\u4e09\u79d2\u949f\u770b\u61c2\uff1aJetBrains \u5168\u7cfb IDE \u65e0\u7f1d\u96c6\u6210\u7684 AI \u7f16\u7a0b\u52a9\u624b\uff0c\u65e0\u9700\u5207\u6362\u7a97\u53e3\uff0c\u76f4\u63a5\u5728 IntelliJ\u3001PyCharm \u7b49\u5de5\u5177\u5185\u5b8c\u6210\u4ee3\u7801\u8865\u5168\u3001\u91cd\u6784\u3001\u89e3\u91ca\u4e0e\u8c03\u8bd5\uff0c\u662f\u8001\u7528\u6237\u63d0\u5347\u5f00\u53d1\u6548\u7387\u7684\u201c\u539f\u88c5\u5347\u7ea7\u201d\u3002<\/p>\n
\u5982\u679c\u4f60\u662f\u4e2a\u91cd\u5ea6 IDE \u7528\u6237\uff0c\u5927\u6982\u7387\u5bf9 JetBrains \u5168\u5bb6\u6876\u53c8\u7231\u53c8\u6068\u3002\u7231\u5b83\u7684\u667a\u80fd\u91cd\u6784\u3001\u5f3a\u5927\u7684\u9759\u6001\u5206\u6790\u3001\u5bf9 Java\/Python\/Go \u7b49\u8bed\u8a00\u7684\u6df1\u5ea6\u652f\u6301\uff0c\u6068\u5b83\u542f\u52a8\u6162\u3001\u5403\u5185\u5b58\uff0c\u4ee5\u53ca\u2026\u2026\u5076\u5c14\u8ba9\u4eba\u6349\u6025\u7684\u8865\u5168\u5efa\u8bae\u3002\u73b0\u5728\uff0cJetBrains \u7ec8\u4e8e\u628a AI \u585e\u8fdb\u4e86\u81ea\u5bb6 IDE \u7684\u9aa8\u9ad3\u91cc\uff0c\u800c\u4e0d\u662f\u50cf Copilot \u90a3\u6837\u4ee5\u63d2\u4ef6\u5f62\u5f0f\u201c\u5bc4\u751f\u201d\u5728\u7f16\u8f91\u5668\u4e0a\u3002\u8fd9\u4e2a\u53eb JetBrains AI \u7684\u73a9\u610f\uff0c\u5230\u5e95\u503c\u4e0d\u503c\u5f97\u4e3a\u5b83\u638f\u94b1\uff1f\u6211\u6df1\u5ea6\u7528\u4e86\u4e24\u5468\uff0c\u7ed3\u8bba\u5f88\u660e\u786e\uff1a\u5b83\u4e0d\u662f\u9769\u547d\uff0c\u4f46\u5b83\u662f IDE \u751f\u6001\u91cc\u6700\u8212\u670d\u7684\u4e00\u6b21\u5347\u7ea7\u3002<\/p>\n
\u6838\u5fc3\u529f\u80fd\u4e0e\u6280\u672f\u4eae\u70b9<\/p>\n
JetBrains AI \u4e0d\u662f\u7b80\u5355\u7684\u201c\u4ee3\u7801\u8865\u5168+\u804a\u5929\u6846\u201d\u3002\u5b83\u6df1\u5ea6\u878d\u5165\u4e86 IDE \u7684\u6bcf\u4e2a\u89d2\u843d\uff0c\u6280\u672f\u5e95\u5b50\u5f88\u624e\u5b9e\u3002\u9996\u5148\uff0c\u5b83\u57fa\u4e8e JetBrains \u81ea\u5bb6\u7684 AI \u6a21\u578b\uff0c\u540c\u65f6\u652f\u6301\u63a5\u5165 OpenAI\uff08GPT-4\uff09\u3001Anthropic\uff08Claude\uff09\u7b49\u7b2c\u4e09\u65b9\u6a21\u578b\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u8bbe\u7f6e\u91cc\u81ea\u7531\u5207\u6362\u3002\u8fd9\u610f\u5473\u7740\u4f60\u65e2\u53ef\u4ee5\u7528\u672c\u5730\u5316\u4f18\u5316\u7684\u6a21\u578b\u5feb\u901f\u8865\u5168\uff0c\u4e5f\u80fd\u8c03\u7528\u4e91\u7aef\u5927\u6a21\u578b\u505a\u590d\u6742\u5206\u6790\u3002<\/p>\n
\u5177\u4f53\u529f\u80fd\u4e0a\uff0c\u6700\u201c\u9999\u201d\u7684\u662f\u5168\u9879\u76ee\u4e0a\u4e0b\u6587\u611f\u77e5\u3002\u666e\u901a\u7684 AI \u52a9\u624b\u5f80\u5f80\u53ea\u76ef\u7740\u4f60\u5f53\u524d\u6253\u5f00\u7684\u6587\u4ef6\uff0c\u4f46 JetBrains AI \u80fd\u7406\u89e3\u6574\u4e2a\u9879\u76ee\u7ed3\u6784\u2014\u2014\u7c7b\u4e4b\u95f4\u7684\u7ee7\u627f\u5173\u7cfb\u3001\u65b9\u6cd5\u8c03\u7528\u94fe\u3001\u914d\u7f6e\u6587\u4ef6\u91cc\u7684\u4f9d\u8d56\u3002\u5f53\u4f60\u5728 PyCharm \u91cc\u5199 Django \u7684\u89c6\u56fe\u51fd\u6570\u65f6\uff0c\u5b83\u80fd\u6839\u636e models.py \u91cc\u7684\u5b57\u6bb5\u5b9a\u4e49\uff0c\u81ea\u52a8\u8865\u5168 queryset \u7684\u8fc7\u6ee4\u6761\u4ef6\uff0c\u751a\u81f3\u63a8\u8350\u6b63\u786e\u7684\u5e8f\u5217\u5316\u5668\u5199\u6cd5\u3002\u8fd9\u79cd\u201c\u61c2\u4f60\u9879\u76ee\u201d\u7684\u80fd\u529b\uff0c\u662f Copilot \u63d2\u4ef6\u505a\u4e0d\u5230\u7684\u3002<\/p>\n
\u53e6\u4e00\u4e2a\u4eae\u70b9\u662f AI \u9a71\u52a8\u7684\u6d4b\u8bd5\u751f\u6210\u3002\u5728 IntelliJ IDEA \u91cc\uff0c\u4f60\u53ea\u9700\u9009\u4e2d\u4e00\u4e2a\u65b9\u6cd5\uff0c\u53f3\u952e\u9009\u62e9\u201cGenerate Tests with AI\u201d\uff0c\u5b83\u5c31\u80fd\u5206\u6790\u8be5\u65b9\u6cd5\u7684\u6240\u6709\u5206\u652f\u548c\u8fb9\u754c\u6761\u4ef6\uff0c\u751f\u6210\u4e00\u5957\u5b8c\u6574\u7684 JUnit \u6d4b\u8bd5\u7528\u4f8b\u3002\u5b9e\u6d4b\u4e0b\u6765\uff0c\u8986\u76d6\u7387\u8fbe\u5230 85% \u4ee5\u4e0a\uff0c\u800c\u4e14\u6d4b\u8bd5\u547d\u540d\u89c4\u8303\u3001\u65ad\u8a00\u903b\u8f91\u6e05\u6670\uff0c\u6bd4\u624b\u52a8\u5199\u6d4b\u8bd5\u5feb 3 \u500d\u3002\u5bf9\u4e8e\u4ee3\u7801\u91cd\u6784\uff0cAI \u8fd8\u80fd\u5728\u4fee\u6539\u524d\u9884\u89c8\u201c\u5f71\u54cd\u8303\u56f4\u201d\uff0c\u81ea\u52a8\u9ad8\u4eae\u53ef\u80fd\u88ab\u7834\u574f\u7684\u8c03\u7528\u70b9\uff0c\u8fd9\u5bf9\u5927\u578b\u9879\u76ee\u6781\u5176\u5b9e\u7528\u3002<\/p>\n
AI \u804a\u5929\u7a97\u53e3\u4e5f\u505a\u4e86\u6df1\u5ea6\u96c6\u6210\u3002\u4f60\u53ef\u4ee5\u5728\u8c03\u8bd5\u65f6\u8ba9 AI \u5206\u6790\u6808\u8ffd\u8e2a\u4fe1\u606f\uff0c\u89e3\u91ca\u62a5\u9519\u539f\u56e0\u5e76\u7ed9\u51fa\u4fee\u590d\u65b9\u6848\uff1b\u5728\u63d0\u4ea4\u4ee3\u7801\u65f6\uff0cAI \u80fd\u6839\u636e diff \u5185\u5bb9\u81ea\u52a8\u751f\u6210\u89c4\u8303\u7684 commit message\uff1b\u751a\u81f3\u5728\u5199\u6587\u6863\u5b57\u7b26\u4e32\u65f6\uff0c\u5b83\u4f1a\u6839\u636e\u51fd\u6570\u7b7e\u540d\u548c\u7c7b\u578b\u6ce8\u89e3\uff0c\u81ea\u52a8\u8865\u5168\u53c2\u6570\u8bf4\u660e\u548c\u8fd4\u56de\u503c\u63cf\u8ff0\u3002\u8fd9\u4e9b\u529f\u80fd\u90fd\u8dd1\u5728 IDE \u8fdb\u7a0b\u5185\uff0c\u54cd\u5e94\u901f\u5ea6\u6bd4\u6d4f\u89c8\u5668\u63d2\u4ef6\u5feb\u4e00\u4e2a\u91cf\u7ea7\u3002<\/p>\n
\u5178\u578b\u4f7f\u7528\u573a\u666f<\/p>\n
\u573a\u666f\u4e00\uff1a\u91cd\u6784\u9057\u7559 Java \u9879\u76ee\u3002\u670b\u53cb\u63a5\u624b\u4e86\u4e00\u4e2a 5 \u5e74\u5386\u53f2\u7684 Spring Boot \u9879\u76ee\uff0c\u4ee3\u7801\u8026\u5408\u4e25\u91cd\uff0c\u5230\u5904\u662f God Object\u3002\u7528 JetBrains AI \u7684\u201c\u91cd\u6784\u52a9\u624b\u201d\uff0c\u9009\u4e2d\u4e00\u4e2a 2000 \u884c\u7684\u5927\u7c7b\uff0cAI \u80fd\u8bc6\u522b\u51fa\u201c\u6570\u636e\u8bbf\u95ee\u201d\u3001\u201c\u4e1a\u52a1\u903b\u8f91\u201d\u3001\u201c\u5de5\u5177\u65b9\u6cd5\u201d\u4e09\u4e2a\u804c\u8d23\u57df\uff0c\u81ea\u52a8\u5efa\u8bae\u62c6\u5206\u6210\u4e09\u4e2a\u7c7b\uff0c\u5e76\u751f\u6210\u5bf9\u5e94\u7684\u63a5\u53e3\u548c\u4f9d\u8d56\u6ce8\u5165\u914d\u7f6e\u3002\u6700\u7ec8\u91cd\u6784\u8017\u65f6\u4ece 3 \u5929\u7f29\u77ed\u5230 4 \u5c0f\u65f6\u3002<\/p>\n
\u573a\u666f\u4e8c\uff1a\u65b0\u624b\u5b66 Python \u6570\u636e\u79d1\u5b66\u3002\u4e00\u4e2a\u521a\u5165\u95e8 Pandas \u7684\u540c\u4e8b\uff0c\u7ecf\u5e38\u8bb0\u4e0d\u4f4f DataFrame \u7684\u94fe\u5f0f\u64cd\u4f5c\u3002\u5728 PyCharm \u91cc\u8f93\u5165 `df.groupby(‘city’).agg` \u540e\uff0cAI \u80fd\u6839\u636e\u4e0a\u4e0b\u6587\u8865\u5168 `{‘sales’: ‘sum’, ‘count’: ‘mean’}` \u8fd9\u79cd\u805a\u5408\u5b57\u5178\uff0c\u751a\u81f3\u5efa\u8bae\u7528 `NamedAgg` \u6765\u547d\u540d\u7ed3\u679c\u5217\u3002\u9047\u5230\u62a5\u9519\u65f6\uff0c\u5728\u8c03\u8bd5\u6a21\u5f0f\u4e0b\u8ba9 AI \u5206\u6790\u53d8\u91cf\u503c\uff0c\u5b83\u76f4\u63a5\u6307\u51fa\u201c\u6b64\u5904 Series \u7d22\u5f15\u672a\u5bf9\u9f50\uff0c\u5efa\u8bae\u7528 .reset_index() \u4fee\u590d\u201d\u3002<\/p>\n
\u573a\u666f\u4e09\uff1a\u8de8\u8bed\u8a00\u534f\u4f5c\u7684 Go \u5fae\u670d\u52a1\u3002\u56e2\u961f\u7528 WebStorm \u5199\u524d\u7aef\uff0cIntelliJ \u5199\u540e\u7aef\u3002JetBrains AI \u7684\u201c\u8de8\u9879\u76ee\u4e0a\u4e0b\u6587\u201d\u529f\u80fd\uff0c\u80fd\u8bfb\u53d6\u524d\u7aef\u9879\u76ee\u4e2d\u7684 API \u7c7b\u578b\u5b9a\u4e49\uff08TypeScript \u63a5\u53e3\uff09\uff0c\u5728\u540e\u7aef\u5199 Go \u7684 handler \u65f6\uff0c\u81ea\u52a8\u8865\u5168\u8bf7\u6c42\u4f53\u5b57\u6bb5\u548c\u6821\u9a8c\u903b\u8f91\uff0c\u786e\u4fdd\u524d\u540e\u7aef\u7c7b\u578b\u4e00\u81f4\u3002\u8fd9\u907f\u514d\u4e86\u624b\u52a8\u540c\u6b65 proto \u6587\u4ef6\u6216 OpenAPI \u6587\u6863\u7684\u7e41\u7410\u3002<\/p>\n
\u4e0e\u540c\u7c7b\u5de5\u5177\u6a2a\u5411\u5bf9\u6bd4<\/p>\n
\u6700\u76f4\u63a5\u7684\u7ade\u54c1\u662f GitHub Copilot\u3002Copilot \u7684\u4f18\u52bf\u5728\u4e8e\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u91cf\u5927\uff0c\u5bf9 Python\u3001JavaScript \u7b49\u6d41\u884c\u8bed\u8a00\u7684\u8865\u5168\u51c6\u786e\u7387\u6781\u9ad8\uff0c\u4e14\u652f\u6301 VS Code\u3001Neovim \u7b49\u8f7b\u91cf\u7f16\u8f91\u5668\u3002\u4f46 JetBrains AI \u5728\u6df1\u5ea6\u96c6\u6210\u4e0a\u5b8c\u80dc\uff1aCopilot \u5728 JetBrains IDE \u91cc\u53ea\u662f\u63d2\u4ef6\uff0c\u65e0\u6cd5\u8bbf\u95ee\u9879\u76ee\u7ed3\u6784\u3001\u91cd\u6784\u5386\u53f2\u3001\u8fd0\u884c\u914d\u7f6e\u7b49\u6df1\u5c42\u5143\u6570\u636e\uff1b\u800c JetBrains AI \u80fd\u5229\u7528\u8fd9\u4e9b\u6570\u636e\u505a\u66f4\u7cbe\u51c6\u7684\u5efa\u8bae\u3002<\/p>\n
\u53e6\u4e00\u4e2a\u7ade\u54c1\u662f Cursor\u2014\u2014\u57fa\u4e8e VS Code \u7684\u72ec\u7acb AI \u7f16\u8f91\u5668\u3002Cursor \u7684\u4f18\u52bf\u662f\u201c\u539f\u751f AI \u4f18\u5148\u201d\u7684\u4ea4\u4e92\u8bbe\u8ba1\uff0c\u6bd4\u5982\u81ea\u7136\u8bed\u8a00\u7f16\u8f91\u3001\u5168\u5c40\u4ee3\u7801\u5e93\u7d22\u5f15\u3002\u4f46\u5b83\u7684\u751f\u6001\u8fdc\u4e0d\u5982 JetBrains \u6210\u719f\uff1a\u6ca1\u6709 IntelliJ \u7ea7\u522b\u7684 Java \u5206\u6790\u5f15\u64ce\uff0c\u6ca1\u6709 PyCharm \u7684 Django ORM \u652f\u6301\uff0c\u5bf9\u5927\u578b\u9879\u76ee\u7684\u9759\u6001\u5206\u6790\u80fd\u529b\u5f31\u5f88\u591a\u3002\u5982\u679c\u4f60\u662f JetBrains \u751f\u6001\u7684\u6df1\u5ea6\u7528\u6237\uff0c\u8fc1\u79fb\u5230 Cursor \u7684\u6210\u672c\u592a\u9ad8\u3002<\/p>\n
\u5b9a\u4ef7\u6027\u4ef7\u6bd4\u5206\u6790<\/p>\n
JetBrains AI \u9700\u8981\u5355\u72ec\u8ba2\u9605\uff0c\u4ef7\u683c\u662f\u6bcf\u6708 10 \u7f8e\u5143\uff08\u5e74\u4ed8 100 \u7f8e\u5143\uff09\uff0c\u53e0\u52a0\u5728 IDE \u8ba2\u9605\u8d39\u4e4b\u4e0a\u3002\u5982\u679c\u4f60\u5df2\u7ecf\u662f All Products Pack \u8ba2\u9605\u8005\uff08\u5e74\u4ed8\u7ea6 250 \u7f8e\u5143\uff09\uff0cAI \u9644\u52a0\u8d39\u8ba9\u603b\u4ef7\u6da8\u5230 350 \u7f8e\u5143\/\u5e74\u3002\u5bf9\u6bd4 GitHub Copilot\uff08\u4e2a\u4eba\u7248 10 \u7f8e\u5143\/\u6708\uff0c\u5e74\u4ed8 100 \u7f8e\u5143\uff09\uff0c\u4ef7\u683c\u6301\u5e73\uff0c\u4f46 JetBrains AI \u7684\u96c6\u6210\u5ea6\u66f4\u9ad8\u3002<\/p>\n
\u4e0d\u8fc7\uff0c\u6027\u4ef7\u6bd4\u53d6\u51b3\u4e8e\u4f60\u7684\u4f7f\u7528\u573a\u666f\u3002\u5982\u679c\u4f60\u662f Java\/Go \u540e\u7aef\u5f00\u53d1\u8005\uff0c\u6bcf\u5929\u82b1\u5927\u91cf\u65f6\u95f4\u5728 IntelliJ \u4e0a\u505a\u4ee3\u7801\u91cd\u6784\u3001\u5199\u6d4b\u8bd5\u3001\u8c03\u8bd5\uff0c\u90a3 JetBrains AI \u80fd\u663e\u8457\u63d0\u5347\u6548\u7387\uff0c10 \u7f8e\u5143\/\u6708\u5f88\u5bb9\u6613\u56de\u672c\u3002\u4f46\u5982\u679c\u4f60\u53ea\u662f\u5076\u5c14\u7528 PyCharm \u5199\u811a\u672c\uff0c\u6216\u8005\u4e3b\u8981\u7528 VS Code \u5f00\u53d1\u524d\u7aef\uff0c\u90a3 Copilot \u6216 Cursor \u53ef\u80fd\u66f4\u5212\u7b97\u3002<\/p>\n
\u9002\u5408\u4eba\u7fa4\u4e0e\u4e0d\u9002\u5408\u4eba\u7fa4<\/p>\n
\u9002\u5408\u4eba\u7fa4\uff1aJetBrains \u5168\u5bb6\u6876\u7684\u91cd\u5ea6\u7528\u6237\uff0c\u5c24\u5176\u662f Java\u3001Kotlin\u3001Go\u3001Python \u5f00\u53d1\u8005\uff1b\u9700\u8981\u9891\u7e41\u91cd\u6784\u5927\u578b\u9879\u76ee\u7684\u67b6\u6784\u5e08\uff1b\u5e0c\u671b\u7528 AI \u8f85\u52a9\u751f\u6210\u6d4b\u8bd5\u548c\u6587\u6863\u7684\u56e2\u961f\u3002<\/p>\n
\u4e0d\u9002\u5408\u4eba\u7fa4\uff1a\u4f7f\u7528 VS Code\u3001Neovim \u7b49\u8f7b\u91cf\u7f16\u8f91\u5668\u7684\u5f00\u53d1\u8005\uff1b\u53ea\u5199\u7b80\u5355\u811a\u672c\u6216\u524d\u7aef\u9875\u9762\u7684\u521d\u5b66\u8005\uff1b\u5bf9 AI \u8865\u5168\u51c6\u786e\u7387\u6709\u82db\u523b\u8981\u6c42\u3001\u4f9d\u8d56 GitHub Copilot \u6a21\u578b\u4f18\u52bf\u7684\u7528\u6237\u3002<\/p>\n
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—
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