{"id":29617,"date":"2025-09-17T00:00:24","date_gmt":"2025-09-16T21:00:24","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/bir-gunluk-guvenlik-acigi-tespiti-icin-buyuk-dil-modelleri\/"},"modified":"2025-09-17T00:00:24","modified_gmt":"2025-09-16T21:00:24","slug":"bir-gunluk-guvenlik-acigi-tespiti-icin-buyuk-dil-modelleri","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/bir-gunluk-guvenlik-acigi-tespiti-icin-buyuk-dil-modelleri\/","title":{"rendered":"Bir G\u00fcnl\u00fck G\u00fcvenlik A\u00e7\u0131\u011f\u0131 Tespiti i\u00e7in B\u00fcy\u00fck Dil Modelleri"},"content":{"rendered":"<p>Bir G\u00fcnl\u00fck G\u00fcvenlik A\u00e7\u0131\u011f\u0131 Tespiti i\u00e7in B\u00fcy\u00fck Dil Modelleri<\/p>\n<p>Siber g\u00fcvenlik d\u00fcnyas\u0131nda, g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n h\u0131zl\u0131 bir \u015fekilde tespiti hayati \u00f6nem ta\u015f\u0131r.  Bu makale, b\u00fcy\u00fck dil modellerinin (BDM) bir g\u00fcnl\u00fck g\u00fcvenlik a\u00e7\u0131\u011f\u0131 tespitinde nas\u0131l kullan\u0131labilece\u011fini, temel kavramlar\u0131, uygulamal\u0131 \u00f6rnekleri ve ileri d\u00fczey teknikleri ele alarak detayl\u0131 bir \u015fekilde a\u00e7\u0131klamaktad\u0131r.  Bir g\u00fcnl\u00fck g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n h\u0131zl\u0131 tespiti i\u00e7in BDM&#039;lerin sundu\u011fu potansiyeli ve bununla birlikte gelen zorluklar\u0131 ke\u015ffedece\u011fiz.<\/p>\n<h2>B\u00fcy\u00fck Dil Modelleri (BDM) Nedir?<\/h2>\n<p>B\u00fcy\u00fck dil modelleri, devasa miktarda metin verisi \u00fczerinde e\u011fitilmi\u015f ve insan benzeri metin \u00fcretebilen, sorular\u0131 cevaplayabilen ve \u00e7eviri yapabilen derin \u00f6\u011frenme tabanl\u0131 algoritmalard\u0131r.  GPT-3, LaMDA gibi modeller, do\u011fal dil i\u015flemede \u00e7\u0131\u011f\u0131r a\u00e7m\u0131\u015f ve g\u00fcvenlik a\u00e7\u0131\u011f\u0131 tespiti gibi alanlarda da yeni f\u0131rsatlar yaratm\u0131\u015ft\u0131r.  Bu modeller, kod analizi, g\u00fcvenlik raporlar\u0131n\u0131n incelenmesi ve potansiyel a\u00e7\u0131klar\u0131n tan\u0131mlanmas\u0131 gibi g\u00f6revlerde kullan\u0131labilir.  Ancak, BDM&#039;lerin yetenekleri s\u0131n\u0131rl\u0131d\u0131r ve insan uzmanl\u0131\u011f\u0131na hala ihtiya\u00e7 vard\u0131r. \u00d6rne\u011fin, bir BDM, bir kod par\u00e7as\u0131ndaki g\u00fcvenlik a\u00e7\u0131\u011f\u0131n\u0131 tespit edebilir, ancak a\u00e7\u0131\u011f\u0131n tam olarak nas\u0131l istismar edilece\u011fini ve g\u00fcvenlik \u00f6nlemlerinin nas\u0131l al\u0131naca\u011f\u0131n\u0131 tam olarak anlayamaz.<\/p>\n<h2>Bir G\u00fcnl\u00fck G\u00fcvenlik A\u00e7\u0131\u011f\u0131 Tespitinde BDM&#039;lerin Kullan\u0131m\u0131<\/h2>\n<p>BDM&#039;ler, bir g\u00fcnl\u00fck g\u00fcvenlik a\u00e7\u0131\u011f\u0131 tespitinde \u00e7e\u015fitli \u015fekillerde kullan\u0131labilir. Bunlardan baz\u0131lar\u0131 \u015funlard\u0131r:  \u00d6ncelikle,  BDM&#039;ler, b\u00fcy\u00fck miktarda g\u00fcvenlik verisini (g\u00fcvenlik g\u00fcnl\u00fc\u011f\u00fc kay\u0131tlar\u0131, a\u00e7\u0131k kaynak istihbarat\u0131 vb.) h\u0131zl\u0131ca i\u015fleyerek olas\u0131 tehditleri belirlemek i\u00e7in kullan\u0131labilir. \u0130kinci olarak, kod analizi yaparak, g\u00fcvenlik a\u00e7\u0131klar\u0131na neden olabilecek potansiyel sorunlu kod par\u00e7alar\u0131n\u0131 belirleyebilirler. Son olarak, yeni g\u00fcvenlik a\u00e7\u0131klar\u0131 hakk\u0131nda h\u0131zl\u0131 bir \u015fekilde bilgi edinmek ve h\u0131zl\u0131 tepki vermek i\u00e7in kullan\u0131\u015fl\u0131d\u0131rlar.  Bununla birlikte, g\u00fcvenilirliklerini art\u0131rmak i\u00e7in insan uzman g\u00f6zetimi gerekir.  <\/p>\n<h3>BDM&#039;ler Nas\u0131l E\u011fitilir?<\/h3>\n<p>BDM&#039;lerin e\u011fitimi, devasa veri k\u00fcmeleri \u00fczerinde ger\u00e7ekle\u015ftirilir.  Bu veri k\u00fcmeleri, a\u00e7\u0131k kaynak kod depolar\u0131, g\u00fcvenlik forumlar\u0131 ve g\u00fcvenlik raporlar\u0131 gibi \u00e7e\u015fitli kaynaklardan toplan\u0131r.  BDM&#039;ler, bu veriler \u00fczerinde e\u011fitilerek, g\u00fcvenlik a\u00e7\u0131\u011f\u0131 modellerini \u00f6\u011frenir ve bu modelleri yeni kod par\u00e7alar\u0131n\u0131 veya g\u00fcvenlik olaylar\u0131n\u0131 analiz etmek i\u00e7in kullan\u0131r. E\u011fitim a\u015famas\u0131nda,  s\u0131k\u00e7a kullan\u0131lan g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n t\u00fcrleri, ilgili kod \u00f6rnekleri ve bunlar\u0131n nas\u0131l istismar edilebilece\u011fi gibi bilgilere maruz b\u0131rak\u0131l\u0131rlar.  E\u011fitim verilerinin kalitesi ve miktar\u0131, BDM&#039;nin performans\u0131n\u0131 do\u011frudan etkiler.  Daha fazla ve \u00e7e\u015fitli veriler, daha do\u011fru ve g\u00fcvenilir sonu\u00e7lar elde edilmesini sa\u011flar.<\/p>\n<h2>Uygulamal\u0131 \u00d6rnek: SQL Enjeksiyon A\u00e7\u0131\u011f\u0131 Tespiti<\/h2>\n<p>Bir web uygulamas\u0131nda SQL enjeksiyon a\u00e7\u0131\u011f\u0131 tespiti i\u00e7in BDM kullan\u0131m\u0131 ele alal\u0131m.  A\u015fa\u011f\u0131daki kod par\u00e7as\u0131, g\u00fcvenlik a\u00e7\u0131\u011f\u0131 i\u00e7eren bir PHP fonksiyonunu g\u00f6stermektedir:<\/p>\n<p><\/code>php<br \/>\n<?php\nfunction getUser($username) {\n  $query = \"SELECT * FROM users WHERE username = '$username'\";\n  \/\/ ... veritaban\u0131 sorgusu ...\n}\n?><\/p>\n<pre><code class=\"language-plaintext\"><p>Bu fonksiyonda, kullan\u0131c\u0131 giri\u015fi do\u011frudan SQL sorgusuna eklenmi\u015ftir.  Bu, bir sald\u0131rgan\u0131n k\u00f6t\u00fc ama\u00e7l\u0131 SQL kodlar\u0131 ekleyerek veritaban\u0131na eri\u015fmesini sa\u011flayabilir.  Bir BDM, bu kod par\u00e7as\u0131n\u0131 analiz ederek, <code>$username<\/code> de\u011fi\u015fkeninin do\u011frudan SQL sorgusuna eklenmesinin bir g\u00fcvenlik a\u00e7\u0131\u011f\u0131 oldu\u011funu belirleyebilir ve parametreli sorgu kullan\u0131lmas\u0131 gerekti\u011fini \u00f6nerebilir.<\/p>\n\n\n<h2>\u0130leri D\u00fczey Teknikler: Kod Analizi ve G\u00fcvenlik Raporlama<\/h2>\n\n<p>BDM&#039;ler, statik ve dinamik kod analizi teknikleri ile birle\u015ftirilerek daha etkili bir \u015fekilde kullan\u0131labilir. Statik kod analizi, kodun y\u00fcr\u00fct\u00fclmesi olmadan analiz edilmesini sa\u011flarken, dinamik kod analizi, kodun y\u00fcr\u00fct\u00fclmesi s\u0131ras\u0131nda analiz edilmesini sa\u011flar.  Bu iki yakla\u015f\u0131m\u0131n birle\u015ftirilmesi, daha kapsaml\u0131 bir g\u00fcvenlik a\u00e7\u0131\u011f\u0131 tespiti sa\u011flar.  Ayr\u0131ca, BDM&#039;ler, g\u00fcvenlik raporlar\u0131n\u0131 otomatik olarak olu\u015fturmak ve d\u00fczenlemek i\u00e7in kullan\u0131labilir.  Bu, g\u00fcvenlik uzmanlar\u0131n\u0131n zaman\u0131n\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde tasarruf etmelerini sa\u011flar.  Bununla birlikte, BDM&#039;lerin \u00fcretti\u011fi raporlar\u0131n, insan uzmanlar taraf\u0131ndan kontrol edilmesi ve do\u011frulanmas\u0131 gerekmektedir. <\/p>\n\n<h3>Dikkat: Yanl\u0131\u015f Pozitifler<\/h3>\n\n<p>Dikkat! BDM&#039;ler, yanl\u0131\u015f pozitif sonu\u00e7lar \u00fcretebilir.  Bu, BDM&#039;nin bir g\u00fcvenlik a\u00e7\u0131\u011f\u0131 oldu\u011funu tespit etti\u011fi, ancak ger\u00e7ekte bir g\u00fcvenlik a\u00e7\u0131\u011f\u0131 bulunmad\u0131\u011f\u0131 anlam\u0131na gelir.  Yanl\u0131\u015f pozitiflerin say\u0131s\u0131n\u0131 azaltmak i\u00e7in,  BDM&#039;nin daha fazla veriyle e\u011fitilmesi ve daha geli\u015fmi\u015f algoritmalar\u0131n kullan\u0131lmas\u0131 gerekir.  Ayr\u0131ca, insan uzmanlar\u0131n\u0131n denetimi ve do\u011frulamas\u0131 da son derece \u00f6nemlidir.<\/p>\n\n\n<h2>\u00d6\u011frenme Yol Haritas\u0131<\/h2>\n\n<h3>Yeni Ba\u015flayanlar i\u00e7in:<\/h3>\n\n<p>B\u00fcy\u00fck dil modelleri ve temel g\u00fcvenlik kavramlar\u0131 hakk\u0131nda bilgi edinin.  Basit kod \u00f6rnekleri \u00fczerinde g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 tespit etmeyi \u00f6\u011frenin.  Online kaynaklar ve e\u011fitim materyallerinden faydalan\u0131n.<\/p>\n\n<h3>Orta Seviye:<\/h3>\n\n<p>Statik ve dinamik kod analiz tekniklerini \u00f6\u011frenin.  Farkl\u0131 g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 tespit etmek i\u00e7in BDM&#039;leri nas\u0131l kullanaca\u011f\u0131n\u0131z\u0131 \u00f6\u011frenin.  G\u00fcvenlik raporlar\u0131n\u0131 analiz etme ve yorumlama becerilerinizi geli\u015ftirin.<\/p>\n\n<h3>\u0130leri Seviye:<\/h3>\n\n<p>BDM&#039;lerin performans\u0131n\u0131 iyile\u015ftirmek i\u00e7in geli\u015fmi\u015f algoritmalar ve teknikler \u00fczerinde \u00e7al\u0131\u015f\u0131n.  Yanl\u0131\u015f pozitiflerin say\u0131s\u0131n\u0131 azaltmak i\u00e7in stratejiler geli\u015ftirin.  \u00d6zel g\u00fcvenlik a\u00e7\u0131\u011f\u0131 tespit ara\u00e7lar\u0131 geli\u015ftirin.<\/p>\n\n\n<h2>Ger\u00e7ek D\u00fcnya Vaka Analizi: Bir E-ticaret Sitesinde G\u00fcvenlik A\u00e7\u0131\u011f\u0131<\/h2>\n\n<p>Bir e-ticaret sitesinin \u00f6deme sayfas\u0131nda, kullan\u0131c\u0131 girdilerinin do\u011fru \u015fekilde temizlenmemesi nedeniyle bir SQL enjeksiyon a\u00e7\u0131\u011f\u0131 tespit edildi.  Bir BDM, kaynak kodunu analiz ederek bu a\u00e7\u0131\u011f\u0131 tespit etti ve sald\u0131rgan\u0131n veritaban\u0131na eri\u015febilece\u011fi ve m\u00fc\u015fteri bilgilerini \u00e7alabilece\u011fi konusunda uyar\u0131da bulundu.  Bu durum, BDM&#039;lerin ger\u00e7ek d\u00fcnya senaryolar\u0131nda nas\u0131l kullan\u0131labilece\u011fini ve g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 \u00f6nceden tespit ederek potansiyel veri ihlallerini \u00f6nleyebilece\u011fini g\u00f6stermektedir.  <\/p>\n\n\n<h2>Sonu\u00e7<\/h2>\n\n<p>B\u00fcy\u00fck dil modelleri, bir g\u00fcnl\u00fck g\u00fcvenlik a\u00e7\u0131\u011f\u0131 tespitinde b\u00fcy\u00fck potansiyel sunmaktad\u0131r.  Ancak, BDM&#039;lerin insan uzmanl\u0131\u011f\u0131na olan ihtiyac\u0131 unutulmamal\u0131d\u0131r.  BDM&#039;ler, g\u00fcvenlik uzmanlar\u0131n\u0131n i\u015f y\u00fck\u00fcn\u00fc azaltmaya ve daha h\u0131zl\u0131 ve etkili g\u00fcvenlik a\u00e7\u0131\u011f\u0131 tespiti yap\u0131lmas\u0131n\u0131 sa\u011flamaya yard\u0131mc\u0131 olabilir.  Daha fazla ara\u015ft\u0131rma ve geli\u015ftirme ile, BDM&#039;ler siber g\u00fcvenli\u011fin gelece\u011finde \u00f6nemli bir rol oynayacakt\u0131r.<\/p>\n\n\n<h2>S\u0131k\u00e7a Sorulan Sorular (SSS)<\/h2>\n\n<ul>\n  <li><strong>BDM&#039;ler t\u00fcm g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 tespit edebilir mi?<\/strong> Hay\u0131r, BDM&#039;ler t\u00fcm g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 tespit edemez. Yanl\u0131\u015f pozitif sonu\u00e7lar \u00fcretebilirler ve insan uzman g\u00f6zetimine ihtiya\u00e7 duyarlar.<\/li>\n  <li><strong>BDM&#039;lerin kullan\u0131m\u0131 ne kadar maliyetlidir?<\/strong> BDM&#039;lerin kullan\u0131m\u0131, kullan\u0131lan modelin t\u00fcr\u00fcne ve \u00f6l\u00e7e\u011fine ba\u011fl\u0131 olarak de\u011fi\u015fir.  A\u00e7\u0131k kaynakl\u0131 modeller \u00fccretsiz olarak kullan\u0131labilirken, ticari modeller abonelik \u00fccreti gerektirebilir.<\/li>\n  <li><strong>BDM&#039;ler hangi programlama dillerini destekler?<\/strong> BDM&#039;ler, bir\u00e7ok programlama dilini destekler.  Ancak, desteklenen diller ve performans, kullan\u0131lan modele g\u00f6re de\u011fi\u015fir.<\/li>\n  <li><strong>BDM&#039;lerin g\u00fcvenilirli\u011fi nas\u0131l art\u0131r\u0131labilir?<\/strong> BDM&#039;lerin g\u00fcvenilirli\u011fi, daha fazla ve \u00e7e\u015fitli veriyle e\u011fitim verilerek, daha geli\u015fmi\u015f algoritmalar\u0131n kullan\u0131lmas\u0131 ve insan uzman g\u00f6zetimi ile art\u0131r\u0131labilir.<\/li>\n  <li><strong>BDM kullan\u0131m\u0131 ile ilgili etik sorunlar nelerdir?<\/strong> BDM&#039;lerin k\u00f6t\u00fc ama\u00e7l\u0131 kullan\u0131mlar\u0131 konusunda etik kayg\u0131lar bulunmaktad\u0131r.  Bu nedenle, BDM&#039;lerin sorumlu bir \u015fekilde kullan\u0131lmas\u0131 \u00f6nemlidir.<\/li>\n<\/ul>\n\n<p>Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">https:\/\/fatihsoysal.com<\/a> inceleyebilirsiniz.<\/p>\n\n<p>Yazar: Fatih Soysal<\/p><\/pre>\n<p><\/code><\/p>\n","protected":false},"excerpt":{"rendered":"Bir G\u00fcnl\u00fck G\u00fcvenlik A\u00e7\u0131\u011f\u0131 Tespiti i\u00e7in B\u00fcy\u00fck Dil Modelleri Siber g\u00fcvenlik d\u00fcnyas\u0131nda, g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n h\u0131zl\u0131 bir \u015fekilde tespiti&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-29617","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>Bir G\u00fcnl\u00fck G\u00fcvenlik A\u00e7\u0131\u011f\u0131 Tespiti i\u00e7in B\u00fcy\u00fck Dil Modelleri<\/title>\n<meta name=\"description\" content=\"Siber g\u00fcvenlik d\u00fcnyas\u0131nda, g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n h\u0131zl\u0131 bir \u015fekilde tespiti hayati \u00f6nem ta\u015f\u0131r. Bu makale, b\u00fcy\u00fck dil modellerinin (BDM) bir g\u00fcnl\u00fck g\u00fcvenlik a\u00e7\u0131\u011f\u0131 tespitinde nas\u0131l kullan\u0131labilece\u011fini, temel kavramlar\u0131, uygulamal\u0131 \u00f6rnekleri ve ileri d\u00fczey teknikleri ele alarak detayl\u0131 bir \u015fekilde a\u00e7\u0131klamaktad\u0131r. Bir g\u00fcnl\u00fck g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n h\u0131zl\u0131 tespiti i\u00e7in BDM&#039;lerin sundu\u011fu potansiyeli ve bununla birlikte gelen zorluklar\u0131 ke\u015ffedece\u011fiz.\" \/>\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\/bir-gunluk-guvenlik-acigi-tespiti-icin-buyuk-dil-modelleri\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Bir G\u00fcnl\u00fck G\u00fcvenlik A\u00e7\u0131\u011f\u0131 Tespiti i\u00e7in B\u00fcy\u00fck Dil Modelleri\" \/>\n<meta property=\"og:description\" content=\"Siber g\u00fcvenlik d\u00fcnyas\u0131nda, g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131n h\u0131zl\u0131 bir \u015fekilde tespiti hayati \u00f6nem ta\u015f\u0131r. 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