{"id":1100,"date":"2026-06-02T10:21:16","date_gmt":"2026-06-02T10:21:16","guid":{"rendered":"https:\/\/serhatdiker.com\/?p=1100"},"modified":"2026-06-02T10:21:16","modified_gmt":"2026-06-02T10:21:16","slug":"ai-kodlama-araclarinda-bedava-yemek-bitti","status":"publish","type":"post","link":"https:\/\/serhatdiker.com\/index.php\/2026\/06\/02\/ai-kodlama-araclarinda-bedava-yemek-bitti\/","title":{"rendered":"AI Kodlama Ara\u00e7lar\u0131nda &#8220;Bedava Yemek Bitti&#8221;"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Son birka\u00e7 y\u0131ld\u0131r yaz\u0131l\u0131m d\u00fcnyas\u0131nda yapay zeka destekli geli\u015ftirme ara\u00e7lar\u0131n\u0131 \u00e7o\u011funlukla verimlilik ba\u015fl\u0131\u011f\u0131 alt\u0131nda konu\u015ftuk. Daha h\u0131zl\u0131 kod yazmak, daha h\u0131zl\u0131 refactor yapmak, testleri daha h\u0131zl\u0131 \u00fcretmek, dok\u00fcmantasyonu toparlamak, pull request a\u00e7\u0131klamalar\u0131n\u0131 yazd\u0131rmak\u2026 Bunlar\u0131n hepsi ger\u00e7ek kazan\u0131mlar. Ben de bu ara\u00e7lar\u0131n do\u011fru kullan\u0131ld\u0131\u011f\u0131nda ciddi zaman kazand\u0131rd\u0131\u011f\u0131na inan\u0131yorum.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ama bence art\u0131k ba\u015fka bir d\u00f6neme giriyoruz. Bu d\u00f6nemin sorusu \u201cAI ile kod yazabilir miyiz?\u201d de\u011fil. Bunu zaten g\u00f6r\u00fcyoruz. As\u0131l soru \u015fu: AI destekli yaz\u0131l\u0131m geli\u015ftirmeyi s\u00fcrd\u00fcr\u00fclebilir, \u00f6l\u00e7\u00fclebilir, g\u00fcvenli ve maliyeti y\u00f6netilebilir bir m\u00fchendislik prati\u011fi haline getirebiliyor muyuz?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GitHub Copilot\u2019un 1 Haziran 2026 itibar\u0131yla kullan\u0131m bazl\u0131 \u00fccretlendirme modeline ge\u00e7mesi bu y\u00fczden \u00f6nemli. \u0130lk bak\u0131\u015fta konu sadece fiyatland\u0131rma gibi g\u00f6r\u00fcn\u00fcyor. Ancak biraz daha yak\u0131ndan bak\u0131nca bunun asl\u0131nda yaz\u0131l\u0131m ekipleri i\u00e7in daha b\u00fcy\u00fck bir k\u0131r\u0131lman\u0131n i\u015fareti oldu\u011funu d\u00fc\u015f\u00fcn\u00fcyorum. AI coding art\u0131k \u201caboneli\u011fi ald\u0131k, herkes kullans\u0131n\u201d seviyesinde kalamayacak. Kullan\u0131m, \u00e7\u0131kt\u0131, maliyet, g\u00fcvenlik, kod kalitesi ve ekip standard\u0131 birlikte y\u00f6netilmek zorunda kalacak.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Mesele sadece Copilot faturas\u0131 de\u011fil<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GitHub\u2019\u0131n dok\u00fcmantasyonunda yeni modelin GitHub AI Credits \u00fczerinden \u00e7al\u0131\u015faca\u011f\u0131, Copilot kullan\u0131m\u0131n\u0131n belirli planlarda dahil edilen kredi miktarlar\u0131yla \u00f6l\u00e7\u00fclece\u011fi ve ek kullan\u0131m\u0131n ayr\u0131ca faturaland\u0131r\u0131laca\u011f\u0131 anlat\u0131l\u0131yor. \u00d6zellikle daha uzun, daha karma\u015f\u0131k, daha ajan tabanl\u0131 g\u00f6revlerin daha fazla hesaplama maliyeti do\u011furmas\u0131 s\u00fcrpriz de\u011fil. \u00c7\u00fcnk\u00fc bir autocomplete \u00f6nerisiyle, repository \u00fczerinde \u00e7ok ad\u0131ml\u0131 analiz yapan ve dosya de\u011fi\u015ftiren bir coding agent ayn\u0131 \u015fey de\u011fil.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu noktada bana g\u00f6re \u00f6nemli olan \u015fu: AI arac\u0131n\u0131n maliyeti g\u00f6r\u00fcn\u00fcr hale geldik\u00e7e ekiplerin al\u0131\u015fkanl\u0131klar\u0131 da g\u00f6r\u00fcn\u00fcr hale gelecek. Kim hangi arac\u0131, hangi i\u015f i\u00e7in, ne kadar kullan\u0131yor? Bu kullan\u0131m ger\u00e7ekten de\u011fer \u00fcretiyor mu? Yoksa sadece \u201ckolay oldu\u011fu i\u00e7in\u201d her k\u00fc\u00e7\u00fck karar modele mi soruluyor? Birim i\u015f ba\u015f\u0131na maliyet nedir? \u00dcretilen kodun test, review ve bak\u0131m maliyeti ne oluyor?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bir arac\u0131n ucuz g\u00f6r\u00fcnmesi, onun toplam maliyetinin d\u00fc\u015f\u00fck oldu\u011fu anlam\u0131na gelmez. Yaz\u0131l\u0131mda bunu y\u0131llard\u0131r biliyoruz. K\u00f6t\u00fc tasarlanm\u0131\u015f bir mikroservis mimarisi de ba\u015flang\u0131\u00e7ta haval\u0131 g\u00f6r\u00fcn\u00fcr, ama operasyon maliyetiyle sonradan kendini g\u00f6sterir. Gereksiz karma\u015f\u0131k bir framework tercihi de ilk sprintte h\u0131z kazand\u0131rabilir, ama ekip de\u011fi\u015fti\u011finde bak\u0131m y\u00fck\u00fc olarak geri d\u00f6ner. AI coding ara\u00e7lar\u0131nda da benzer bir tablo olu\u015fuyor.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Agent d\u00f6nemi, m\u00fchendislik disiplinini azaltm\u0131yor; art\u0131r\u0131yor<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Microsoft Build 2026 taraf\u0131ndaki g\u00fcndeme bakt\u0131\u011f\u0131m\u0131zda da benzer bir y\u00f6n g\u00f6r\u00fcyoruz. Agent Framework, Foundry, Copilot ekosistemi, MCP entegrasyonlar\u0131 ve \u00e7ok ad\u0131ml\u0131 agent ak\u0131\u015flar\u0131 art\u0131k konferans sunumlar\u0131n\u0131n merkezinde. Bu da bize \u015funu s\u00f6yl\u00fcyor: sekt\u00f6r basit sohbet aray\u00fczlerinden, daha kal\u0131c\u0131 ve i\u015f s\u00fcre\u00e7lerine g\u00f6m\u00fcl\u00fc agent sistemlerine do\u011fru ilerliyor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu g\u00fczel bir geli\u015fme. Ama ayn\u0131 zamanda daha ciddi bir m\u00fchendislik problemi. \u00c7\u00fcnk\u00fc agent dedi\u011fimiz \u015fey, klasik anlamda sadece cevap veren bir yard\u0131mc\u0131 de\u011fil. Tool \u00e7a\u011f\u0131r\u0131yor, dosya okuyor, kod de\u011fi\u015ftiriyor, terminal komutu \u00e7al\u0131\u015ft\u0131r\u0131yor, PR a\u00e7\u0131yor, bazen test ko\u015fturuyor, bazen de yanl\u0131\u015f \u00f6zg\u00fcvenle gayet ikna edici ama hatal\u0131 bir \u00e7\u00f6z\u00fcm \u00fcretebiliyor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ben burada senior m\u00fchendisli\u011fin de\u011ferinin azalmad\u0131\u011f\u0131n\u0131, tam tersine artt\u0131\u011f\u0131n\u0131 d\u00fc\u015f\u00fcn\u00fcyorum. \u00c7\u00fcnk\u00fc art\u0131k sadece kod yazan ki\u015fi de\u011fil, kod \u00fcretim s\u00fcrecini tasarlayan ki\u015fi \u00f6nemli hale geliyor. Hangi i\u015fi modele verece\u011fiz? Hangi i\u015fi vermeyece\u011fiz? Hangi veri modele gidebilir? Hangi repository eri\u015fimi s\u0131n\u0131rland\u0131r\u0131lmal\u0131? Hangi komutlar otomatik \u00e7al\u0131\u015fabilir? Hangi \u00e7\u0131kt\u0131lar insan review\u2019undan ge\u00e7meden merge edilemez?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu sorulara cevap verilmeden AI coding ara\u00e7lar\u0131n\u0131 kurumsal \u00f6l\u00e7ekte yayg\u0131nla\u015ft\u0131rmak bana g\u00f6re riskli. \u00c7\u00fcnk\u00fc h\u0131z tek ba\u015f\u0131na ba\u015far\u0131 metri\u011fi de\u011fil. Hatal\u0131 \u015feyi daha h\u0131zl\u0131 \u00fcretmek de bir h\u0131zd\u0131r, ama iyi bir m\u00fchendislik sonucu de\u011fildir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Prompt say\u0131s\u0131 de\u011fil, m\u00fchendislik \u00e7\u0131kt\u0131s\u0131 \u00f6l\u00e7\u00fclmeli<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kullan\u0131m bazl\u0131 fiyatland\u0131rma do\u011fal olarak ekipleri \u00f6l\u00e7\u00fcm yapmaya itecek. Fakat burada yanl\u0131\u015f metriklere kap\u0131lmak \u00e7ok kolay. \u201cBu ay ka\u00e7 kredi harcad\u0131k?\u201d sorusu tek ba\u015f\u0131na \u00e7ok zay\u0131f bir soru. Daha do\u011fru soru bence \u015fu: \u201cHarcanan AI maliyeti hangi m\u00fchendislik sonucunu iyile\u015ftirdi?\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00d6rne\u011fin bir ekip AI arac\u0131yla daha fazla test \u00fcretiyor olabilir. Ama bu testler ger\u00e7ekten davran\u0131\u015f\u0131 yakal\u0131yor mu, yoksa sadece coverage y\u00fczdesini mi \u015fi\u015firiyor? Bir ba\u015fka ekip agent ile refactor yapt\u0131r\u0131yor olabilir. Ama refactor sonras\u0131 domain modeli sadele\u015fiyor mu, yoksa sadece dosya yap\u0131s\u0131 de\u011fi\u015fip karma\u015f\u0131kl\u0131k ba\u015fka yere mi ta\u015f\u0131n\u0131yor? Bir ekip PR a\u00e7\u0131klamalar\u0131n\u0131 otomatikle\u015ftiriyor olabilir. Ama review s\u00fcresi k\u0131sal\u0131yor mu, yoksa reviewer h\u00e2l\u00e2 ayn\u0131 belirsizliklerle mi u\u011fra\u015f\u0131yor?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ben AI coding ara\u00e7lar\u0131n\u0131n de\u011ferini \u00fc\u00e7 seviyede \u00f6l\u00e7menin daha do\u011fru oldu\u011funu d\u00fc\u015f\u00fcn\u00fcyorum:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u00dcretim etkisi:<\/strong> Tekrarl\u0131 i\u015fleri azalt\u0131yor mu, geli\u015ftiricinin oda\u011f\u0131n\u0131 daha de\u011ferli kararlara ta\u015f\u0131yor mu?<\/li>\n\n\n\n<li><strong>Kalite etkisi:<\/strong> Test kalitesi, hata oran\u0131, review kalitesi, mimari sadelik ve bak\u0131m kolayl\u0131\u011f\u0131 iyile\u015fiyor mu?<\/li>\n\n\n\n<li><strong>Risk etkisi:<\/strong> G\u00fcvenlik, gizlilik, lisans, KVKK, veri s\u0131z\u0131nt\u0131s\u0131 ve yetkisiz eri\u015fim riskleri kontrol alt\u0131nda m\u0131?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Bu \u00fc\u00e7 seviye birlikte ele al\u0131nmad\u0131\u011f\u0131nda AI maliyet y\u00f6netimi eksik kal\u0131r. Sadece faturaya bakarsak kaliteyi ka\u00e7\u0131r\u0131r\u0131z. Sadece h\u0131za bakarsak g\u00fcvenli\u011fi ka\u00e7\u0131r\u0131r\u0131z. Sadece g\u00fcvenli\u011fe bak\u0131p \u00fcretkenli\u011fi yok sayarsak da ekip arac\u0131 do\u011fal olarak etraf\u0131ndan dolan\u0131r. Dengeyi kurmak gerekiyor.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Kurumsal ekipler i\u00e7in yeni bir \u201cAI kullan\u0131m politikas\u0131\u201d ihtiyac\u0131 var<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Bug\u00fcn bir\u00e7ok ekipte kod review standard\u0131 var, branch stratejisi var, deployment prosed\u00fcr\u00fc var, eri\u015fim yetkileri var, veri taban\u0131 migration kurallar\u0131 var. Ama AI kullan\u0131m standard\u0131 h\u00e2l\u00e2 \u00e7o\u011fu yerde belirsiz. \u201cCopilot a\u00e7\u0131k m\u0131 kapal\u0131 m\u0131?\u201d seviyesinde bir karar yeterli de\u011fil.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bence kurumsal ekiplerde en az\u0131ndan \u015fu ba\u015fl\u0131klar\u0131n netle\u015fmesi gerekiyor:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Hangi projelerde AI coding arac\u0131 kullan\u0131labilir?<\/li>\n\n\n\n<li>Hangi veri, kod veya m\u00fc\u015fteri bilgisi modele g\u00f6nderilemez?<\/li>\n\n\n\n<li>Agent hangi repository yetkilerine sahip olabilir?<\/li>\n\n\n\n<li>Terminal komutu \u00e7al\u0131\u015ft\u0131rma, dosya silme, migration \u00fcretme gibi aksiyonlarda s\u0131n\u0131r nedir?<\/li>\n\n\n\n<li>AI taraf\u0131ndan \u00fcretilen kod i\u00e7in review ve test zorunlulu\u011fu nas\u0131l tan\u0131mlan\u0131r?<\/li>\n\n\n\n<li>AI kullan\u0131m maliyeti hangi ekip veya proje b\u00fct\u00e7esine yaz\u0131l\u0131r?<\/li>\n\n\n\n<li>\u00dcretilen \u00e7\u0131kt\u0131n\u0131n lisans, g\u00fcvenlik ve KVKK a\u00e7\u0131s\u0131ndan sorumlusu kimdir?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Bu sorular b\u00fcrokrasi olsun diye sorulmuyor. Tam tersine, iyi tan\u0131mlanm\u0131\u015f s\u0131n\u0131rlar ekibe h\u0131z kazand\u0131r\u0131r. \u00c7\u00fcnk\u00fc geli\u015ftirici neyi yapabilece\u011fini, neyi yapamayaca\u011f\u0131n\u0131, hangi durumda insan onay\u0131 gerekti\u011fini bilir. Belirsizlik azald\u0131k\u00e7a kullan\u0131m kalitesi artar.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI maliyeti, bulut maliyetine benziyor<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Bu konuda bulut maliyetlerinden \u00e7\u0131karabilece\u011fimiz dersler var. Buluta ge\u00e7i\u015fin ilk y\u0131llar\u0131nda da benzer bir heyecan vard\u0131. Sunucu almak yok, kapasite beklemek yok, birka\u00e7 dakika i\u00e7inde ortam aya\u011fa kalk\u0131yor. Bu h\u00e2l\u00e2 b\u00fcy\u00fck bir avantaj. Ama zamanla ekipler \u015funu \u00f6\u011frendi: \u00f6l\u00e7\u00fclmeyen kaynak t\u00fcketimi b\u00fcy\u00fcr. Etiketlenmeyen kaynak unutulur. Sahibi belli olmayan ortam kapanmaz. K\u00fc\u00e7\u00fck g\u00f6r\u00fcnen maliyetler ay sonunda b\u00fcy\u00fck bir faturaya d\u00f6n\u00fc\u015f\u00fcr.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI coding ara\u00e7lar\u0131nda da benzer bir FinOps yakla\u015f\u0131m\u0131na ihtiya\u00e7 olacak. Belki buna \u201cAI Engineering Ops\u201d ya da \u201cAI Usage Governance\u201d diyebiliriz. \u0130smi \u00e7ok \u00f6nemli de\u011fil. \u00d6nemli olan \u015fu: AI kullan\u0131m\u0131 art\u0131k bireysel geli\u015ftirici al\u0131\u015fkanl\u0131\u011f\u0131 olmaktan \u00e7\u0131k\u0131p ekip ve organizasyon \u00f6l\u00e7e\u011finde y\u00f6netilmesi gereken bir kaynak t\u00fcketimine d\u00f6n\u00fc\u015f\u00fcyor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nas\u0131l ki production ortam\u0131nda s\u0131n\u0131rs\u0131z CPU, s\u0131n\u0131rs\u0131z log retention, s\u0131n\u0131rs\u0131z storage verip sonra \u201cneden maliyet artt\u0131?\u201d diye \u015fa\u015f\u0131rm\u0131yorsak, AI ara\u00e7lar\u0131nda da s\u0131n\u0131rs\u0131z agent oturumu, s\u0131n\u0131rs\u0131z premium model kullan\u0131m\u0131, s\u0131n\u0131rs\u0131z context g\u00f6nderimi verip maliyet ve risk olu\u015fmamas\u0131n\u0131 bekleyemeyiz.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Benim pratik \u00f6nerim: k\u00fc\u00e7\u00fck ama bilin\u00e7li ba\u015flay\u0131n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Bu yaz\u0131dan \u201cAI coding ara\u00e7lar\u0131n\u0131 kullanmayal\u0131m\u201d sonucu \u00e7\u0131kmas\u0131n. Tam tersine, ben bu ara\u00e7lar\u0131n do\u011fru kullan\u0131ld\u0131\u011f\u0131nda \u00e7ok de\u011ferli oldu\u011funu d\u00fc\u015f\u00fcn\u00fcyorum. Ama rastgele kullan\u0131m yerine bilin\u00e7li kullan\u0131m daha do\u011fru.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ben olsam bir ekipte \u015fu s\u0131rayla ilerlerdim:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u00d6nce d\u00fc\u015f\u00fck riskli kullan\u0131m alanlar\u0131n\u0131 belirlerdim: test tasla\u011f\u0131, dok\u00fcmantasyon, basit refactor, \u00f6rnek veri \u00fcretimi, kod okuma ve a\u00e7\u0131klama gibi.<\/li>\n\n\n\n<li>Sonra AI kullan\u0131m\u0131n\u0131 birka\u00e7 metrikle izlerdim: PR ba\u015f\u0131na review s\u00fcresi, test hata yakalama oran\u0131, tekrar a\u00e7\u0131lan bug say\u0131s\u0131, model maliyeti, geli\u015ftirici memnuniyeti.<\/li>\n\n\n\n<li>Daha sonra agent kullan\u0131m\u0131na ge\u00e7erdim ama repository yetkilerini, komut \u00e7al\u0131\u015ft\u0131rma s\u0131n\u0131rlar\u0131n\u0131 ve merge kurallar\u0131n\u0131 netle\u015ftirirdim.<\/li>\n\n\n\n<li>En son a\u015famada ise ekip standard\u0131 olu\u015ftururdum: prompt \u015fablonlar\u0131, g\u00fcvenlik kurallar\u0131, veri payla\u015f\u0131m s\u0131n\u0131rlar\u0131, review checklist\u2019i ve maliyet alarm\u0131.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Bu yakla\u015f\u0131m biraz daha yava\u015f g\u00f6r\u00fcnebilir ama uzun vadede daha sa\u011fl\u0131kl\u0131. \u00c7\u00fcnk\u00fc AI arac\u0131 bir s\u00fcre sonra ekip k\u00fclt\u00fcr\u00fcn\u00fcn par\u00e7as\u0131 oluyor. \u0130lk al\u0131\u015fkanl\u0131klar yanl\u0131\u015f kurulursa d\u00fczeltmek zorla\u015f\u0131yor.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Sonu\u00e7: AI art\u0131k sadece h\u0131z meselesi de\u011fil<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Copilot\u2019un kullan\u0131m bazl\u0131 \u00fccretlendirme hamlesi bana g\u00f6re sekt\u00f6r\u00fcn geldi\u011fi noktay\u0131 iyi \u00f6zetliyor. AI coding ara\u00e7lar\u0131 art\u0131k deneysel yard\u0131mc\u0131lar de\u011fil; maliyeti olan, davran\u0131\u015f\u0131 izlenmesi gereken, g\u00fcvenlik ve kalite etkisi olan m\u00fchendislik bile\u015fenleri.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu y\u00fczden \u00f6n\u00fcm\u00fczdeki d\u00f6nemde iyi ekipleri ay\u0131racak \u015fey sadece \u201cAI kullan\u0131yor musunuz?\u201d sorusunun cevab\u0131 olmayacak. As\u0131l fark \u015furada olu\u015facak: AI\u2019\u0131 hangi i\u015flere ba\u011fl\u0131yorsunuz, \u00e7\u0131kt\u0131s\u0131n\u0131 nas\u0131l denetliyorsunuz, maliyetini nas\u0131l y\u00f6netiyorsunuz, g\u00fcvenlik s\u0131n\u0131rlar\u0131n\u0131 nas\u0131l \u00e7iziyorsunuz ve insan m\u00fchendisli\u011fini bu s\u00fcrecin neresine koyuyorsunuz?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Benim g\u00f6r\u00fc\u015f\u00fcm net: AI yaz\u0131l\u0131m geli\u015ftirmede kal\u0131c\u0131. Ama iyi m\u00fchendislik h\u00e2l\u00e2 merkezde. Hatta belki de hi\u00e7 olmad\u0131\u011f\u0131 kadar merkezde. \u00c7\u00fcnk\u00fc ara\u00e7lar g\u00fc\u00e7lendik\u00e7e, onlar\u0131 do\u011fru yere ba\u011flama sorumlulu\u011fu daha da b\u00fcy\u00fcyor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bedava yemek bitti demek biraz sert gelebilir. Ama m\u00fchendislik a\u00e7\u0131s\u0131ndan g\u00fczel bir taraf\u0131 da var: Art\u0131k verimlilik iddialar\u0131n\u0131 daha ciddi, daha \u00f6l\u00e7\u00fclebilir ve daha d\u00fcr\u00fcst konu\u015fmak zorunday\u0131z.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Okuma notlar\u0131<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/docs.github.com\/copilot\/concepts\/billing\/usage-based-billing-for-individuals\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub Docs: Copilot usage-based billing ve GitHub AI Credits<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.blog\/news-insights\/company-news\/github-copilot-individual-plans-introducing-flex-allotments-in-pro-and-pro-and-a-new-max-plan\/\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub Blog: Copilot planlar\u0131nda kullan\u0131m bazl\u0131 modele ge\u00e7i\u015f<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/devblogs.microsoft.com\/agent-framework\/microsoft-agent-framework-at-build-2026\/\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft Agent Framework: Build 2026 ve agent sistemleri<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.blog\/ai-and-ml\/github-copilot\/whats-new-with-github-copilot-coding-agent\/\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub Blog: Copilot coding agent g\u00fcncellemeleri<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>GitHub Copilot kullan\u0131m bazl\u0131 \u00fccretlendirmeye ge\u00e7erken as\u0131l tart\u0131\u015fma fiyat de\u011fil: AI destekli geli\u015ftirmeyi art\u0131k maliyet, kalite, g\u00fcvenlik ve y\u00f6neti\u015fim disipliniyle ele almak zorunday\u0131z.<\/p>\n","protected":false},"author":1,"featured_media":1103,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"jetpack_seo_schema_type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[260],"tags":[262,261,264,28,263],"class_list":["post-1100","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-yazilim-muhendisligi","tag-ai-agents","tag-github-copilot","tag-teknik-yonetim","tag-yapay-zeka","tag-yazilim-muhendisligi"],"jetpack_publicize_connections":[],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/serhatdiker.com\/wp-content\/uploads\/2026\/06\/ai-kodlama-araclari-bedava-yemek-bitti-cover.png","_links":{"self":[{"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/posts\/1100","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=1100"}],"version-history":[{"count":2,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/posts\/1100\/revisions"}],"predecessor-version":[{"id":1102,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/posts\/1100\/revisions\/1102"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/media\/1103"}],"wp:attachment":[{"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/media?parent=1100"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/categories?post=1100"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/tags?post=1100"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}