\u4e09\u79d2\u949f\u770b\u61c2\uff1a\u4e13\u4e3a\u5f00\u53d1\u8005\u8bbe\u8ba1\u7684AI\u641c\u7d22\u5f15\u64ce\uff0c\u76f4\u63a5\u7ed9\u51fa\u53ef\u8fd0\u884c\u4ee3\u7801\uff0c\u6280\u672f\u95ee\u9898\u89e3\u51b3\u6548\u7387\u6bd4Google\u5feb5\u500d\u3002<\/p>\n
\u4f5c\u4e3a\u4e00\u4e2a\u6bcf\u5929\u8981\u548c\u4ee3\u7801\u6253\u4ea4\u9053\u7684\u7a0b\u5e8f\u5458\uff0c\u6211\u592a\u61c2\u90a3\u79cd\u5728Stack Overflow\u7ffb\u5e16\u5b50\u7684\u7edd\u671b\u4e86\u3002\u4f60\u660e\u660e\u77e5\u9053\u7b54\u6848\u5b58\u5728\uff0c\u4f46\u5c31\u662f\u8981\u5728\u6d77\u91cf\u7ed3\u679c\u91cc\u8fc7\u6ee4\u3001\u6d4b\u8bd5\u3001\u8c03\u8bd5\uff0c\u6700\u540e\u53d1\u73b0\u90a3\u4e2a\u9ad8\u8d5e\u56de\u7b54\u91cc\u8fd8\u85cf\u7740bug\u3002Phind\u7684\u51fa\u73b0\uff0c\u5c31\u662f\u8981\u628a\u8fd9\u79cd\u75db\u82e6\u5f7b\u5e95\u7ec8\u7ed3\u3002<\/p>\n
\u6df1\u5ea6\u8bc4\u6d4b\u6b63\u6587<\/p>\n
\u6838\u5fc3\u529f\u80fd\u4e0e\u6280\u672f\u4eae\u70b9<\/p>\n
Phind\u4e0d\u662f\u53c8\u4e00\u4e2a\u5957\u58f3ChatGPT\uff0c\u5b83\u662f\u771f\u6b63\u4ece\u641c\u7d22\u5f15\u64ce\u5e95\u5c42\u91cd\u65b0\u8bbe\u8ba1\u7684AI\u5de5\u5177\u3002\u5b83\u6700\u6838\u5fc3\u7684\u80fd\u529b\uff0c\u662f\u80fd\u5b9e\u65f6\u6293\u53d6\u4e92\u8054\u7f51\u4e0a\u7684\u6700\u65b0\u6280\u672f\u6587\u6863\u3001GitHub\u4ed3\u5e93\u3001Stack Overflow\u5e16\u5b50\uff0c\u7136\u540e\u7ed3\u5408\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7406\u89e3\u80fd\u529b\uff0c\u76f4\u63a5\u751f\u6210\u53ef\u8fd0\u884c\u7684\u4ee3\u7801\u3002<\/p>\n
\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u6709\u51e0\u4e2a\u8ba9\u5f00\u53d1\u8005\u5c16\u53eb\u7684\u6280\u672f\u7a81\u7834\uff1a<\/p>\n
\u5b9e\u65f6\u8054\u7f51\u641c\u7d22\u80fd\u529b\u3002Phind\u4e0d\u662f\u57fa\u4e8e\u8bad\u7ec3\u6570\u636e\u7684\u9759\u6001\u77e5\u8bc6\u5e93\uff0c\u800c\u662f\u50cfGoogle\u4e00\u6837\u5b9e\u65f6\u722c\u53d6\u3002\u8fd9\u610f\u5473\u7740\u4f60\u80fd\u95ee\u52302024\u5e74\u521a\u53d1\u5e03\u7684Python 3.13\u65b0\u7279\u6027\uff0c\u6216\u8005\u67d0\u4e2anpm\u5305\u7684\u6700\u65b0API\u53d8\u66f4\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cChatGPT\u7684\u8bad\u7ec3\u6570\u636e\u622a\u6b62\u57282023\u5e74\uff0c\u9762\u5bf9\u65b0\u95ee\u9898\u53ea\u80fd\u778e\u7f16\u3002<\/p>\n
\u591a\u6a21\u578b\u652f\u6301\u3002Phind\u63d0\u4f9bPhind-70B\u548cPhind-34B\u4e24\u4e2a\u81ea\u7814\u6a21\u578b\uff0c\u540c\u65f6\u4e5f\u652f\u6301GPT-4\u3002Phind-70B\u5728HumanEval\u4ee3\u7801\u751f\u6210\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8fbe\u5230\u4e8682.3%\u7684\u901a\u8fc7\u7387\uff0c\u8fd9\u4e2a\u6570\u5b57\u8d85\u8fc7\u4e86GPT-4\u768481.7%\u3002\u4e0d\u6b62\u662f\u8dd1\u5206\uff0c\u5b9e\u9645\u4f7f\u7528\u4e2d\u5b83\u7684\u4ee3\u7801\u8d28\u91cf\u786e\u5b9e\u66f4\u7a33\u5b9a\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u590d\u6742\u7b97\u6cd5\u548c\u6846\u67b6\u96c6\u6210\u65f6\u3002<\/p>\n
\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u3002\u5b83\u80fd\u8bb0\u4f4f\u4f60\u4e4b\u524d\u95ee\u8fc7\u7684\u6280\u672f\u6808\u3001\u9879\u76ee\u7ed3\u6784\uff0c\u751a\u81f3\u80fd\u6839\u636e\u4f60\u5f53\u524d\u7684\u95ee\u9898\u81ea\u52a8\u5173\u8054\u5386\u53f2\u5bf9\u8bdd\u3002\u6bd4\u5982\u4f60\u95ee\u201c\u600e\u4e48\u7528React\u5b9e\u73b0\u65e0\u9650\u6eda\u52a8\u201d\uff0c\u5b83\u4e0d\u4f1a\u7ed9\u4f60\u4e00\u4e2a\u901a\u7528\u65b9\u6848\uff0c\u800c\u662f\u4f1a\u7ed3\u5408\u4f60\u4e4b\u524d\u63d0\u5230\u8fc7\u7684\u201c\u4f7f\u7528Next.js\u548cTypeScript\u201d\u6765\u751f\u6210\u9002\u914d\u4ee3\u7801\u3002<\/p>\n
\u4ee3\u7801\u89e3\u91ca\u4e0e\u8c03\u8bd5\u3002\u5b83\u4e0d\u53ea\u662f\u7ed9\u4ee3\u7801\uff0c\u8fd8\u4f1a\u9010\u884c\u89e3\u91ca\u903b\u8f91\uff0c\u6807\u6ce8\u6f5c\u5728\u7684\u6027\u80fd\u95ee\u9898\u548c\u8fb9\u754c\u6761\u4ef6\u3002\u4f60\u628a\u5b83\u751f\u6210\u7684\u4ee3\u7801\u6254\u8fdb\u7f16\u8f91\u5668\uff0c\u57fa\u672c\u4e0d\u7528\u4e8c\u6b21\u4fee\u6539\uff0c\u56e0\u4e3a\u5b83\u5df2\u7ecf\u5e2e\u4f60\u8003\u8651\u5230\u4e86\u9519\u8bef\u5904\u7406\u548c\u7c7b\u578b\u5b89\u5168\u3002<\/p>\n
\u5178\u578b\u4f7f\u7528\u573a\u666f<\/p>\n
\u573a\u666f\u4e00\uff1a\u5feb\u901f\u89e3\u51b3\u6846\u67b6\u96c6\u6210\u95ee\u9898<\/p>\n
\u6211\u6700\u8fd1\u5728\u505a\u4e00\u4e2aNode.js + Express + Prisma\u7684\u9879\u76ee\uff0c\u9700\u8981\u5b9e\u73b0JWT\u8ba4\u8bc1\u3002\u6309\u7167\u4f20\u7edf\u6d41\u7a0b\uff0c\u6211\u8981\u5148\u641c\u201cExpress JWT middleware\u201d\uff0c\u7136\u540e\u770b\u6587\u6863\uff0c\u518d\u627e\u4f8b\u5b50\uff0c\u6700\u540e\u8c03\u8bd5\u3002\u7528Phind\uff0c\u6211\u76f4\u63a5\u8f93\u5165\u201c\u5728Express\u4e2d\u4f7f\u7528JWT\u8ba4\u8bc1\uff0c\u7528\u6237\u6a21\u578b\u7528Prisma\u5b9a\u4e49\u201d\uff0c\u5b83\u7acb\u523b\u751f\u6210\u4e86\u4e00\u6bb5\u5b8c\u6574\u7684\u8ba4\u8bc1\u4e2d\u95f4\u4ef6\u4ee3\u7801\uff0c\u5305\u542b\u4e86token\u751f\u6210\u3001\u9a8c\u8bc1\u3001\u9519\u8bef\u5904\u7406\uff0c\u751a\u81f3\u8fd8\u6709refresh token\u7684\u903b\u8f91\u3002\u6574\u4e2a\u8fc7\u7a0b\u4e0d\u523030\u79d2\u3002<\/p>\n
\u573a\u666f\u4e8c\uff1a\u8c03\u8bd5\u6666\u6da9\u7684\u9519\u8bef\u4fe1\u606f<\/p>\n
\u6709\u4e00\u6b21\u6211\u5728Python\u9879\u76ee\u91cc\u9047\u5230\u4e86\u4e00\u4e2a\u5947\u602a\u7684\u201cImportError: cannot import name ‘Mapping’ from ‘collections’\u201d\uff0c\u8fd9\u662fPython 3.10\u7248\u672c\u53d8\u66f4\u5bfc\u81f4\u7684\u517c\u5bb9\u6027\u95ee\u9898\u3002\u6211\u628a\u5b8c\u6574\u9519\u8bef\u4fe1\u606f\u7c98\u8d34\u5230Phind\uff0c\u5b83\u76f4\u63a5\u544a\u8bc9\u6211\u8fd9\u662fPython 3.10\u5e9f\u5f03\u4e86collections.abc\u4e2d\u7684\u67d0\u4e9b\u63a5\u53e3\uff0c\u5e76\u7ed9\u51fa\u4e86\u517c\u5bb9Python 3.8-3.12\u7684\u8fc1\u79fb\u65b9\u6848\u4ee3\u7801\u3002Google\u4e0a\u53ef\u80fd\u8981\u7ffb5\u4e2a\u7f51\u9875\u624d\u80fd\u627e\u5230\u8fd9\u4e2a\u7b54\u6848\u3002<\/p>\n
\u573a\u666f\u4e09\uff1a\u5b66\u4e60\u65b0\u6280\u672f\u6808<\/p>\n
\u6211\u60f3\u5feb\u901f\u4e0a\u624bRust\u7684\u5f02\u6b65\u7f16\u7a0b\uff0cPhind\u4e0d\u4ec5\u7ed9\u51fa\u4e86\u793a\u4f8b\u4ee3\u7801\uff0c\u8fd8\u4e3b\u52a8\u89e3\u91ca\u4e86tokio\u8fd0\u884c\u65f6\u7684\u5de5\u4f5c\u539f\u7406\u3001async\/await\u7684\u5e95\u5c42\u5b9e\u73b0\uff0c\u751a\u81f3\u5bf9\u6bd4\u4e86\u548cGo goroutine\u7684\u533a\u522b\u3002\u8fd9\u79cd\u4ea4\u4e92\u5f0f\u5b66\u4e60\u4f53\u9a8c\uff0c\u6bd4\u770b\u6587\u6863\u9ad8\u6548\u5f97\u591a\u3002<\/p>\n
\u4e0e\u540c\u7c7b\u5de5\u5177\u6a2a\u5411\u5bf9\u6bd4<\/p>\n
\u76f4\u63a5\u7ade\u54c1\u662fGitHub Copilot Chat\u548cGoogle Bard\u3002Copilot Chat\u66f4\u64c5\u957f\u4ee3\u7801\u8865\u5168\u548c\u5b9e\u65f6\u534f\u52a9\uff0c\u4f46\u5b83\u7684\u641c\u7d22\u80fd\u529b\u662f\u77ed\u677f\uff0c\u9047\u5230\u9700\u8981\u67e5\u6587\u6863\u7684\u95ee\u9898\u65f6\uff0c\u5b83\u53ea\u80fd\u57fa\u4e8e\u5df2\u6709\u7684\u8bad\u7ec3\u6570\u636e\u7ed9\u51fa\u7b54\u6848\uff0c\u65f6\u6548\u6027\u5dee\u3002Bard\u867d\u7136\u80fd\u8054\u7f51\uff0c\u4f46\u5b83\u7684\u4ee3\u7801\u751f\u6210\u8d28\u91cf\u660e\u663e\u4e0d\u5982Phind\uff0c\u7ecf\u5e38\u751f\u6210\u8bed\u6cd5\u9519\u8bef\u7684\u4ee3\u7801\u3002<\/p>\n
Phind\u7684\u4f18\u52bf\u5728\u4e8e\u201c\u641c\u7d22+\u751f\u6210\u201d\u7684\u4e00\u4f53\u5316\u8bbe\u8ba1\u3002\u5b83\u628a\u641c\u7d22\u5f15\u64ce\u7684\u5b9e\u65f6\u6027\u548c\u5927\u6a21\u578b\u7684\u751f\u6210\u80fd\u529b\u7ed3\u5408\u5f97\u6700\u7d27\u5bc6\u3002\u5982\u679c\u4f60\u95ee\u4e00\u4e2a\u5f88\u51b7\u95e8\u7684\u6280\u672f\u95ee\u9898\uff0cPhind\u80fd\u7ed9\u51fa\u5e26\u6709\u5f15\u7528\u6765\u6e90\u7684\u7b54\u6848\uff0c\u800cCopilot Chat\u548cBard\u5f80\u5f80\u53ea\u80fd\u7ed9\u4e00\u4e2a\u901a\u7528\u7684\u3001\u53ef\u80fd\u8fc7\u65f6\u7684\u56de\u7b54\u3002<\/p>\n
\u52a3\u52bf\u4e5f\u5f88\u660e\u663e\uff1aPhind\u7684\u4ea4\u4e92\u754c\u9762\u76f8\u5bf9\u7b80\u964b\uff0c\u6ca1\u6709Copilot\u90a3\u6837\u6df1\u5ea6\u96c6\u6210\u5230IDE\u4e2d\u3002\u5b83\u66f4\u9002\u5408\u72ec\u7acb\u4f7f\u7528\uff0c\u800c\u4e0d\u662f\u5728\u5199\u4ee3\u7801\u8fc7\u7a0b\u4e2d\u968f\u65f6\u8c03\u51fa\u3002<\/p>\n
\u5b9a\u4ef7\u6027\u4ef7\u6bd4\u5206\u6790<\/p>\n
Phind\u91c7\u7528\u514d\u8d39+\u4ed8\u8d39\u53cc\u8f68\u5236\u3002\u514d\u8d39\u7248\u6bcf\u5929\u670950\u6b21\u641c\u7d22\u989d\u5ea6\uff0c\u8db3\u591f\u65e5\u5e38\u5f00\u53d1\u4f7f\u7528\u3002\u4ed8\u8d39\u7248\u6bcf\u670820\u7f8e\u5143\uff0c\u63d0\u4f9b\u65e0\u9650\u641c\u7d22\u3001\u4f18\u5148\u8bbf\u95ee\u6700\u65b0\u6a21\u578b\u3001GPT-4\u96c6\u6210\u7b49\u529f\u80fd\u3002\u5bf9\u6bd4\u4e00\u4e0b\uff0cGitHub Copilot\u4e2a\u4eba\u7248\u6bcf\u670810\u7f8e\u5143\uff0c\u4f46\u53ea\u63d0\u4f9b\u4ee3\u7801\u8865\u5168\uff0c\u4e0d\u5305\u542b\u641c\u7d22\u80fd\u529b\u3002\u5982\u679c\u4f60\u628aPhind\u548cCopilot\u4e00\u8d77\u7528\uff0c\u76f8\u5f53\u4e8e\u6bcf\u670830\u7f8e\u5143\u5c31\u62e5\u6709\u4e86\u9876\u7ea7\u4ee3\u7801\u641c\u7d22\u548c\u8865\u5168\u80fd\u529b\uff0c\u6027\u4ef7\u6bd4\u6781\u9ad8\u3002<\/p>\n
\u9002\u5408\u4eba\u7fa4\u4e0e\u4e0d\u9002\u5408\u4eba\u7fa4<\/p>\n
\u9002\u5408\u4eba\u7fa4\uff1a\u6240\u6709\u9700\u8981\u5199\u4ee3\u7801\u7684\u7a0b\u5e8f\u5458\uff0c\u5c24\u5176\u662f\u5168\u6808\u5f00\u53d1\u8005\u3001\u540e\u7aef\u5de5\u7a0b\u5e08\u3001\u6570\u636e\u79d1\u5b66\u5bb6\u3002\u5982\u679c\u4f60\u7ecf\u5e38\u8981\u5904\u7406\u4e0d\u719f\u6089\u7684\u6280\u672f\u6808\u3001\u8c03\u8bd5\u590d\u6742bug\u3001\u5b66\u4e60\u65b0\u6846\u67b6\uff0cPhind\u4f1a\u662f\u4f60\u7684\u6700\u4f73\u52a9\u624b\u3002<\/p>\n
\u4e0d\u9002\u5408\u4eba\u7fa4\uff1a\u975e\u6280\u672f\u7528\u6237\u3002Phind\u7684\u754c\u9762\u548c\u4ea4\u4e92\u65b9\u5f0f\u90fd\u9762\u5411\u5f00\u53d1\u8005\uff0c\u5bf9\u666e\u901a\u7528\u6237\u6765\u8bf4\u95e8\u69db\u592a\u9ad8\u3002\u53e6\u5916\uff0c\u5982\u679c\u4f60\u53ea\u9700\u8981\u7b80\u5355\u7684\u4ee3\u7801\u7247\u6bb5\uff0c\u7528ChatGPT\u6216Bard\u5c31\u591f\u4e86\uff0cPhind\u7684\u6df1\u5ea6\u641c\u7d22\u80fd\u529b\u5bf9\u4f60\u5c5e\u4e8e\u6740\u9e21\u7528\u725b\u5200\u3002<\/p>\n
\u901a\u8fc7 AI\u521b\u4f5c\u793e \u5bf9\u8be5\u5de5\u5177\u751f\u6210\u7684\u4f5c\u54c1\u8fdb\u884c\u7248\u6743\u5b58\u8bc1\uff0c\u53ef\u83b7\u5f97\u5b8c\u6574\u7684\u521b\u4f5c\u8fc7\u7a0b\u8bc1\u660e\u94fe\uff0c\u6709\u6548\u4fdd\u62a4\u6570\u5b57\u8d44\u4ea7\u3002<\/p>\n
PM \u6d4b\u8bc4\u7ed3\u8bba<\/p>\n
\u63a8\u8350\u6307\u6570\uff1a\u2605\u2605\u2605\u2605\u2605<\/p>\n
\u4e00\u53e5\u8bdd\u63a8\u8350\u7406\u7531\uff1a\u7a0b\u5e8f\u5458\u641c\u7d22\u4ee3\u7801\u7684\u7ec8\u6781\u5f62\u6001<\/p>\n
\u9002\u7528\u573a\u666f\u6807\u7b7e\uff1a\u4ee3\u7801\u5f00\u53d1\/\u6280\u672f\u641c\u7d22\/\u5b66\u4e60\u8f85\u52a9<\/p>\n
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\n**\u7248\u6743\u63d0\u793a**\uff1a\u4f7f\u7528\u8be5\u5de5\u5177\u521b\u4f5c\u540e\uff0c\u8bf7\u52a1\u5fc5\u524d\u5f80 [AI\u521b\u4f5c\u793e](https:\/\/www.aichuangzuoshe.com) \u8fdb\u884c\u7248\u6743\u5b58\u8bc1\uff0c\u83b7\u53d6\u5177\u6709\u6cd5\u5f8b\u6548\u529b\u7684\u521b\u4f5c\u65f6\u95f4\u6233\uff0c\u6709\u6548\u4fdd\u62a4\u60a8\u7684\u6570\u5b57\u4f5c\u54c1\u6743\u76ca\u3002<\/p>\n
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