{"id":12757,"date":"2025-02-17T20:00:13","date_gmt":"2025-02-17T17:00:13","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-appsec-nesil-ve-ongorucu-yapay-zeka\/"},"modified":"2025-02-17T20:00:13","modified_gmt":"2025-02-17T17:00:13","slug":"uygulama-guvenliginde-appsec-nesil-ve-ongorucu-yapay-zeka","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-appsec-nesil-ve-ongorucu-yapay-zeka\/","title":{"rendered":"Uygulama G\u00fcvenli\u011finde (AppSec) Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka"},"content":{"rendered":"<p><body><\/p>\n<p>Uygulama G\u00fcvenli\u011finde (AppSec) Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka<\/p>\n<p>Dijital d\u00fcnyan\u0131n h\u0131zla geli\u015fmesiyle birlikte, uygulama g\u00fcvenli\u011fi (AppSec) alan\u0131ndaki tehditler de artmaktad\u0131r.  Bu tehditlerle m\u00fccadele etmek i\u00e7in yapay zeka (YZ) teknolojileri, \u00f6zellikle jeneratif ve \u00f6ng\u00f6r\u00fcc\u00fc AI, son y\u0131llarda b\u00fcy\u00fck bir \u00f6neme kavu\u015fmu\u015ftur.  Bu makalede, uygulama g\u00fcvenli\u011finde jeneratif ve \u00f6ng\u00f6r\u00fcc\u00fc AI&#8217;n\u0131n nas\u0131l kullan\u0131ld\u0131\u011f\u0131na, avantajlar\u0131na ve dezavantajlar\u0131na dair kapsaml\u0131 bir rehber sunaca\u011f\u0131m.  \u00d6ncelikle, her iki teknolojiyi de ayr\u0131 ayr\u0131 ele alal\u0131m. Daha sonra, AppSec&#8217;te nas\u0131l entegre edilebileceklerine ve i\u015f ak\u0131\u015flar\u0131n\u0131 nas\u0131l iyile\u015ftirebileceklerine de\u011finece\u011fim.<\/p>\n<h2>Jeneratif Yapay Zeka ve AppSec<\/h2>\n<p>Jeneratif AI, yeni veriler \u00fcretme yetene\u011fine sahip makine \u00f6\u011frenmesi (ML) algoritmalar\u0131n\u0131 kapsar.  AppSec ba\u011flam\u0131nda, jeneratif AI, g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 sim\u00fcle etmek, ger\u00e7ek\u00e7i sald\u0131r\u0131 senaryolar\u0131 olu\u015fturmak veya g\u00fcvenli kod \u00fcretmek i\u00e7in kullan\u0131labilir.  \u00d6rne\u011fin, bir jeneratif AI modeli, g\u00fcvenlik a\u00e7\u0131\u011f\u0131 i\u00e7eren kod \u00f6rnekleri \u00fczerinde e\u011fitilerek, yeni ve benzersiz g\u00fcvenlik a\u00e7\u0131klar\u0131 \u00fcretebilir. Bu sayede, geli\u015ftiriciler uygulamalar\u0131n\u0131 olas\u0131 tehditlere kar\u015f\u0131 test edebilir ve g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 \u00f6nceden tespit edebilir.  Sonu\u00e7 olarak, g\u00fcvenlik a\u00e7\u0131klar\u0131na kar\u015f\u0131 daha diren\u00e7li uygulamalar geli\u015ftirilebilir.  Ayr\u0131ca, jeneratif AI, g\u00fcvenlik testlerini otomatikle\u015ftirerek geli\u015ftiricilerin i\u015f y\u00fck\u00fcn\u00fc azalt\u0131r.<\/p>\n<h2>\u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka ve AppSec<\/h2>\n<p>\u00d6ng\u00f6r\u00fcc\u00fc AI ise, ge\u00e7mi\u015f verilerden \u00f6\u011frenerek gelecekteki olaylar\u0131 tahmin etme yetene\u011fine sahiptir.  AppSec&#8217;te, \u00f6ng\u00f6r\u00fcc\u00fc AI, g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n tespitini ve risk de\u011ferlendirmesini otomatikle\u015ftirebilir.  \u00d6rne\u011fin, bir \u00f6ng\u00f6r\u00fcc\u00fc AI modeli, bir uygulamadaki \u00f6nceki g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131, sistem g\u00fcnl\u00fc\u011f\u00fc verilerini ve di\u011fer ilgili bilgileri analiz ederek, gelecekteki olas\u0131 g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 tahmin edebilir. Bu da proaktif g\u00fcvenlik \u00f6nlemlerinin al\u0131nmas\u0131n\u0131 sa\u011flar.  Dolay\u0131s\u0131yla, maliyetli g\u00fcvenlik olaylar\u0131n\u0131n \u00f6nlenmesine ve i\u015f s\u00fcreklili\u011finin sa\u011flanmas\u0131na katk\u0131da bulunur.<\/p>\n<h2>Jeneratif ve \u00d6ng\u00f6r\u00fcc\u00fc AI&#8217;n\u0131n Entegre Kullan\u0131m\u0131<\/h2>\n<p>Jeneratif ve \u00f6ng\u00f6r\u00fcc\u00fc AI, birlikte kullan\u0131ld\u0131\u011f\u0131nda daha da etkili hale gelir.  \u00d6rne\u011fin, jeneratif AI ile olu\u015fturulan ger\u00e7ek\u00e7i sald\u0131r\u0131 senaryolar\u0131, \u00f6ng\u00f6r\u00fcc\u00fc AI taraf\u0131ndan analiz edilebilir ve olas\u0131 g\u00fcvenlik a\u00e7\u0131klar\u0131 \u00f6nceden tespit edilebilir.  Bu yakla\u015f\u0131m, daha g\u00fcvenli ve daha g\u00fcvenilir uygulamalar\u0131n geli\u015ftirilmesine yard\u0131mc\u0131 olur.  Bunun yan\u0131 s\u0131ra,  bu iki teknoloji,  geli\u015ftirme s\u00fcrecinin erken a\u015famalar\u0131nda g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n tespit edilmesini sa\u011flayarak,  maliyetli d\u00fczeltme i\u015flemlerinin \u00f6n\u00fcne ge\u00e7er.<\/p>\n<h2>Avantajlar ve Dezavantajlar<\/h2>\n<p>Jeneratif ve \u00f6ng\u00f6r\u00fcc\u00fc AI&#8217;n\u0131n AppSec&#8217;te kullan\u0131m\u0131 bir\u00e7ok avantaj sa\u011flarken, baz\u0131 dezavantajlar\u0131 da bulunmaktad\u0131r.  Avantajlar aras\u0131nda otomasyon, daha h\u0131zl\u0131 g\u00fcvenlik a\u00e7\u0131\u011f\u0131 tespiti, proaktif g\u00fcvenlik \u00f6nlemleri ve geli\u015ftirilmi\u015f g\u00fcvenlik duru\u015fu say\u0131labilir.  Dezavantajlar ise, do\u011fru verilerin temin edilmesinin zorlu\u011fu,  yanl\u0131\u015f pozitiflerin olas\u0131l\u0131\u011f\u0131 ve y\u00fcksek hesaplama maliyetidir.  Ayr\u0131ca,  AI modellerinin e\u011fitilmesi ve bak\u0131m\u0131 i\u00e7in uzmanl\u0131k gerektirir.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Jeneratif ve \u00f6ng\u00f6r\u00fcc\u00fc AI, uygulama g\u00fcvenli\u011finde devrim yaratma potansiyeline sahiptir.  Bu teknolojilerin do\u011fru kullan\u0131m\u0131, daha g\u00fcvenli ve g\u00fcvenilir uygulamalar\u0131n geli\u015ftirilmesine, g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n daha h\u0131zl\u0131 tespit edilmesine ve proaktif g\u00fcvenlik \u00f6nlemlerinin al\u0131nmas\u0131na katk\u0131 sa\u011flar.  Ancak,  bu teknolojilerin etkili bir \u015fekilde kullan\u0131labilmesi i\u00e7in, do\u011fru verilerin temin edilmesi, modellerin do\u011fru bir \u015fekilde e\u011fitilmesi ve  yapay zeka uzmanlar\u0131n\u0131n deste\u011fi  gereklidir.  Bu konuda daha detayl\u0131 bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> sitesini ziyaret edebilirsiniz.  Daha fazla bilgi edinmek isteyenler i\u00e7in <a href=\"https:\/\/dev.to\/friendgrass7\/exhaustive-guide-to-generative-and-predictive-ai-in-appsec-1677\">buraya<\/a> bakabilirsiniz.<\/p>\n<p><b>Not:<\/b> Bu makalede bahsedilen bilgiler genel bilgilerdir ve \u00f6zel durumlara uygulanmadan \u00f6nce uzman g\u00f6r\u00fc\u015f\u00fc al\u0131nmas\u0131 \u00f6nerilir.<\/p>\n<p>#Etiketler: AppSec, Uygulama G\u00fcvenli\u011fi, Yapay Zeka, Jeneratif AI, \u00d6ng\u00f6r\u00fcc\u00fc AI, G\u00fcvenlik A\u00e7\u0131\u011f\u0131, Siber G\u00fcvenlik, AI G\u00fcvenli\u011fi, Makine \u00d6\u011frenmesi, Deep Learning,  AI AppSec,  G\u00fcvenlik Testi, Risk De\u011ferlendirmesi<br \/>\n<\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Uygulama G\u00fcvenli\u011finde (AppSec) Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka Dijital d\u00fcnyan\u0131n h\u0131zla geli\u015fmesiyle birlikte, uygulama g\u00fcvenli\u011fi (AppSec) alan\u0131ndaki tehditler&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-12757","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Uygulama G\u00fcvenli\u011finde (AppSec) Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka<\/title>\n<meta name=\"description\" content=\"Dijital d\u00fcnyan\u0131n h\u0131zla geli\u015fmesiyle birlikte, uygulama g\u00fcvenli\u011fi (AppSec) alan\u0131ndaki tehditler de artmaktad\u0131r. Bu tehditlerle m\u00fccadele etmek i\u00e7in yapay zeka (YZ) teknolojileri, \u00f6zellikle jeneratif ve \u00f6ng\u00f6r\u00fcc\u00fc AI, son y\u0131llarda b\u00fcy\u00fck bir \u00f6neme kavu\u015fmu\u015ftur. Bu makalede, uygulama g\u00fcvenli\u011finde jeneratif ve \u00f6ng\u00f6r\u00fcc\u00fc AI&#039;n\u0131n nas\u0131l kullan\u0131ld\u0131\u011f\u0131na, avantajlar\u0131na ve dezavantajlar\u0131na dair kapsaml\u0131 bir rehber sunaca\u011f\u0131m. \u00d6ncelikle, her iki teknolojiyi de ayr\u0131 ayr\u0131 ele alal\u0131m. Daha sonra, AppSec&#039;te nas\u0131l entegre edilebileceklerine ve i\u015f ak\u0131\u015flar\u0131n\u0131 nas\u0131l iyile\u015ftirebileceklerine de\u011finece\u011fim.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-appsec-nesil-ve-ongorucu-yapay-zeka\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Uygulama G\u00fcvenli\u011finde (AppSec) Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka\" \/>\n<meta property=\"og:description\" content=\"Dijital d\u00fcnyan\u0131n h\u0131zla geli\u015fmesiyle birlikte, uygulama g\u00fcvenli\u011fi (AppSec) alan\u0131ndaki tehditler de artmaktad\u0131r. Bu tehditlerle m\u00fccadele etmek i\u00e7in yapay zeka (YZ) teknolojileri, \u00f6zellikle jeneratif ve \u00f6ng\u00f6r\u00fcc\u00fc AI, son y\u0131llarda b\u00fcy\u00fck bir \u00f6neme kavu\u015fmu\u015ftur. Bu makalede, uygulama g\u00fcvenli\u011finde jeneratif ve \u00f6ng\u00f6r\u00fcc\u00fc AI&#039;n\u0131n nas\u0131l kullan\u0131ld\u0131\u011f\u0131na, avantajlar\u0131na ve dezavantajlar\u0131na dair kapsaml\u0131 bir rehber sunaca\u011f\u0131m. \u00d6ncelikle, her iki teknolojiyi de ayr\u0131 ayr\u0131 ele alal\u0131m. Daha sonra, AppSec&#039;te nas\u0131l entegre edilebileceklerine ve i\u015f ak\u0131\u015flar\u0131n\u0131 nas\u0131l iyile\u015ftirebileceklerine de\u011finece\u011fim.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-appsec-nesil-ve-ongorucu-yapay-zeka\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-17T17:00:13+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-appsec-nesil-ve-ongorucu-yapay-zeka\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-appsec-nesil-ve-ongorucu-yapay-zeka\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Uygulama G\u00fcvenli\u011finde (AppSec) Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka\",\"datePublished\":\"2025-02-17T17:00:13+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-appsec-nesil-ve-ongorucu-yapay-zeka\/\"},\"wordCount\":715,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-appsec-nesil-ve-ongorucu-yapay-zeka\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-appsec-nesil-ve-ongorucu-yapay-zeka\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-appsec-nesil-ve-ongorucu-yapay-zeka\/\",\"name\":\"Uygulama G\u00fcvenli\u011finde (AppSec) Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-02-17T17:00:13+00:00\",\"description\":\"Dijital d\u00fcnyan\u0131n h\u0131zla geli\u015fmesiyle birlikte, uygulama g\u00fcvenli\u011fi (AppSec) alan\u0131ndaki tehditler de artmaktad\u0131r. 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