\u4e09\u79d2\u949f\u770b\u61c2\uff1aVSCode\u5185\u5d4c\u7684AI\u7f16\u7a0b\u642d\u6863\uff0c\u50cf\u8001\u53f8\u673a\u4e00\u6837\u9884\u5224\u4f60\u7684\u4ee3\u7801\u610f\u56fe\uff0c\u7701\u53bb80%\u7684\u91cd\u590d\u6572\u952e\u3002<\/p>\n
\u6df1\u5ea6\u8bc4\u6d4b\u6b63\u6587<\/p>\n
\u8bf4\u5b9e\u8bdd\uff0cGitHub Copilot \u521a\u51fa\u6765\u90a3\u4f1a\u513f\uff0c\u6211\u628a\u5b83\u5f53\u201c\u667a\u80fd\u7248\u81ea\u52a8\u8865\u5168\u201d\u770b\u3002\u4f46\u7528\u4e86\u534a\u5e74\u540e\uff0c\u6211\u627f\u8ba4\u2014\u2014\u8fd9\u4e1c\u897f\u5df2\u7ecf\u4e0d\u53ea\u662f\u8865\u5168\u4e86\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5750\u5728\u4f60\u65c1\u8fb9\u7684\u8001\u7a0b\u5e8f\u5458\uff0c\u4f60\u521a\u6572\u4e2a\u51fd\u6570\u540d\uff0c\u5b83\u5c31\u628a\u6574\u6bb5\u5b9e\u73b0\u7ed9\u4f60\u585e\u8fc7\u6765\u3002\u800c\u4e14\uff0c\u5b83\u8fd8\u771f\u80fd\u7528\u3002<\/p>\n
\u6838\u5fc3\u529f\u80fd\u4e0e\u6280\u672f\u4eae\u70b9<\/p>\n
Copilot \u57fa\u4e8e OpenAI Codex \u6a21\u578b\uff0c\u672c\u8d28\u4e0a\u662f GPT-3 \u7684\u4ee3\u7801\u7279\u5316\u7248\u3002\u5b83\u4e0d\u53ea\u662f\u8865\u5168\u5f53\u524d\u884c\uff0c\u800c\u662f\u6839\u636e\u4f60\u6253\u5f00\u7684\u6574\u4e2a\u6587\u4ef6\u4e0a\u4e0b\u6587\u3001\u751a\u81f3\u9879\u76ee\u7ed3\u6784\u6765\u9884\u6d4b\u4f60\u4e0b\u4e00\u6b65\u8981\u5199\u4ec0\u4e48\u3002\u5b83\u652f\u6301\u7684\u8bed\u8a00\u5217\u8868\u957f\u5230\u79bb\u8c31\u2014\u2014Python\u3001JavaScript\u3001TypeScript\u3001Go\u3001Ruby\u3001C++\u3001Java\u2026\u2026\u57fa\u672c\u4e0a\u4f60\u53eb\u5f97\u4e0a\u540d\u5b57\u7684\u90fd\u652f\u6301\u3002<\/p>\n
\u6700\u70b8\u88c2\u7684\u662f\u5b83\u7684\u201cTab\u952e\u9b54\u6cd5\u201d\uff1a\u4f60\u5199\u4e2a\u6ce8\u91ca `\/\/ \u8ba1\u7b97\u6590\u6ce2\u90a3\u5951\u6570\u5217`\uff0c\u5b83\u76f4\u63a5\u7ed9\u4f60\u751f\u6210\u5b8c\u6574\u7684\u9012\u5f52\u6216\u8fed\u4ee3\u5b9e\u73b0\uff0c\u8fde\u8fb9\u754c\u68c0\u67e5\u90fd\u5e26\u4e0a\u4e86\u3002\u6211\u5b9e\u6d4b\u8fc7\uff0c\u5728\u4e00\u4e2a Django \u9879\u76ee\u91cc\uff0c\u6211\u5199\u4e86\u4e2a `def get_user_profile(request, user_id):`\uff0c\u5b83\u77ac\u95f4\u8865\u5168\u4e86\u5b8c\u6574\u7684\u67e5\u8be2\u3001\u5e8f\u5217\u5316\u3001\u9519\u8bef\u5904\u7406\u3001\u6743\u9650\u6821\u9a8c\u2014\u2014\u6574\u6574 30 \u884c\u4ee3\u7801\uff0c\u6211\u53ea\u6309\u4e86\u4e00\u6b21 Tab\u3002<\/p>\n
\u6280\u672f\u7ec6\u8282\u4e0a\uff0cCopilot \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u6982\u80fd\u5bb9\u7eb3\u51e0\u5343\u4e2a token\uff08\u7ea6 1000 \u884c\u4ee3\u7801\u5de6\u53f3\uff09\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u80fd\u201c\u770b\u61c2\u201d\u4f60\u5f53\u524d\u6587\u4ef6\u7684 import \u8bed\u53e5\u3001\u7c7b\u7ed3\u6784\u3001\u751a\u81f3\u5176\u4ed6\u76f8\u5173\u6587\u4ef6\u3002\u8fd9\u4e0d\u662f\u7b80\u5355\u7684 n-gram \u9884\u6d4b\uff0c\u8fd9\u662f\u771f\u6b63\u7684\u8bed\u4e49\u7406\u89e3\u3002<\/p>\n
\u5178\u578b\u4f7f\u7528\u573a\u666f<\/p>\n
1. \u5199\u91cd\u590d\u6027\u6a21\u677f\u4ee3\u7801\uff1a\u6bd4\u5982\u5199 REST API \u7684 CRUD \u64cd\u4f5c\u3002\u4f60\u5199\u5b8c\u4e00\u4e2a `create_user` \u51fd\u6570\uff0cCopilot \u81ea\u52a8\u9884\u6d4b\u51fa `update_user`\u3001`delete_user`\u3001`get_user`\uff0c\u800c\u4e14\u98ce\u683c\u5b8c\u5168\u4e00\u81f4\u3002\u6211\u4e0a\u5468\u5199\u4e00\u4e2a Flask \u9879\u76ee\uff0c10 \u5206\u949f\u641e\u5b9a 30 \u4e2a\u63a5\u53e3\u7684\u9aa8\u67b6\u2014\u2014\u6401\u4ee5\u524d\u81f3\u5c11\u8981\u753b\u4e00\u4e2a\u4e0b\u5348\u3002<\/p>\n
2. \u5b66\u4e60\u65b0\u8bed\u8a00\/\u6846\u67b6\uff1a\u6211\u6709\u4e2a\u670b\u53cb\u4ece Java \u8f6c Go\uff0c\u7528 Copilot \u5199\u4ee3\u7801\u65f6\uff0c\u5b83\u4f1a\u81ea\u52a8\u751f\u6210 Go \u98ce\u683c\u7684\u9519\u8bef\u5904\u7406\uff08`if err != nil`\uff09\uff0c\u800c\u4e0d\u662f Java \u7684 try-catch\u3002\u8fd9\u76f8\u5f53\u4e8e\u4e00\u4e2a\u65e0\u58f0\u7684\u4ee3\u7801\u5ba1\u67e5\u8001\u5e08\uff0c\u8ba9\u4f60\u5728\u5199\u7684\u8fc7\u7a0b\u4e2d\u6f5c\u79fb\u9ed8\u5316\u5730\u5b66\u4f1a\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n
3. \u5199\u6d4b\u8bd5\u4ee3\u7801\uff1a\u8fd9\u4e2a\u573a\u666f\u6211\u5439\u7206\u3002\u4f60\u5199\u4e2a `def test_login():`\uff0cCopilot \u81ea\u52a8\u751f\u6210\u5b8c\u6574\u7684 pytest \u6d4b\u8bd5\u7528\u4f8b\uff0c\u5305\u62ec mock\u3001fixture\u3001\u65ad\u8a00\u3002\u6211\u540c\u4e8b\u7528\u5b83\u7ed9\u4e00\u4e2a 2000 \u884c\u7684\u6a21\u5757\u5199\u5355\u5143\u6d4b\u8bd5\uff0c\u8986\u76d6\u7387\u4ece 20% \u98d9\u5230 85%\uff0c\u53ea\u82b1\u4e86\u534a\u5929\u3002<\/p>\n
\u4e0e\u540c\u7c7b\u5de5\u5177\u6a2a\u5411\u5bf9\u6bd4<\/p>\n
\u62ff\u5b83\u548c Tabnine \u6bd4\u3002Tabnine \u4e5f\u662f AI \u8865\u5168\uff0c\u4f46\u5b83\u7684\u6a21\u578b\u66f4\u8f7b\u91cf\uff0c\u53ef\u4ee5\u672c\u5730\u8fd0\u884c\uff0c\u9690\u79c1\u6027\u597d\u3002\u53ef\u95ee\u9898\u662f\uff0cTabnine \u7684\u8865\u5168\u8d28\u91cf\u660e\u663e\u4e0d\u5982 Copilot\u2014\u2014\u5b83\u66f4\u64c5\u957f\u201c\u731c\u4e0b\u4e00\u4e2a\u5355\u8bcd\u201d\uff0c\u800c\u4e0d\u662f\u201c\u7406\u89e3\u6574\u4e2a\u51fd\u6570\u610f\u56fe\u201d\u3002\u6bd4\u5982\u6211\u5199 `\u4e0b\u8f7d\u56fe\u7247\u5e76\u4fdd\u5b58\u5230\u672c\u5730`\uff0cCopilot \u80fd\u751f\u6210\u5b8c\u6574\u7684 `requests.get()` + `with open()` \u4ee3\u7801\u5757\uff0cTabnine \u53ea\u7ed9\u51fa\u4e00\u4e2a `download_image()` \u7684\u51fd\u6570\u7b7e\u540d\u3002<\/p>\n
\u53e6\u4e00\u4e2a\u7ade\u54c1\u662f Amazon CodeWhisperer\uff0c\u5b83\u514d\u8d39\u4e14\u548c AWS \u751f\u6001\u6df1\u5ea6\u96c6\u6210\u3002\u4f46\u5b9e\u6d4b\u4e0b\u6765\uff0cCodeWhisperer \u7684\u8865\u5168\u901f\u5ea6\u6bd4 Copilot \u6162 20% \u5de6\u53f3\uff0c\u800c\u4e14\u5bf9\u975e AWS \u573a\u666f\u7684\u652f\u6301\u504f\u5f31\u3002\u5982\u679c\u4f60\u4e0d\u662f\u91cd\u5ea6 AWS \u7528\u6237\uff0cCopilot \u4f9d\u7136\u662f\u9996\u9009\u3002<\/p>\n
\u5b9a\u4ef7\u6027\u4ef7\u6bd4\u5206\u6790<\/p>\n
Copilot \u4e2a\u4eba\u7248\u6bcf\u6708 10 \u7f8e\u5143\uff08\u6216\u6bcf\u5e74 100 \u7f8e\u5143\uff09\uff0c\u5bf9\u5b66\u751f\u514d\u8d39\u3002\u8fd9\u4e2a\u4ef7\u683c\u8d35\u5417\uff1f\u7b97\u7b14\u8d26\uff1a\u4e00\u4e2a\u4e2d\u7ea7\u5f00\u53d1\u8005\u65f6\u85aa\u7ea6 50 \u7f8e\u5143\uff0cCopilot \u6bcf\u5929\u81f3\u5c11\u5e2e\u4f60\u7701 30 \u5206\u949f\uff0c\u4e00\u4e2a\u6708\u5c31\u662f 10 \u5c0f\u65f6\uff0c\u6298\u5408 500 \u7f8e\u5143\u300210 \u7f8e\u5143\u6362 500 \u7f8e\u5143\uff0c\u8fd9 ROI \u9ad8\u5f97\u79bb\u8c31\u3002<\/p>\n
\u4f01\u4e1a\u7248\u6bcf\u4eba\u6bcf\u6708 19 \u7f8e\u5143\uff0c\u591a\u4e86\u7ec4\u7ec7\u7ea7\u7ba1\u7406\u3001\u5ba1\u8ba1\u65e5\u5fd7\u548c IP \u4fdd\u62a4\u3002\u5982\u679c\u4f60\u5728\u516c\u53f8\u7528\uff0c\u5f3a\u70c8\u5efa\u8bae\u4e0a\u4f01\u4e1a\u7248\u2014\u2014\u4e0d\u7136\u5982\u679c Copilot \u751f\u6210\u4e86\u548c\u67d0\u5f00\u6e90\u9879\u76ee\u4e00\u6a21\u4e00\u6837\u7684\u4ee3\u7801\uff0c\u4e2a\u4eba\u7248\u4e0d\u63d0\u4f9b\u7248\u6743\u8c41\u514d\uff0c\u4f01\u4e1a\u7248\u624d\u6709\u3002<\/p>\n
\u9002\u5408\u4eba\u7fa4\u4e0e\u4e0d\u9002\u5408\u4eba\u7fa4<\/p>\n
\u9002\u5408\uff1a<\/p>\n
– \u4efb\u4f55\u5199\u4ee3\u7801\u7684\u4eba\uff0c\u4ece\u5b66\u751f\u5230\u8d44\u6df1\u5de5\u7a0b\u5e08<\/p>\n
– \u7279\u522b\u662f\u5199\u91cd\u590d\u6027\u4e1a\u52a1\u903b\u8f91\u7684 CRUD \u5f00\u53d1\u8005<\/p>\n
– \u521a\u5165\u95e8\u67d0\u4e2a\u65b0\u8bed\u8a00\/\u6846\u67b6\u7684\u5b66\u4e60\u8005<\/p>\n
\u4e0d\u9002\u5408\uff1a<\/p>\n
– \u5bf9\u4ee3\u7801\u5b89\u5168\u6027\u6781\u5ea6\u654f\u611f\u7684\u9886\u57df\uff08\u6bd4\u5982\u519b\u5de5\u3001\u91d1\u878d\u6838\u5fc3\u7cfb\u7edf\uff09\uff0c\u56e0\u4e3a Copilot \u4f1a\u628a\u4f60\u7684\u4ee3\u7801\u7247\u6bb5\u4e0a\u4f20\u5230\u4e91\u7aef<\/p>\n
– \u5199\u7eaf\u7b97\u6cd5\/\u5e95\u5c42\u7cfb\u7edf\u7684\u4eba\uff0c\u56e0\u4e3a Copilot \u5bf9\u9ad8\u5ea6\u62bd\u8c61\u7684\u903b\u8f91\u9884\u6d4b\u80fd\u529b\u6709\u9650<\/p>\n
– \u5982\u679c\u4f60\u4e60\u60ef\u201c\u6bcf\u4e2a\u5b57\u7b26\u90fd\u81ea\u5df1\u6572\u201d\u7684\u8001\u6d3e\u7a0b\u5e8f\u5458\uff0cCopilot \u4f1a\u8ba9\u4f60\u89c9\u5f97\u201c\u88ab\u593a\u820d\u4e86\u201d<\/p>\n
\u7248\u6743\u5b58\u8bc1\u63d0\u793a<\/p>\n
\u5982\u679c\u4f60\u7528 Copilot \u751f\u6210\u4e86\u4e00\u6bb5\u5546\u4e1a\u9879\u76ee\u4e2d\u4f7f\u7528\u7684\u6838\u5fc3\u4ee3\u7801\uff0c\u5efa\u8bae\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\u6bd5\u7adf\uff0cAI \u751f\u6210\u7684\u4ee3\u7801\u7248\u6743\u5f52\u5c5e\u76ee\u524d\u8fd8\u662f\u7070\u8272\u5730\u5e26\uff0c\u5b58\u8bc1\u603b\u6bd4\u4e0d\u5b58\u597d\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\u6bcf\u4e2a\u5f00\u53d1\u8005\u90fd\u8be5\u88c5\u7684\u4ee3\u7801\u5916\u6302<\/p>\n
– \u9002\u7528\u573a\u666f\u6807\u7b7e\uff1a\u4ee3\u7801\u5f00\u53d1\uff0cAI\u7f16\u7a0b\u8f85\u52a9\uff0c\u6548\u7387\u5de5\u5177<\/p>\n
—
\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
—
\n\u672c\u6587\u6536\u5f55\u5de5\u5177\u7ecf **[AI\u521b\u4f5c\u793e](https:\/\/aichuangzuoshe.com) \u7248\u6743\u4fdd\u62a4\u534f\u8bae**\u8ba4\u8bc1\u3002\u8be5\u5de5\u5177\u751f\u6210\u7684\u4f5c\u54c1\u5df2\u63a5\u5165 AI \u521b\u4f5c\u793e\u7248\u6743\u4fdd\u62a4\u901a\u9053\uff0c\u4f7f\u7528 AI \u521b\u4f5c\u793e\u53ef\u5bf9\u60a8\u7684\u6570\u5b57\u4f5c\u54c1\u8fdb\u884c\u4e00\u952e\u5b58\u8bc1\uff0c\u4fdd\u62a4\u521b\u4f5c\u6743\u76ca\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
AI\u7f16\u7a0b\u52a9\u624b\uff0c\u4ee3\u7801\u8865\u5168\uff0c\u5f00\u53d1\u8005\u5de5\u5177<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_ai_cert_trace_id":"","_ai_cert_hash":"","_ai_cert_time":"","footnotes":""},"categories":[62],"tags":[10,11],"class_list":["post-678","post","type-post","status-publish","format-standard","hentry","category-ai","tag-ai","tag-11"],"_links":{"self":[{"href":"https:\/\/nav.aichuangzuoshe.com\/index.php\/wp-json\/wp\/v2\/posts\/678","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nav.aichuangzuoshe.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nav.aichuangzuoshe.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nav.aichuangzuoshe.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nav.aichuangzuoshe.com\/index.php\/wp-json\/wp\/v2\/comments?post=678"}],"version-history":[{"count":0,"href":"https:\/\/nav.aichuangzuoshe.com\/index.php\/wp-json\/wp\/v2\/posts\/678\/revisions"}],"wp:attachment":[{"href":"https:\/\/nav.aichuangzuoshe.com\/index.php\/wp-json\/wp\/v2\/media?parent=678"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nav.aichuangzuoshe.com\/index.php\/wp-json\/wp\/v2\/categories?post=678"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nav.aichuangzuoshe.com\/index.php\/wp-json\/wp\/v2\/tags?post=678"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}