{"id":478,"date":"2026-01-30T00:21:55","date_gmt":"2026-01-29T16:21:55","guid":{"rendered":"https:\/\/blog.itsmygo.uk\/2026\/01\/30\/vs-code-%e5%91%82%e9%b5%ac%ef%bc%9avs-code-%e5%9c%98%e9%9a%8a%e7%9a%84-ai-%e5%b7%a5%e4%bd%9c%e6%b5%81%e9%80%b2%e5%8c%96%e8%ab%96\/"},"modified":"2026-02-02T18:00:50","modified_gmt":"2026-02-02T10:00:50","slug":"vs-code-%e5%91%82%e9%b5%ac%ef%bc%9avs-code-%e5%9c%98%e9%9a%8a%e7%9a%84-ai-%e5%b7%a5%e4%bd%9c%e6%b5%81%e9%80%b2%e5%8c%96%e8%ab%96","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/01\/30\/vs-code-%e5%91%82%e9%b5%ac%ef%bc%9avs-code-%e5%9c%98%e9%9a%8a%e7%9a%84-ai-%e5%b7%a5%e4%bd%9c%e6%b5%81%e9%80%b2%e5%8c%96%e8%ab%96\/","title":{"rendered":"VS Code \u5442\u9d6c\uff1aVS Code \u5718\u968a\u7684 AI \u5de5\u4f5c\u6d41\u9032\u5316\u8ad6"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">VS Code \u5718\u968a\u5de5\u7a0b\u7d93\u7406\u5442\u9d6c\uff08Penn\uff09\u5206\u4eab\u4e86 VS Code \u5728 AI \u667a\u80fd\u9ad4\u6574\u5408\u65b9\u9762\u7684\u6700\u65b0\u9032\u5c55\u3002\u5f9e 2025 \u5e74 2 \u6708\u63a8\u51fa Agent \u6a21\u5f0f\u4ee5\u4f86\uff0c\u5718\u968a\u5df2\u767c\u5c55\u51fa\u672c\u5730\u524d\u53f0\u3001\u5f8c\u53f0\u3001\u96f2\u7aef\u4e09\u7a2e\u667a\u80fd\u9ad4\u985e\u578b\uff0c\u4e26\u6b63\u5728\u63a2\u7d22\u5982\u4f55\u7d71\u4e00\u7ba1\u7406\u9019\u4e9b\u591a\u5143\u5316\u7684\u667a\u80fd\u9ad4\u6703\u8a71\u3002\u672c\u6b21\u5c0d\u8ac7\u6df1\u5165\u63a2\u8a0e\u4e86\u5927\u578b\u7a0b\u5f0f\u78bc\u5eab\u9762\u81e8\u7684\u5c08\u6848\u5c31\u7dd2\u5ea6\u3001\u7a0b\u5f0f\u78bc\u5be9\u67e5\u74f6\u9838\uff0c\u4ee5\u53ca\u5982\u4f55\u5c07 AI \u5de5\u4f5c\u6d41\u878d\u5165\u65e5\u5e38\u958b\u767c\u5be6\u8e10\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u539f\u5f71\u7247\u9023\u7d50\uff1ahttps:\/\/www.bilibili.com\/video\/BV11zkVBHED3<\/p><\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f71\u7247\u91cd\u9ede<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>VS Code \u5df2\u63a8\u51fa\u81ea\u8a02\u667a\u80fd\u9ad4\u3001\u5b8c\u6574 MCP \u652f\u63f4\u3001\u898f\u5283\u6a21\u5f0f\u7b49\u5927\u91cf AI \u529f\u80fd<\/li>\n<li>\u5718\u968a\u5c07\u667a\u80fd\u9ad4\u5206\u70ba\u4e09\u985e\uff1a\u672c\u5730\u524d\u53f0\uff08\u4e92\u52d5\u5f0f\uff09\u3001\u5f8c\u53f0\uff08\u975e\u5e72\u64fe\u5f0f\uff09\u3001\u96f2\u7aef\uff08\u5b8c\u5168\u81ea\u4e3b\uff09<\/li>\n<li>\u4e03\u6708\u5f15\u5165 Coding Agent \u6574\u5408\uff0c\u53ef\u5f9e GitHub Issue \u89f8\u767c\u667a\u80fd\u9ad4\u81ea\u52d5\u8655\u7406\u554f\u984c<\/li>\n<li>Copilot CLI \u5df2\u6574\u5408\u81f3 VS Code\uff0c\u7d71\u4e00\u5404\u985e\u667a\u80fd\u9ad4\u9ad4\u9a57<\/li>\n<li>\u5927\u578b\u5c08\u6848\uff08\u5982 VS Code \u672c\u8eab\uff09\u9700\u8981\u300c\u5c08\u6848\u5c31\u7dd2\u5ea6\u300d\u8a2d\u5b9a\u624d\u80fd\u6709\u6548\u4f7f\u7528\u5f8c\u53f0\/\u96f2\u7aef\u667a\u80fd\u9ad4<\/li>\n<li>AI \u751f\u6210\u7a0b\u5f0f\u78bc\u7684\u5be9\u67e5\u6210\u70ba\u65b0\u74f6\u9838\u2014\u2014\u4eba\u985e\u53cd\u800c\u6210\u4e86\u6d41\u7a0b\u4e2d\u6700\u6162\u7684\u74b0\u7bc0<\/li>\n<li>\u5de5\u4f5c\u6d41\u512a\u5316\u662f\u6301\u7e8c\u6f14\u9032\u7684\u904e\u7a0b\uff1a\u5f9e\u624b\u52d5\u6307\u4ee4\u5230\u5171\u4eab\u5de5\u5177\u518d\u5230\u81ea\u8a02\u4ee3\u7406<\/li>\n<li>\u8a2d\u8a08\u898f\u7bc4\u6587\u4ef6\u53ef\u540c\u6642\u4f5c\u70ba\u958b\u767c\u8a08\u756b\u548c\u6e2c\u8a66\u8a08\u756b\uff0c\u662f\u5718\u968a\u5354\u4f5c\u7684\u6838\u5fc3<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u8a73\u7d30\u5167\u5bb9<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">[00:00] \u8b1b\u8005\u4ecb\u7d39\u8207\u529f\u80fd\u6982\u89bd<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5442\u9d6c\uff08Penn\uff09\u662f VS Code \u5718\u968a\u7684\u5de5\u7a0b\u7d93\u7406\uff0c2016 \u5e74\u52a0\u5165\u5718\u968a\uff0c\u5148\u5f8c\u8ca0\u8cac Monaco \u7de8\u8f2f\u5668\u3001VS Code \u8207 GitHub \u6574\u5408\u3001\u539f\u751f Notebook \u529f\u80fd\u7b49\u958b\u767c\u3002\u8fd1\u5e74\u4f86\u6df1\u5ea6\u6295\u5165 AI \u6574\u5408\u8207 Copilot \u5de5\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea 2025 \u5e74 2 \u6708\u63a8\u51fa\u667a\u80fd\u9ad4\u6a21\u5f0f\u4ee5\u4f86\uff0cVS Code \u5df2\u9678\u7e8c\u63a8\u51fa\u81ea\u8a02\u667a\u80fd\u9ad4\u3001\u5b8c\u6574\u898f\u683c MCP \u652f\u63f4\u3001\u898f\u5283\u6a21\u5f0f\u7b49\u529f\u80fd\u3002Penn \u548c Ben \u7684\u5c0f\u5718\u968a\u91cd\u9ede\u805a\u7126\u5728\u667a\u80fd\u9ad4\u8207\u667a\u80fd\u9ad4\u6703\u8a71\u7ba1\u7406\u9818\u57df\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[01:03] Coding Agent \u6574\u5408\u8207\u7d71\u4e00\u667a\u80fd\u9ad4\u9ad4\u9a57<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e03\u6708\u4efd\uff0cVS Code \u5f15\u5165\u4e86 Coding Agent \u6574\u5408\u529f\u80fd\u3002\u4f7f\u7528\u8005\u53ef\u4ee5\u5728 github.com \u4e0a\u5efa\u7acb Issue\uff0c\u667a\u80fd\u9ad4\u6703\u4ee3\u70ba\u8655\u7406\u8a72\u554f\u984c\uff0c\u6216\u5728 GitHub Action \u4e2d\u9060\u7aef\u4fee\u5fa9\u6f0f\u6d1e\u3002\u7576\u4f7f\u7528\u8005\u8fd4\u56de VS Code \u6642\uff0c\u53ef\u4ee5\u700f\u89bd\u548c\u5be9\u67e5\u4fee\u6539\u5167\u5bb9\uff0c\u4e26\u8207\u667a\u80fd\u9ad4\u4e92\u52d5\u5354\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u4e00\u6b65\u662f\u5c07 Copilot CLI \u6574\u5408\u5230 VS Code\uff0c\u7d71\u4e00\u667a\u80fd\u9ad4\u9ad4\u9a57\u3002\u900f\u904e\u8207 Codex \u64f4\u5145\u529f\u80fd\u7684\u6574\u5408\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u4f7f\u7528\u5404\u7a2e\u985e\u578b\u7684\u4ee3\u7406\u2014\u2014\u7121\u8ad6\u662f\u96f2\u7aef\u7248\u672c\u3001\u7d42\u7aef\u4ecb\u9762\u3001\u5f8c\u53f0\u904b\u884c\u9084\u662f\u524d\u53f0\u904b\u884c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[01:49] \u4e09\u7a2e\u667a\u80fd\u9ad4\u985e\u578b\u7684\u5b9a\u7fa9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u96a8\u8457\u591a\u7a2e\u4e0d\u540c\u985e\u578b\u7684\u4ee3\u7406\u51fa\u73fe\uff0c\u7ba1\u7406\u5b83\u5011\u6210\u70ba\u65b0\u6311\u6230\u3002\u4e16\u754c\u6b63\u5f9e\u300c\u55ae\u4e00\u4ee3\u7406\u540c\u6b65\u904b\u884c\u5728\u524d\u53f0\u300d\u8f49\u5411\u300c\u53ef\u7ba1\u7406\u591a\u7a2e\u985e\u578b\u4ee3\u7406\u7684\u5927\u898f\u6a21\u4e26\u884c\u4ee3\u7406\u6703\u8a71\u300d\u6642\u4ee3\u3002\u5718\u968a\u5c07\u667a\u80fd\u9ad4\u5206\u70ba\u4e09\u985e\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u672c\u5730\/\u524d\u53f0\u667a\u80fd\u9ad4<\/strong>\uff1a\u5c31\u662f\u6bcf\u5929\u5728\u5074\u908a\u6b04\u4f7f\u7528\u7684\u90a3\u500b\u3002\u5b83\u9700\u8981\u97ff\u61c9\u8fc5\u901f\u3001\u5177\u5099\u4e92\u52d5\u6027\uff0c\u4f7f\u7528\u8005\u671f\u5f85\u5feb\u901f\u56de\u61c9\uff0c\u4e0d\u60f3\u7b49\u5341\u5206\u9418\u624d\u5f97\u5230\u56de\u8986\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f8c\u53f0\u667a\u80fd\u9ad4<\/strong>\uff1a\u66f4\u50cf\u662f\u300c\u9019\u662f\u4efb\u52d9\u548c\u4e0a\u4e0b\u6587\uff0c\u4f60\u53bb\u57f7\u884c\u5427\u300d\u7684\u6a21\u5f0f\u3002\u5b83\u4e0d\u6703\u5e72\u64fe\u7576\u524d\u7684\u7de8\u8f2f\u5668\u548c\u7d42\u7aef\uff0c\u4e0d\u6703\u4e0d\u65b7\u8a62\u554f\u6b0a\u9650\uff0c\u9700\u8981\u4e00\u5b9a\u7a0b\u5ea6\u7684\u81ea\u4e3b\u884c\u52d5\u80fd\u529b\u3002\u5b83\u4ecd\u5728\u540c\u4e00\u53f0\u6a5f\u5668\u904b\u884c\uff0c\u53ef\u5b58\u53d6\u5df2\u8a2d\u5b9a\u7684 MCP \u670d\u52d9\u5668\u3002\u5b8c\u6210\u5f8c\u6703\u767c\u9001\u901a\u77e5\u63d0\u9192\u4f7f\u7528\u8005\u67e5\u770b\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u96f2\u7aef\u667a\u80fd\u9ad4<\/strong>\uff1a\u904b\u884c\u66f4\u9694\u96e2\uff0c\u5b8c\u5168\u5728\u96f2\u7aef\u9060\u7aef\u904b\u884c\uff0c\u53ef\u5f9e\u4efb\u4f55\u5730\u65b9\u555f\u52d5\u3002\u5178\u578b\u5de5\u4f5c\u6d41\u7a0b\u662f\u5728 Issue \u4e0a\u89f8\u767c\uff0c\u4e5f\u53ef\u4ee5\u5728\u96e2\u958b\u96fb\u8166\u524d\u5c07\u6d3b\u8e8d\u7684\u524d\u53f0\u4efb\u52d9\u767c\u9001\u81f3\u96f2\u7aef\u7e7c\u7e8c\u904b\u884c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[05:51] \u7d71\u4e00\u8996\u5716\u7ba1\u7406\u7684\u6311\u6230<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u521d\u672c\u5730\u4ee3\u7406\u3001\u5f8c\u53f0\u4ee3\u7406\u548c\u96f2\u4ee3\u7406\u90fd\u5728\u804a\u5929\u7de8\u8f2f\u5668\u4e2d\uff0c\u4f46\u5404\u985e\u4ee3\u7406\u884c\u70ba\u4e0d\u540c\uff0c\u9020\u6210\u4f7f\u7528\u8005\u56f0\u60d1\u3002\u9019\u63a8\u52d5\u5718\u968a\u601d\u8003\u5982\u4f55\u63d0\u4f9b\u7d71\u4e00\u7684\u8996\u5716\u7ba1\u7406\uff0c\u540c\u6642\u8b93\u4f7f\u7528\u8005\u7406\u89e3\u5404\u985e\u4ee3\u7406\u6709\u4e0d\u540c\u7684\u9810\u671f\u548c\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[06:35] \u5c08\u6848\u5c31\u7dd2\u5ea6\u554f\u984c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d VS Code \u9019\u6a23\u64c1\u6709\u6578\u767e\u842c\u884c\u7a0b\u5f0f\u78bc\u7684\u5927\u578b\u5c08\u6848\uff0c\u8b93\u5f8c\u53f0\u6216\u96f2\u7aef\u667a\u80fd\u9ad4\u6709\u6548\u904b\u4f5c\u9700\u8981\u4ed4\u7d30\u7684\u5c08\u6848\u8a2d\u5b9a\u3002\u4f8b\u5982\uff0c\u8981\u5728\u5f8c\u53f0\u4ee3\u7406\u4e2d\u57f7\u884c\u6e2c\u8a66\uff08\u55ae\u5143\u6e2c\u8a66\u3001\u6574\u5408\u6e2c\u8a66\u3001\u5192\u7159\u6e2c\u8a66\uff09\uff0c\u52a0\u4e0a Playwright \u9019\u6a23\u7684 MCP \u670d\u52d9\u5668\u4f86\u555f\u52d5\u700f\u89bd\u5668\u548c\u622a\u5716\uff0c\u90fd\u9700\u8981\u78ba\u4fdd MCP \u670d\u52d9\u5668\u751f\u6210\u7684\u5167\u5bb9\u4e0d\u50c5\u4f9b\u4eba\u985e\u67e5\u770b\uff0c\u9084\u8981\u4f9b\u4ee3\u7406\u5be9\u67e5\u548c\u8fed\u4ee3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u5c08\u6848\u672a\u6b63\u78ba\u8a2d\u5b9a\u5c31\u63a8\u9001\u5230\u5f8c\u53f0\uff0c\u53ef\u80fd\u5f97\u4e0d\u5230\u597d\u7d50\u679c\u2014\u2014\u751a\u81f3\u904b\u884c\u7d50\u675f\u5f8c\u7a0b\u5f0f\u78bc\u4ecd\u7121\u6cd5\u7de8\u8b6f\u3002\u5718\u968a\u8a8d\u70ba\u53ef\u4ee5\u900f\u904e\u5b9a\u7fa9 Hook\u3001\u6280\u80fd\uff08Skill\uff09\u3001Prompt \u898f\u5247\u6216\u5de5\u4f5c\u6d41\u7a0b\u4f86\u964d\u4f4e\u4f7f\u7528\u9580\u6abb\uff0c\u63d0\u9ad8\u5f8c\u53f0\u548c\u96f2\u7aef\u4ee3\u7406\u7684\u6210\u529f\u7387\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[08:56] \u4ee3\u7406\u7522\u7269\u7684\u5c55\u793a\u6311\u6230<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d VS Code \u5728\u6bcf\u6b21\u6703\u8a71\u5f8c\u6703\u5c55\u793a\u7a0b\u5f0f\u78bc\u66f4\u6539\uff0c\u4f46\u7a0b\u5f0f\u78bc\u4e26\u975e\u552f\u4e00\u7684\u7522\u7269\u3002\u4f8b\u5982\u4f7f\u7528\u4ee3\u7406\u904b\u884c\u6e2c\u8a66\u53ef\u80fd\u82b1\u8cbb 20-30 \u5206\u9418\uff0c\u904e\u7a0b\u4e2d\u7522\u751f\u7684\u622a\u5716\u548c\u63a8\u7406\u904e\u7a0b\u4e5f\u5f88\u91cd\u8981\u3002Penn \u8868\u793a\u4ed6\u4e0d\u6703\u767e\u5206\u4e4b\u767e\u4fe1\u4efb\u4ee3\u7406\u7684\u8f38\u51fa\uff0c\u4ecd\u60f3\u700f\u89bd\u63a8\u7406\u904e\u7a0b\u548c\u95dc\u9375\u622a\u5716\u3002\u76ee\u524d VS Code \u5de5\u4f5c\u53f0\u9084\u6c92\u6709\u5f88\u597d\u7684\u65b9\u5f0f\u5c55\u793a\u9019\u4e9b\u975e\u7a0b\u5f0f\u78bc\u7522\u7269\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[09:51] \u5927\u578b\u5c08\u6848\u7684\u7a0b\u5f0f\u78bc\u5be9\u67e5\u56f0\u5883<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u65bc\u500b\u4eba\u5c0f\u578b\u5c08\u6848\uff0cPenn \u4e0d\u592a\u4ecb\u610f AI \u751f\u6210\u7684\u7a0b\u5f0f\u78bc\u2014\u2014\u5982\u679c\u4e0d\u597d\u7528\uff0c\u64a4\u92b7\u91cd\u5beb\u4e5f\u53ea\u9700\u4e00\u5c0f\u6642\u3002\u4f46 VS Code \u662f\u9f90\u5927\u7684\u958b\u6e90\u7522\u54c1\uff0c\u5c0d\u7a0b\u5f0f\u78bc\u54c1\u8cea\u3001\u67b6\u69cb\u9810\u671f\u548c\u7a0b\u5f0f\u78bc\u7570\u5473\u90fd\u6709\u5f88\u9ad8\u8981\u6c42\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u50cf\u4e00\u4e0b\uff1aVS Code \u6bcf\u6708\u6709\u4e09\u5343\u500b Issue\uff0c\u5176\u4e2d\u5f88\u591a\u662f Bug\u3002\u5982\u679c\u642d\u5efa\u5b8c\u7f8e\u7684\u81ea\u52d5\u5316\u6d41\u6c34\u7dda\u2014\u2014\u5206\u6790\u7a0b\u5f0f\u78bc\u5eab\u3001\u627e\u51fa\u6839\u672c\u539f\u56e0\u3001\u9032\u884c\u4fee\u6539\u3001\u7de8\u8b6f\u9a57\u8b49\u2014\u2014\u6bcf\u6708\u53ef\u80fd\u7522\u51fa\u5927\u91cf PR\u3002\u4f46\u9019\u6642\uff0c\u4eba\u985e\u6210\u4e86\u6d41\u7a0b\u4e2d\u7684\u5be9\u67e5\u74f6\u9838\u3002\u9019\u6b63\u662f VS Code \u5718\u968a\u9700\u8981\u5728\u5de5\u5177\u5c64\u9762\u89e3\u6c7a\u7684\u554f\u984c\uff0c\u8b93\u958b\u767c\u8005\u65e2\u80fd\u4fdd\u6301\u5275\u610f\u548c\u5c08\u6ce8\u95dc\u9375\u8def\u5f91\uff0c\u53c8\u80fd\u6709\u6548\u5730\u8207\u4ee3\u7406\u5354\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[11:36] \u5de5\u4f5c\u6d41\u512a\u5316\u7684\u6f14\u9032\u6a21\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Penn \u5206\u4eab\u4e86\u4ed6\u500b\u4eba\u5728\u5de5\u4f5c\u6d41\u512a\u5316\u4e0a\u7684\u6301\u7e8c\u6f14\u9032\u3002\u6700\u521d\u9700\u8981\u660e\u78ba\u7684\u7a0b\u5f0f\u78bc\u898f\u7bc4\u6307\u4ee4\uff0c\u56e0\u70ba\u4ee3\u7406\u5e38\u5e38\u5fd8\u8a18\u9075\u5faa\u3002\u4f46\u96a8\u8457\u6a21\u578b\u8d8a\u4f86\u8d8a\u667a\u80fd\uff0c\u5b83\u5df2\u80fd\u81ea\u884c\u8b80\u53d6 package.json\u3001\u57f7\u884c npm install\u3001\u8655\u7406 Node \u7248\u672c\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u89c0\u5bdf\u5230\u4e00\u500b\u6a21\u5f0f\uff1a\u5148\u8207\u4ee3\u7406\u5354\u4f5c\u5b8c\u6210\u524d\u53f0\u5de5\u4f5c\uff0c\u89c0\u5bdf\u4ee3\u7406\u72af\u4e86\u54ea\u4e9b\u932f\u8aa4\uff0c\u5982\u679c\u81ea\u5df1\u4e0d\u65b7\u91cd\u8907\u540c\u6a23\u7684\u7cfe\u6b63\uff0c\u5c31\u5c07\u5176\u63d0\u53d6\u70ba\u5171\u4eab\u5de5\u5177\u3002\u4e00\u500b\u4e94\u6b65\u6d41\u7a0b\u53ef\u4ee5\u8b8a\u6210\u81ea\u8a02\u4ee3\u7406\u3001\u6280\u80fd\uff08Skill\uff09\uff0c\u6216\u52a0\u4e0a Hook\u3002\u9019\u662f\u4e00\u500b\u5f9e\u300c\u89c0\u5bdf\u75db\u9ede\u300d\u5230\u300c\u7d50\u69cb\u5316\u5de5\u5177\u300d\u7684\u6301\u7e8c\u512a\u5316\u5faa\u74b0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[13:04] \u8a2d\u8a08\u898f\u7bc4\u4f5c\u70ba\u6d3b\u6587\u4ef6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Penn \u50be\u5411\u65bc\u5c07\u898f\u5283\u4fdd\u5b58\u70ba\u6587\u4ef6\u6587\u4ef6\uff0c\u4f5c\u70ba\u300c\u6d3b\u6587\u4ef6\u300d\uff08Living Document\uff09\u4f7f\u7528\u3002\u7576\u5718\u968a\u70ba VS Code \u69cb\u5efa\u529f\u80fd\u6642\uff0c\u5f9e\u4e00\u500b Issue \u958b\u59cb\uff0c\u5217\u51fa\u5e38\u898b\u5834\u666f\u548c\u4f7f\u7528\u65b9\u5f0f\uff0c\u6210\u70ba\u5718\u968a\u7684\u5317\u6975\u661f\u6307\u5f15\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u5728\u4ed6\u5c07\u9019\u4e9b\u898f\u7bc4\u4ea4\u7d66\u4ee3\u7406\u81ea\u4e3b\u5de5\u4f5c\uff0c\u6700\u7d42\u5e0c\u671b\u53e6\u4e00\u500b\u4ee3\u7406\u4e5f\u80fd\u6e2c\u8a66\u529f\u80fd\u3002\u6709\u8da3\u7684\u662f\uff0c\u540c\u4e00\u4efd\u8a2d\u8a08\u898f\u7bc4\u65e2\u662f\u958b\u767c\u8a08\u756b\uff0c\u4e5f\u53ef\u4ee5\u8f49\u8b8a\u70ba\u6e2c\u8a66\u8a08\u756b\u2014\u2014\u8b93\u4ee3\u7406\u9a57\u8b49\u8b8a\u66f4\u662f\u5426\u6309\u6b65\u9a5f\u6b63\u78ba\u57f7\u884c\u3002\u9019\u7a2e\u300c\u81ea\u7136\u8a9e\u8a00\u898f\u7bc4\u5373\u8a08\u756b\u5373\u6e2c\u8a66\u300d\u7684\u6a21\u5f0f\u5728\u5c0f\u578b\u5c08\u6848\u4e2d\u6548\u679c\u986f\u8457\uff0c\u4f46\u5c0d\u4e2d\u5927\u578b\u5c08\u6848\u4ecd\u9700\u8981\u66f4\u591a\u601d\u8003\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">[14:24] \u591a\u4ee3\u7406\u4e26\u884c\u8207\u6301\u7e8c\u5b78\u7fd2<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Penn \u63d0\u5230\u73fe\u5728\u53ef\u4ee5\u540c\u6642\u904b\u884c\u591a\u500b\u4ee3\u7406\u6703\u8a71\u3002\u4e4b\u524d\u53ea\u80fd\u904b\u884c\u4e00\u500b\u6642\uff0c\u4ed6\u7684\u7b56\u7565\u662f\u5728\u540c\u4e00\u5c0d\u8a71\u4e2d\u4e0d\u65b7\u52a0\u5165\u65b0\u63d0\u793a\u3002\u73fe\u5728\u652f\u6301\u4e26\u884c\u7570\u6b65\u904b\u884c\u591a\u500b\u4ee3\u7406\u5f8c\uff0c\u5f8c\u53f0\u6a5f\u5236\u7684\u6838\u5fc3\u5728\u65bc\u9694\u96e2\u6027\u2014\u2014\u9632\u706b\u7246\u9694\u96e2\u3001\u74b0\u5883\u9694\u96e2\u3001\u751a\u81f3\u8a2d\u5099\u9694\u96e2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\uff0cPenn \u5f37\u70c8\u9f13\u52f5\u5927\u5bb6\u89aa\u8eab\u5617\u8a66\uff0c\u5c07 AI \u667a\u80fd\u9ad4\u878d\u5165\u65e5\u5e38\u5de5\u4f5c\u6d41\u7a0b\uff0c\u611f\u53d7\u5176\u4e2d\u7684\u300c\u5c0f\u6469\u64e6\u300d\uff0c\u7136\u5f8c\u53cd\u994b\u7d66\u5718\u968a\u4ee5\u6539\u9032\u7522\u54c1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6211\u7684\u60f3\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5834\u5c0d\u8ac7\u8b93\u6211\u5370\u8c61\u6700\u6df1\u7684\u662f Penn \u63d0\u51fa\u7684\u300c\u4eba\u985e\u6210\u70ba\u74f6\u9838\u300d\u9019\u500b\u89c0\u9ede\u3002\u7576 AI \u4ee3\u7406\u80fd\u5920\u81ea\u52d5\u5206\u6790 Bug\u3001\u4fee\u6539\u7a0b\u5f0f\u78bc\u3001\u901a\u904e\u6e2c\u8a66\u6642\uff0c\u53cd\u800c\u662f\u4eba\u985e\u7684\u7a0b\u5f0f\u78bc\u5be9\u67e5\u901f\u5ea6\u8ddf\u4e0d\u4e0a\u4e86\u3002\u9019\u662f\u4e00\u500b\u6709\u8da3\u7684\u89d2\u8272\u53cd\u8f49\u2014\u2014\u904e\u53bb\u6211\u5011\u64d4\u5fc3 AI \u4e0d\u5920\u597d\uff0c\u73fe\u5728\u537b\u8981\u601d\u8003\u5982\u4f55\u5728\u4fdd\u8b49\u54c1\u8cea\u7684\u524d\u63d0\u4e0b\u52a0\u901f\u4eba\u985e\u7684\u5be9\u6838\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e09\u7a2e\u667a\u80fd\u9ad4\u985e\u578b\uff08\u672c\u5730\/\u5f8c\u53f0\/\u96f2\u7aef\uff09\u7684\u5206\u985e\u6846\u67b6\u975e\u5e38\u5be6\u7528\u3002\u9019\u4e0d\u50c5\u662f VS Code \u7684\u8a2d\u8a08\u601d\u8def\uff0c\u4e5f\u70ba\u6240\u6709\u958b\u767c\u8005\u63d0\u4f9b\u4e86\u4e00\u500b\u601d\u8003\u5982\u4f55\u5206\u914d AI \u4efb\u52d9\u7684\u5fc3\u667a\u6a21\u578b\uff1a\u9700\u8981\u5373\u6642\u4e92\u52d5\u7684\u7528\u524d\u53f0\u4ee3\u7406\uff0c\u5b9a\u7fa9\u660e\u78ba\u7684\u4efb\u52d9\u7528\u5f8c\u53f0\u4ee3\u7406\uff0c\u5b8c\u5168\u81ea\u4e3b\u7684\u9577\u6642\u9593\u4efb\u52d9\u7528\u96f2\u7aef\u4ee3\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u500b\u503c\u5f97\u95dc\u6ce8\u7684\u662f\u300c\u5c08\u6848\u5c31\u7dd2\u5ea6\u300d\u7684\u6982\u5ff5\u3002\u9019\u63d0\u9192\u6211\u5011\uff0c\u5149\u6709\u5f37\u5927\u7684 AI \u5de5\u5177\u9084\u4e0d\u5920\uff0c\u5c08\u6848\u672c\u8eab\u7684\u57fa\u790e\u8a2d\u65bd\uff08\u6e2c\u8a66\u8986\u84cb\u7387\u3001MCP \u914d\u7f6e\u3001CI\/CD \u6d41\u7a0b\uff09\u624d\u662f\u6c7a\u5b9a AI \u4ee3\u7406\u80fd\u5426\u6709\u6548\u5de5\u4f5c\u7684\u95dc\u9375\u3002\u5c0d\u65bc\u60f3\u5145\u5206\u767c\u63ee AI \u4ee3\u7406\u80fd\u529b\u7684\u5718\u968a\uff0c\u6295\u8cc7\u5728\u5c08\u6848\u7684\u53ef\u81ea\u52d5\u5316\u7a0b\u5ea6\u4e0a\u53ef\u80fd\u6bd4\u9078\u64c7\u54ea\u500b AI \u6a21\u578b\u66f4\u91cd\u8981\u3002<\/p>\n\n\n\n<div id=\"quiz-41a5cd70\">\n<style>\n#quiz-41a5cd70 .badge {\n        display: inline-block;\n        padding: 4px 10px;\n        border-radius: 12px;\n        font-size: 0.75em;\n        font-weight: bold;\n        margin-left: 8px;\n      }#quiz-41a5cd70 .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-41a5cd70 .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-41a5cd70 .question-adv {\n        background: white;\n        border-radius: 10px;\n        padding: 24px;\n        margin: 20px 0;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n        border-left: 4px solid #ed8936;\n      }#quiz-41a5cd70 .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-41a5cd70 .code-block {\n        background: #1e1e1e;\n        color: #d4d4d4;\n        padding: 14px;\n        border-radius: 6px;\n        font-family: \"Menlo\", \"Monaco\", \"Courier New\", monospace;\n        font-size: 0.9em;\n        overflow-x: auto;\n        margin: 12px 0;\n        white-space: pre-wrap;\n      }#quiz-41a5cd70 .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-41a5cd70 .options-adv li {\n        padding: 14px 16px;\n        margin: 10px 0;\n        border: 2px solid #e2e8f0;\n        border-radius: 8px;\n        cursor: pointer;\n        transition: all 0.2s;\n      }#quiz-41a5cd70 .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-41a5cd70 .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-41a5cd70 .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-41a5cd70 .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-41a5cd70 .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-41a5cd70 .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-41a5cd70 .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-41a5cd70 .feedback-adv \n      .score-adv {\n        text-align: center;\n        font-size: 1.4em;\n        padding: 24px;\n        background: white;\n        border-radius: 10px;\n        margin-top: 24px;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n      }#quiz-41a5cd70 .intro {\n        background: #ebf8ff;\n        padding: 16px;\n        border-radius: 8px;\n        margin-bottom: 20px;\n        color: #2c5282;\n      }\n<\/style>\n<h1>\u9032\u968e\u6e2c\u9a57\uff1aVS Code \u5718\u968a\u7684 AI \u5de5\u4f5c\u6d41\u9032\u5316\u8ad6<\/h1>\n    <div class=\"intro\">\n      <strong>\u6e2c\u9a57\u76ee\u6a19\uff1a<\/strong>\u9a57\u8b49\u4f60\u662f\u5426\u80fd\u5728\u5be6\u969b\u60c5\u5883\u4e2d\u61c9\u7528 VS Code AI \u5de5\u4f5c\u6d41\u7684\u6982\u5ff5\u3002<br \/>\n      \u5171 5 \u984c\uff0c\u5305\u542b\u60c5\u5883\u984c\u8207\u932f\u8aa4\u8a3a\u65b7\u984c\u3002\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv1\">\n      <h3>1. \u9078\u64c7\u5408\u9069\u7684\u667a\u80fd\u9ad4\u985e\u578b <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u6b63\u5728 VS Code \u4e2d\u958b\u767c\u4e00\u500b\u529f\u80fd\uff0c\u540c\u6642\u9700\u8981\u8b93 AI \u5e6b\u4f60\u8655\u7406\u4e00\u500b GitHub Issue \u4e0a\u5831\u544a\u7684 Bug\u3002\n\u4f60\u5e0c\u671b Bug \u4fee\u5fa9\u904e\u7a0b\u4e0d\u8981\u5e72\u64fe\u4f60\u76ee\u524d\u7684\u7de8\u8f2f\u5668\u548c\u7d42\u7aef\uff0c\u4f46\u4ecd\u7136\u5728\u540c\u4e00\u53f0\u6a5f\u5668\u4e0a\u904b\u884c\uff0c\n\u4e26\u4e14\u53ef\u4ee5\u5b58\u53d6\u4f60\u5df2\u8a2d\u5b9a\u7684 MCP \u670d\u52d9\u5668\u3002\u5b8c\u6210\u5f8c\u901a\u77e5\u4f60\u67e5\u770b\u7d50\u679c\u3002\n\n\u4f60\u61c9\u8a72\u4f7f\u7528\u54ea\u7a2e\u667a\u80fd\u9ad4\u985e\u578b\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'B')\">A. \u672c\u5730\u524d\u53f0\u667a\u80fd\u9ad4\u2014\u2014\u5728\u5074\u908a\u6b04\u76f4\u63a5\u4e92\u52d5\u8655\u7406<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'B')\">B. \u5f8c\u53f0\u667a\u80fd\u9ad4\u2014\u2014\u4e0d\u5e72\u64fe\u7576\u524d\u6703\u8a71\uff0c\u5b8c\u6210\u5f8c\u901a\u77e5<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'B')\">C. \u96f2\u7aef\u667a\u80fd\u9ad4\u2014\u2014\u5b8c\u5168\u9694\u96e2\u5728\u96f2\u7aef\u9060\u7aef\u904b\u884c<\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'B')\">D. \u540c\u6642\u958b\u555f\u5169\u500b\u524d\u53f0\u667a\u80fd\u9ad4\u6703\u8a71\u4e26\u884c\u8655\u7406<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv1\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv2\">\n      <h3>2. \u5927\u578b\u5c08\u6848\u7684 AI \u4ee3\u7406\u7b56\u7565 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u7684\u5718\u968a\u7dad\u8b77\u4e00\u500b\u64c1\u6709\u6578\u767e\u842c\u884c\u7a0b\u5f0f\u78bc\u7684\u5927\u578b\u958b\u6e90\u5c08\u6848\uff0c\n\u60f3\u8981\u8b93\u96f2\u7aef\u667a\u80fd\u9ad4\u81ea\u52d5\u8655\u7406\u6bcf\u6708\u6578\u5343\u500b Bug Issue\u3002\n\u4f46\u4f60\u767c\u73fe\u4ee3\u7406\u7d93\u5e38\u751f\u6210\u7121\u6cd5\u7de8\u8b6f\u7684\u7a0b\u5f0f\u78bc\uff0c\u6e2c\u8a66\u4e5f\u672a\u901a\u904e\u3002\n\n\u6839\u64da VS Code \u5718\u968a\u7684\u7d93\u9a57\uff0c\u4f60\u61c9\u8a72\u512a\u5148\u505a\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'C')\">A. \u66f4\u63db\u66f4\u5f37\u5927\u7684 AI \u6a21\u578b\u4ee5\u63d0\u9ad8\u7a0b\u5f0f\u78bc\u54c1\u8cea<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'C')\">B. \u589e\u52a0\u66f4\u591a\u4eba\u529b\u4f86\u5be9\u67e5 AI \u751f\u6210\u7684 PR<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'C')\">C. \u63d0\u5347\u5c08\u6848\u5c31\u7dd2\u5ea6\u2014\u2014\u8a2d\u5b9a Hook\u3001MCP \u670d\u52d9\u5668\u3001\u6e2c\u8a66\u6d41\u7a0b\uff0c\u78ba\u4fdd\u4ee3\u7406\u80fd\u6b63\u78ba\u7de8\u8b6f\u548c\u9a57\u8b49<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'C')\">D. \u9650\u5236\u4ee3\u7406\u53ea\u8655\u7406\u7c21\u55ae\u7684\u6587\u4ef6\u4fee\u6539\uff0c\u907f\u514d\u89f8\u78b0\u6838\u5fc3\u7a0b\u5f0f\u78bc<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv2\"><\/div>\n    <\/div>\n\n    <!-- \u60c5\u5883\u984c 3 -->\n    <div class=\"question-adv\" id=\"qAdv3\">\n      <h3>3. \u5de5\u4f5c\u6d41\u512a\u5316\u7684\u6f14\u9032\u8def\u5f91 <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <div class=\"code-block\">\u4f60\u767c\u73fe\u81ea\u5df1\u6bcf\u6b21\u548c\u524d\u53f0\u4ee3\u7406\u5354\u4f5c\u6642\uff0c\u90fd\u8981\u91cd\u8907\u63d0\u9192\u5b83\uff1a\n\u300c\u5148\u57f7\u884c lint \u6aa2\u67e5\uff0c\u518d\u8dd1\u6e2c\u8a66\uff0c\u6700\u5f8c\u78ba\u8a8d build \u901a\u904e\u300d\u3002\n\u9019\u500b\u4e94\u6b65\u6d41\u7a0b\u4f60\u5df2\u7d93\u624b\u52d5\u91cd\u8907\u4e86\u5341\u5e7e\u6b21\u3002\n\n\u6839\u64da Penn \u5206\u4eab\u7684\u5de5\u4f5c\u6d41\u512a\u5316\u6a21\u5f0f\uff0c\u4e0b\u4e00\u6b65\u6700\u4f73\u505a\u6cd5\u662f\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'B')\">A. \u5beb\u4e00\u4efd\u8a73\u7d30\u7684\u63d0\u793a\u7bc4\u672c\uff0c\u6bcf\u6b21\u8907\u88fd\u8cbc\u4e0a\u7d66\u4ee3\u7406<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'B')\">B. \u5c07\u9019\u500b\u6d41\u7a0b\u63d0\u53d6\u70ba\u81ea\u8a02\u4ee3\u7406\u3001\u6280\u80fd\uff08Skill\uff09\u6216 Hook\uff0c\u4f7f\u5176\u6210\u70ba\u53ef\u5171\u4eab\u7684\u7d50\u69cb\u5316\u5de5\u5177<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'B')\">C. \u653e\u68c4\u4f7f\u7528\u4ee3\u7406\uff0c\u81ea\u5df1\u624b\u52d5\u5b8c\u6210\u9019\u4e9b\u6b65\u9a5f\u6703\u66f4\u5feb<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'B')\">D. \u7b49\u5f85\u6a21\u578b\u8b8a\u5f97\u66f4\u8070\u660e\uff0c\u81ea\u52d5\u5b78\u6703\u9019\u4e9b\u6b65\u9a5f<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 1 -->\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. \u4ee3\u7406\u7522\u7269\u5be9\u67e5\u7684\u76f2\u9ede <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u5718\u968a\u8a2d\u5b9a\u4e86\u4e00\u5957\u81ea\u52d5\u5316\u6d41\u7a0b\uff1a\n1. \u96f2\u7aef\u667a\u80fd\u9ad4\u63a5\u6536 GitHub Issue\n2. \u4ee3\u7406\u5206\u6790\u7a0b\u5f0f\u78bc\u5eab\u4e26\u627e\u51fa\u6839\u672c\u539f\u56e0\n3. \u4ee3\u7406\u9032\u884c\u7a0b\u5f0f\u78bc\u4fee\u6539\n4. \u4ee3\u7406\u4f7f\u7528 Playwright MCP \u57f7\u884c E2E \u6e2c\u8a66\uff08\u8017\u6642 25 \u5206\u9418\uff09\n5. \u4ee3\u7406\u56de\u5831\uff1a\u300c\u6240\u6709\u6e2c\u8a66\u901a\u904e\uff0c\u5df2\u5efa\u7acb PR\u300d\n\n\u5718\u968a\u76f4\u63a5\u5408\u4f75\u4e86\u9019\u500b PR\uff0c\u4f46\u4e0a\u7dda\u5f8c\u51fa\u73fe\u4e86 UI \u932f\u4f4d\u554f\u984c\u3002\n\u6700\u53ef\u80fd\u7684\u554f\u984c\u51fa\u5728\u54ea\u88e1\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'D')\">A. Playwright \u6e2c\u8a66\u6846\u67b6\u672c\u8eab\u6709 Bug\uff0c\u7121\u6cd5\u6b63\u78ba\u6aa2\u6e2c UI \u554f\u984c<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'D')\">B. \u96f2\u7aef\u667a\u80fd\u9ad4\u7684\u904b\u7b97\u80fd\u529b\u4e0d\u8db3\uff0c\u5c0e\u81f4\u6e2c\u8a66\u4e0d\u5b8c\u6574<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'D')\">C. GitHub Issue \u7684\u63cf\u8ff0\u4e0d\u5920\u8a73\u7d30\uff0c\u4ee3\u7406\u7406\u89e3\u932f\u4e86\u9700\u6c42<\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'D')\">D. \u5718\u968a\u672a\u5be9\u67e5\u4ee3\u7406\u7684\u63a8\u7406\u904e\u7a0b\u548c\u6e2c\u8a66\u622a\u5716\u7b49\u975e\u7a0b\u5f0f\u78bc\u7522\u7269\uff0c\u50c5\u4f9d\u8cf4\u4ee3\u7406\u7684\u6587\u5b57\u7e3d\u7d50\u5c31\u4fe1\u4efb\u4e86\u7d50\u679c<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv4\"><\/div>\n    <\/div>\n\n    <!-- \u932f\u8aa4\u8a3a\u65b7\u984c 2 -->\n    <div class=\"question-adv\" id=\"qAdv5\">\n      <h3>5. \u591a\u4ee3\u7406\u7ba1\u7406\u7684\u6df7\u4e82 <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">\u5c0f\u83ef\u540c\u6642\u555f\u52d5\u4e86\u4e09\u500b\u4ee3\u7406\u6703\u8a71\uff1a\n&#8211; \u6703\u8a71 A\uff1a\u524d\u53f0\u4ee3\u7406\uff0c\u6b63\u5728\u4fee\u6539 auth \u6a21\u7d44\n&#8211; \u6703\u8a71 B\uff1a\u5f8c\u53f0\u4ee3\u7406\uff0c\u6b63\u5728\u91cd\u69cb database \u5c64\n&#8211; \u6703\u8a71 C\uff1a\u96f2\u7aef\u4ee3\u7406\uff0c\u6b63\u5728\u8655\u7406\u4e00\u500b UI Bug\n\n\u5c0f\u83ef\u767c\u73fe\u6703\u8a71 B \u5b8c\u6210\u5f8c\uff0c\u4ed6\u7684\u524d\u53f0\u7de8\u8f2f\u5668\u4e2d\u6253\u958b\u7684\u6a94\u6848\u7a81\u7136\u51fa\u73fe\u4e86\n\u610f\u5916\u7684\u4fee\u6539\uff0c\u548c\u6703\u8a71 A \u7684\u5de5\u4f5c\u7522\u751f\u4e86\u885d\u7a81\u3002\n\n\u6839\u64da VS Code \u5718\u968a\u5c0d\u4e09\u7a2e\u667a\u80fd\u9ad4\u7684\u8a2d\u8a08\u539f\u5247\uff0c\u6700\u53ef\u80fd\u7684\u6839\u672c\u539f\u56e0\u662f\u4ec0\u9ebc\uff1f<\/div>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'B')\">A. \u96f2\u7aef\u4ee3\u7406\uff08\u6703\u8a71 C\uff09\u610f\u5916\u4fee\u6539\u4e86\u672c\u5730\u6a94\u6848<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'B')\">B. \u5f8c\u53f0\u4ee3\u7406\uff08\u6703\u8a71 B\uff09\u672a\u5177\u5099\u8db3\u5920\u7684\u74b0\u5883\u9694\u96e2\uff0c\u76f4\u63a5\u4fee\u6539\u4e86\u8207\u524d\u53f0\u4ee3\u7406\u5171\u4eab\u7684\u5de5\u4f5c\u5340\u6a94\u6848<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'B')\">C. \u524d\u53f0\u4ee3\u7406\uff08\u6703\u8a71 A\uff09\u81ea\u884c\u62c9\u53d6\u4e86\u6703\u8a71 B \u7684\u8b8a\u66f4<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'B')\">D. \u4e09\u500b\u4ee3\u7406\u4f7f\u7528\u4e86\u4e0d\u540c\u7684 AI \u6a21\u578b\uff0c\u5c0e\u81f4\u7a0b\u5f0f\u78bc\u98a8\u683c\u885d\u7a81<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv5\"><\/div>\n    <\/div>\n\n    <div class=\"score-adv\" id=\"scoreAdv\" style=\"display:none;\"><\/div>\n<script>\n\n      let answeredAdv = 0;\n      let correctAdv = 0;\n      const totalAdv = 5;\n      const explanationsAdv = {\n        1: \"\u5f8c\u53f0\u667a\u80fd\u9ad4\u7684\u8a2d\u8a08\u6b63\u662f\u70ba\u4e86\u9019\u7a2e\u5834\u666f\uff1a\u4f60\u7d66\u5b83\u4efb\u52d9\u548c\u4e0a\u4e0b\u6587\uff0c\u5b83\u4e0d\u5e72\u64fe\u7576\u524d\u7684\u7de8\u8f2f\u5668\u548c\u7d42\u7aef\uff0c\u5728\u540c\u4e00\u53f0\u6a5f\u5668\u4e0a\u904b\u884c\u4e26\u53ef\u5b58\u53d6 MCP \u670d\u52d9\u5668\uff0c\u5b8c\u6210\u5f8c\u901a\u77e5\u4f60\u67e5\u770b\u7d50\u679c\u3002\u672c\u5730\u524d\u53f0\u667a\u80fd\u9ad4\u9700\u8981\u5373\u6642\u4e92\u52d5\uff0c\u6703\u4f54\u7528\u4f60\u7684\u6ce8\u610f\u529b\uff1b\u96f2\u7aef\u667a\u80fd\u9ad4\u5247\u5b8c\u5168\u812b\u96e2\u672c\u5730\u8a2d\u5099\uff0c\u7121\u6cd5\u5b58\u53d6\u672c\u6a5f\u7684 MCP \u670d\u52d9\u5668\uff1b\u540c\u6642\u958b\u5169\u500b\u524d\u53f0\u6703\u8a71\u4ecd\u6703\u4e92\u76f8\u5e72\u64fe\u3002\",\n        2: \"Penn \u5f37\u8abf\u300c\u5c08\u6848\u5c31\u7dd2\u5ea6\u300d\u662f\u6c7a\u5b9a\u4ee3\u7406\u80fd\u5426\u6709\u6548\u5de5\u4f5c\u7684\u95dc\u9375\u3002\u5982\u679c\u5c08\u6848\u672a\u6b63\u78ba\u8a2d\u5b9a\u5c31\u63a8\u9001\u5230\u5f8c\u53f0\u6216\u96f2\u7aef\uff0c\u53ef\u80fd\u9023\u7de8\u8b6f\u90fd\u7121\u6cd5\u901a\u904e\u3002\u5718\u968a\u5efa\u8b70\u900f\u904e\u5b9a\u7fa9 Hook\u3001\u6280\u80fd\u3001MCP \u670d\u52d9\u5668\u914d\u7f6e\u548c\u6e2c\u8a66\u6d41\u7a0b\u4f86\u964d\u4f4e\u4f7f\u7528\u9580\u6abb\u3002\u55ae\u7d14\u66f4\u63db\u6a21\u578b\u6216\u589e\u52a0\u4eba\u529b\u5be9\u67e5\u90fd\u7121\u6cd5\u89e3\u6c7a\u6839\u672c\u554f\u984c\uff0c\u800c\u9650\u5236\u4ee3\u7406\u7684\u4f7f\u7528\u7bc4\u570d\u5247\u6703\u932f\u5931 AI \u7684\u50f9\u503c\u3002\",\n        3: \"Penn \u5206\u4eab\u4e86\u4ed6\u7684\u5de5\u4f5c\u6d41\u512a\u5316\u6a21\u5f0f\uff1a\u89c0\u5bdf\u8207\u4ee3\u7406\u5354\u4f5c\u4e2d\u91cd\u8907\u51fa\u73fe\u7684\u75db\u9ede\uff0c\u7136\u5f8c\u5c07\u5176\u63d0\u53d6\u70ba\u7d50\u69cb\u5316\u7684\u5171\u4eab\u5de5\u5177\u2014\u2014\u53ef\u4ee5\u662f\u81ea\u8a02\u4ee3\u7406\u3001\u6280\u80fd\uff08Skill\uff09\u6216 Hook\u3002\u9019\u662f\u4e00\u500b\u5f9e\u300c\u624b\u52d5\u91cd\u8907\u300d\u5230\u300c\u81ea\u52d5\u5316\u5de5\u5177\u300d\u7684\u6301\u7e8c\u512a\u5316\u5faa\u74b0\u3002\u6bcf\u6b21\u8907\u88fd\u63d0\u793a\u7bc4\u672c\u6548\u7387\u4f4e\u4e14\u6613\u51fa\u932f\uff1b\u653e\u68c4\u4f7f\u7528\u4ee3\u7406\u6703\u932f\u5931\u751f\u7522\u529b\u63d0\u5347\uff1b\u800c\u7b49\u5f85\u6a21\u578b\u9032\u6b65\u662f\u88ab\u52d5\u7b56\u7565\uff0c\u4e0d\u5982\u4e3b\u52d5\u5c07\u6d41\u7a0b\u5de5\u5177\u5316\u3002\",\n        4: \"Penn \u660e\u78ba\u8868\u793a\u4ed6\u4e0d\u6703\u767e\u5206\u4e4b\u767e\u4fe1\u4efb\u4ee3\u7406\u7684\u8f38\u51fa\uff0c\u4ecd\u60f3\u700f\u89bd\u63a8\u7406\u904e\u7a0b\u548c\u95dc\u9375\u622a\u5716\u3002\u76ee\u524d VS Code \u5de5\u4f5c\u53f0\u9084\u6c92\u6709\u5f88\u597d\u7684\u65b9\u5f0f\u5c55\u793a\u9019\u4e9b\u975e\u7a0b\u5f0f\u78bc\u7522\u7269\uff08\u5982\u6e2c\u8a66\u622a\u5716\u3001\u63a8\u7406\u904e\u7a0b\uff09\u3002\u5718\u968a\u76f4\u63a5\u4fe1\u4efb\u4ee3\u7406\u7684\u6587\u5b57\u7e3d\u7d50\u800c\u4e0d\u6aa2\u67e5\u5be6\u969b\u7684\u6e2c\u8a66\u622a\u5716\u548c\u63a8\u7406\u904e\u7a0b\uff0c\u6b63\u662f\u76ee\u524d\u4ee3\u7406\u5de5\u4f5c\u6d41\u4e2d\u7684\u95dc\u9375\u76f2\u9ede\u3002\u4ee3\u78bc\u662f\u4e00\u7a2e\u7522\u7269\uff0c\u4f46\u7d55\u975e\u552f\u4e00\u7684\u7522\u7269\u3002\",\n        5: \"VS Code \u5718\u968a\u8a2d\u8a08\u4e09\u7a2e\u667a\u80fd\u9ad4\u6642\uff0c\u5f37\u8abf\u9694\u96e2\u6027\u662f\u95dc\u9375\u8003\u91cf\u3002\u5f8c\u53f0\u4ee3\u7406\u61c9\u8a72\u5177\u5099\u9632\u706b\u7246\u9694\u96e2\u548c\u74b0\u5883\u9694\u96e2\uff08\u751a\u81f3\u5bb9\u5668\u9694\u96e2\uff09\uff0c\u4e0d\u61c9\u76f4\u63a5\u4fee\u6539\u524d\u53f0\u7684\u5de5\u4f5c\u5340\u3002\u5982\u679c\u5f8c\u53f0\u4ee3\u7406\u7f3a\u4e4f\u8db3\u5920\u7684\u9694\u96e2\u6a5f\u5236\uff0c\u5c31\u6703\u76f4\u63a5\u4fee\u6539\u524d\u53f0\u4ee3\u7406\u6b63\u5728\u64cd\u4f5c\u7684\u6a94\u6848\uff0c\u5c0e\u81f4\u885d\u7a81\u3002\u96f2\u7aef\u4ee3\u7406\u5b8c\u5168\u812b\u96e2\u672c\u5730\u8a2d\u5099\uff0c\u4e0d\u6703\u76f4\u63a5\u4fee\u6539\u672c\u5730\u6a94\u6848\uff1b\u524d\u53f0\u4ee3\u7406\u4e0d\u6703\u81ea\u52d5\u62c9\u53d6\u5176\u4ed6\u6703\u8a71\u7684\u8b8a\u66f4\uff1b\u6a21\u578b\u5dee\u7570\u4e5f\u4e0d\u662f\u6a94\u6848\u885d\u7a81\u7684\u539f\u56e0\u3002\"\n      };\n\n      function checkAnswerAdv(qNum, selected, correctAns) {\n        const question = document.getElementById(\"qAdv\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n\n        question.classList.add(\"answered\");\n        answeredAdv++;\n\n        const options = question.querySelectorAll(\".options-adv li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) {\n            opt.classList.add(\"show-answer\");\n          }\n        });\n\n        const feedback = document.getElementById(\"fbAdv\" + qNum);\n        if (selected === correctAns) {\n          correctAdv++;\n          feedback.className = \"feedback-adv correct\";\n          feedback.innerHTML = \"\u2713 \u6b63\u78ba\uff01\" + explanationsAdv[qNum];\n        } else {\n          feedback.className = \"feedback-adv wrong\";\n          feedback.innerHTML =\n            \"\u2717 \u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanationsAdv[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) {\n              opt.classList.add(\"wrong\");\n            }\n          });\n        }\n\n        if (answeredAdv === totalAdv) {\n          const scoreDiv = document.getElementById(\"scoreAdv\");\n          scoreDiv.style.display = \"block\";\n          let msg = \"\";\n          if (correctAdv === totalAdv) msg = \"\ud83c\udfaf \u5b8c\u7f8e\uff01\u4f60\u5df2\u7d93\u6e96\u5099\u597d\u5be6\u6230\u4e86\uff01\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.8))\n            msg = \"\ud83d\udcaa \u5f88\u68d2\uff01\u518d\u8907\u7fd2\u4e00\u4e0b\u932f\u7684\u984c\u76ee\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.6))\n            msg = \"\ud83d\udcd6 \u5efa\u8b70\u91cd\u8b80\u76f8\u95dc\u6bb5\u843d\u5f8c\u518d\u8a66\u4e00\u6b21\";\n          else msg = \"\ud83d\udd04 \u5efa\u8b70\u91cd\u65b0\u95b1\u8b80\u6587\u4ef6\uff0c\u7279\u5225\u6ce8\u610f\u64cd\u4f5c\u6d41\u7a0b\";\n          scoreDiv.innerHTML =\n            \"\u6e2c\u9a57\u5b8c\u6210\uff01\u5f97\u5206\uff1a\" + correctAdv + \" \/ \" + totalAdv + \"<br>\" + msg;\n        }\n      }\n    \n<\/script>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>VS Code \u5718\u968a\u5de5\u7a0b\u7d93\u7406\u5442\u9d6c\uff08Penn\uff09\u5206\u4eab\u4e86 VS Code \u5728 AI \u667a\u80fd\u9ad4\u6574\u5408\u65b9\u9762\u7684\u6700\u65b0\u9032\u5c55\u3002\u5f9e 2 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":479,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rolpb_likes":0,"footnotes":""},"categories":[428],"tags":[439,437,438,440,436],"class_list":["post-478","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bilibili","tag-agent-","tag-ai-","tag-copilot","tag-mcp","tag-vs-code"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":7}},"_links":{"self":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/478","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/comments?post=478"}],"version-history":[{"count":1,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/478\/revisions"}],"predecessor-version":[{"id":480,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/posts\/478\/revisions\/480"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media\/479"}],"wp:attachment":[{"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/media?parent=478"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/categories?post=478"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.itsmygo.uk\/wordpress\/wp-json\/wp\/v2\/tags?post=478"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}