{"id":704110,"date":"2026-04-29T09:20:59","date_gmt":"2026-04-29T08:20:59","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=research&#038;p=704110"},"modified":"2026-04-29T09:21:03","modified_gmt":"2026-04-29T08:21:03","slug":"ai-impact-developer-workflows","status":"publish","type":"research","link":"https:\/\/blog.jetbrains.com\/zh-hans\/research\/2026\/04\/ai-impact-developer-workflows\/","title":{"rendered":"\u7406\u89e3 AI \u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u5f71\u54cd"},"content":{"rendered":"<p>AI \u7f16\u7801\u52a9\u624b\u4e0d\u518d\u662f\u534e\u800c\u4e0d\u5b9e\u7684\u9644\u52a0\u5de5\u5177\uff1a\u5b83\u4eec\u5df2\u7ecf\u6210\u4e3a\u6211\u4eec\u65e5\u5e38\u5de5\u4f5c\u6d41\u7684\u6807\u51c6\u7ec4\u6210\u90e8\u5206\u3002<a style=\"color: #6b57ff;\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0950584924002155\" target=\"_blank\" rel=\"noopener\">\u6211\u4eec\u4e86\u89e3<\/a>\u5f00\u53d1\u8005\u5bf9\u5b83\u4eec\u7684\u77ed\u671f\u770b\u6cd5\uff0c<a style=\"color: #6b57ff;\" href=\"https:\/\/blog.jetbrains.com\/research\/2025\/10\/state-of-developer-ecosystem-2025\/\">\u5f88\u591a\u5f00\u53d1\u8005\u8868\u793a<\/a>\uff0c\u501f\u52a9 AI \u7f16\u7801\u52a9\u624b\uff0c\u4ed6\u4eec\u53ef\u4ee5\u5b8c\u6210\u66f4\u591a\u5de5\u4f5c\uff0c\u5e76\u51cf\u5c11\u82b1\u5728\u6837\u677f\u4ee3\u7801\u7f16\u5199\u6216\u67af\u71e5\u4efb\u52a1\u4e0a\u7684\u65f6\u95f4\u3002\u4f46\u5bf9\u4e8e\u5728\u771f\u5b9e\u9879\u76ee\u4e2d\u7ecf\u8fc7\u6570\u5e74\u5b9e\u9645\u5de5\u4f5c\u540e\u4f1a\u53d1\u751f\u4ec0\u4e48\uff0c\u4ee5\u53ca\u5f00\u53d1\u8005\u6240\u611f\u77e5\u5230\u7684\u5de5\u4f5c\u6d41\u7684\u53d8\u5316\u662f\u5426\u771f\u7684\u53d1\u751f\u4e86\u6539\u53d8\uff0c\u6211\u4eec\u77e5\u4e4b\u751a\u5c11\u3002<\/p>\n<p>\u76ee\u524d\u5df2\u6709\u5f88\u591a\u5173\u4e8e\u5f00\u53d1\u8005\u4e0e AI \u4ea4\u4e92\u7684\u7814\u7a76\uff0c\u4f46\u73b0\u6709\u7814\u7a76\u5f80\u5f80\u5728\u89c4\u6a21\u6216\u6df1\u5ea6\u4e0a\u5b58\u5728\u5c40\u9650\uff0c\u4e14\u5f88\u5c11\u6709\u7814\u7a76\u4f1a\u8fdb\u884c\u957f\u671f\u8c03\u67e5\u3002\u6211\u4eec\u7684<a style=\"color: #6b57ff;\" href=\"https:\/\/jb.gg\/hax\" target=\"_blank\" rel=\"noopener\">\u4eba\u7c7b-AI \u4f53\u9a8c<\/a>\u56e2\u961f (HAX) \u5bf9\u5f00\u53d1\u8005\u957f\u671f\u4f7f\u7528 AI \u5de5\u5177\u7684\u4f53\u9a8c\u5f88\u611f\u5174\u8da3\uff0c\u56e0\u6b64\u4ed6\u4eec\u5bf9 800 \u540d\u8f6f\u4ef6\u5f00\u53d1\u8005\u4e24\u5e74\u7684\u65e5\u5fd7\u6570\u636e\u8fdb\u884c\u4e86\u5206\u6790\u3002\u4ed6\u4eec\u8fd8\u60f3\u5206\u6790\u5f00\u53d1\u8005\u7684\u4e3b\u89c2\u611f\u77e5\uff0c\u5e76\u5c06\u5176\u4e0e\u5ba2\u89c2\u6570\u636e\u8fdb\u884c\u5bf9\u6bd4\uff0c\u4e8e\u662f\u5f00\u5c55\u4e86\u95ee\u5377\u8c03\u67e5\u548c\u540e\u7eed\u8bbf\u8c08\u3002<\/p>\n<p>\u5728\u6b64\uff0c\u6211\u4eec\u5c06\u5c55\u793a HAX \u56e2\u961f\u91c7\u7528\u6df7\u5408\u65b9\u6cd5<a style=\"color: #6b57ff;\" href=\"https:\/\/jb.gg\/j2rrsg\" target=\"_blank\" rel=\"noopener\">\u7814\u7a76<\/a>\u53d6\u5f97\u7684\u6210\u679c\uff0c\u6211\u4eec\u7684\u56e2\u961f\u5c06\u5728\u91cc\u7ea6\u70ed\u5185\u5362\u4e3e\u884c\u7684 <a style=\"color: #6b57ff;\" href=\"https:\/\/conf.researchr.org\/home\/icse-2026\" target=\"_blank\" rel=\"noopener\">ICSE 2026<\/a> \u4e0a\u5c55\u793a\u8fd9\u4e9b\u6210\u679c\u3002<\/p>\n<p>\u8fd9\u9879\u7814\u7a76\u63ed\u793a\u4e86\u968f\u7740 AI \u5de5\u5177\u7684\u5f15\u5165\uff0c\u5f00\u53d1\u8005\u7684\u5de5\u4f5c\u6d41\u4f1a\u6709\u600e\u6837\u7684\u6f14\u8fdb\u3002\u7814\u7a76\u5f97\u51fa\u7684\u4e00\u9879\u91cd\u8981\u7ed3\u8bba\u662f\uff0cAI \u91cd\u65b0\u5206\u914d\u5e76\u91cd\u5851\u4e86\u5f00\u53d1\u8005\u7684\u5de5\u4f5c\u6d41\uff0c\u800c\u5f00\u53d1\u8005\u81ea\u8eab\u5f80\u5f80\u96be\u4ee5\u5bdf\u89c9\u8fd9\u4e9b\u53d8\u5316\u3002\u00a0<\/p>\n<p>\u5728\u8fd9\u7bc7\u535a\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\uff1a<\/p>\n<ul>\n<li>\u4ecb\u7ecd\u672c\u7814\u7a76\u91c7\u7528\u7684\u65b9\u6cd5\uff0c\u5177\u4f53\u6765\u8bf4\uff0c\u5305\u62ec\uff1a\n<ul>\n<li>\u4e3a\u671f\u4e24\u5e74\u7684\u65e5\u5fd7\u6570\u636e<\/li>\n<li>\u8c03\u67e5\u548c\u8bbf\u8c08\u7684\u56de\u590d<\/li>\n<\/ul>\n<\/li>\n<li>\u63cf\u8ff0\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u7ec4\u6210\u90e8\u5206\uff0c\u5305\u62ec\u5148\u524d\u7684\u76f8\u5173\u7814\u7a76\u3002<\/li>\n<li>\u63a2\u8ba8\u6df7\u5408\u65b9\u6cd5\u7814\u7a76\u7684\u6210\u679c\u3002<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\">\u5206\u6790\u5f00\u53d1\u8005\u5982\u4f55\u501f\u52a9 AI \u5de5\u5177\u6539\u8fdb\u5176\u5de5\u4f5c\u6d41<\/h2>\n<p>\u5728\u672c\u90e8\u5206\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd HAX <a style=\"color: #6b57ff;\" href=\"https:\/\/jb.gg\/j2rrsg\" target=\"_blank\" rel=\"noopener\">\u7814\u7a76<\/a>\u7684\u8bbe\u7f6e\u60c5\u51b5\uff0c\u4ece\u5f00\u53d1\u8005\u7684\u884c\u4e3a\u65b9\u5f0f\uff08\u4f7f\u7528\u65e5\u5fd7\u6570\u636e\uff09\u548c\u5f00\u53d1\u8005\u7684\u4e3b\u89c2\u611f\u77e5\uff08\u901a\u8fc7\u8bbf\u8c08\uff09\u4e24\u4e2a\u7ef4\u5ea6\u5f00\u5c55\u8c03\u67e5\u3002<\/p>\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u7684\u4e3b\u8981\u4f18\u52bf\u5728\u4e8e\uff0c\u4e0d\u540c\u65b9\u6cd5\u53ef\u4ee5\u5f25\u8865\u5f7c\u6b64\u7684\u76f2\u70b9\u3002\u65e5\u5fd7\u53ef\u4ee5\u663e\u793a\u5de5\u4f5c\u6d41\u5728\u53d1\u751f\u53d8\u5316\uff0c\u4f46\u65e0\u6cd5\u8bf4\u660e\u539f\u56e0\uff1b\u4e3b\u89c2\u611f\u77e5\u53ef\u4ee5\u89e3\u91ca\u52a8\u673a\u548c\u80cc\u666f\uff0c\u4f46\u5b58\u5728\u504f\u89c1\uff0c\u4e14\u5e38\u5e38\u4f1a\u5ffd\u7565\u7ec6\u5fae\u7684\u884c\u4e3a\u8f6c\u53d8\u3002\u901a\u8fc7\u7efc\u5408\u8fd0\u7528\u8fd9\u4e24\u79cd\u7814\u7a76\u65b9\u6cd5\uff0c\u6df7\u5408\u65b9\u6cd5\u80fd\u591f\u66f4\u8f7b\u677e\u5730\u53d1\u73b0\u4e3b\u89c2\u611f\u77e5\u4e0e\u505a\u6cd5\u4e4b\u95f4\u7684\u504f\u5dee\uff0c\u4ece\u800c\u66f4\u5168\u9762\u3001\u66f4\u8d34\u5408\u5b9e\u9645\u5730\u8fd8\u539f AI \u91cd\u5851\u65e5\u5e38\u5f00\u53d1\u5de5\u4f5c\u7684\u5168\u8c8c\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u7814\u7a76\u4e2d\u91c7\u7528\u7684\u9065\u6d4b\u6280\u672f\u00a0<\/h3>\n<p>\u9065\u6d4b\u662f\u4e00\u79cd\u6210\u719f\u7684\u6570\u636e\u6536\u96c6\u65b9\u6cd5\uff0c\u81f3\u5c11\u4ece 19 \u4e16\u7eaa\u8d77\u4fbf\u6295\u5165\u4f7f\u7528\u3002\u8fd9\u4e2a\u8bcd\u672c\u8eab\u6e90\u81ea\u5e0c\u814a\u8bed\uff0c\u7531\u8868\u793a\u201c\u8fdc\u201d\u7684 tele \u548c\u8868\u793a\u201c\u6d4b\u91cf\u201d\u7684 metron \u6784\u6210\uff0c\u901a\u5e38\u6307\u8fdc\u7a0b\u6536\u96c6\u7684\u6570\u636e\u3002\u4f7f\u7528\u9065\u6d4b\u6280\u672f\u65f6\uff0c\u65e0\u9700\u6301\u7eed\u8fdb\u884c\u624b\u52a8\u6d4b\u91cf\u5373\u53ef\u63d0\u9ad8\u5b9e\u9a8c\u7684\u51c6\u786e\u6027\uff0c\u5e76\u63d0\u5347\u53ef\u89c2\u6d4b\u6027\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5728\u533b\u7597\u73af\u5883\u4e2d\uff0c\u9065\u6d4b\u6280\u672f\u53ef\u7528\u4e8e\u957f\u671f\u6d4b\u91cf\u8840\u538b\u3001\u5fc3\u7387\u548c\u8840\u6c27\u6c34\u5e73\u3002\u5728\u7814\u7a76\u4e2d\uff0c\u9065\u6d4b\u6280\u672f\u53ef\u7528\u4e8e\u6355\u83b7\u8fde\u7eed\u7684\u5b9e\u65f6\u6570\u636e\uff08\u4f8b\u5982\uff0c\u751f\u7406\u4fe1\u53f7\u3001\u73af\u5883\u4fe1\u53f7\u6216\u7cfb\u7edf\u6027\u80fd\u4fe1\u53f7\uff09\uff0c\u5e76\u5c06\u5176\u53d1\u9001\u5230\u4e2d\u592e\u7cfb\u7edf\u8fdb\u884c\u76d1\u6d4b\u548c\u5206\u6790\u3002<\/p>\n<p>\u5728\u6211\u4eec\u7684\u7814\u7a76\u4e0a\u4e0b\u6587\u4e2d\uff0c\u9065\u6d4b\u662f\u6307 IDE \u5728\u5f00\u53d1\u8005\u5de5\u4f5c\u65f6\u81ea\u52a8\u8bb0\u5f55\u7684\u4e00\u7cfb\u5217\u7ec6\u7c92\u5ea6\u3001\u533f\u540d\u5316\u4e8b\u4ef6\uff1a\u5305\u62ec\u5f00\u53d1\u8005\u91c7\u53d6\u7684\u884c\u52a8\u3001\u91c7\u53d6\u884c\u52a8\u7684\u65f6\u95f4\u4ee5\u53ca\u884c\u52a8\u7684\u5148\u540e\u987a\u5e8f\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u9065\u6d4b\u6280\u672f\u6536\u96c6\u7684\u4fe1\u606f\u5305\u62ec\u8f93\u5165\u7684\u5b57\u7b26\u6570\uff08\u800c\u975e\u5b9e\u9645\u5b57\u7b26\uff09\u3001\u8c03\u8bd5\u4f1a\u8bdd\u542f\u52a8\u6b21\u6570\u3001\u4ee3\u7801\u5220\u9664\u6b21\u6570\u3001\u7c98\u8d34\u64cd\u4f5c\u6b21\u6570\uff0c\u4ee5\u53ca\u7a97\u53e3\u7126\u70b9\u53d8\u5316\u6b21\u6570\u7b49\u3002\u5982\u679c\u60a8\u611f\u5174\u8da3\uff0c\u53ef\u4ee5\u67e5\u770b\u6211\u4eec\u7684<a style=\"color: #6b57ff;\" href=\"https:\/\/www.jetbrains.com\/legal\/docs\/terms\/product_data_collection\/#detailed-data-collection\" target=\"_blank\" rel=\"noopener\">\u4ea7\u54c1\u6570\u636e\u6536\u96c6\u548c\u4f7f\u7528\u58f0\u660e<\/a>\uff0c\u4ee5\u83b7\u53d6\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\u3002<\/p>\n<p>\u6839\u636e\u5148\u524d\u7684\u7814\u7a76\uff0c\u6211\u4eec\u4e86\u89e3\u5230\uff0c\u9065\u6d4b\u6280\u672f\u786e\u5b9e\u80fd\u591f\u63ed\u793a\u5f00\u53d1\u8005\u884c\u4e3a\u4e2d\u6709\u8da3\u7684\u89c4\u5f8b\u3002\u4f8b\u5982\uff0c<a style=\"color: #6b57ff;\" href=\"https:\/\/ieeexplore.ieee.org\/document\/7181430\" target=\"_blank\" rel=\"noopener\">\u8fd9\u4e9b\u7814\u7a76\u4eba\u5458<\/a>\u53d1\u73b0\uff0c\u5f00\u53d1\u8005\u5b9e\u9645\u4e0a\u5728\u7406\u89e3\u6d3b\u52a8\u4e0a\u82b1\u8d39\u5f88\u5927\u4e00\u90e8\u5206\u65f6\u95f4 (70%)\uff0c\u5982\u9605\u8bfb\u3001\u6d4f\u89c8\u548c\u5ba1\u67e5\u6e90\u4ee3\u7801\u3002\u00a0<\/p>\n<h3 id=\"log-data\" class=\"wp-block-heading\">\u5f00\u53d1\u8005\u7684\u884c\u4e3a\u65b9\u5f0f\uff1a\u8c03\u67e5\u4e3a\u671f\u4e24\u5e74\u7684\u65e5\u5fd7\u6570\u636e<\/h3>\n<p>\u5bf9\u4e8e\u672c\u7814\u7a76\uff0c\u9065\u6d4b\u6280\u672f\u4ece\u884c\u4e3a\u65b9\u9762\u7684\u89c6\u89d2\u89c2\u5bdf\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u3002\u6211\u4eec\u5e76\u672a\u8be2\u95ee\u5f00\u53d1\u8005\u8ba4\u4e3a AI \u52a9\u624b\u4f1a\u5bf9\u5176\u5de5\u4f5c\u6d41\u4ea7\u751f\u4f55\u79cd\u5f71\u54cd\uff0c\u800c\u662f\u5173\u6ce8\u4e8e\u4e24\u5e74\u65f6\u95f4\u5185\u7f16\u8f91\u5668\u4e2d\u5b9e\u9645\u53d1\u751f\u7684\u884c\u4e3a\uff1a\u7f16\u5199\u7684\u4ee3\u7801\u91cf\u3001\u7f16\u8f91\u6216\u64a4\u6d88\u4ee3\u7801\u7684\u9891\u7387\u3001\u63d2\u5165\u5916\u90e8\u4ee3\u7801\u6bb5\u7684\u65f6\u95f4\uff0c\u4ee5\u53ca\u5f00\u53d1\u8005\u4ece\u5176\u4ed6\u5de5\u5177\u5207\u6362\u56de IDE \u7684\u9891\u7387\u3002\u901a\u8fc7\u6c47\u603b\u548c\u6bd4\u8f83 AI \u7528\u6237\u548c\u975e AI \u7528\u6237\u7684\u8fd9\u4e9b\u4fe1\u53f7\uff0c\u9065\u6d4b\u6280\u672f\u80fd\u591f\u89c2\u5bdf\u5230\u65e5\u5e38\u505a\u6cd5\u4e2d\u7ec6\u5fae\u7684\u957f\u671f\u8f6c\u53d8\uff0c\u800c\u8fd9\u4e9b\u8f6c\u53d8\u4ec5\u901a\u8fc7\u8c03\u67e5\u6216\u53d7\u63a7\u5b9e\u9a8c\u5ba4\u4efb\u52a1\u5f88\u96be\u6355\u6349\u5230\u3002<\/p>\n<p>\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u6211\u4eec\u7684\u56e2\u961f\u4f7f\u7528\u4e86\u5305\u62ec IntelliJ IDEA\u3001PyCharm\u3001PhpStorm \u548c WebStorm \u5728\u5185\u7684\u591a\u6b3e JetBrains IDE \u63d0\u4f9b\u7684\u533f\u540d\u4f7f\u7528\u65e5\u5fd7\u3002\u6211\u4eec\u7b5b\u9009\u51fa\u4e86\u5728 2022 \u5e74 10 \u6708\u548c 2024 \u5e74 10 \u6708\u5747\u5904\u4e8e\u6d3b\u8dc3\u72b6\u6001\u7684\u8bbe\u5907\uff0c\u4ee5\u4fbf\u5bf9\u540c\u4e00\u6279\u5f00\u53d1\u8005\u8fdb\u884c\u4e3a\u671f\u4e24\u5e74\u7684\u5168\u9762\u8ddf\u8e2a\u3002\u8bf7\u6ce8\u610f\uff0c\u9009\u62e9\u7b2c\u4e00\u4e2a\u65e5\u671f\uff082022 \u5e74 10 \u6708\uff09\u7684\u539f\u56e0\u662f ChatGPT \u5f53\u65f6\u9996\u6b21\u53d1\u5e03\u3002<\/p>\n<p>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e24\u7ec4\u7814\u7a76\u5bf9\u8c61\uff1a\u7b2c\u4e00\u7ec4\u5305\u542b 400 \u540d <strong><strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong><\/strong><\/strong>\uff0c\u5176\u8bbe\u5907\u5728 2024 \u5e74 4 \u6708\u81f3 10 \u6708\u671f\u95f4\u6bcf\u6708\u81f3\u5c11\u4e0e JetBrains AI Assistant \u8fdb\u884c\u8fc7\u4e00\u6b21\u4ea4\u4e92\uff1b\u7b2c\u4e8c\u7ec4\u5305\u542b 400 \u540d<mark class=\"has-inline-color has-white-color\" style=\"background-color: #6b57ff;\">\u975e AI \u7528\u6237<\/mark>\uff0c\u5176\u8bbe\u5907\u5728\u7814\u7a76\u671f\u95f4\u4ece\u672a\u4f7f\u7528\u8fc7 AI \u52a9\u624b\u3002\u4e4b\u6240\u4ee5\u68c0\u67e5\u81ea 2024 \u5e74 4 \u6708\u8d77\u7684\u4f7f\u7528\u60c5\u51b5\uff0c\u662f\u56e0\u4e3a\u90a3\u65f6 AI \u52a9\u624b\u5df2\u5728 IDE \u4e2d\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\uff0c\u4e14\u6027\u80fd\u5df2\u6bd4\u8f83\u7a33\u5b9a\uff1b\u6211\u4eec\u8fd8\u5e0c\u671b\u786e\u4fdd\u7528\u6237\u786e\u5b9e\u5df2\u5c06 AI \u52a9\u624b\u878d\u5165\u5176\u5de5\u4f5c\u6d41\u3002<\/p>\n<p>\u7531\u4e8e\u9065\u6d4b\u65e5\u5fd7\u672c\u8eab\u5c31\u6bd4\u8f83\u590d\u6742\uff0c\u6211\u4eec\u7684\u56e2\u961f\u6311\u9009\u51fa\u4e86\u5b9a\u4e49\u660e\u786e\u7684\u4e8b\u4ef6\uff08\u5373\u7528\u6237\u64cd\u4f5c\uff09\u6765\u4ee3\u8868\u5404\u4e2a\u5de5\u4f5c\u6d41\u7ef4\u5ea6\uff0c\u76f8\u5173\u7ef4\u5ea6\u5c06\u5728<a style=\"color: #6b57ff;\" href=\"#dimensions\">\u4e0b\u6587<\/a>\u8be6\u7ec6\u8bf4\u660e\uff0c \u5177\u4f53\u5305\u62ec\uff1a<\/p>\n<ol>\n<li>\u8f93\u5165\u7684\u5b57\u7b26\u6570 \u2013 <strong>\u5de5\u4f5c\u6548\u7387<\/strong><\/li>\n<li>\u8c03\u8bd5\u4f1a\u8bdd\u542f\u52a8\u6b21\u6570 \u2014 <strong>\u4ee3\u7801\u8d28\u91cf<\/strong><\/li>\n<li>\u5220\u9664\u548c\u64a4\u6d88\u64cd\u4f5c\u6b21\u6570 \u2013 <strong>\u4ee3\u7801\u7f16\u8f91<\/strong><\/li>\n<li>\u672a\u8fdb\u884c IDE \u5185\u590d\u5236\u7684\u5916\u90e8\u7c98\u8d34\u4e8b\u4ef6\u6570 \u2013 <strong>\u4ee3\u7801\u91cd\u7528<\/strong><\/li>\n<li>IDE \u7a97\u53e3\u6fc0\u6d3b\u6b21\u6570 \u2013 <strong>\u4e0a\u4e0b\u6587\u5207\u6362<\/strong><\/li>\n<\/ol>\n<p>\u5f53\u7136\uff0c\u4efb\u4f55\u9009\u5b9a\u66ff\u4ee3\u6307\u6807\u90fd\u6709\u5176\u5c40\u9650\u6027\uff0c\u6211\u4eec\u9009\u62e9\u7684\u6307\u6807\u4e5f\u662f\u5982\u6b64\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u6b64\u7814\u7a76\u7684\u76ee\u6807\u662f\u68c0\u6d4b\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u7684\u53d8\u5316\u89c4\u5f8b\uff0c\u800c\u975e\u786e\u5b9a\u56e0\u679c\u5173\u7cfb\u3002<\/p>\n<p>\u901a\u8fc7\u6c47\u603b\u6bcf\u4f4d\u7528\u6237\u6bcf\u6708\u7684\u8fd9\u4e9b\u6307\u6807\uff0c\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf AI \u7528\u6237\u4e0e\u975e AI \u7528\u6237\u6bcf\u4e2a\u7ef4\u5ea6\u6d41\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u7684\u53d8\u5316\u60c5\u51b5\uff0c\u91cd\u70b9\u89c2\u5bdf\u53d8\u5316\u89c4\u5f8b\u3002\u603b\u4f53\u800c\u8a00\uff0c\u6211\u4eec\u7684\u6570\u636e\u96c6\u5305\u542b 800 \u540d\u7528\u6237\u6267\u884c\u7684 151,904,543 \u4e2a\u65e5\u5fd7\u4e8b\u4ef6\u3002<\/p>\n<p>\u6211\u4eec\u7684\u6570\u636e\u5904\u7406\u8fc7\u7a0b\u6d89\u53ca\u5230\u8ba1\u7b97\u6bcf\u53f0\u8bbe\u5907\u6bcf\u6708\u5404\u7c7b\u64cd\u4f5c\u7684\u603b\u53d1\u751f\u6b21\u6570\u3002\u8fd9\u610f\u5473\u7740\u6211\u4eec\u62e5\u6709\u4e86\u5305\u542b\u6bcf\u9879\u64cd\u4f5c\u6708\u5ea6\u8ba1\u6570\u7684\u6e05\u6670\u3001\u5b8f\u89c2\u7684\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u975e\u5e38\u9002\u5408\u8ddf\u8e2a\u548c\u8bc6\u522b\u6709\u610f\u4e49\u7684\u884c\u4e3a\u8d8b\u52bf\u3002\u00a0<\/p>\n<h3 class=\"wp-block-heading\">\u5f00\u53d1\u8005\u7684\u4e3b\u89c2\u611f\u77e5\uff1a\u4ece\u8c03\u67e5\u548c\u8bbf\u8c08\u5f97\u51fa\u7684\u5b9a\u6027\u6d1e\u5bdf<\/h3>\n<p>\u4e3a\u4e86\u5c06\u884c\u4e3a\u89c2\u5bdf\u4e0e\u5f00\u53d1\u8005\u81ea\u8eab\u7684\u611f\u77e5\u76f8\u7ed3\u5408\uff0c\u6211\u4eec\u7684\u56e2\u961f\u8fd8\u9762\u5411\u4e13\u4e1a\u5f00\u53d1\u8005\u5f00\u5c55\u4e86\u4e00\u9879\u5728\u7ebf\u8c03\u67e5\u3002\u6211\u4eec\u56f4\u7ed5\u76f8\u540c\u7684\u5de5\u4f5c\u6d41\u7ef4\u5ea6\u8bbe\u8ba1\u4e86\u95ee\u9898\uff0c\u8be2\u95ee\u4ed6\u4eec\u8ba4\u4e3a AI \u52a9\u624b\u5bf9\u5176\u5de5\u4f5c\u6548\u7387\u3001\u4ee3\u7801\u8d28\u91cf\u3001\u7f16\u8f91\u4e60\u60ef\u3001\u4ee3\u7801\u91cd\u7528\u89c4\u5f8b\u4ee5\u53ca\u4e0a\u4e0b\u6587\u5207\u6362\u4ea7\u751f\u4e86\u4f55\u79cd\u5f71\u54cd\u3002\u5171\u6709 62 \u540d\u5f00\u53d1\u8005\u5b8c\u6210\u4e86\u8c03\u67e5\uff0c\u8fd9\u8ba9\u6211\u4eec\u5bf9\u5f00\u53d1\u8005\u81ea\u5f00\u59cb\u4f7f\u7528 AI \u5de5\u5177\u4ee5\u6765\u6240\u611f\u77e5\u5230\u7684\u76ca\u5904\u3001\u5f0a\u7aef\u4ee5\u53ca\u53d8\u5316\u6709\u4e86\u5168\u9762\u7684\u4e86\u89e3\u3002<\/p>\n<p>\u6709\u5173\u8c03\u67e5\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605<a style=\"color: #6b57ff;\" href=\"https:\/\/jb.gg\/j2rrsg\" target=\"_blank\" rel=\"noopener\">\u8bba\u6587<\/a>\u7684\u7b2c 3.1 \u8282\uff0c\u4ee5\u53ca\u8865\u5145<a style=\"color: #6b57ff;\" href=\"https:\/\/zenodo.org\/records\/18220544\" target=\"_blank\" rel=\"noopener\">\u6750\u6599<\/a>\u3002\u9664\u4e86\u53d7\u4f17\u7279\u5f81\u95ee\u9898\u5916\uff0c\u8c03\u67e5\u8fd8\u5305\u62ec\uff1a<\/p>\n<ol>\n<li>\u5173\u4e8e\u6574\u4f53\u4f53\u9a8c\u4ee5\u53ca\u5bf9 AI \u7f16\u7801\u5de5\u5177\u4f9d\u8d56\u7a0b\u5ea6\u7684\u91cf\u8868\u95ee\u9898<\/li>\n<li>\u7279\u5b9a\u4e8e\u5de5\u4f5c\u6d41<a style=\"color: #6b57ff;\" href=\"#dimensions\" data-type=\"internal\" data-id=\"#dimensions\">\u7ef4\u5ea6<\/a>\u7684\u5f00\u53d1\u8005\u4e3b\u89c2\u611f\u77e5\u91cf\u8868\u95ee\u9898\u00a0<\/li>\n<li>\u8981\u6c42\u63d0\u4f9b\u5de5\u4f5c\u6d41\u5f71\u54cd\u4ee5\u53ca AI \u7f16\u7801\u5de5\u5177\u5177\u4f53\u793a\u4f8b\u7684\u5f00\u653e\u6027\u95ee\u9898\u00a0<\/li>\n<\/ol>\n<p>\u524d\u4e24\u7c7b\u95ee\u9898\uff08\u7b2c 1 \u9879\u548c\u7b2c 2 \u9879\uff09\u91c7\u7528 5 \u5206\u5236\u91cf\u8868\u5f62\u5f0f\uff0c\u8981\u6c42\u53c2\u4e0e\u8005\u7528\u5206\u6570\u8868\u793a\u5bf9\u67d0\u9879\u9648\u8ff0\u7684\u8d5e\u540c\u6216\u53cd\u5bf9\u7a0b\u5ea6\u3002\u5728\u6211\u4eec\u7684\u8c03\u67e5\u4e2d\uff0c\u91cf\u8868\u5173\u6ce8\u7684\u662f\u53d8\u5316\u7a0b\u5ea6\uff1a(1) \u5206\u8868\u793a<em>\u663e\u8457\u964d\u4f4e<\/em>\uff0c(5) \u5206\u8868\u793a<em>\u663e\u8457\u63d0\u9ad8<\/em>\u3002\u00a0<\/p>\n<p>\u7b2c 2 \u9879\u4e2d\u7684\u95ee\u9898\u53ef\u4ee5\u603b\u7ed3\u5982\u4e0b\uff1a\u00a0<\/p>\n<ul>\n<li>\u5173\u4e8e<strong>\u5de5\u4f5c\u6548\u7387<\/strong>\uff0c\u6211\u4eec\u76f4\u63a5\u8be2\u95ee\u4e86\u6574\u4f53\u5de5\u4f5c\u6548\u7387\u4ee5\u53ca\u82b1\u5728\u7f16\u7801\u4e0a\u7684\u65f6\u95f4\u3002<\/li>\n<li>\u5173\u4e8e<strong>\u4ee3\u7801\u8d28\u91cf<\/strong>\uff0c\u6211\u4eec\u76f4\u63a5\u8be2\u95ee\u4e86\u4ee3\u7801\u8d28\u91cf\u4ee5\u53ca\u4ee3\u7801\u53ef\u8bfb\u6027\u3002<\/li>\n<li>\u5173\u4e8e<strong>\u4ee3\u7801\u7f16\u8f91<\/strong>\uff0c\u6211\u4eec\u8be2\u95ee\u4e86\u7f16\u8f91\u6216\u4fee\u6539\u81ea\u5df1\u4ee3\u7801\u7684\u9891\u7387\u3002<\/li>\n<li>\u5173\u4e8e<strong>\u4ee3\u7801\u91cd\u7528<\/strong>\uff0c\u6211\u4eec\u8be2\u95ee\u4e86\u4f7f\u7528\u5916\u90e8\u6765\u6e90\u4ee3\u7801\uff08\u4f8b\u5982\uff0c\u5e93\u3001\u5728\u7ebf\u793a\u4f8b\u6216 AI \u5efa\u8bae\u7684\u4ee3\u7801\uff09\u7684\u9891\u7387\u3002<\/li>\n<li>\u5173\u4e8e<strong>\u4e0a\u4e0b\u6587\u5207\u6362<\/strong>\uff0c\u6211\u4eec\u76f4\u63a5\u8be2\u95ee\u4e86\u4e0a\u4e0b\u6587\u5207\u6362\uff08\u5728\u4e0d\u540c\u4efb\u52a1\u6216\u601d\u8003\u8fc7\u7a0b\u4e4b\u95f4\u5207\u6362\uff09\u7684\u9891\u7387\u3002<\/li>\n<\/ul>\n<p>\u8c03\u67e5\u7ed3\u675f\u540e\uff0c\u6211\u4eec\u7684\u56e2\u961f\u9080\u8bf7\u4e86\u4e00\u5c0f\u90e8\u5206\u53c2\u4e0e\u8005\u8fdb\u884c\u7b80\u77ed\u7684\u534a\u7ed3\u6784\u5316\u8bbf\u8c08\u3002\u5728\u8bbf\u8c08\u4e2d\uff0c\u6211\u4eec\u6df1\u5165\u4e86\u89e3\u4e86\u4ed6\u4eec\u65e5\u5e38\u5b9e\u9645\u4f7f\u7528 AI \u7684\u60c5\u51b5\uff1a\u4f55\u65f6\u4f1a\u4f7f\u7528 AI\u3001\u5982\u4f55\u51b3\u5b9a\u662f\u5426\u4fe1\u4efb\u67d0\u6761\u5efa\u8bae\uff0c\u4ee5\u53ca\u4ed6\u4eec\u89c9\u5f97\u5f53\u524d\u5de5\u4f5c\u7684\u788e\u7247\u5316\u7a0b\u5ea6\u6709\u4f55\u53d8\u5316\u3002\u8fd9\u4e9b\u5b9a\u6027\u8bbf\u8c08\u5185\u5bb9\u5e2e\u52a9\u6211\u4eec\u89e3\u8bfb\u9065\u6d4b\u66f2\u7ebf\uff1a\u4f8b\u5982\uff0c\u7406\u89e3\u4e3a\u4f55\u6709\u4eba\u7684\u65e5\u5fd7\u663e\u793a\u5728\u8f93\u5165\u3001\u5220\u9664\u6216\u7c98\u8d34\u5916\u90e8\u4ee3\u7801\u6b21\u6570\u65b9\u9762\u6709\u5f88\u5927\u8f6c\u53d8\uff0c\u4f46\u4ed6\u4eec\u4ecd\u62a5\u544a\u201c\u6ca1\u6709\u592a\u5927\u53d8\u5316\u201d\u3002<\/p>\n<h2 id=\"dimensions\" class=\"wp-block-heading\">\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u7ef4\u5ea6\u00a0<\/h2>\n<p>\u4e3a\u4e86\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\uff0c\u6211\u4eec\u7684 HAX <a style=\"color: #6b57ff;\" href=\"https:\/\/jb.gg\/j2rrsg\" target=\"_blank\" rel=\"noopener\">\u7814\u7a76<\/a>\u5c06\u5173\u6ce8\u9886\u57df\u5212\u5206\u4e3a<a style=\"color: #6b57ff;\" href=\"#log-data\">\u4e0a\u6587<\/a>\u63d0\u5230\u7684\u4ee5\u4e0b\u51e0\u4e2a\u7ef4\u5ea6\uff1a<\/p>\n<ol>\n<li>\u751f\u4ea7\u6548\u7387<\/li>\n<li>\u4ee3\u7801\u8d28\u91cf<\/li>\n<li>\u4ee3\u7801\u7f16\u8f91<\/li>\n<li>\u4ee3\u7801\u91cd\u7528<\/li>\n<li>\u4e0a\u4e0b\u6587\u5207\u6362<\/li>\n<\/ol>\n<p><strong>\u5de5\u4f5c\u6548\u7387<\/strong>\u89e6\u53ca\u4e86\u4eba\u4eec\u5173\u4e8e AI \u5de5\u5177\u6700\u76f4\u89c2\u7684\u95ee\u9898\uff1aAI \u5de5\u5177\u80fd\u5426\u5e2e\u52a9\u5f00\u53d1\u8005\u5b8c\u6210\u66f4\u591a\u5de5\u4f5c\uff1f \u6b64\u7ef4\u5ea6\u901a\u8fc7\u63d0\u51fa\u4ee5\u4e0b\u95ee\u9898\u6765\u5960\u5b9a\u7814\u7a76\u57fa\u7840\uff1a\u4f7f\u7528 AI \u8f85\u52a9\u5de5\u4f5c\u6d41\u662f\u5426\u53ea\u662f\u63d0\u9ad8\u4ee3\u7801\u751f\u6210\u901f\u5ea6\uff0c\u4ee5\u53ca\u4e0e\u5b8c\u5168\u4e0d\u4f7f\u7528 AI \u7684\u5f00\u53d1\u8005\u76f8\u6bd4\uff0c\u8fd9\u79cd\u4f18\u52bf\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u5448\u73b0\u4f55\u79cd\u7ed3\u679c\u3002\u00a0<\/p>\n<p>\u5c3d\u7ba1\u57fa\u4e8e LLM \u7684\u7f16\u7801\u5de5\u5177\u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6548\u7387\u7684\u5f71\u54cd\u5df2\u6210\u4e3a\u4f17\u591a\u7814\u7a76\u7684\u8bfe\u9898\uff0c\u4f46\u5bf9\u4e8e AI \u8f85\u52a9\u901a\u8fc7\u4f55\u79cd\u65b9\u5f0f\u6216\u8005\u662f\u5426\u80fd\u771f\u6b63\u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6548\u7387\u4ea7\u751f\u6b63\u9762\u5f71\u54cd\uff0c\u76ee\u524d\u5c1a\u65e0\u660e\u786e\u7684\u7814\u7a76\u7ed3\u8bba\u3002\u6b64\u5916\uff0c\u7814\u7a76\u4eba\u5458\u91c7\u7528\u5404\u79cd\u8861\u91cf\u6307\u6807\uff08\u4f8b\u5982\uff0c\u8f93\u5165\u7684\u5b57\u7b26\u6570\u3001\u5b8c\u6210\u7684\u4efb\u52a1\u6570\u3001\u63a5\u53d7\u7684\u5b8c\u6210\u8bf7\u6c42\u6570\uff09\u3002\u6709\u8da3\u7684\u662f\uff0c\u672c<a style=\"color: #6b57ff;\" href=\"https:\/\/arxiv.org\/pdf\/2205.06537\" target=\"_blank\" rel=\"noopener\">\u7814\u7a76<\/a>\u53d1\u73b0\uff0c\u5f00\u53d1\u8005\u8ba4\u4e3a\u4f7f\u7528 Copilot \u540e\u5176\u5de5\u4f5c\u6548\u7387\u6709\u6240\u63d0\u5347\uff0c\u4f46\u6570\u636e\u5374\u7ed9\u51fa\u4e86\u76f8\u53cd\u7684\u7ed3\u8bba\u3002\u53e6\u4e00\u9879<a style=\"color: #6b57ff;\" href=\"https:\/\/arxiv.org\/pdf\/2507.09089\" target=\"_blank\" rel=\"noopener\">\u7814\u7a76<\/a>\u4e5f\u6709\u7c7b\u4f3c\u53d1\u73b0\uff1a\u5c3d\u7ba1\u5f00\u53d1\u8005\u8ba4\u4e3a\u81ea\u5df1\u5904\u7406\u4ed3\u5e93\u95ee\u9898\u7684\u65f6\u95f4\u7f29\u77ed\u4e86 20%\uff0c\u4f46\u5b9e\u9645\u6570\u636e\u663e\u793a\u4ed6\u4eec\u5b8c\u6210\u4efb\u52a1\u7684\u901f\u5ea6\u53cd\u800c\u964d\u4f4e\u4e86 19%\u3002\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u9009\u62e9\u4ee5\u4ee3\u7801\u6570\u91cf\u4f5c\u4e3a\u8861\u91cf\u6307\u6807\u3002<\/p>\n<p><strong>\u4ee3\u7801\u8d28\u91cf<\/strong>\u7ef4\u5ea6\u5c06\u5173\u6ce8\u70b9\u4ece\u201c\u4ee3\u7801\u7f16\u5199\u6570\u91cf\u201d\u8f6c\u53d8\u4e3a\u201c\u4ee3\u7801\u7f16\u5199\u8d28\u91cf\u201d\u3002\u6b64\u7ef4\u5ea6\u5e76\u975e\u76f4\u63a5\u68c0\u67e5\u4ee3\u7801\uff0c\u800c\u662f\u89c2\u5bdf\u5f00\u53d1\u8005\u8fdb\u5165\u8c03\u8bd5\u5de5\u4f5c\u6d41\u7684\u9891\u7387\uff0c\u5c06\u5176\u4f5c\u4e3a\u9047\u5230\u95ee\u9898\u6216\u4e0d\u786e\u5b9a\u4e8b\u4ef6\u7684\u884c\u4e3a\u4fe1\u53f7\u3002\u8fd9\u5f15\u5165\u7684\u7406\u5ff5\u662f\uff1aAI \u4e0d\u4ec5\u53ef\u80fd\u6539\u53d8\u6240\u51fa\u73b0\u95ee\u9898\u7684\u6570\u91cf\uff0c\u4e5f\u4f1a\u6539\u53d8\u5f00\u53d1\u8005\u9009\u62e9\u8c03\u67e5\u95ee\u9898\u7684\u65b9\u5f0f\u548c\u65f6\u95f4\uff0c\u4ece\u800c\u53cd\u6620\u5f00\u53d1\u8005\u5bf9\u6700\u7ec8\u5728\u5176\u9879\u76ee\u4e2d\u91c7\u7eb3\u7684\u4ee3\u7801\u7684\u4fe1\u5fc3\u7a0b\u5ea6\u3002\u672c<a style=\"color: #6b57ff;\" href=\"https:\/\/arxiv.org\/pdf\/2210.14306\" target=\"_blank\" rel=\"noopener\">\u7814\u7a76<\/a>\u7684\u7814\u7a76\u4eba\u5458\u89c2\u5bdf\u5230\uff0c\u5f00\u53d1\u8005\u4f1a\u82b1\u8d39\u8d85\u8fc7\u4e09\u5206\u4e4b\u4e00\u7684\u65f6\u95f4\u590d\u67e5\u548c\u7f16\u8f91 Copilot \u5efa\u8bae\u3002\u00a0<\/p>\n<p><strong>\u4ee3\u7801\u7f16\u8f91<\/strong>\u7ef4\u5ea6\u5173\u6ce8\u521d\u7a3f\u5b8c\u6210\u4e4b\u540e\u7684\u60c5\u51b5\uff1a\u4ee3\u7801\u91cd\u5851\u3001\u66f4\u6b63\u6216\u4e22\u5f03\u7684\u9891\u7387\u3002\u6b64\u7ef4\u5ea6\u7684\u5173\u6ce8\u70b9\u662f\u5f00\u53d1\u8005\u8fdb\u884c\u7f16\u8f91\u3001\u64a4\u6d88\u548c\u5220\u9664\u64cd\u4f5c\u7684\u6b21\u6570\uff0c\u4ee5\u6b64\u4e86\u89e3 AI \u662f\u5426\u5c06\u7f16\u7a0b\u53d8\u6210\u4e86\u4e00\u9879\u66f4\u9891\u7e41\u8fed\u4ee3\u3001\u9ad8\u9891\u4fee\u6539\u7684\u6d3b\u52a8\u3002\u6b64\u7ef4\u5ea6\u6709\u52a9\u4e8e\u63ed\u793a AI \u4f7f\u7528\u7684\u201c\u7b5b\u9009\u201d\u65b9\u9762\uff1a\u63a5\u53d7\u5efa\u8bae\u3001\u6539\u5199\u5efa\u8bae\uff0c\u4ee5\u53ca\u51b3\u5b9a\u6700\u7ec8\u4fdd\u7559\u5728\u4ee3\u7801\u5e93\u4e2d\u7684\u5185\u5bb9\u3002\u672c<a style=\"color: #6b57ff;\" href=\"https:\/\/ieeexplore.ieee.org\/document\/10764992\" target=\"_blank\" rel=\"noopener\">\u7814\u7a76<\/a>\u5e76\u672a\u5173\u6ce8\u82b1\u5728\u7f16\u8f91\u4e0a\u7684\u65f6\u95f4\uff0c\u800c\u662f\u5173\u6ce8\u88ab\u5220\u9664\u6216\u6539\u5199\u7684\u4ee3\u7801\u91cf\uff1a\u5728\u6700\u521d\u88ab\u63a5\u53d7\u7684\u4ee3\u7801\u4e2d\uff0c\u8fd1\u4e94\u5206\u4e4b\u4e00\u7684\u4ee3\u7801\u540e\u6765\u88ab\u5220\u9664\uff0c\u7ea6 7% \u88ab\u5927\u5e45\u91cd\u5199\u3002\u00a0<\/p>\n<p>\u5f00\u53d1\u8005\u4e00\u76f4\u90fd\u5728\u91cd\u7528\u4ee3\u7801\uff08\u4f8b\u5982\uff0c\u4ece\u5e93\u3001\u5185\u90e8\u4ee3\u7801\u6bb5\u3001Stack Overflow\uff09\uff0c\u4f46 AI \u52a9\u624b\u5e26\u6765\u4e86\u4e00\u79cd\u5168\u65b0\u4e14\u901a\u5e38\u4e0d\u900f\u660e\u7684\u5916\u90e8\u4ee3\u7801\u5f15\u5165\u6e20\u9053\u3002<strong>\u4ee3\u7801\u91cd\u7528<\/strong>\u4f5c\u4e3a\u4e00\u4e2a\u5de5\u4f5c\u6d41\u7ef4\u5ea6\uff0c\u4ece\u5b8f\u89c2\u89c6\u89d2\u63a2\u7a76\u4ee3\u7801\u7684\u539f\u59cb\u6765\u6e90\u3002\u6211\u4eec\u4ece\u5148\u524d\u7684<a style=\"color: #6b57ff;\" href=\"http:\/\/one\" target=\"_blank\" rel=\"noopener\">\u540c\u7c7b<\/a>\u7814\u7a76\u4e86\u89e3\u5230\uff0cAI \u52a9\u624b\u63d0\u4f9b\u6837\u677f\u4ee3\u7801\uff0c\u5e76\u5efa\u8bae\u4ece\u8bad\u7ec3\u6570\u636e\u884d\u751f\u51fa\u7684\u5e38\u7528\u6a21\u5f0f\u6216\u4ee3\u7801\u6bb5\u3002\u6b64\u7ef4\u5ea6\u5173\u6ce8\u5f00\u53d1\u8005\u96c6\u6210\u5f53\u524d\u6587\u4ef6\u6216\u9879\u76ee\u4e4b\u5916\u4ee3\u7801\u7684\u9891\u7387\uff0c\u5c06 AI \u89c6\u4e3a\u91cd\u7528\u505a\u6cd5\u4e2d\u66f4\u5e7f\u6cdb\u8f6c\u53d8\u7684\u4e00\u90e8\u5206\uff0c\u800c\u975e\u4e00\u9879\u5b64\u7acb\u7684\u529f\u80fd\u3002<\/p>\n<p>\u73b0\u4ee3\u5f00\u53d1\u5de5\u4f5c\u672c\u5c31\u9700\u8981\u5728\u96c6\u6210\u5f00\u53d1\u73af\u5883 (IDE)\u3001\u6d4f\u89c8\u5668\u3001\u7ec8\u7aef\u4e0e\u901a\u4fe1\u5de5\u5177\u4e4b\u95f4\u9891\u7e41\u5207\u6362\uff0c\u800c AI \u52a9\u624b\u627f\u8bfa\u5728\u7f16\u8f91\u5668\u5185\u63d0\u4f9b\u66f4\u591a\u5e2e\u52a9\uff0c\u4ee5\u7b80\u5316\u90e8\u5206\u5207\u6362\u8fc7\u7a0b\u3002<strong>\u4e0a\u4e0b\u6587\u5207\u6362<\/strong>\u7ef4\u5ea6\u5c06\u5173\u6ce8\u70b9\u4ece\u4ee3\u7801\u6269\u5c55\u5230\u6ce8\u610f\u529b\u3002\u6b64\u7ef4\u5ea6\u63a2\u8ba8\u8fd9\u4e00\u627f\u8bfa\u662f\u5426\u5728\u5b9e\u8df5\u4e2d\u5b9e\u73b0\uff0c\u6216 AI \u6700\u7ec8\u662f\u5426\u91cd\u5851\uff08\u800c\u975e\u4ec5\u4ec5\u51cf\u5c11\uff09\u4e86\u5f00\u53d1\u8005\u65e5\u5e38\u5de5\u4f5c\u4e2d\u8de8\u5de5\u5177\u3001\u8de8\u4efb\u52a1\u7684\u6ce8\u610f\u529b\u8f6c\u79fb\u65b9\u5f0f\u3002<\/p>\n<p>\u4e00\u65b9\u9762\uff0c\u672c<a style=\"color: #6b57ff;\" href=\"https:\/\/dl.acm.org\/doi\/10.1145\/3661145\" target=\"_blank\" rel=\"noopener\">\u7814\u7a76<\/a>\u8868\u660e\uff0c\u4e0e AI \u52a9\u624b\u4ea4\u4e92\u53ef\u80fd\u4f1a\u589e\u52a0\u8ba4\u77e5\u5f00\u9500\uff0c\u5e76\u4f7f\u4efb\u52a1\u788e\u7247\u5316\uff0c\u56e0\u4e3a\u5f00\u53d1\u8005\u9700\u8981\u5728\u7f16\u5199\u4ee3\u7801\u3001\u89e3\u8bfb\u5efa\u8bae\u548c\u7ba1\u7406\u4e0e\u7cfb\u7edf\u7684\u5bf9\u8bdd\u4e4b\u95f4\u4e0d\u65ad\u5207\u6362\u3002\u8fd9\u5c31\u5f15\u51fa\u4e86\u4e00\u4e2a\u5f00\u653e\u6027\u95ee\u9898\uff1a\u8fd9\u4e9b\u5de5\u5177\u5b9e\u9645\u662f\u4ece\u6574\u4f53\u4e0a\u51cf\u5c11\u4e86\u4e0a\u4e0b\u6587\u5207\u6362\u64cd\u4f5c\uff0c\u8fd8\u662f\u4e3b\u8981\u5c06\u4e00\u79cd\u4e2d\u65ad\u5f62\u5f0f\u66ff\u6362\u6210\u4e86\u53e6\u4e00\u79cd\u4e2d\u65ad\u5f62\u5f0f\uff1f<\/p>\n<h2 class=\"wp-block-heading\">AI \u8f85\u52a9\u5de5\u4f5c\u6d41\u7684\u4e24\u5927\u89c6\u89d2<\/h2>\n<p>\u901a\u8fc7\u7ed3\u5408\u591a\u79cd\u65b9\u6cd5\uff0c\u672c\u7814\u7a76\u80fd\u591f\u66f4\u5168\u9762\u5730\u5448\u73b0 AI \u7f16\u7801\u5de5\u5177\u5982\u4f55\u6539\u53d8\uff08\u6216\u4e0d\u6539\u53d8\uff09\u5f00\u53d1\u8005\u7684\u5de5\u4f5c\u6d41\u3002\u6211\u4eec\u8fd8\u4e86\u89e3\u5230\uff0c\u5f00\u53d1\u8005\u81ea\u8eab\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5bdf\u89c9\u4e0d\u5230\u81ea\u5df1\u7684\u884c\u4e3a\u53d8\u5316\u3002\u8fd9\u4e9b\u89c4\u5f8b\u5171\u540c\u52fe\u52d2\u51fa\u4e86\u5728\u73b0\u4ee3 IDE \u4e2d\u501f\u52a9 AI \u5b9e\u73b0\u6f14\u8fdb\u7a76\u7adf\u610f\u5473\u7740\u4ec0\u4e48\u3002<\/p>\n<p>\u5728\u672c\u90e8\u5206\u4e2d\uff0c\u6211\u4eec\u5c06\u6309\u7ef4\u5ea6\u4ecb\u7ecd\u7814\u7a76\u7ed3\u679c\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u7814\u7a76\u7ed3\u679c\u6982\u89c8\u3002\u00a0<\/p>\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-701384\" style=\"width: 700px;\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/04\/evolving-ai_table-results.png\" alt=\"\u7406\u89e3 AI \u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u5f71\u54cd\" width=\"1512\" height=\"590\" \/><\/figure>\n<h3 class=\"wp-block-heading\">\u751f\u4ea7\u6548\u7387<\/h3>\n<p>\u672c\u7814\u7a76\u7684\u7b2c\u4e00\u4e2a\u7ef4\u5ea6\u5173\u6ce8 AI \u52a9\u624b\u5bf9\u5de5\u4f5c\u6548\u7387\u7684\u5f71\u54cd\uff0c\u5728\u9065\u6d4b\u6570\u636e\u90e8\u5206\u4e2d\u4ee5\u5f00\u53d1\u8005\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u8f93\u5165\u7684\u4ee3\u7801\u91cf\u6765\u8861\u91cf\uff1b\u5728\u8c03\u67e5\u4e2d\uff0c\u4ee5\u5f00\u53d1\u8005\u5bf9\u81ea\u8eab\u5de5\u4f5c\u6548\u7387\u7684\u4e3b\u89c2\u611f\u77e5\u548c\u82b1\u5728\u7f16\u7801\u4e0a\u7684\u65f6\u95f4\u6765\u8861\u91cf\u3002\u5728\u8fd9\u4e00\u7ef4\u5ea6\uff0c\u5b9e\u9645\u884c\u4e3a\u548c\u4e3b\u89c2\u611f\u77e5\u662f\u4e00\u81f4\u7684\uff1a\u5728\u4f7f\u7528 IDE \u5185 AI \u52a9\u624b\u7684\u60c5\u51b5\u4e0b\uff0c\u5f00\u53d1\u8005\u7f16\u5199\u7684\u4ee3\u7801\u66f4\u591a\u4e86\u3002<\/p>\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u8c03\u67e5\u5468\u671f\u5185 <strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong>\u548c<strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #6b57ff;\">\u975e AI \u7528\u6237<\/mark><\/strong>\u7684\u5e73\u5747\u5b57\u7b26\u8f93\u5165\u91cf\u3002\u9634\u5f71\u533a\u57df\u8868\u793a\u4e0e\u5e73\u5747\u503c \u00b11 \u500d\u7684\u504f\u5dee\u8303\u56f4\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-701501\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/04\/rq1_logs.png\" alt=\"\u7406\u89e3 AI \u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u5f71\u54cd\" width=\"1606\" height=\"854\" \/><\/figure>\n<p>\u4ece\u4e0a\u56fe\u53ef\u4ee5\u6e05\u6670\u5730\u770b\u51fa\uff0c\u5bf9\u4e8e<strong>\u91c7\u7528 IDE \u5185 AI \u52a9\u624b\u7684\u5f00\u53d1\u8005\uff0c\u5176\u8f93\u5165\u7684\u5b57\u7b26\u6570\u59cb\u7ec8\u591a\u4e8e<\/strong>\u4ece\u672a\u4f7f\u7528\u8fc7 AI \u52a9\u624b\u7684\u5f00\u53d1\u8005\uff0c\u5e76\u4e14\u5728\u4e24\u5e74\u65f6\u95f4\u91cc\uff0c\u8fd9\u4e00\u5dee\u8ddd\u4e0d\u65ad\u6269\u5927\u3002\u65e5\u5fd7\u6570\u636e\u63ed\u793a\uff0c<strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong><\/strong>\u6bcf\u6708\u8f93\u5165\u7684\u5b57\u7b26\u6570\u589e\u52a0\u4e86\u8fd1 600 \u4e2a\uff0c\u800c<strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #6b57ff;\">\u975e AI \u7528\u6237<\/mark><\/strong><\/strong>\u6bcf\u6708\u8f93\u5165\u7684\u5b57\u7b26\u6570\u4ec5\u589e\u52a0 75 \u4e2a\u3002\u8fd9\u4e9b\u6570\u636e\u8868\u660e\uff0c\u8fd9\u79cd\u5dee\u5f02\u5e76\u975e\u4e00\u6b21\u6027\u6fc0\u589e\uff0c\u800c\u662f\u5f00\u53d1\u8005\u884c\u4e3a\u7684\u6301\u7eed\u8f6c\u53d8\u3002<\/p>\n<p>\u8c03\u67e5\u5bf9\u8c61\uff08\u6240\u6709 <strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong><\/strong>\uff09\u540c\u6837\u4f53\u9a8c\u5230\u5de5\u4f5c\u6548\u7387\u7684\u63d0\u5347\u3002\u00a0\u8d85\u8fc7 80% \u7684\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\uff0c\u5f15\u5165 AI \u7f16\u7801\u5de5\u5177\u6216\u591a\u6216\u5c11\u5e26\u6765\u4e86\u5de5\u4f5c\u6548\u7387\u7684\u63d0\u5347\uff0c\u800c\u53ea\u6709\u4e24\u540d\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\u5de5\u4f5c\u6548\u7387\u6216\u591a\u6216\u5c11\u6709\u6240\u4e0b\u964d\u3002\u5173\u4e8e\u82b1\u5728\u7f16\u7801\u4e0a\u7684\u65f6\u95f4\uff0c\u8d85\u534a\u6570\u7684\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\u7f16\u7801\u7528\u65f6\u6709\u6240\u51cf\u5c11\uff0c\u800c\u7ea6 15% \u7684\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\u7f16\u7801\u7528\u65f6\u589e\u52a0\u3002<\/p>\n<p>\u8bbf\u8c08\u5bf9\u8c61\u53d7\u4e5f\u5927\u591a\u8868\u8fbe\u4e86\u7c7b\u4f3c\u770b\u6cd5\u3002\u4f8b\u5982\uff0c\u4e00\u4f4d\u5f00\u53d1\u8005\uff08\u62e5\u6709 3 &#8211; 5 \u5e74\u7ecf\u9a8c\uff0c\u7ecf\u5e38\u4f7f\u7528 AI \u5de5\u5177\uff09\u8868\u793a\uff1a\u00a0<\/p>\n<blockquote class=\"wp-block-quote\">\n<p>\u5f53\u6211\u5728\u547d\u540d\u6216\u7f16\u5199\u6587\u6863\u65b9\u9762\u9047\u5230\u56f0\u96be\u65f6\uff0c\u6211\u4f1a\u7acb\u5373\u5411 AI \u6c42\u52a9\uff0c\u5b83\u771f\u7684\u5e2e\u4e86\u5f88\u5927\u7684\u5fd9\u3002<\/p>\n<\/blockquote>\n<p>\u5728\u8fd9\u4e00\u7ef4\u5ea6\uff0c\u4e3b\u89c2\u611f\u77e5\u548c\u5b9e\u9645\u884c\u4e3a\u76f8\u4f3c\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0c<strong>\u4f7f\u7528 AI \u5de5\u5177\u540e\uff0c\u5f00\u53d1\u8005\u5728\u7f16\u8f91\u5668\u4e2d\u7f16\u5199\u7684\u4ee3\u7801\u66f4\u591a\u4e86\uff0c\u5e76\u4e14\u8ba4\u4e3a\u5de5\u4f5c\u6548\u7387\u6709\u6240\u63d0\u5347<\/strong>\u3002\u00a0<\/p>\n<h3 class=\"wp-block-heading\">\u4ee3\u7801\u8d28\u91cf<\/h3>\n<p>\u5bf9\u4e8e\u4ee3\u7801\u8d28\u91cf\uff0c\u672c\u7814\u7a76\u91c7\u7528\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u884c\u4e3a\u4fe1\u53f7\uff1a\u5f00\u53d1\u8005\u5728 IDE \u4e2d\u542f\u52a8\u8c03\u8bd5\u4f1a\u8bdd\u7684\u9891\u7387\u3002\u8fd9\u5e76\u4e0d\u662f\u8861\u91cf\u4ee3\u7801\u662f\u201c\u597d\u201d\u662f\u201c\u5dee\u201d\u7684\u5b8c\u7f8e\u6307\u6807\uff0c\u4f46\u786e\u5b9e\u80fd\u4f53\u73b0\u51fa\u5927\u5bb6\u8ba4\u4e3a\u9700\u8981\u9010\u6b65\u6267\u884c\u5176\u7a0b\u5e8f\u4ee5\u7406\u89e3\u6216\u4fee\u6b63\u95ee\u9898\u7684\u9891\u7387\u3002\u5728\u6b64\u7ef4\u5ea6\uff0c\u5f00\u53d1\u8005\u7684\u884c\u4e3a\u548c\u4e3b\u89c2\u611f\u77e5\u5e76\u4e0d\u4e00\u81f4\uff0c\u81f3\u5c11\u5728\u7edf\u8ba1\u5b66\u4e0a\u6ca1\u6709\u663e\u8457\u5173\u8054\uff1aAI \u7528\u6237\u7684\u8c03\u8bd5\u884c\u4e3a\u6ca1\u6709\u53d8\u5316\uff0c\u4f46\u5bf9\u4ee3\u7801\u8d28\u91cf\u548c\u53ef\u8bfb\u6027\u7684\u4e3b\u89c2\u611f\u77e5\u7565\u6709\u63d0\u5347\u3002<\/p>\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u8c03\u67e5\u5468\u671f\u5185 <strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong><\/strong>\u548c<strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #6b57ff;\">\u975e AI \u7528\u6237<\/mark><\/strong><\/strong>\u7684\u5e73\u5747\u8c03\u8bd5\u5b9e\u4f8b\u542f\u52a8\u6b21\u6570\u3002\u4e0e\u4e4b\u524d\u4e00\u6837\uff0c\u9634\u5f71\u533a\u57df\u8868\u793a\u4e0e\u5e73\u5747\u503c \u00b11 \u500d\u7684\u504f\u5dee\u8303\u56f4\u3002\u5728\u4e24\u5e74\u65f6\u95f4\u5185\uff0cAI \u7528\u6237\u548c\u975e AI \u7528\u6237\u90fd\u5c55\u73b0\u51fa\u79ef\u6781\u7684\u8c03\u8bd5\u884c\u4e3a\uff0c\u5e76\u4e14\u4e24\u7ec4\u7528\u6237\u4e4b\u95f4\u7684\u5dee\u5f02\u8fdc\u5c0f\u4e8e\u5de5\u4f5c\u6548\u7387\u6307\u6807\u65b9\u9762\u7684\u5dee\u5f02\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-701512\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/04\/rq2_logs.png\" alt=\"\u7406\u89e3 AI \u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u5f71\u54cd\" width=\"1612\" height=\"869\" \/><\/figure>\n<p>\u4e0a\u56fe\u4ee5\u4e24\u6761\u76f8\u4e92\u63a5\u8fd1\u7684\u6298\u7ebf\u5c55\u793a\u4e86\u5404\u7ec4\u6bcf\u6708\u7684\u5e73\u5747\u8c03\u8bd5\u5b9e\u4f8b\u6570\u91cf\u3002\u6211\u4eec\u7684\u7edf\u8ba1\u5206\u6790\u8868\u660e\uff0c\u5bf9\u4e8e <strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong><\/strong>\uff0c\u5176\u884c\u4e3a\u6ca1\u6709\u968f\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u53d1\u751f\u663e\u8457\u53d8\u5316\u3002\u5bf9\u4e8e<strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #6b57ff;\">\u975e AI \u7528\u6237<\/mark><\/strong><\/strong>\uff0c\u8be5\u65f6\u95f4\u6bb5\u5185\u7684\u8c03\u8bd5\u542f\u52a8\u6b21\u6570\u7565\u6709\u51cf\u5c11\u3002<\/p>\n<p>\u5927\u591a\u6570\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\uff0c\u4f7f\u7528 AI \u7f16\u7801\u5de5\u5177\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5bf9\u5176\u4ee3\u7801\u8d28\u91cf\u4ea7\u751f\u4e86\u79ef\u6781\u5f71\u54cd\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5f53\u88ab\u95ee\u53ca\u5176\u4ee3\u7801\u8d28\u91cf\u662f\u5426\u56e0\u4f7f\u7528 AI \u7f16\u7801\u5de5\u5177\u800c\u5f97\u5230\u63d0\u9ad8\u65f6\uff0c\u8fd1\u534a\u6570\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\u4ee3\u7801\u8d28\u91cf\u6216\u591a\u6216\u5c11\u6709\u6240\u63d0\u5347\uff0c\u800c\u7ea6 10% \u7684\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\u4ee3\u7801\u8d28\u91cf\u6216\u591a\u6216\u5c11\u6709\u6240\u4e0b\u964d\u3002\u5bf9\u4e8e\u4ee3\u7801\u53ef\u8bfb\u6027\uff0c\u76f8\u5e94\u8c03\u67e5\u6570\u636e\u5206\u522b\u4e3a 43.5% \u548c 6.5%\uff0c\u4e0d\u8fc7\u6709 50% \u7684\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\u672a\u53d1\u73b0\u53d8\u5316\u3002\u00a0<\/p>\n<p>\u5c3d\u7ba1 AI \u5de5\u5177\u5e26\u6765\u4e86\u8fd9\u4e9b\u6539\u8fdb\uff0c\u4f46\u4e00\u4e9b\u5f00\u53d1\u8005\u4ecd\u4e0d\u5b8c\u5168\u4fe1\u4efb AI \u751f\u6210\u7684\u4ee3\u7801\u3002\u4f8b\u5982\uff0c\u4e00\u4f4d\u62e5\u6709 3\u20135 \u5e74\u7ecf\u9a8c\u7684\u5f00\u53d1\u8005\u5728\u8bbf\u8c08\u4e2d\u8868\u793a\uff1a<\/p>\n<blockquote class=\"wp-block-quote\">\n<p>\u6211\u4f1a\u53cd\u590d\u68c0\u67e5 AI \u751f\u6210\u7684\u4ee3\u7801\uff0c\u5373\u4fbf\u5982\u6b64\uff0c\u6211\u8fd8\u662f\u89c9\u5f97\u6709\u70b9\u4e0d\u653e\u5fc3\u3002<\/p>\n<\/blockquote>\n<p>\u5bf9\u4e8e\u6b64\u7ef4\u5ea6\uff0c\u6211\u4eec\u7684\u8c03\u67e5\u7ed3\u679c\u8868\u660e\uff0c\u5c3d\u7ba1<strong>\u5f00\u53d1\u8005\u4ece\u81ea\u8eab\u89d2\u5ea6\u51fa\u53d1\u8ba4\u4e3a\u4ee3\u7801\u8d28\u91cf\u6709\u6240\u63d0\u9ad8<\/strong>\uff0c\u4f46\u4ed6\u4eec\u7684\u884c\u4e3a\uff08\u5728\u6211\u4eec\u9009\u62e9\u5206\u6790\u7684\u66ff\u4ee3\u6307\u6807\u4e2d\uff09\u5e76\u672a\u663e\u793a\u51fa AI \u7528\u6237\u6709\u4efb\u4f55\u53d8\u5316\u3002<\/p>\n<h3 class=\"wp-block-heading\">\u4ee3\u7801\u7f16\u8f91<\/h3>\n<p>\u5bf9\u4e8e\u4ee3\u7801\u7f16\u8f91\uff0c\u884c\u4e3a\u4e0e\u4e3b\u89c2\u611f\u77e5\u4e4b\u95f4\u7684\u5dee\u5f02\u66f4\u4e3a\u663e\u8457\uff1a\u5c3d\u7ba1\u5f00\u53d1\u8005\u8868\u793a\u53d8\u5316\u4e0d\u5927\uff0c\u4f46\u65e5\u5fd7\u6570\u636e\u5374\u663e\u793a\uff0c\u4ed6\u4eec\u7684\u884c\u4e3a\u968f\u65f6\u95f4\u7684\u63a8\u79fb\u5927\u5e45\u589e\u52a0\u3002\u8fd9\u91cc\uff0c\u9065\u6d4b\u6570\u636e\u503c\u53cd\u6620\u7684\u662f\u5f00\u53d1\u8005\u5220\u9664\u6216\u64a4\u6d88\u4ee3\u7801\u7684\u9891\u7387\uff0c\u800c\u5728\u8c03\u67e5\u4e2d\uff0c\u8c03\u67e5\u5bf9\u8c61\u88ab\u95ee\u53ca\u4ed6\u4eec\u662f\u5426\u8ba4\u4e3a\u4f7f\u7528 AI \u5de5\u5177\u540e\u81ea\u5df1\u7f16\u8f91\u81ea\u8eab\u4ee3\u7801\u7684\u6b21\u6570\u589e\u591a\u4e86\u3002\u00a0<\/p>\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u8c03\u67e5\u5468\u671f\u5185 <strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\"><strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong><\/strong><\/mark><\/strong><\/strong>\u548c<strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #6b57ff;\">\u975e AI \u7528\u6237<\/mark><\/strong>\u7684\u5e73\u5747\u5220\u9664\u6b21\u6570\u3002\u4e0e\u4e4b\u524d\u4e00\u6837\uff0c\u9634\u5f71\u533a\u57df\u8868\u793a\u4e0e\u5e73\u5747\u503c \u00b11 \u500d\u7684\u504f\u5dee\u8303\u56f4\u3002\u5728\u4e24\u5e74\u65f6\u95f4\u91cc\uff0c\u8d8b\u52bf\u6298\u7ebf\u5c55\u73b0\u51fa AI \u7528\u6237\u548c\u975e AI \u7528\u6237\u6709\u660e\u663e\u7684\u5dee\u5f02\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-701523\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/04\/rq3_logs.png\" alt=\"\u7406\u89e3 AI \u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u5f71\u54cd\" width=\"1608\" height=\"861\" \/><\/figure>\n<p><strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong><\/strong>\u7684\u6298\u7ebf\u6240\u5904\u7684\u4f4d\u7f6e\u660e\u663e\u66f4\u9ad8\u4e00\u4e9b\uff0c\u6bcf\u6708\u5220\u9664\u6b21\u6570\u7ea6 100 \u6b21\uff0c\u5c5e\u4e8e\u7edf\u8ba1\u5b66\u610f\u4e49\u4e0a\u7684\u663e\u8457\u589e\u957f\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5728\u540c\u4e00\u65f6\u671f\uff0c<strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #6b57ff;\">\u975e AI \u7528\u6237<\/mark><\/strong><\/strong>\u5e73\u5747\u6bcf\u6708\u5220\u9664\u4ee3\u7801\u7684\u6b21\u6570\u4ec5\u589e\u52a0\u4e86\u7ea6 7 \u6b21\u3002\u8fd9\u4e9b\u6570\u636e\u8868\u660e\uff0c\u5728 AI \u8f85\u52a9\u751f\u6210\u4ee3\u7801\u7684\u60c5\u51b5\u4e0b\uff0c\u5f00\u53d1\u8005\u8fdb\u884c\u7f16\u8f91\u548c\u6539\u5199\u7684\u9891\u7387\u66f4\u9ad8\u3002<\/p>\n<p>\u5728\u5b9a\u6027\u6570\u636e\u4e2d\uff0c\u5f00\u53d1\u8005\u5e76\u672a\u8868\u793a\u5bdf\u89c9\u5230\u5982\u6b64\u663e\u8457\u7684\u53d8\u5316\u3002\u534a\u6570\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\uff0c\u81ea\u91c7\u7528 AI \u5de5\u5177\u4ee5\u6765\uff0c\u4ed6\u4eec\u5e76\u672a\u5bdf\u89c9\u5230\u5176\u4ee3\u7801\u7f16\u8f91\u884c\u4e3a\u6709\u4efb\u4f55\u53d8\u5316\uff1b\u7ea6 40% \u7684\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\u4ee3\u7801\u7f16\u8f91\u884c\u4e3a\u6216\u591a\u6216\u5c11\u6709\u6240\u589e\u52a0\uff1b\u7ea6 7% \u7684\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\u4ee3\u7801\u7f16\u8f91\u884c\u4e3a\u6709\u6240\u51cf\u5c11\u3002\u4e00\u4f4d\u62e5\u6709 15 \u5e74\u4ee5\u4e0a\u7f16\u7801\u7ecf\u9a8c\u7684\u7cfb\u7edf\u67b6\u6784\u5e08\u8868\u793a\uff1a\u00a0<\/p>\n<blockquote class=\"wp-block-quote\">\n<p>AI \u5c31\u50cf\u53e6\u4e00\u53cc\u773c\u775b\uff0c\u80fd\u63d0\u4f9b\u7ed3\u5bf9\u7f16\u7a0b\u7684\u4f18\u52bf\uff0c\u5374\u6ca1\u6709\u793e\u4ea4\u538b\u529b \u2014 \u8fd9\u4e00\u70b9\u5bf9\u795e\u7ecf\u591a\u5143\u7fa4\u4f53\u5c24\u4e3a\u53cb\u597d\u3002\u5b83\u5e76\u975e\u65f6\u523b\u5728\u76d1\u89c6\uff0c\u4f46\u5f53\u6211\u9700\u8981\u4ee3\u7801\u5ba1\u67e5\u548c\u53cd\u9988\u65f6\uff0c\u53ef\u4ee5\u968f\u65f6\u8c03\u7528\u3002<\/p>\n<\/blockquote>\n<p>\u4e0e\u524d\u6587\u7684\u4ee3\u7801\u8d28\u91cf\u7ef4\u5ea6\u76f8\u6bd4\uff0c\u5f00\u53d1\u8005\u5bf9\u4ee3\u7801\u7f16\u8f91\u7684\u4e3b\u89c2\u611f\u77e5\u4e0e\u5b9e\u9645\u884c\u4e3a\u6070\u597d\u76f8\u53cd\u3002\u5177\u4f53\u800c\u8a00\uff0c\u4ed6\u4eec\u5e76\u672a\u5bdf\u89c9\u5230\u81ea\u8eab\u4ee3\u7801\u7f16\u8f91\u91cf\u7684\u663e\u8457\u53d8\u5316\uff0c\u4f46<strong>\u65e5\u5fd7\u6570\u636e\u663e\u793a\uff0c\u5bf9\u4e8e\u91c7\u7528 AI \u52a9\u624b\u7684\u5f00\u53d1\u8005\uff0c\u5176\u4ee3\u7801\u7f16\u8f91\u91cf\u5927\u5e45\u589e\u52a0<\/strong>\u3002\u00a0<\/p>\n<h3 class=\"wp-block-heading\">\u4ee3\u7801\u91cd\u7528<\/h3>\n<p>\u5173\u4e8e\u4ee3\u7801\u91cd\u7528\uff0c\u672c\u7814\u7a76\u4fa7\u91cd\u4e8e\u5f00\u53d1\u8005\u5411 IDE \u7c98\u8d34\u5185\u5bb9\u7684\u9891\u7387\uff0c\u8fd9\u4e9b\u5185\u5bb9\u5e76\u975e\u6765\u81ea\u540c\u4e00 IDE \u4f1a\u8bdd\u4e2d\u7684\u590d\u5236\u64cd\u4f5c\u3002\u5bf9\u4e8e\u6b64\u7ef4\u5ea6\uff0cAI \u7528\u6237\u4e0e\u975e AI \u7528\u6237\u4e4b\u95f4\u4ee5\u53ca\u4e3b\u89c2\u611f\u77e5\u4e0e\u884c\u4e3a\u4e4b\u95f4\u7684\u5dee\u5f02\u8f83\u5c0f\u3002\u00a0<\/p>\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u8c03\u67e5\u5468\u671f\u5185 <strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong><\/strong>\u548c<strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #6b57ff;\">\u975e AI \u7528\u6237<\/mark><\/strong><\/strong>\u7684\u5e73\u5747\u5916\u90e8\u7c98\u8d34\u6b21\u6570\u3002\u4e0e\u4e4b\u524d\u4e00\u6837\uff0c\u9634\u5f71\u533a\u57df\u8868\u793a\u4e0e\u5e73\u5747\u503c \u00b11 \u500d\u7684\u504f\u5dee\u8303\u56f4\u3002\u5728\u4e24\u5e74\u65f6\u95f4\u91cc\uff0c\u8d8b\u52bf\u6298\u7ebf\u672a\u5c55\u73b0\u51fa AI \u7528\u6237\u6216\u975e AI \u7528\u6237\u6709\u660e\u663e\u7684\u53d8\u5316\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-701534\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/04\/rq4_logs.png\" alt=\"\u7406\u89e3 AI \u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u5f71\u54cd\" width=\"1609\" height=\"858\" \/><\/figure>\n<p><strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong><\/strong>\u7684\u8d8b\u52bf\u6298\u7ebf\u6574\u4f53\u9ad8\u4e8e<strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #6b57ff;\">\u975e AI \u7528\u6237<\/mark><\/strong><\/strong>\uff0c\u8fd9\u8868\u660e\u4ed6\u4eec\u91cd\u7528\u5916\u90e8\u4ee3\u7801\u7684\u9891\u7387\u66f4\u9ad8\u3002\u4f46\u4e24\u7ec4\u4eba\u7fa4\u7684\u884c\u4e3a\u5747\u6ca1\u6709\u968f\u65f6\u95f4\u7684\u63a8\u79fb\u800c\u53d1\u751f\u663e\u8457\u53d8\u5316\u3002\u00a0<\/p>\n<p>\u8c03\u67e5\u548c\u8bbf\u8c08\u7684\u53cd\u9988\u4e5f\u672a\u663e\u793a\u51fa\u6e05\u6670\u7684\u89c4\u5f8b\u3002\u5728\u8c03\u67e5\u4e2d\uff0c\u7ea6\u4e09\u5206\u4e4b\u4e00\u7684\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\u81ea\u5df1\u5bdf\u89c9\u5230\u91c7\u7528 AI \u5de5\u5177\u540e\uff0c\u81ea\u8eab\u5bf9\u5916\u90e8\u6765\u6e90\u7684\u4ee3\u7801\u7684\u4f7f\u7528\u9891\u7387\u6216\u591a\u6216\u5c11\u6709\u6240\u589e\u52a0\uff0c\u800c\u4e94\u5206\u4e4b\u4e00\u7684\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\u4f7f\u7528\u9891\u7387\u6709\u6240\u4e0b\u964d\uff1b44% \u7684\u8c03\u67e5\u5bf9\u8c61\u5219\u8868\u793a\u672a\u53d1\u73b0\u4efb\u4f55\u53d8\u5316\u3002\u00a0<\/p>\n<p>\u6839\u636e\u4ee5\u5f80\u7684\u7814\u7a76\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u8ba4\u4e3a\u4f7f\u7528 AI \u5de5\u5177\u7684\u5f00\u53d1\u8005\u91cd\u7528\u5916\u90e8\u4ee3\u7801\u7684\u53ef\u80fd\u6027\u4f1a\u66f4\u9ad8\u3002\u7136\u800c\uff0c\u8c03\u67e5\u5bf9\u8c61\u7684\u53cd\u9988\u5374\u7ed9\u51fa\u4e86\u4e0d\u540c\u7684\u7ed3\u8bba\u3002\u4f8b\u5982\uff0c\u4e00\u4f4d\u62e5\u6709 15 \u5e74\u4ee5\u4e0a\u7ecf\u9a8c\u7684\u5f00\u53d1\u8005\u8868\u793a\uff1a\u00a0<\/p>\n<blockquote class=\"wp-block-quote\">\n<p>\u5bf9\u4e8e\u6211\u6765\u8bf4\uff0c\u6700\u597d\u662f\u4e3a\u81ea\u5df1\u7684\u884c\u4e3a\u627f\u62c5\u8d23\u4efb\uff0c\u800c\u4e0d\u662f\u91c7\u7528\u7b2c\u4e09\u65b9\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<\/blockquote>\n<h3 class=\"wp-block-heading\">\u4e0a\u4e0b\u6587\u5207\u6362<\/h3>\n<p>\u6211\u4eec\u7814\u7a76\u7684\u6700\u540e\u4e00\u4e2a\u7ef4\u5ea6\u662f\u4e0a\u4e0b\u6587\u5207\u6362\uff0c\u5373\u5f00\u53d1\u8005\u5728\u6d4f\u89c8\u5668\u7b49\u5176\u4ed6\u7a97\u53e3\u4e2d\u8fdb\u884c\u64cd\u4f5c\u540e\u8df3\u8f6c\u56de IDE \u7684\u9891\u7387\u3002AI \u5de5\u5177\uff0c\u5c24\u5176\u662f\u96c6\u6210\u5728 IDE \u4e2d\u7684 AI \u5de5\u5177\uff0c\u901a\u5e38\u88ab\u5ba3\u4f20\u4e3a\u80fd\u51cf\u5c11\u5f00\u53d1\u8005\u79bb\u5f00\u7f16\u8f91\u5668\u5bfb\u6c42\u5e2e\u52a9\u7684\u9700\u6c42\uff0c\u4ece\u800c\u8ba9\u5f00\u53d1\u8005\u6301\u7eed\u4fdd\u6301\u4e13\u6ce8\u72b6\u6001\u3002\u5c3d\u7ba1\u5b9a\u6027\u6570\u636e\u672a\u663e\u793a\u51fa\u5728\u4efb\u4f55\u65b9\u5411\u4e0a\u5b58\u5728\u4e00\u5b9a\u7684\u89c4\u5f8b\uff0c\u4f46\u9065\u6d4b\u6570\u636e\u5374\u63ed\u793a\u4e86\u4e00\u4e2a\u66f4\u4e3a\u590d\u6742\u7684\u771f\u76f8\uff1aAI \u7528\u6237\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u6fc0\u6d3b IDE \u7684\u6b21\u6570\u5b9e\u9645\u4e0a\u6bd4\u975e AI \u7528\u6237\u66f4\u591a\uff0c\u8fd9\u610f\u5473\u7740 AI \u7528\u6237\u5207\u6362\u4e0a\u4e0b\u6587\u7684\u9891\u7387\u81f3\u5c11\u4e0e\u975e AI \u7528\u6237\u4e00\u6837\u9ad8\uff0c\u751a\u81f3\u66f4\u9ad8\u3002<\/p>\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u8c03\u67e5\u5468\u671f\u5185 <strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong>\u548c<strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #6b57ff;\">\u975e AI \u7528\u6237<\/mark><\/strong><\/strong>\u7684\u5e73\u5747 IDE \u6fc0\u6d3b\u6b21\u6570\u3002\u4e0e\u4e4b\u524d\u4e00\u6837\uff0c\u9634\u5f71\u533a\u57df\u8868\u793a\u4e0e\u5e73\u5747\u503c \u00b11 \u500d\u7684\u504f\u5dee\u8303\u56f4\u3002\u5728\u4e24\u5e74\u65f6\u95f4\u91cc\uff0c\u8d8b\u52bf\u6298\u7ebf\u5c55\u73b0\u51fa <strong><strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong><\/strong>\u7684 IDE \u6fc0\u6d3b\u6b21\u6570\u7565\u6709\u589e\u52a0\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-701545\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/04\/rq5_logs.png\" alt=\"\u7406\u89e3 AI \u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u7684\u5f71\u54cd\" width=\"1606\" height=\"857\" \/><\/figure>\n<p>\u4e0e\u4e0a\u4e00\u4e2a\u7ef4\u5ea6\u7684\u60c5\u51b5\u7c7b\u4f3c\uff0c<strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong>\u7684\u8d8b\u52bf\u6298\u7ebf\u6574\u4f53\u6765\u8bf4\u66f4\u9ad8\u3002\u4f46\u6b64\u5904\u7684\u8d8b\u52bf\u51fa\u73b0\u4e86\u5206\u5316\uff1a<strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #21d789;\">AI \u7528\u6237<\/mark><\/strong>\u6bcf\u6708 IDE \u6fc0\u6d3b\u6b21\u6570\u589e\u52a0\u7ea6 6 \u6b21\uff0c\u800c<strong><mark class=\"has-inline-color has-white-color\" style=\"background-color: #6b57ff;\">\u975e AI \u7528\u6237<\/mark><\/strong>\u5219\u5448\u73b0\u76f8\u53cd\u7684\u8d8b\u52bf\uff0c\u6bcf\u6708\u51cf\u5c11\u7ea6 7 \u6b21\u3002\u00a0<\/p>\n<p>\u4e0e\u65e5\u5fd7\u6570\u636e\u4e2d\u5448\u73b0\u7684\u5dee\u5f02\u4e0d\u540c\uff0c\u8c03\u67e5\u56de\u590d\u5e76\u672a\u663e\u793a\u51fa\u6e05\u6670\u7684\u89c4\u5f8b\u3002\u5177\u4f53\u800c\u8a00\uff0c\u7ea6\u56db\u5206\u4e4b\u4e00\u7684\u8c03\u67e5\u5bf9\u8c61\u8868\u793a IDE \u6fc0\u6d3b\u6b21\u6570\u589e\u52a0\uff0c\u7ea6\u4e94\u5206\u4e4b\u4e00\u7684\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\u6fc0\u6d3b\u6b21\u6570\u51cf\u5c11\uff0c\u7ea6\u534a\u6570\u7684\u8c03\u67e5\u5bf9\u8c61\u8868\u793a\u6ca1\u6709\u53d8\u5316\u3002\u00a0<\/p>\n<p>\u5728\u8bbf\u8c08\u4e2d\uff0c\u5f00\u53d1\u8005\u8868\u793a\uff0c\u4f7f\u7528 AI \u5de5\u5177\u5e76\u4e0d\u4f1a\u5355\u7eaf\u51cf\u5c11\u4e0a\u4e0b\u6587\u5207\u6362\u6b21\u6570\uff0c\u800c\u662f\u5448\u73b0\u51fa\u4e00\u79cd\u4e0d\u540c\u7684\u788e\u7247\u5316\u89c4\u5f8b\u3002\u4e00\u4f4d\u5f00\u53d1\u8005\u8868\u793a\uff1a<\/p>\n<blockquote class=\"wp-block-quote\">\n<p>\u6211\u4e0d\u518d\u8fdb\u884c\u4e0a\u4e0b\u6587\u5207\u6362\uff0c\u6bcf\u6b21\u539f\u672c\u9700\u8981\u901a\u8fc7 Google \u641c\u7d22\u7684\u64cd\u4f5c\u90fd\u80fd\u8282\u7701\u51e0\u79d2\u949f\u7684\u65f6\u95f4\u3002<\/p>\n<\/blockquote>\n<p>\u5728\u6b64\u5de5\u4f5c\u6d41\u7ef4\u5ea6\uff0c\u6211\u4eec\u89c2\u5bdf\u5230\u4e86\u4e0e\u4e4b\u524d\u76f8\u4f3c\u7684\u89c4\u5f8b\uff1a<strong>AI \u7528\u6237\u7684\u65e5\u5fd7\u6570\u636e\u663e\u793a\u7565\u6709\u589e\u52a0<\/strong>\uff0c\u4f46\u5b9a\u6027\u6570\u636e\u5e76\u672a\u5448\u73b0\u51fa\u6e05\u6670\u7684\u89c4\u5f8b\u3002\u00a0\u8fd9\u8868\u660e\uff0c\u5373\u4fbf\u5229\u7528\u4e86\u96c6\u6210\u5728 IDE \u4e2d\u7684 AI \u8f85\u52a9\u5de5\u5177\uff0c\u5f00\u53d1\u8005\u4ecd\u5728\u8fdb\u884c\u4e0a\u4e0b\u6587\u5207\u6362\uff0c\u6709\u65f6\u751a\u81f3\u6bd4\u4e0d\u4f7f\u7528 AI \u8f85\u52a9\u5de5\u5177\u7684\u5f00\u53d1\u8005\u5207\u6362\u5f97\u66f4\u9891\u7e41\u3002<\/p>\n<h2 class=\"wp-block-heading\">AI \u5bf9\u5de5\u4f5c\u6295\u5165\u5ea6\u548c\u6ce8\u610f\u529b\u7684\u5f71\u54cd<\/h2>\n<p>\u7efc\u5408\u6765\u770b\uff0c\u6211\u4eec\u7684 HAX <a style=\"color: #6b57ff;\" href=\"https:\/\/jb.gg\/j2rrsg\" target=\"_blank\" rel=\"noopener\">\u7814\u7a76<\/a>\u7ed3\u679c\u8868\u660e\uff0cAI \u7f16\u7801\u52a9\u624b\u6b63\u5728\u4ee5\u4e0d\u6613\u88ab\u5bdf\u89c9\u7684\u65b9\u5f0f\u6084\u7136\u91cd\u5851\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6211\u4eec\u7684\u7814\u7a76\u8868\u660e\uff0c\u8fd9\u4e9b\u8f6c\u53d8\u5341\u5206\u5fae\u5999\uff0c\u5f00\u53d1\u8005\u5e76\u4e0d\u603b\u662f\u80fd\u6e05\u6670\u5730\u5bdf\u89c9\u5230\u81ea\u5df1\u4e60\u60ef\u7684\u6539\u53d8\u3002\u56e0\u6b64\uff0c\u5728\u8c03\u67e5\u4e2d\u7ed3\u5408\u591a\u79cd\u65b9\u6cd5\uff08\u5982\u5c06\u9065\u6d4b\u6570\u636e\u4e0e\u8c03\u67e5\u548c\u8bbf\u8c08\u76f8\u7ed3\u5408\uff09\u81f3\u5173\u91cd\u8981\uff1a\u8fd9\u80fd\u63ed\u793a\u4e3b\u89c2\u611f\u53d7\u5230\u7684\u5dee\u5f02\u4e0e\u65e5\u5e38\u884c\u4e3a\u4e2d\u5b9e\u9645\u53d8\u5316\u4e4b\u95f4\u7684\u504f\u5dee\u3002\u00a0<\/p>\n<div class=\"buttons\">\n<div class=\"buttons__row\"><a class=\"btn\" href=\"https:\/\/jb.gg\/j2rrsg\" target=\"_blank\" rel=\"noopener\">\u67e5\u770b\u6211\u4eec\u7684\u8bba\u6587<\/a><\/div>\n<\/div>\n<p>\u5982\u679c\u60a8\u6b63\u5728\u6784\u5efa\u6216\u91c7\u7528 AI \u5de5\u5177\uff0c\u90a3\u4e48\u7ed3\u8bba\u5f88\u7b80\u5355\uff1a\u4e0d\u8981\u53ea\u95ee\u4eba\u4eec\u662f\u5426\u559c\u6b22\u8fd9\u4e9b\u5de5\u5177\u3002\u60a8\u5e94\u4ed4\u7ec6\u89c2\u5bdf\u4ed6\u4eec\u5b9e\u9645\u5728\u505a\u4ec0\u4e48\uff01<\/p>\n<p>\u00a0<\/p>\n<p>\u672c\u535a\u6587\u82f1\u6587\u539f\u4f5c\u8005\uff1a<\/p>\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/05\/IMG_0369-e1748595631231-200x200.png\" width=\"200\" height=\"200\" alt=\"Katie Fraser\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                            <h4>Katie Fraser<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/03\/WEL06749.jpg\" width=\"200\" height=\"200\" alt=\"Agnia Sergeyuk\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                            <h4>Agnia Sergeyuk<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n","protected":false},"author":1297,"featured_media":704114,"comment_status":"closed","ping_status":"closed","template":"","categories":[4996],"tags":[8821,8820,4271,9098],"cross-post-tag":[],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/research\/704110"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/research"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/types\/research"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/users\/1297"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/comments?post=704110"}],"version-history":[{"count":4,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/research\/704110\/revisions"}],"predecessor-version":[{"id":704125,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/research\/704110\/revisions\/704125"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media\/704114"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=704110"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=704110"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=704110"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/cross-post-tag?post=704110"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}