\u7ecf\u53ef\u4ee5\u751f\u6210\u7b26\u5408 PyO3 \u7684 Python \u548c Rust \u4ee3\u7801\uff0c\u4e0d\u8fc7\u8fd9\u90e8\u5206\u7684\u5185\u5bb9\u8db3\u4ee5\u5199\u53e6\u4e00\u7bc7\u535a\u5ba2\u6587\u7ae0\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u4e0e\u6b64\u540c\u65f6\uff0c\u867d\u7136\u8981\u6c42 LLM \u6539\u8fdb\u4ee3\u7801\u662f AI \u66f4\u52a1\u5b9e\u7684\u7528\u9014\uff0c\u4f46\u4f60\u53ef\u4ee5\u8981\u6c42\u4ed6\u4eec\u300c\u518d\u52a0\u628a\u52b2\u300d\u2026\u2026 \u7ed3\u679c\u597d\u574f\u53c2\u534a\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u4ee5\u4e0a\u4f7f\u7528 LLM \u7684\u64cd\u4f5c\uff0c\u6211\u4e13\u95e8\u4f7f\u7528\u4e86 API \u6216\u8fd9\u4e9b API \u7684\u63a5\u53e3\uff08\u4f8b\u5982 Claude \u7684 Anthropic Console \u4e2d\u7684 Workbench\uff09\u4f5c\u4e3a\u514d\u8d39 LLM \u7684 Web \u63a5\u53e3\u3002\u76f8\u6bd4\u4e4b\u4e0b\u666e\u901a\u7684 ChatGPT\/Claude \u7f51\u7edc\u5e94\u7528\u4f7f\u7528\u7ba1\u9053\uff0c\u7531\u4e8e\u5176\u56fa\u6709\u7684\u590d\u6742\u6027\uff0c\u4f1a\u4ea7\u751f\u4e0d\u53ef\u9884\u6d4b\u7684\u7ed3\u679c\u3002\u8bf7\u6ce8\u610f\u8fd9\u70b9\u3002<\/section>\n<section><\/section>\n<section>\u4f60\u89c9\u5f97\u8fd9\u7bc7\u6587\u7ae0\u4ecb\u7ecd\u7684\u8fed\u4ee3\u5f0f\u63d0\u793a\u4ee3\u7801\u4f18\u5316\u65b9\u6cd5\u5177\u6709\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u5417\uff1f\u8bf7\u4e0e\u6211\u4eec\u5206\u4eab\u4f60\u7684\u770b\u6cd5\u3002<\/section>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u94fe\u63a5\uff1a<\/sup><\/em><\/section>\n<section><sup><em>https:\/\/x.com\/minimaxir\/status\/1874875826401132775<\/em><\/sup><\/section>\n<section><em><sup>https:\/\/minimaxir.com\/2025\/01\/write-better-code\/<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-01-11-3\" target=\"_blank\">\u4e0d\u505cPUA\u5927\u6a21\u578b\u300c\u5199\u66f4\u597d\u70b9\u300d\uff0c\u65e0\u9700\u5176\u5b83\u82b1\u54e8\u6280\u672f\u5c31\u80fd\u8ba9AI\u4ee3\u7801\u6c34\u5e73\u66b4\u589e<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4e0d\u505cPUA\u5927\u6a21\u578b\u300c\u5199\u66f4 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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