{"id":953,"date":"2025-04-30T14:44:18","date_gmt":"2025-04-30T14:44:18","guid":{"rendered":"https:\/\/serhatdiker.com\/?p=953"},"modified":"2025-05-20T12:29:39","modified_gmt":"2025-05-20T12:29:39","slug":"yazilimcinin-yeni-asistani-yapay-zeka-ile-kod-inceleme-ve-refactoring","status":"publish","type":"post","link":"https:\/\/serhatdiker.com\/index.php\/2025\/04\/30\/yazilimcinin-yeni-asistani-yapay-zeka-ile-kod-inceleme-ve-refactoring\/","title":{"rendered":"Yaz\u0131l\u0131mc\u0131n\u0131n Yeni Asistan\u0131: Yapay Zeka ile Kod \u0130nceleme ve Refactoring"},"content":{"rendered":"\n<p>Uzun zamand\u0131r buraya yazamad\u0131m ama yaz\u0131l\u0131m d\u00fcnyas\u0131 hi\u00e7 durmad\u0131, ben de \u00f6yle. Projeler, ge\u00e7i\u015fler, sistem mimarileri derken, kendime bile zor zaman ay\u0131r\u0131rken g\u00f6rd\u00fc\u011f\u00fcm \u015fey \u015fu: Geli\u015ftiriciler olarak art\u0131k daha ak\u0131ll\u0131 sistemlere de\u011fil, daha iyi i\u015fbirlik\u00e7iye ihtiyac\u0131m\u0131z var.<\/p>\n\n\n\n<p>Kod yazmak art\u0131k sadece bir i\u015flevsellik \u00fcretmek de\u011fil; s\u00fcrd\u00fcr\u00fclebilirlik, okunabilirlik, ekip uyumu ve teknik bor\u00e7 y\u00f6netimi gibi \u00e7ok daha geni\u015f bir \u00e7er\u00e7evede ele al\u0131nmal\u0131. \u0130\u015fte tam bu noktada <strong>Yapay Zeka destekli geli\u015ftirme ara\u00e7lar\u0131<\/strong> devreye giriyor ve sadece kod yazma de\u011fil, yazd\u0131\u011f\u0131m\u0131z kodu analiz etme, iyile\u015ftirme ve yeniden yap\u0131land\u0131rma (refactoring) s\u00fcre\u00e7lerinde bize ger\u00e7ek anlamda yard\u0131m ediyor.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Kod Kalitesini Koruman\u0131n Zorlu\u011fu<\/h3>\n\n\n\n<p>Kurum i\u00e7i projelerde veya kalabal\u0131k ekiplerde yazd\u0131\u011f\u0131n\u0131z kodu her zaman bir ba\u015fkas\u0131 okuyacak. Ancak \u00e7o\u011fu zaman, &#8220;refactor&#8217;a sonra bakar\u0131z&#8221; diyerek teknik bor\u00e7 b\u0131rak\u0131yoruz. Kodlar \u00e7al\u0131\u015f\u0131yor ama karma\u015f\u0131k, riskli, gelecekte bak\u0131m\u0131 zor.<\/p>\n\n\n\n<p>Zaman bask\u0131s\u0131, h\u0131zl\u0131 teslim, yeni \u00f6zellik bask\u0131s\u0131 gibi nedenlerle <em>&#8220;\u015fimdilik b\u00f6yle kals\u0131n&#8221;<\/em> diyerek b\u0131rakt\u0131\u011f\u0131m\u0131z kodlar aylar sonra b\u00fcy\u00fck problemler olarak geri d\u00f6n\u00fcyor.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Bu Noktada Devreye Giren Yapay Zeka \u00c7\u00f6z\u00fcmleri<\/h3>\n\n\n\n<p>Yeni nesil AI destekli ara\u00e7lar tam burada devreye giriyor. Art\u0131k bir\u00e7ok platform, sadece yazd\u0131\u011f\u0131n\u0131z kodu de\u011fil, onun yap\u0131s\u0131n\u0131, risk oran\u0131n\u0131, karma\u015f\u0131kl\u0131\u011f\u0131n\u0131 ve hatta stilini analiz edebiliyor.<\/p>\n\n\n\n<p>\u0130\u015fte baz\u0131 ba\u015fl\u0131ca yetenekler:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Karma\u015f\u0131k fonksiyonlar\u0131 par\u00e7alayarak yeniden \u00f6neriyor,<\/strong><\/li>\n\n\n\n<li><strong>Kodunuzu SOLID prensiplerine g\u00f6re optimize ediyor,<\/strong><\/li>\n\n\n\n<li><strong>Dok\u00fcmans\u0131z kodlara a\u00e7\u0131klama (comment) \u00f6neriyor,<\/strong><\/li>\n\n\n\n<li><strong>Teknik bor\u00e7 birikimini otomatik raporluyor,<\/strong><\/li>\n\n\n\n<li><strong>Kod stilinizi ekibe g\u00f6re senkronize edebiliyor.<\/strong><\/li>\n<\/ul>\n\n\n\n<p>Bu sistemleri Git hook\u2019lar\u0131yla ya da IDE eklentileriyle kolayca entegre edebiliyorsunuz. \u00d6zellikle <strong>JetBrains AI Assistant<\/strong>, <strong>Sourcegraph Cody<\/strong>, <strong>CodeWhisperer<\/strong>, <strong>Codeium<\/strong> gibi ara\u00e7lar son zamanlarda bu konuda ciddi ataklar yapt\u0131.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Tak\u0131mlarda Junior-Senior Etkile\u015fimi \u0130\u00e7in F\u0131rsat<\/h3>\n\n\n\n<p>AI ara\u00e7lar\u0131n\u0131n bir di\u011fer g\u00fc\u00e7l\u00fc taraf\u0131 da <strong>bilgi payla\u015f\u0131m\u0131<\/strong>. \u00d6zellikle junior yaz\u0131l\u0131mc\u0131lar i\u00e7in harika bir \u00f6\u011frenme ortam\u0131 yarat\u0131yor. AI taraf\u0131ndan yap\u0131lan \u00f6neriler, neden-sonu\u00e7 ili\u015fkileriyle birlikte geliyor ve adeta \u201ccanl\u0131 bir kod mentoru\u201d gibi \u00e7al\u0131\u015f\u0131yor.<\/p>\n\n\n\n<p>Bu da ekiplerdeki senior geli\u015ftiricilerin \u00fczerindeki y\u00fck\u00fc azalt\u0131yor. Her PR\u2019a tek tek a\u00e7\u0131klama yazmak yerine, kodun zaten AI taraf\u0131ndan \u00f6n de\u011ferlendirmesi yap\u0131lm\u0131\u015f oluyor.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Benim Kendi Deneyimim<\/h3>\n\n\n\n<p>Kendi geli\u015ftirme ortam\u0131mda \u015fu an aktif olarak Roslyn destekli kod analiz ara\u00e7lar\u0131n\u0131 ve Git pre-commit hook\u2019lar\u0131yla \u00e7al\u0131\u015fan basit yapay zeka temelli \u00f6neri sistemlerini test ediyorum. \u00d6zellikle C# projelerinde \u015fu ana kadar:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tek sat\u0131rda \u00e7ok fazla i\u015f yapan controller metodlar\u0131n\u0131 par\u00e7alama,<\/li>\n\n\n\n<li>Gereksiz tekrar eden kodlar\u0131n i\u015faretlenmesi,<\/li>\n\n\n\n<li>Servis-s\u0131n\u0131f ayr\u0131m\u0131 \u00f6nerileri alma, gibi sonu\u00e7lar elde ettim.<\/li>\n<\/ul>\n\n\n\n<p>Yak\u0131n zamanda bu sistemi Y\u0131ld\u0131z Teknik \u00dcniversitesi b\u00fcnyesinde CI\/CD s\u00fcre\u00e7lerimize entegre edip her push sonras\u0131nda kod kalitesine dair otomatik raporlar olu\u015fturmay\u0131 planl\u0131yorum.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Gelecekte Ne Olacak?<\/h3>\n\n\n\n<p>Tahminim \u015fu ki: 2026\u2019ya geldi\u011fimizde \u00e7o\u011fu kurumsal yaz\u0131l\u0131m projesinde &#8220;AI Assisted Code Review&#8221; bir standart olacak. Belki de her proje pipeline\u2019\u0131nda bir yapay zeka kod denet\u00e7isi olacak.<\/p>\n\n\n\n<p>Ayr\u0131ca bu sistemlerin zamanla:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kodda g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 daha h\u0131zl\u0131 yakalamas\u0131,<\/li>\n\n\n\n<li>Legacy kodlar\u0131 modern yap\u0131larla e\u015fle\u015ftirmesi,<\/li>\n\n\n\n<li>Test senaryolar\u0131n\u0131 kendili\u011finden \u00f6nermesi gibi yetenekleri geli\u015fecek.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Son S\u00f6z<\/h3>\n\n\n\n<p>Kod yazmak art\u0131k sadece bir \u015feyin \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flamak de\u011fil, onun s\u00fcrd\u00fcr\u00fclebilir, anla\u015f\u0131l\u0131r ve geli\u015ftirilebilir olmas\u0131n\u0131 da garanti alt\u0131na almak demek. Bu yolda art\u0131k yaln\u0131z de\u011filiz. Yapay zek\u00e2, sadece bize kod yazd\u0131rm\u0131yor; yazd\u0131\u011f\u0131m\u0131z kodun sorumlulu\u011funu da bizimle birlikte al\u0131yor.<\/p>\n\n\n\n<p>\u201cKod kalitesini art\u0131rmak isteyen herkes i\u00e7in art\u0131k bir se\u00e7enek de\u011fil, zorunluluk haline gelen bu ara\u00e7lar, gelecekte de\u011fil, bug\u00fcn\u00fcn geli\u015ftiricisinin eliyle d\u00f6n\u00fc\u015f\u00fcm\u00fc ba\u015flat\u0131yor.\u201d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2025\/04\/b8d3b255-f7fc-4ca7-b814-1692d78ee45e.png\" alt=\"\" class=\"wp-image-954\" srcset=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2025\/04\/b8d3b255-f7fc-4ca7-b814-1692d78ee45e.png 1536w, https:\/\/serhatdiker.com\/wp-content\/uploads\/2025\/04\/b8d3b255-f7fc-4ca7-b814-1692d78ee45e-300x200.png 300w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Uzun zamand\u0131r buraya yazamad\u0131m ama yaz\u0131l\u0131m d\u00fcnyas\u0131 hi\u00e7 durmad\u0131, ben de \u00f6yle. Projeler, ge\u00e7i\u015fler, sistem mimarileri derken, kendime bile zor zaman ay\u0131r\u0131rken g\u00f6rd\u00fc\u011f\u00fcm \u015fey \u015fu: Geli\u015ftiriciler&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":954,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[79,76,81,77,75,74,72,78,80,73,71,82],"class_list":["post-953","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-trends","tag-ai-2","tag-codereview-2","tag-csharp-2","tag-jetbrainsai-2","tag-kodinceleme-2","tag-kodkalitesi-2","tag-refactoring-2","tag-roslyn-2","tag-unittest-2","tag-yapayzeka-2","tag-yazilimgelistirme-2","tag-yazilimtrendleri2025"],"_links":{"self":[{"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/posts\/953","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/comments?post=953"}],"version-history":[{"count":3,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/posts\/953\/revisions"}],"predecessor-version":[{"id":961,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/posts\/953\/revisions\/961"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/media\/954"}],"wp:attachment":[{"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/media?parent=953"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/categories?post=953"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/tags?post=953"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}