{"id":15096,"date":"2025-03-13T23:30:17","date_gmt":"2025-03-13T20:30:17","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-nesil-ve-ongorucu-yapay-zeka-4\/"},"modified":"2025-03-13T23:30:17","modified_gmt":"2025-03-13T20:30:17","slug":"uygulama-guvenliginde-nesil-ve-ongorucu-yapay-zeka-4","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-nesil-ve-ongorucu-yapay-zeka-4\/","title":{"rendered":"Uygulama G\u00fcvenli\u011finde Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka"},"content":{"rendered":"<p><body><\/p>\n<p>Uygulama G\u00fcvenli\u011finde Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka<\/p>\n<p>Son y\u0131llarda yapay zekan\u0131n (AI) h\u0131zla geli\u015fmesiyle birlikte, uygulama g\u00fcvenli\u011fi alan\u0131nda da devrim niteli\u011finde de\u011fi\u015fiklikler ya\u015fan\u0131yor.  \u00d6zellikle generatif ve \u00f6ng\u00f6r\u00fcc\u00fc AI modelleri, g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n tespiti, \u00f6nlenmesi ve g\u00fcvenlik s\u00fcre\u00e7lerinin iyile\u015ftirilmesi konusunda b\u00fcy\u00fck bir potansiyel sunuyor.  Bu makalede, uygulama g\u00fcvenli\u011finde generatif ve \u00f6ng\u00f6r\u00fcc\u00fc AI&#8217;n\u0131n nas\u0131l kullan\u0131laca\u011f\u0131na dair kapsaml\u0131 bir rehber sunaca\u011f\u0131m.<\/p>\n<h2>Generatif AI&#8217;n\u0131n G\u00fcvenlik A\u00e7\u0131\u011f\u0131 Tespitinde Kullan\u0131m\u0131<\/h2>\n<p>Generatif AI modelleri,  ger\u00e7ek\u00e7i ve \u00e7e\u015fitli g\u00fcvenlik a\u00e7\u0131\u011f\u0131 senaryolar\u0131 \u00fcretmek i\u00e7in kullan\u0131labilir.  \u00d6rne\u011fin, bir generatif model, bir web uygulamas\u0131n\u0131n farkl\u0131 giri\u015f noktalar\u0131na \u00e7e\u015fitli zararl\u0131 girdiler g\u00f6ndererek olas\u0131 SQL enjeksiyonu veya \u00e7apraz site komut dosyas\u0131 (XSS) a\u00e7\u0131klar\u0131n\u0131 tespit etmeye yard\u0131mc\u0131 olabilir.  Bunun yan\u0131 s\u0131ra,  generatif AI, g\u00fcvenlik testlerinde kullan\u0131lacak ger\u00e7ek\u00e7i ve \u00e7e\u015fitli test verileri \u00fcreterek,  manuel testlerin etkinli\u011fini art\u0131r\u0131r.  Ayr\u0131ca,  generatif AI,  yeni ve bilinmeyen g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 ke\u015ffetmek i\u00e7in kullan\u0131labilir; \u00e7\u00fcnk\u00fc mevcut verilerle s\u0131n\u0131rl\u0131 kalmaz ve beklenmedik girdiler \u00fcretebilir.  B\u00f6ylece, geleneksel y\u00f6ntemlerle tespit edilmesi zor olan g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 ortaya \u00e7\u0131karabilir.<\/p>\n<h2>\u00d6ng\u00f6r\u00fcc\u00fc AI ile G\u00fcvenlik A\u00e7\u0131klar\u0131n\u0131n \u00d6nlenmesi<\/h2>\n<p>\u00d6ng\u00f6r\u00fcc\u00fc AI, ge\u00e7mi\u015f verileri analiz ederek gelecekteki g\u00fcvenlik olaylar\u0131n\u0131 tahmin etmede olduk\u00e7a etkilidir.  Bu modeller, uygulama kodundaki olas\u0131 g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 belirleyebilir ve g\u00fcvenlik ihlallerinin riskini \u00f6nceden tespit edebilir.  \u00d6rne\u011fin, bir \u00f6ng\u00f6r\u00fcc\u00fc AI modeli, ge\u00e7mi\u015fteki g\u00fcvenlik ihlallerine bakarak, hangi kod b\u00f6l\u00fcmlerinin daha y\u00fcksek risk alt\u0131nda oldu\u011funu belirleyebilir.  Sonu\u00e7 olarak,  geli\u015ftiriciler,  bu bilgiler \u0131\u015f\u0131\u011f\u0131nda  g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 \u00f6nceden gidermek i\u00e7in \u00f6nlemler alabilirler.  Ayr\u0131ca,  \u00f6ng\u00f6r\u00fcc\u00fc AI,  g\u00fcvenlik olaylar\u0131n\u0131 ger\u00e7ek zamanl\u0131 olarak izleyerek ve anomali tespit ederek,  olas\u0131 sald\u0131r\u0131lar\u0131 erken a\u015famada tespit etmeye yard\u0131mc\u0131 olur.<\/p>\n<h2>Generatif ve \u00d6ng\u00f6r\u00fcc\u00fc AI&#8217;n\u0131n Birlikte Kullan\u0131m\u0131<\/h2>\n<p>Generatif ve \u00f6ng\u00f6r\u00fcc\u00fc AI&#8217;n\u0131n birlikte kullan\u0131m\u0131,  uygulama g\u00fcvenli\u011fi s\u00fcre\u00e7lerini \u00f6nemli \u00f6l\u00e7\u00fcde geli\u015ftirebilir.  \u00d6rne\u011fin, generatif AI ile \u00fcretilen g\u00fcvenlik a\u00e7\u0131\u011f\u0131 senaryolar\u0131,  \u00f6ng\u00f6r\u00fcc\u00fc AI modelleriyle analiz edilerek,  hangi a\u00e7\u0131klar\u0131n daha b\u00fcy\u00fck bir risk olu\u015fturdu\u011fu belirlenebilir.  Bu bilgiler,  g\u00fcvenlik kaynaklar\u0131n\u0131n daha etkili bir \u015fekilde da\u011f\u0131t\u0131lmas\u0131n\u0131 sa\u011flar.  K\u0131sacas\u0131,  bu iki yakla\u015f\u0131m\u0131n birle\u015ftirilmesi,  daha kapsaml\u0131 ve etkin bir uygulama g\u00fcvenli\u011fi sa\u011flamak i\u00e7in sinerjik bir etki yarat\u0131r.  Bu sayede hem olas\u0131 tehditleri \u00f6nceden tahmin etmek hem de onlar\u0131 sim\u00fcle ederek sistemin direncini test etmek m\u00fcmk\u00fcn olur.<\/p>\n<h2>AI&#8217;n\u0131n Uygulama G\u00fcvenli\u011findeki S\u0131n\u0131rlamalar\u0131<\/h2>\n<p>Her ne kadar AI b\u00fcy\u00fck potansiyel sunsa da,  kullan\u0131m\u0131nda baz\u0131 s\u0131n\u0131rlamalar da mevcuttur.  \u00d6rne\u011fin,  AI modelleri,  e\u011fitim verilerindeki \u00f6nyarg\u0131lardan etkilenebilir ve bu da yanl\u0131\u015f pozitif veya yanl\u0131\u015f negatif sonu\u00e7lara yol a\u00e7abilir.  Ayr\u0131ca,  AI modelleri,  karma\u015f\u0131k ve beklenmedik sald\u0131r\u0131lara kar\u015f\u0131 her zaman etkili olmayabilir.  Bu nedenle,  AI modelleri,  insan uzmanlar\u0131n g\u00f6zetimi alt\u0131nda kullan\u0131lmal\u0131d\u0131r.  G\u00fcvenli\u011fin temelinde her zaman insani m\u00fcdahale ve bilgi birikimi yer almal\u0131d\u0131r.  Bunu asla unutmamak gerekmektedir.  Yani,  AI g\u00fcvenlik s\u00fcre\u00e7lerini otomatikle\u015ftirmeye ve geli\u015ftirmeye yard\u0131mc\u0131 olsa da,  insan kontrol\u00fc ve deneyimi hala \u00e7ok \u00f6nemlidir.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Generatif ve \u00f6ng\u00f6r\u00fcc\u00fc AI,  uygulama g\u00fcvenli\u011finde devrim yaratma potansiyeline sahiptir.  Bu teknolojiler,  g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n tespiti,  \u00f6nlenmesi ve g\u00fcvenlik s\u00fcre\u00e7lerinin iyile\u015ftirilmesi konusunda \u00f6nemli avantajlar sunar.  Ancak,  AI&#8217;n\u0131n s\u0131n\u0131rlamalar\u0131n\u0131n da fark\u0131nda olmak ve insan uzmanlar\u0131n g\u00f6zetimi alt\u0131nda kullan\u0131lmas\u0131 olduk\u00e7a \u00f6nemlidir.  Daha g\u00fcvenli ve daha diren\u00e7li yaz\u0131l\u0131mlar geli\u015ftirmek i\u00e7in,  AI&#8217;n\u0131n sundu\u011fu olanaklardan maksimum d\u00fczeyde faydalanmak \u015fartt\u0131r.  Bu konuda daha fazla bilgi edinmek i\u00e7in  <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a>  adresini ziyaret edebilirsiniz.<\/p>\n<p><strong>Faydal\u0131 Kaynaklar:<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/dev.to\/lynxfelony1\/generative-and-predictive-ai-in-application-security-a-comprehensive-guide-577o\">Generative and Predictive AI in Application Security: A Comprehensive Guide<\/a><\/li>\n<\/ul>\n<p>#Etiketler: Uygulama G\u00fcvenli\u011fi, Yapay Zeka, Generative AI, Predictive AI, Siber G\u00fcvenlik, Yaz\u0131l\u0131m G\u00fcvenli\u011fi, AI G\u00fcvenli\u011fi, G\u00fcvenlik A\u00e7\u0131\u011f\u0131 Tespiti, Makine \u00d6\u011frenmesi, Derin \u00d6\u011frenme, Fatih Soysal<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Uygulama G\u00fcvenli\u011finde Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka Son y\u0131llarda yapay zekan\u0131n (AI) h\u0131zla geli\u015fmesiyle birlikte, uygulama g\u00fcvenli\u011fi alan\u0131nda&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-15096","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 Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka<\/title>\n<meta name=\"description\" content=\"Son y\u0131llarda yapay zekan\u0131n (AI) h\u0131zla geli\u015fmesiyle birlikte, uygulama g\u00fcvenli\u011fi alan\u0131nda da devrim niteli\u011finde de\u011fi\u015fiklikler ya\u015fan\u0131yor. \u00d6zellikle generatif ve \u00f6ng\u00f6r\u00fcc\u00fc AI modelleri, g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n tespiti, \u00f6nlenmesi ve g\u00fcvenlik s\u00fcre\u00e7lerinin iyile\u015ftirilmesi konusunda b\u00fcy\u00fck bir potansiyel sunuyor. Bu makalede, uygulama g\u00fcvenli\u011finde generatif ve \u00f6ng\u00f6r\u00fcc\u00fc AI&#039;n\u0131n nas\u0131l kullan\u0131laca\u011f\u0131na dair kapsaml\u0131 bir rehber sunaca\u011f\u0131m.\" \/>\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-nesil-ve-ongorucu-yapay-zeka-4\/\" \/>\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 Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka\" \/>\n<meta property=\"og:description\" content=\"Son y\u0131llarda yapay zekan\u0131n (AI) h\u0131zla geli\u015fmesiyle birlikte, uygulama g\u00fcvenli\u011fi alan\u0131nda da devrim niteli\u011finde de\u011fi\u015fiklikler ya\u015fan\u0131yor. \u00d6zellikle generatif ve \u00f6ng\u00f6r\u00fcc\u00fc AI modelleri, g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n tespiti, \u00f6nlenmesi ve g\u00fcvenlik s\u00fcre\u00e7lerinin iyile\u015ftirilmesi konusunda b\u00fcy\u00fck bir potansiyel sunuyor. Bu makalede, uygulama g\u00fcvenli\u011finde generatif ve \u00f6ng\u00f6r\u00fcc\u00fc AI&#039;n\u0131n nas\u0131l kullan\u0131laca\u011f\u0131na dair kapsaml\u0131 bir rehber sunaca\u011f\u0131m.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-nesil-ve-ongorucu-yapay-zeka-4\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-13T20:30:17+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=\"4 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-nesil-ve-ongorucu-yapay-zeka-4\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-nesil-ve-ongorucu-yapay-zeka-4\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Uygulama G\u00fcvenli\u011finde Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka\",\"datePublished\":\"2025-03-13T20:30:17+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-nesil-ve-ongorucu-yapay-zeka-4\/\"},\"wordCount\":776,\"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-nesil-ve-ongorucu-yapay-zeka-4\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-nesil-ve-ongorucu-yapay-zeka-4\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/uygulama-guvenliginde-nesil-ve-ongorucu-yapay-zeka-4\/\",\"name\":\"Uygulama G\u00fcvenli\u011finde Nesil ve \u00d6ng\u00f6r\u00fcc\u00fc Yapay Zeka\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-03-13T20:30:17+00:00\",\"description\":\"Son y\u0131llarda yapay zekan\u0131n (AI) h\u0131zla geli\u015fmesiyle birlikte, uygulama g\u00fcvenli\u011fi alan\u0131nda da devrim niteli\u011finde de\u011fi\u015fiklikler ya\u015fan\u0131yor. \u00d6zellikle generatif ve \u00f6ng\u00f6r\u00fcc\u00fc AI modelleri, g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n tespiti, \u00f6nlenmesi ve g\u00fcvenlik s\u00fcre\u00e7lerinin iyile\u015ftirilmesi konusunda b\u00fcy\u00fck bir potansiyel sunuyor. 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