\u5f53Cognition AI\u57282024\u5e743\u6708\u629b\u51faDevin\u7684\u6f14\u793a\u89c6\u9891\u65f6\uff0c\u6574\u4e2a\u79d1\u6280\u5708\u90fd\u70b8\u4e86\u9505\u3002\u89c6\u9891\u91cc\uff0c\u8fd9\u4e2a\u6240\u8c13\u7684\u201c\u5168\u7403\u9996\u4e2aAI\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u201d\u4e0d\u4ec5\u80fd\u5904\u7406Upwork\u4e0a\u7684\u771f\u5b9e\u81ea\u7531\u804c\u4e1a\u4efb\u52a1\uff0c\u8fd8\u80fd\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u5e76\u90e8\u7f72\u4e00\u4e2a\u5b8c\u6574\u7684\u7f51\u7ad9\uff0c\u751a\u81f3\u4e3b\u52a8\u8c03\u8bd5\u81ea\u5df1\u5199\u51fa\u7684bug\u3002\u8fd9\u4e0d\u518d\u662fCopilot\u90a3\u6837\u7684\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u5ba3\u79f0\u80fd\u7aef\u5230\u7aef\u5904\u7406\u6574\u4e2a\u8f6f\u4ef6\u5de5\u7a0b\u751f\u547d\u5468\u671f\u7684\u201c\u540c\u4e8b\u201d\u3002\u51e0\u4e2a\u6708\u8fc7\u53bb\uff0c\u55a7\u56a3\u6e10\u9000\uff0c\u662f\u65f6\u5019\u51b7\u9759\u770b\u770bDevin AI\u5230\u5e95\u8d70\u5230\u4e86\u54ea\u4e00\u6b65\uff0c\u5b83\u79bb\u53d6\u4ee3\u7a0b\u5e8f\u5458\u8fd8\u6709\u591a\u8fdc\u3002<\/p>\n
\u6838\u5fc3\u529f\u80fd\u4e0e\u6280\u672f\u4eae\u70b9\uff1a\u4ece\u201c\u52a9\u624b\u201d\u5230\u201c\u6267\u884c\u8005\u201d\u7684\u8dc3\u8fc1<\/p>\n
Devin\u7684\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\u5176\u201c\u81ea\u4e3b\u6027\u201d\u3002\u5b83\u4e0d\u50cf\u4f20\u7edfAI\u7f16\u7a0b\u5de5\u5177\u90a3\u6837\u505c\u7559\u5728\u5355\u6587\u4ef6\u6216\u5355\u51fd\u6570\u5c42\u9762\uff0c\u800c\u662f\u8bd5\u56fe\u6a21\u62df\u4e00\u4e2a\u4eba\u7c7b\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u3002\u5176\u6280\u672f\u6808\u5efa\u7acb\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e4b\u4e0a\uff0c\u4f46\u5173\u952e\u521b\u65b0\u5728\u4e8e\u4e00\u4e2a\u957f\u671f\u7684\u63a8\u7406\u548c\u89c4\u5212\u80fd\u529b\u3002\u6839\u636e\u5b98\u65b9\u8d44\u6599\uff0c\u5728SWE-bench\u57fa\u51c6\u6d4b\u8bd5\uff08\u4e00\u4e2a\u8bc4\u4f30AI\u89e3\u51b3\u771f\u5b9e\u4e16\u754cGitHub\u95ee\u9898\u7684\u57fa\u51c6\uff09\u4e2d\uff0cDevin\u80fd\u591f\u7aef\u5230\u7aef\u5730\u6b63\u786e\u89e3\u51b313.86%\u7684\u95ee\u9898\uff0c\u800c\u4e4b\u524d\u7684\u6700\u4f73\u8868\u73b0\uff08Claude 2\uff09\u4ec5\u4e3a4.80%\u3002\u867d\u7136\u7edd\u5bf9\u6570\u5b57\u4e0d\u9ad8\uff0c\u4f46\u8fd1\u4e09\u500d\u7684\u63d0\u5347\u5df2\u7ecf\u5212\u51fa\u4e86\u4e00\u9053\u5206\u6c34\u5cad\u3002<\/p>\n
\u5177\u4f53\u6765\u8bf4\uff0cDevin\u914d\u5907\u4e86\uff1a<\/p>\n
1. \u6c99\u76d2\u8ba1\u7b97\u73af\u5883\uff1a\u4e00\u4e2a\u5c01\u95ed\u7684Linux\u547d\u4ee4\u884c\u73af\u5883\uff0c\u914d\u5907\u5b8c\u6574\u7684\u4ee3\u7801\u7f16\u8f91\u5668\u3001\u6d4f\u89c8\u5668\u548cShell\uff0c\u5141\u8bb8\u5b83\u5b89\u5168\u5730\u8fd0\u884c\u4ee3\u7801\u3001\u5b89\u88c5\u4f9d\u8d56\u3001\u6d4b\u8bd5\u548c\u8c03\u8bd5\uff0c\u5c31\u50cf\u5728\u4e00\u4e2a\u865a\u62df\u7684\u4e91\u5f00\u53d1\u673a\u91cc\u5de5\u4f5c\u3002<\/p>\n
2. \u89c4\u5212\u4e0e\u6267\u884c\u80fd\u529b\uff1a\u7ed9\u5b9a\u4e00\u4e2a\u9700\u6c42\uff08\u5982\u201c\u5e2e\u6211\u7528Python\u5199\u4e00\u4e2a\u722c\u866b\uff0c\u6293\u53d6\u67d0\u7535\u5546\u7f51\u7ad9\u524d\u5341\u9875\u5546\u54c1\u4ef7\u683c\uff0c\u5e76\u4fdd\u5b58\u5230CSV\u201d\uff09\uff0cDevin\u4f1a\u5148\u5236\u5b9a\u4e00\u4e2a\u5206\u6b65\u8ba1\u5212\uff0c\u7136\u540e\u4e00\u6b65\u6b65\u6267\u884c\uff0c\u5305\u62ec\u641c\u7d22\u7f51\u7edc\u83b7\u53d6\u4fe1\u606f\u3001\u7f16\u5199\u4ee3\u7801\u3001\u8fd0\u884c\u6d4b\u8bd5\u3001\u4fee\u590d\u9519\u8bef\uff0c\u6700\u540e\u8f93\u51fa\u7ed3\u679c\u548c\u603b\u7ed3\u62a5\u544a\u3002<\/p>\n
3. \u4e3b\u52a8\u534f\u4f5c\u6a21\u5f0f\uff1a\u4f60\u53ef\u4ee5\u5728\u5b83\u5de5\u4f5c\u65f6\u5b9e\u65f6\u4ecb\u5165\uff0c\u901a\u8fc7\u804a\u5929\u754c\u9762\u7ed9\u51fa\u65b0\u7684\u6307\u4ee4\u6216\u4fee\u6b63\u5b83\u7684\u65b9\u5411\uff0c\u5b83\u4f1a\u6839\u636e\u4f60\u7684\u53cd\u9988\u8c03\u6574\u540e\u7eed\u8ba1\u5212\u3002<\/p>\n
\u5178\u578b\u4f7f\u7528\u573a\u666f\uff1a\u5b83\u771f\u7684\u5728\u5e72\u6d3b\u5417\uff1f<\/p>\n
* \u573a\u666f\u4e00\uff1a\u5feb\u901f\u539f\u578b\u4e0e\u81ea\u52a8\u5316\u811a\u672c\u5f00\u53d1\u3002\u4e00\u4e2a\u4ea7\u54c1\u7ecf\u7406\u9700\u8981\u5b9a\u671f\u4ece\u51e0\u4e2a\u4e0d\u540c\u7684API\u62c9\u53d6\u6570\u636e\uff0c\u5408\u5e76\u540e\u751f\u6210\u6bcf\u65e5\u62a5\u544a\u3002\u4ed6\u53ef\u4ee5\u5c06\u8fd9\u4e2a\u6a21\u7cca\u7684\u9700\u6c42\u63cf\u8ff0\u7ed9Devin\u3002Devin\u53ef\u80fd\u4f1a\u5148\u641c\u7d22\u76f8\u5173API\u6587\u6863\uff0c\u7136\u540e\u7f16\u5199Python\u811a\u672c\uff0c\u5904\u7406\u8ba4\u8bc1\u3001\u6570\u636e\u8bf7\u6c42\u3001\u89e3\u6790\u548c\u683c\u5f0f\u8f6c\u6362\uff0c\u6700\u540e\u751a\u81f3\u8bbe\u7f6e\u4e00\u4e2aCron\u4f5c\u4e1a\u6765\u81ea\u52a8\u5316\u6574\u4e2a\u8fc7\u7a0b\u3002\u8fd9\u8282\u7701\u4e86\u5de5\u7a0b\u5e08\u5c06\u6a21\u7cca\u9700\u6c42\u8f6c\u5316\u4e3a\u5177\u4f53\u6280\u672f\u65b9\u6848\u7684\u65f6\u95f4\u3002<\/p>\n
* \u573a\u666f\u4e8c\uff1a\u9057\u7559\u4ee3\u7801\u5e93\u7684\u7ef4\u62a4\u4e0e\u8c03\u8bd5\u3002\u9762\u5bf9\u4e00\u4e2a\u964c\u751f\u4e14\u6587\u6863\u4e0d\u5168\u7684\u65e7\u4ee3\u7801\u5e93\uff0c\u5f53\u51fa\u73b0\u4e00\u4e2a\u6a21\u7cca\u7684bug\u62a5\u544a\u65f6\uff0c\u5de5\u7a0b\u5e08\u53ef\u4ee5\u5c06\u9519\u8bef\u65e5\u5fd7\u548c\u4ee3\u7801\u5e93\u8bbf\u95ee\u6743\u9650\u7ed9\u5230Devin\u3002Devin\u53ef\u4ee5\u81ea\u4e3b\u5730\u6d4f\u89c8\u4ee3\u7801\u3001\u7406\u89e3\u4e0a\u4e0b\u6587\u3001\u590d\u73b0\u95ee\u9898\u3001\u5b9a\u4f4d\u53ef\u80fd\u51fa\u9519\u7684\u6a21\u5757\uff0c\u5e76\u63d0\u51fa\u4fee\u590d\u65b9\u6848\u3002\u5b83\u5c31\u50cf\u4e00\u4e2a\u4e0d\u77e5\u75b2\u5026\u7684\u521d\u7ea7\u5de5\u7a0b\u5e08\uff0c\u5728\u5e9e\u5927\u7684\u4ee3\u7801\u8ff7\u5bab\u91cc\u8fdb\u884c\u7b2c\u4e00\u8f6e\u6392\u67e5\u3002<\/p>\n
* \u573a\u666f\u4e09\uff1a\u7ade\u54c1\u5206\u6790\u4e0e\u6280\u672f\u8c03\u7814\u3002\u5de5\u7a0b\u5e08\u9700\u8981\u8bc4\u4f30\u4e09\u4e2a\u4e0d\u540c\u7684\u5f00\u6e90\u56fe\u50cf\u5904\u7406\u5e93\u54ea\u4e2a\u66f4\u9002\u5408\u5f53\u524d\u9879\u76ee\u3002\u4ed6\u53ef\u4ee5\u8981\u6c42Devin\u201c\u5bf9\u6bd4OpenCV\u3001PIL\u548cscikit-image\u5728\u8bfb\u53d6\u3001\u7f29\u653e\u548c\u4fdd\u5b58JPEG\u56fe\u50cf\u4e0a\u7684\u6027\u80fd\u4e0e\u6613\u7528\u6027\u201d\u3002Devin\u4f1a\u7f16\u5199\u57fa\u51c6\u6d4b\u8bd5\u811a\u672c\uff0c\u5728\u6c99\u76d2\u4e2d\u8fd0\u884c\uff0c\u5e76\u751f\u6210\u4e00\u4efd\u5305\u542b\u4ee3\u7801\u793a\u4f8b\u3001\u6267\u884c\u65f6\u95f4\u548c\u4f18\u7f3a\u70b9\u7684\u5bf9\u6bd4\u62a5\u544a\u3002<\/p>\n
\u4e0e\u540c\u7c7b\u5de5\u5177\u6a2a\u5411\u5bf9\u6bd4\uff1aDevin vs. GitHub Copilot<\/p>\n
\u8fd9\u662f\u6700\u81ea\u7136\u7684\u5bf9\u6bd4\u3002GitHub Copilot\u53ca\u5176\u540e\u7ee7\u8005Copilot Workspace\u662f\u5f53\u524dAI\u7f16\u7a0b\u7684\u7edd\u5bf9\u4e3b\u6d41\u3002\u4f46\u5b83\u4eec\u7684\u5b9a\u4f4d\u672c\u8d28\u662f\u201c\u8d85\u7ea7\u667a\u80fd\u7684\u7ed3\u5bf9\u7f16\u7a0b\u4f19\u4f34\u201d\u3002\u4f60\u5199\u6ce8\u91ca\u6216\u51fd\u6570\u540d\uff0c\u5b83\u8865\u5168\u4ee3\u7801\uff1b\u4f60\u5728\u804a\u5929\u6846\u91cc\u63cf\u8ff0\u4e00\u4e2a\u529f\u80fd\uff0c\u5b83\u5728\u5f53\u524d\u6587\u4ef6\u4e0a\u4e0b\u6587\u91cc\u751f\u6210\u4ee3\u7801\u7247\u6bb5\u3002Copilot\u7684\u6838\u5fc3\u662f\u201c\u589e\u5f3a\u201d\u5f00\u53d1\u8005\uff0c\u5b83\u7684\u8f93\u51fa\u9700\u8981\u88ab\u5de5\u7a0b\u5e08\u5ba1\u67e5\u3001\u4fee\u6539\u548c\u96c6\u6210\u5230\u66f4\u5e9e\u5927\u7684\u5de5\u7a0b\u4e0a\u4e0b\u6587\u4e2d\u3002<\/p>\n
\u800cDevin\u7684\u91ce\u5fc3\u662f\u201c\u66ff\u4ee3\u201d\u4e00\u90e8\u5206\u5f00\u53d1\u5de5\u4f5c\u6d41\u3002\u5b83\u8bd5\u56fe\u81ea\u5df1\u62e5\u6709\u201c\u5de5\u7a0b\u4e0a\u4e0b\u6587\u201d\uff0c\u81ea\u5df1\u505a\u89c4\u5212\uff0c\u81ea\u5df1\u6267\u884c\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u4e00\u4e2a\u6267\u884c\u529b\u6781\u5f3a\u4f46\u7ecf\u9a8c\u5c1a\u6d45\u7684\u5b9e\u4e60\u751f\uff0c\u4f60\u628a\u4e00\u4e2a\u76f8\u5bf9\u72ec\u7acb\u3001\u5b9a\u4e49\u660e\u786e\u7684\u4efb\u52a1\u4e22\u7ed9\u5b83\uff0c\u5b83\u5c1d\u8bd5\u72ec\u7acb\u4ea4\u4ed8\u4e00\u4e2a\u53ef\u7528\u7684\u7ed3\u679c\u3002Copilot\u5e2e\u4f60\u5199\u4ee3\u7801\uff0cDevin\u8bd5\u56fe\u5e2e\u4f60\u201c\u5b8c\u6210\u9879\u76ee\u201d\u3002\u76ee\u524d\uff0cDevin\u5728\u5904\u7406\u590d\u6742\u3001\u6a21\u7cca\u3001\u9700\u8981\u6df1\u5ea6\u9886\u57df\u77e5\u8bc6\u6216\u521b\u9020\u6027\u67b6\u6784\u8bbe\u8ba1\u7684\u5927\u578b\u9879\u76ee\u4e0a\u4ecd\u529b\u6709\u4e0d\u902e\uff0c\u4f46\u5728\u4e2d\u5c0f\u578b\u3001\u5b9a\u4e49\u826f\u597d\u7684\u4efb\u52a1\u4e0a\uff0c\u5b83\u5c55\u73b0\u51fa\u4e86\u5168\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/p>\n
\u5b9a\u4ef7\u6027\u4ef7\u6bd4\u5206\u6790\uff1a\u672a\u77e5\u7684X\u56e0\u7d20<\/p>\n
\u622a\u81f3\u76ee\u524d\uff0cDevin AI\u4ecd\u5904\u4e8e\u65e9\u671f\u8bbf\u95ee\u9636\u6bb5\uff0c\u672a\u516c\u5e03\u516c\u5f00\u7684\u3001\u8be6\u7ec6\u7684\u5b9a\u4ef7\u6a21\u578b\u3002\u5b98\u65b9\u4ec5\u8868\u793a\u5c06\u91c7\u7528\u4ed8\u8d39\u8ba2\u9605\u5236\u3002\u8003\u8651\u5230\u5176\u80cc\u540e\u6240\u9700\u7684\u5de8\u5927\u8ba1\u7b97\u8d44\u6e90\uff08\u957f\u671f\u8fd0\u884c\u7684\u6c99\u76d2\u73af\u5883\u3001\u6301\u7eed\u7684\u6a21\u578b\u63a8\u7406\uff09\u3001\u4ee5\u53ca\u5b83\u65e8\u5728\u66ff\u4ee3\u7684\u662f\u4eba\u529b\u6210\u672c\u8f83\u9ad8\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u5de5\u4f5c\uff0c\u5176\u5b9a\u4ef7\u5f88\u53ef\u80fd\u663e\u8457\u9ad8\u4e8eCopilot\u7684\u4e2a\u4eba\u7248\uff0810\u7f8e\u5143\/\u6708\uff09\u3002\u6211\u4eec\u63a8\u6d4b\uff0c\u5176\u76ee\u6807\u5ba2\u6237\u9996\u5148\u662f\u4f01\u4e1a\uff0c\u7279\u522b\u662f\u90a3\u4e9b\u6709\u5927\u91cf\u91cd\u590d\u6027\u5f00\u53d1\u4efb\u52a1\u3001\u6216\u5e0c\u671b\u7528AI\u964d\u4f4e\u521d\u7ea7\u5de5\u7a0b\u5e08\u4eba\u529b\u6210\u672c\u7684\u6280\u672f\u56e2\u961f\u3002\u5bf9\u4e8e\u4e2a\u4eba\u5f00\u53d1\u8005\u6216\u6781\u5ba2\uff0c\u9664\u975e\u5b9a\u4ef7\u975e\u5e38\u4eb2\u6c11\uff0c\u5426\u5219\u6027\u4ef7\u6bd4\u53ef\u80fd\u77ed\u671f\u5185\u4e0d\u5982\u589e\u5f3a\u578b\u7684\u4ee3\u7801\u52a9\u624b\u3002\u5173\u952e\u8981\u770b\u5b83\u5b9e\u9645\u4ea4\u4ed8\u7684\u4efb\u52a1\u5b8c\u6210\u5ea6\u548c\u65f6\u95f4\u8282\u7701\uff0c\u80fd\u5426\u62b5\u6d88\u5176\u8ba2\u9605\u8d39\u7528\u3002<\/p>\n
\u9002\u5408\u4eba\u7fa4\u4e0e\u4e0d\u9002\u5408\u4eba\u7fa4<\/p>\n
* \u9002\u5408\u4eba\u7fa4\uff1a<\/p>\n
1. \u6280\u672f\u56e2\u961f\u8d1f\u8d23\u4eba\/CTO\uff1a\u5e0c\u671b\u7528AI\u5de5\u5177\u63d0\u5347\u56e2\u961f\u6548\u7387\uff0c\u5c06\u5de5\u7a0b\u5e08\u4ece\u7e41\u7410\u3001\u6a21\u5f0f\u5316\u7684\u4efb\u52a1\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u4e13\u6ce8\u4e8e\u6838\u5fc3\u521b\u65b0\u3002<\/p>\n
2. \u5168\u6808\/\u72ec\u7acb\u5f00\u53d1\u8005\uff1a\u9700\u8981\u4e00\u4eba\u627f\u62c5\u591a\u9879\u4efb\u52a1\uff0c\u53ef\u4ee5\u5229\u7528Devin\u5feb\u901f\u642d\u5efa\u539f\u578b\u3001\u5904\u7406\u8fd0\u7ef4\u811a\u672c\u6216\u8fdb\u884c\u6280\u672f\u8c03\u7814\uff0c\u5145\u5f53\u4e00\u4e2a\u201c\u5168\u80fd\u6280\u672f\u52a9\u7406\u201d\u3002<\/p>\n
3. \u521d\u521b\u516c\u53f8\uff1a\u8d44\u6e90\u6709\u9650\uff0c\u9700\u8981\u4ee5\u6700\u5c0f\u6210\u672c\u9a8c\u8bc1\u4ea7\u54c1\u60f3\u6cd5\u548c\u5b9e\u73b0MVP\uff08\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\uff09\u3002<\/p>\n
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* \u4e0d\u9002\u5408\u4eba\u7fa4\uff1a<\/p>\n
1. \u8ffd\u6c42\u6781\u81f4\u63a7\u5236\u548c\u4ee3\u7801\u8d28\u91cf\u7684\u8d44\u6df1\u67b6\u6784\u5e08\uff1aDevin\u751f\u6210\u7684\u4ee3\u7801\u548c\u67b6\u6784\u53ef\u80fd\u4e0d\u7b26\u5408\u5176\u4e25\u82db\u7684\u6807\u51c6\uff0c\u5ba1\u67e5\u548c\u4fee\u6539\u6210\u672c\u53ef\u80fd\u9ad8\u4e8e\u81ea\u5df1\u52a8\u624b\u3002<\/p>\n
2. \u4ece\u4e8b\u9ad8\u5ea6\u521b\u65b0\u6216\u7814\u7a76\u6027\u7b97\u6cd5\u5f00\u53d1\u7684\u5de5\u7a0b\u5e08\uff1a\u8fd9\u7c7b\u5de5\u4f5c\u9700\u8981\u7684\u521b\u9020\u6027\u3001\u5bf9\u95ee\u9898\u672c\u8d28\u7684\u6df1\u523b\u6d1e\u5bdf\uff0c\u662f\u76ee\u524dAI\u7684\u77ed\u677f\u3002<\/p>\n
3. \u9884\u7b97\u6709\u9650\u7684\u4e2a\u4eba\u7231\u597d\u8005\uff1a\u5982\u679c\u5b9a\u4ef7\u9ad8\u6602\uff0c\u5bf9\u4e8e\u975e\u751f\u4ea7\u6027\u4f7f\u7528\u7684\u7231\u597d\u8005\u6765\u8bf4\u53ef\u80fd\u4e0d\u5212\u7b97\u3002<\/p>\n
4. \u5b8c\u5168\u4e0d\u61c2\u7f16\u7a0b\u7684\u7528\u6237\uff1aDevin\u9700\u8981\u76f8\u5bf9\u6e05\u6670\u3001\u6280\u672f\u6027\u7684\u6307\u4ee4\u3002\u5982\u679c\u4f60\u65e0\u6cd5\u5224\u65ad\u5b83\u7684\u8f93\u51fa\u662f\u5426\u6b63\u786e\uff0c\u4e5f\u65e0\u6cd5\u5728\u5b83\u8dd1\u504f\u65f6\u8fdb\u884c\u6709\u6548\u5e72\u9884\uff0c\u90a3\u4e48\u4f7f\u7528\u4f53\u9a8c\u4f1a\u5927\u6253\u6298\u6263\u3002<\/p>\n
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PM \u6d4b\u8bc4\u7ed3\u8bba<\/p>\n
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\u9002\u7528\u573a\u666f\u6807\u7b7e\uff1a\u539f\u578b\u5f00\u53d1\/\u81ea\u52a8\u5316\u811a\u672c\/\u4ee3\u7801\u8c03\u8bd5<\/p>\n
—
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—
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