\u5982\u679c\u4f60\u66fe\u7ecf\u63a5\u624b\u8fc7\u4e00\u4e2a\u6ee1\u662f\u201c\u7956\u4f20\u4ee3\u7801\u201d\u7684\u9879\u76ee\uff0c\u6253\u5f00\u6587\u4ef6\u770b\u5230\u4e00\u5806\u6ca1\u6709\u6ce8\u91ca\u3001\u547d\u540d\u968f\u610f\u7684\u51fd\u6570\uff0c\u90a3\u79cd\u611f\u89c9\u5c31\u50cf\u8003\u53e4\u5b66\u5bb6\u9762\u5bf9\u4e00\u5806\u7834\u788e\u7684\u9676\u7247\u2014\u2014\u4f60\u77e5\u9053\u8fd9\u91cc\u9762\u6709\u4ef7\u503c\uff0c\u4f46\u4e0d\u77e5\u9053\u4ece\u4f55\u4e0b\u624b\u3002Mutable AI\u5c31\u662f\u4e3a\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u800c\u751f\u7684\uff0c\u5b83\u4e0d\u53ea\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u4ee3\u7801\u73b0\u4ee3\u5316\u6539\u9020\u7cfb\u7edf\u3002<\/p>\n
\u6838\u5fc3\u529f\u80fd\u4e0e\u6280\u672f\u4eae\u70b9<\/p>\n
Mutable AI\u7684\u6838\u5fc3\u80fd\u529b\u53ef\u4ee5\u7528\u4e09\u4e2a\u5173\u952e\u8bcd\u6982\u62ec\uff1a\u7406\u89e3\u3001\u91cd\u6784\u3001\u6587\u6863\u5316\u3002<\/p>\n
\u9996\u5148\u662f\u6df1\u5ea6\u4ee3\u7801\u7406\u89e3\u3002\u5b83\u57fa\u4e8e\u5148\u8fdb\u7684\u4ee3\u7801\u8bed\u8a00\u6a21\u578b\uff0c\u80fd\u591f\u5206\u6790\u6574\u4e2a\u4ee3\u7801\u5e93\u7684\u4e0a\u4e0b\u6587\u5173\u7cfb\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u8bed\u6cd5\u5206\u6790\uff0c\u800c\u662f\u771f\u6b63\u7684\u8bed\u4e49\u7406\u89e3\u2014\u2014\u5b83\u80fd\u8bc6\u522b\u51fa\u54ea\u4e9b\u51fd\u6570\u662f\u6838\u5fc3\u4e1a\u52a1\u903b\u8f91\uff0c\u54ea\u4e9b\u662f\u5de5\u5177\u51fd\u6570\uff0c\u54ea\u4e9b\u4ee3\u7801\u5df2\u7ecf\u8fc7\u65f6\u4f46\u8fd8\u5728\u88ab\u8c03\u7528\u3002\u6211\u6d4b\u8bd5\u65f6\u7ed9\u4e86\u4e00\u4e2a3000\u884c\u7684Python\u6570\u636e\u5206\u6790\u9879\u76ee\uff0cMutable AI\u5728\u51e0\u5206\u949f\u5185\u5c31\u753b\u51fa\u4e86\u5b8c\u6574\u7684\u4f9d\u8d56\u5173\u7cfb\u56fe\uff0c\u51c6\u786e\u7387\u76f8\u5f53\u60ca\u4eba\u3002<\/p>\n
\u5176\u6b21\u662f\u667a\u80fd\u91cd\u6784\u3002\u8fd9\u662fMutable AI\u6700\u8ba9\u6211\u60ca\u559c\u7684\u90e8\u5206\u3002\u5b83\u4e0d\u4ec5\u80fd\u5efa\u8bae\u91cd\u6784\u65b9\u6848\uff0c\u8fd8\u80fd\u76f4\u63a5\u751f\u6210\u91cd\u6784\u540e\u7684\u4ee3\u7801\u3002\u6bd4\u5982\u628a\u5197\u957f\u7684\u51fd\u6570\u62c6\u5206\u6210\u66f4\u5c0f\u7684\u5355\u5143\uff0c\u5c06\u91cd\u590d\u4ee3\u7801\u63d0\u53d6\u6210\u516c\u5171\u51fd\u6570\uff0c\u751a\u81f3\u5c06\u8fc7\u7a0b\u5f0f\u4ee3\u7801\u6539\u5199\u6210\u9762\u5411\u5bf9\u8c61\u98ce\u683c\u3002\u5728\u6d4b\u8bd5\u4e2d\uff0c\u5b83\u5bf9\u4e00\u4e2a\u590d\u6742\u7684JavaScript\u6570\u636e\u5904\u7406\u51fd\u6570\u8fdb\u884c\u4e86\u91cd\u6784\uff0c\u5c06\u5708\u590d\u6742\u5ea6\u4ece15\u964d\u5230\u4e866\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u529f\u80fd\u5b8c\u5168\u4e00\u81f4\u3002<\/p>\n
\u6700\u540e\u662f\u81ea\u52a8\u5316\u6587\u6863\u751f\u6210\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u7ed9\u51fd\u6570\u52a0\u51e0\u884c\u6ce8\u91ca\u90a3\u4e48\u7b80\u5355\u3002Mutable AI\u4f1a\u751f\u6210\u5b8c\u6574\u7684\u9879\u76eeWiki\uff0c\u5305\u62ec\uff1a<\/p>\n
– \u6bcf\u4e2a\u6a21\u5757\u7684\u8be6\u7ec6\u8bf4\u660e\u6587\u6863<\/p>\n
– API\u63a5\u53e3\u6587\u6863\uff08\u652f\u6301OpenAPI\u89c4\u8303\uff09<\/p>\n
– \u67b6\u6784\u51b3\u7b56\u8bb0\u5f55\uff08ADR\uff09<\/p>\n
– \u90e8\u7f72\u548c\u914d\u7f6e\u6307\u5357<\/p>\n
– \u751a\u81f3\u5305\u62ec\u4ee3\u7801\u793a\u4f8b\u548c\u6d4b\u8bd5\u7528\u4f8b<\/p>\n
\u6280\u672f\u53c2\u6570\u65b9\u9762\uff0cMutable AI\u652f\u6301\u8d85\u8fc720\u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c\u5305\u62ecPython\u3001JavaScript\u3001Java\u3001Go\u3001Rust\u7b49\u4e3b\u6d41\u8bed\u8a00\u3002\u5904\u7406\u901f\u5ea6\u65b9\u9762\uff0c\u4e00\u4e2a\u4e2d\u7b49\u89c4\u6a21\u7684\u9879\u76ee\uff08\u7ea65\u4e07\u884c\u4ee3\u7801\uff09\u901a\u5e38\u80fd\u572830\u5206\u949f\u5185\u5b8c\u6210\u521d\u6b65\u5206\u6790\u3002\u5b83\u7684\u4ee3\u7801\u7406\u89e3\u6a21\u578b\u662f\u57fa\u4e8e\u6700\u65b0\u7684\u5927\u578b\u4ee3\u7801\u8bed\u6599\u5e93\u8bad\u7ec3\u7684\uff0c\u5728HumanEval\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u4ee3\u7801\u7406\u89e3\u51c6\u786e\u7387\u8fbe\u523092%\uff0c\u8fdc\u8d85\u540c\u7c7b\u5de5\u5177\u768475-85%\u3002<\/p>\n
\u5178\u578b\u4f7f\u7528\u573a\u666f<\/p>\n
\u573a\u666f\u4e00\uff1a\u63a5\u624b\u9057\u7559\u9879\u76ee<\/p>\n
\u6211\u670b\u53cb\u7684\u516c\u53f8\u6700\u8fd1\u6536\u8d2d\u4e86\u4e00\u4e2a\u521d\u521b\u516c\u53f8\uff0c\u9700\u8981\u6574\u5408\u5bf9\u65b9\u7684\u4ee3\u7801\u5e93\u3002\u90a3\u4e2a\u9879\u76ee\u67098\u5e74\u5386\u53f2\uff0c\u51e0\u4e4e\u6ca1\u6709\u6587\u6863\uff0c\u539f\u6765\u7684\u5f00\u53d1\u56e2\u961f\u90fd\u79bb\u804c\u4e86\u3002\u4ed6\u4eec\u7528Mutable AI\u82b1\u4e86\u4e24\u5929\u65f6\u95f4\uff0c\u751f\u6210\u4e86\u5b8c\u6574\u7684\u9879\u76ee\u6587\u6863\uff0c\u6807\u6ce8\u51fa\u4e86\u6240\u6709\u5173\u952e\u4e1a\u52a1\u903b\u8f91\u548c\u6f5c\u5728\u7684\u6280\u672f\u503a\u52a1\u3002\u539f\u672c\u4f30\u8ba1\u9700\u8981\u4e00\u4e2a\u6708\u624d\u80fd\u4e0a\u624b\u7684\u9879\u76ee\uff0c\u73b0\u5728\u4e00\u5468\u5c31\u641e\u5b9a\u4e86\u3002<\/p>\n
\u573a\u666f\u4e8c\uff1a\u56e2\u961f\u77e5\u8bc6\u4f20\u627f<\/p>\n
\u4e00\u4e2a10\u4eba\u7684\u5f00\u53d1\u56e2\u961f\uff0c\u6838\u5fc3\u6210\u5458\u8981\u79bb\u804c\u3002\u4ed6\u4eec\u7528Mutable AI\u5bf9\u6574\u4e2a\u4ee3\u7801\u5e93\u8fdb\u884c\u4e86\u201c\u77e5\u8bc6\u63d0\u53d6\u201d\uff0c\u751f\u6210\u4e86\u8be6\u7ec6\u7684\u67b6\u6784\u6587\u6863\u548c\u51b3\u7b56\u8bb0\u5f55\u3002\u65b0\u6765\u7684\u5de5\u7a0b\u5e08\u901a\u8fc7\u9605\u8bfb\u8fd9\u4e9bAI\u751f\u6210\u7684\u6587\u6863\uff0c\u5feb\u901f\u7406\u89e3\u4e86\u4e3a\u4ec0\u4e48\u67d0\u4e9b\u8bbe\u8ba1\u51b3\u7b56\u662f\u8fd9\u6837\u505a\u7684\uff0c\u907f\u514d\u4e86\u91cd\u590d\u8e29\u5751\u3002<\/p>\n
\u573a\u666f\u4e09\uff1a\u4ee3\u7801\u8d28\u91cf\u5ba1\u8ba1<\/p>\n
\u5728\u51c6\u5907\u878d\u8d44\u7684\u6280\u672f\u5c3d\u8c03\u4e2d\uff0c\u4e00\u5bb6\u516c\u53f8\u7528Mutable AI\u5bf9\u81ea\u5df1\u7684\u6838\u5fc3\u4ee3\u7801\u5e93\u8fdb\u884c\u4e86\u5168\u9762\u5206\u6790\u3002\u4e0d\u4ec5\u751f\u6210\u4e86\u6280\u672f\u67b6\u6784\u6587\u6863\uff0c\u8fd8\u8bc6\u522b\u51fa\u4e8623\u5904\u5b89\u5168\u6f0f\u6d1e\u300145\u5904\u6027\u80fd\u74f6\u9888\u548c12\u5904\u4e0d\u7b26\u5408\u6700\u4f73\u5b9e\u8df5\u7684\u4ee3\u7801\u3002\u8fd9\u4e9b\u6570\u636e\u76f4\u63a5\u6210\u4e3a\u4e86\u4ed6\u4eec\u6280\u672f\u5b9e\u529b\u8bc1\u660e\u7684\u4e00\u90e8\u5206\u3002<\/p>\n
\u4e0e\u540c\u7c7b\u5de5\u5177\u6a2a\u5411\u5bf9\u6bd4<\/p>\n
\u548cGitHub Copilot\u76f8\u6bd4\uff0cMutable AI\u7684\u5b9a\u4f4d\u5b8c\u5168\u4e0d\u540c\u3002Copilot\u66f4\u50cf\u662f\u4f60\u7684\u7f16\u7a0b\u4f19\u4f34\uff0c\u5728\u5199\u4ee3\u7801\u65f6\u63d0\u4f9b\u5b9e\u65f6\u5efa\u8bae\u3002\u800cMutable AI\u66f4\u50cf\u662f\u4f60\u7684\u4ee3\u7801\u8003\u53e4\u5b66\u5bb6\uff0c\u4e13\u6ce8\u4e8e\u7406\u89e3\u548c\u6539\u9020\u5df2\u6709\u7684\u4ee3\u7801\u5e93\u3002\u5728\u4ee3\u7801\u7406\u89e3\u6df1\u5ea6\u4e0a\uff0cMutable AI\u660e\u663e\u66f4\u80dc\u4e00\u7b79\u2014\u2014\u5b83\u80fd\u7406\u89e3\u8de8\u6587\u4ef6\u7684\u590d\u6742\u4f9d\u8d56\u5173\u7cfb\uff0c\u800cCopilot\u4e3b\u8981\u5173\u6ce8\u5f53\u524d\u6587\u4ef6\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n
\u53e6\u4e00\u4e2a\u7ade\u54c1\u662fSourcegraph Cody\uff0c\u5b83\u4e5f\u63d0\u4f9b\u4ee3\u7801\u641c\u7d22\u548c\u7406\u89e3\u529f\u80fd\u3002\u4f46Mutable AI\u5728\u81ea\u52a8\u5316\u91cd\u6784\u548c\u6587\u6863\u751f\u6210\u65b9\u9762\u66f4\u52a0\u6210\u719f\u3002Cody\u66f4\u50cf\u662f\u4e00\u4e2a\u667a\u80fd\u641c\u7d22\u5f15\u64ce\uff0c\u800cMutable AI\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u4ee3\u7801\u73b0\u4ee3\u5316\u5de5\u4f5c\u6d41\u5de5\u5177\u3002\u5728\u6d4b\u8bd5\u4e2d\uff0c\u5bf9\u4e8e\u540c\u6837\u7684\u9057\u7559\u9879\u76ee\uff0cMutable AI\u751f\u6210\u7684\u6587\u6863\u7ed3\u6784\u66f4\u5b8c\u6574\uff0c\u91cd\u6784\u5efa\u8bae\u4e5f\u66f4\u5b9e\u7528\u3002<\/p>\n
\u5b9a\u4ef7\u6027\u4ef7\u6bd4\u5206\u6790<\/p>\n
Mutable AI\u91c7\u7528\u8ba2\u9605\u5236\uff0c\u5206\u4e3a\u4e09\u4e2a\u5c42\u7ea7\uff1a<\/p>\n
– \u4e2a\u4eba\u7248\uff1a\u6bcf\u670829\u7f8e\u5143\uff0c\u9002\u5408\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u5c0f\u56e2\u961f<\/p>\n
– \u56e2\u961f\u7248\uff1a\u6bcf\u670899\u7f8e\u5143\uff08\u6700\u591a5\u4eba\uff09\uff0c\u5305\u542b\u534f\u4f5c\u529f\u80fd<\/p>\n
– \u4f01\u4e1a\u7248\uff1a\u5b9a\u5236\u5b9a\u4ef7\uff0c\u652f\u6301\u79c1\u6709\u90e8\u7f72\u548c\u5b9a\u5236\u6a21\u578b<\/p>\n
\u4ece\u6027\u4ef7\u6bd4\u6765\u770b\uff0c\u5982\u679c\u4f60\u53ea\u662f\u5076\u5c14\u9700\u8981\u4ee3\u7801\u8865\u5168\uff0cGitHub Copilot\uff08\u6bcf\u670810\u7f8e\u5143\uff09\u53ef\u80fd\u66f4\u5212\u7b97\u3002\u4f46\u5982\u679c\u4f60\u9700\u8981\u7cfb\u7edf\u6027\u5730\u6539\u9020\u9057\u7559\u4ee3\u7801\u5e93\uff0cMutable AI\u7684\u4ef7\u503c\u5c31\u51f8\u663e\u51fa\u6765\u4e86\u3002\u4e00\u4e2a\u4e2d\u7ea7\u5f00\u53d1\u5de5\u7a0b\u5e08\u7684\u65f6\u85aa\u5927\u7ea650-80\u7f8e\u5143\uff0c\u7528Mutable AI\u8282\u7701\u7684\u65f6\u95f4\u5f88\u5feb\u5c31\u80fd\u6536\u56de\u6210\u672c\u3002\u6211\u8ba1\u7b97\u8fc7\uff0c\u5bf9\u4e8e\u4e00\u4e2a5\u4e07\u884c\u7684\u9879\u76ee\uff0c\u624b\u52a8\u7f16\u5199\u540c\u7b49\u8d28\u91cf\u7684\u6587\u6863\u81f3\u5c11\u9700\u898180-100\u5c0f\u65f6\uff0c\u800cMutable AI\u80fd\u5728\u51e0\u5c0f\u65f6\u5185\u5b8c\u6210\u5927\u90e8\u5206\u5de5\u4f5c\u3002<\/p>\n
\u9002\u5408\u4eba\u7fa4\u4e0e\u4e0d\u9002\u5408\u4eba\u7fa4<\/p>\n
\u9002\u5408\u4eba\u7fa4\uff1a<\/p>\n
1. \u9700\u8981\u63a5\u624b\u548c\u7ef4\u62a4\u9057\u7559\u9879\u76ee\u7684\u5f00\u53d1\u56e2\u961f<\/p>\n
2. \u521b\u4e1a\u516c\u53f8\u65e9\u671f\u6280\u672f\u503a\u8f83\u591a\uff0c\u9700\u8981\u7cfb\u7edf\u91cd\u6784<\/p>\n
3. \u5f00\u6e90\u9879\u76ee\u7ef4\u62a4\u8005\uff0c\u5e0c\u671b\u6539\u5584\u9879\u76ee\u6587\u6863\u8d28\u91cf<\/p>\n
4. \u6280\u672f\u8d1f\u8d23\u4eba\uff0c\u9700\u8981\u8bc4\u4f30\u56e2\u961f\u4ee3\u7801\u5065\u5eb7\u72b6\u51b5<\/p>\n
5. \u51c6\u5907\u878d\u8d44\u7684\u521d\u521b\u516c\u53f8\uff0c\u9700\u8981\u6280\u672f\u5c3d\u8c03\u6750\u6599<\/p>\n
\u4e0d\u9002\u5408\u4eba\u7fa4\uff1a<\/p>\n
1. \u53ea\u5199\u65b0\u9879\u76ee\u3001\u5f88\u5c11\u63a5\u89e6\u65e7\u4ee3\u7801\u7684\u5f00\u53d1\u8005<\/p>\n
2. \u4ee3\u7801\u5e93\u5f88\u5c0f\uff08\u5c0f\u4e8e1000\u884c\uff09\u7684\u4e2a\u4eba\u9879\u76ee<\/p>\n
3. \u5bf9\u73b0\u6709\u4ee3\u7801\u7ed3\u6784\u5df2\u7ecf\u5f88\u719f\u6089\u7684\u56e2\u961f<\/p>\n
4. \u9884\u7b97\u975e\u5e38\u7d27\u5f20\u7684\u4e2a\u4eba\u5f00\u53d1\u8005<\/p>\n
\u6700\u540e\u7684\u5c0f\u5efa\u8bae<\/p>\n
Mutable AI\u867d\u7136\u5f3a\u5927\uff0c\u4f46\u5b83\u4e0d\u662f\u94f6\u5f39\u3002AI\u751f\u6210\u7684\u6587\u6863\u548c\u91cd\u6784\u5efa\u8bae\u4ecd\u7136\u9700\u8981\u4eba\u5de5\u5ba1\u6838\u2014\u2014\u7279\u522b\u662f\u6d89\u53ca\u4e1a\u52a1\u903b\u8f91\u7684\u5173\u952e\u90e8\u5206\u3002\u6700\u597d\u7684\u4f7f\u7528\u65b9\u5f0f\u662f\u628a\u5b83\u4f5c\u4e3a\u201c\u7b2c\u4e00\u904d\u5904\u7406\u201d\u5de5\u5177\uff0c\u5feb\u901f\u83b7\u5f97\u4ee3\u7801\u5e93\u7684\u5168\u5c40\u89c6\u56fe\uff0c\u7136\u540e\u7531\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5f00\u53d1\u8005\u8fdb\u884c\u91cd\u70b9\u5ba1\u67e5\u548c\u4fee\u6b63\u3002<\/p>\n
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