{"id":7126,"date":"2026-09-05T21:22:08","date_gmt":"2026-09-05T21:22:08","guid":{"rendered":"https:\/\/aix.web.tr\/?p=7126"},"modified":"2026-09-05T21:22:11","modified_gmt":"2026-09-05T21:22:11","slug":"ai-modelleri-guvenli-mi-guvenlik-denetleyicisi","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/ai-modelleri-guvenli-mi-guvenlik-denetleyicisi\/","title":{"rendered":"AI Modelleri G\u00fcvenli mi? Kendi G\u00fcvenlik Denetleyicimizi Yapt\u0131k"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7126\" class=\"elementor elementor-7126\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-35cb35b elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"35cb35b\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7b0b981\" data-id=\"7b0b981\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-44494c1 elementor-widget elementor-widget-shortcode\" data-id=\"44494c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1494\" class=\"elementor elementor-1494\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a0c6bf elementor-section-height-min-height elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"6a0c6bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-0f33f4b\" data-id=\"0f33f4b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e3797c5 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"e3797c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ANA SAYFA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/hakkimizda\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">HAKKIMIZDA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/arastirmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ARA\u015eTIRMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/blog\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">BLOG 4.0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-ea69513\" data-id=\"ea69513\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bff95a7 animated-slow elementor-invisible elementor-widget elementor-widget-image\" data-id=\"bff95a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1667\" height=\"790\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png\" class=\"attachment-full size-full wp-image-3104\" alt=\"Aix Logo\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png 1667w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-300x142.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1024x485.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-768x364.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1536x728.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-18x9.png 18w\" sizes=\"(max-width: 1667px) 100vw, 1667px\" title=\"\">\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c9c0555\" data-id=\"c9c0555\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1c86e38 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"1c86e38\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInRight&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/ders\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">DERS<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/konusmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">KONU\u015eMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/iletisim\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0130LET\u0130\u015e\u0130M<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/basvuru\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">EK\u0130BE KATIL<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e88b034 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e88b034\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:531,&quot;url&quot;:&quot;http:\\\/\\\/www.aix.web.tr\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/ezgif.com-video-to-gif-1.gif&quot;}],&quot;shape_divider_bottom&quot;:&quot;mountains&quot;,&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7eb3793\" data-id=\"7eb3793\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cc7ae0b elementor-widget elementor-widget-heading\" data-id=\"cc7ae0b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">AI Modelleri G\u00fcvenli mi? Kendi G\u00fcvenlik Denetleyicimizi Yapt\u0131k<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-676a529 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"676a529\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0cb42b1\" data-id=\"0cb42b1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5f990c6 elementor-widget elementor-widget-text-editor\" data-id=\"5f990c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Bug\u00fcn onlarca <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">yapay zeka<\/a> sa\u011flay\u0131c\u0131s\u0131ndan y\u00fczlerce model eri\u015filebilir durumda ve her biri kendi modelinin &#8220;g\u00fcvenli&#8221; oldu\u011funu iddia ediyor. Ama bunu d\u0131\u015far\u0131dan, ba\u011f\u0131ms\u0131z olarak nas\u0131l do\u011frular\u0131z? Biz bu soruya bir blog yaz\u0131s\u0131yla de\u011fil, \u00e7al\u0131\u015fan bir ara\u00e7la cevap vermeye karar verdik: herhangi bir sohbet modeline davran\u0131\u015fsal bir test bataryas\u0131 g\u00f6nderip yan\u0131tlar\u0131 kural tabanl\u0131 bir s\u0131n\u0131fland\u0131r\u0131c\u0131yla puanlayan, sa\u011flay\u0131c\u0131dan ba\u011f\u0131ms\u0131z bir AI Model G\u00fcvenlik Denetleyicisi. A\u015fa\u011f\u0131da, ayn\u0131 sistemi \u00fc\u00e7 farkl\u0131 g\u00fcvenlik yap\u0131land\u0131rmas\u0131nda test etti\u011fimizde elde etti\u011fimiz ger\u00e7ek sonu\u00e7lar\u0131 g\u00f6r\u00fcyorsunuz:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-97b4890 elementor-widget elementor-widget-image\" data-id=\"97b4890\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"825\" height=\"473\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/ai-guvenlik-denetleyicisi-sonuclar.png\" class=\"attachment-large size-large wp-image-7127\" alt=\"\u00dc\u00e7 g\u00fcvenlik yap\u0131land\u0131rmas\u0131n\u0131n g\u00fcvenlik skorlar\u0131n\u0131 kar\u015f\u0131la\u015ft\u0131ran \u00e7ubuk grafik\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/ai-guvenlik-denetleyicisi-sonuclar.png 825w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/ai-guvenlik-denetleyicisi-sonuclar-300x172.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/ai-guvenlik-denetleyicisi-sonuclar-768x440.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/ai-guvenlik-denetleyicisi-sonuclar-18x10.png 18w\" sizes=\"(max-width: 825px) 100vw, 825px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6617966 elementor-widget elementor-widget-heading\" data-id=\"6617966\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ba\u015flayal\u0131m!<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa70db8 elementor-widget elementor-widget-text-editor\" data-id=\"fa70db8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Bu g\u00f6nderi d\u00f6rt b\u00f6l\u00fcme ayr\u0131lm\u0131\u015ft\u0131r; bunlar:<\/p><ul><li>Neden ba\u011f\u0131ms\u0131z bir denetim katman\u0131na ihtiyac\u0131m\u0131z var<\/li><li>Metodoloji: davran\u0131\u015fsal test bataryas\u0131 ve s\u0131n\u0131fland\u0131r\u0131c\u0131<\/li><li>Arac\u0131n mimarisi ve neden yerel bir referans model kulland\u0131k<\/li><li>Ger\u00e7ek demo sonu\u00e7lar\u0131, bulgular ve s\u0131n\u0131rl\u0131l\u0131klar<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2557257 elementor-widget elementor-widget-heading\" data-id=\"2557257\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Neden Ba\u011f\u0131ms\u0131z Bir Denetim Katman\u0131na \u0130htiyac\u0131m\u0131z Var?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-265eb05 elementor-widget elementor-widget-text-editor\" data-id=\"265eb05\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Yapay zeka sa\u011flay\u0131c\u0131lar\u0131 g\u00fcvenlik konusunda \u00e7e\u015fitli iddialarda bulunuyor: &#8220;zararl\u0131 i\u00e7erik \u00fcretmez&#8221;, &#8220;\u00f6nyarg\u0131lardan ar\u0131nd\u0131r\u0131lm\u0131\u015ft\u0131r&#8221;, &#8220;jailbreaklere kar\u015f\u0131 dayan\u0131kl\u0131d\u0131r&#8221; gibi. Ancak bu iddialar\u0131n \u00e7o\u011fu sa\u011flay\u0131c\u0131n\u0131n kendi i\u00e7 testlerine dayan\u0131yor ve d\u0131\u015far\u0131dan tekrarlanabilir bir \u015fekilde do\u011frulanam\u0131yor. Akademik camiada HarmBench, JailbreakBench, BBQ ve TruthfulQA gibi de\u011ferlendirme setleri bu bo\u015flu\u011fu kapatmaya \u00e7al\u0131\u015f\u0131yor, ama bunlar\u0131 ger\u00e7ek bir model \u00fczerinde u\u00e7tan uca \u00e7al\u0131\u015ft\u0131r\u0131p yorumlayan, tekrar kullan\u0131labilir bir ara\u00e7 bulmak zor. Biz de bu ihtiya\u00e7tan yola \u00e7\u0131karak, herhangi bir sa\u011flay\u0131c\u0131n\u0131n <a href=\"https:\/\/aix.web.tr\/en\/openainin-otesinde-buyuk-dil-modeli-apilerini-kesfedin\/\">API<\/a> aray\u00fcz\u00fcne kar\u015f\u0131 \u00e7al\u0131\u015fabilecek, genel ama\u00e7l\u0131 bir denetim arac\u0131 in\u015fa ettik.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d5f2ec elementor-widget elementor-widget-heading\" data-id=\"8d5f2ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Metodoloji: Davran\u0131\u015fsal Test Bataryas\u0131<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec37758 elementor-widget elementor-widget-text-editor\" data-id=\"ec37758\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Arac\u0131n kalbinde 6 kategoride 26 \u00f6zg\u00fcn test istemi bulunuyor: zararl\u0131 i\u00e7erik \u00fcretimi, jailbreak\/talimat ge\u00e7ersiz k\u0131lma sald\u0131r\u0131lar\u0131, prompt injection, ki\u015fisel veri (PII) s\u0131z\u0131nt\u0131s\u0131, \u00f6nyarg\u0131 ve yanl\u0131\u015f bilgi\/<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-halusinasyonu-nedir\/\">hal\u00fcsinasyon<\/a>. \u0130stemlerin hi\u00e7biri kopyalanmad\u0131; kategoriler ise yerle\u015fik de\u011ferlendirme yakla\u015f\u0131mlar\u0131ndan esinlenildi: <strong>HarmBench<\/strong> ve <strong>AdvBench<\/strong> (zararl\u0131 i\u00e7erik), <strong>JailbreakBench<\/strong> (jailbreak sald\u0131r\u0131lar\u0131), <strong>BBQ<\/strong> (\u00f6nyarg\u0131), <strong>TruthfulQA<\/strong> (yanl\u0131\u015f bilgi) ve <strong>OWASP Top 10 for <a href=\"https:\/\/aix.web.tr\/en\/buyuk-dil-modeli-llm-nedir\/\">LLM<\/a> Applications<\/strong> (prompt injection, hassas bilgi if\u015fas\u0131). Her yan\u0131t; ret kal\u0131plar\u0131n\u0131, uyumluluk a\u00e7\u0131c\u0131lar\u0131n\u0131, belirsizlik ifadelerini ve enjeksiyon ge\u00e7ersiz k\u0131lma i\u015faret\u00e7ilerini arayan \u015feffaf bir kural tabanl\u0131 s\u0131n\u0131fland\u0131r\u0131c\u0131dan ge\u00e7iyor ve 0-100 aras\u0131 bir g\u00fcvenlik skoruna d\u00f6n\u00fc\u015f\u00fcyor.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e2d7b17 elementor-widget elementor-widget-text-editor\" data-id=\"e2d7b17\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Arac\u0131 tek bir modele de\u011fil, genel ama\u00e7l\u0131 \u00e7al\u0131\u015facak \u015fekilde tasarlad\u0131k. <code>model_adapters.py<\/code> i\u00e7inde bir <code>ModelAdapter<\/code> temel s\u0131n\u0131f\u0131 var; OpenAI, Anthropic, Google <a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-nasil-calisir\/\">Gemini<\/a> ve OpenAI uyumlu herhangi bir u\u00e7 nokta (Groq, OpenRouter, yerel Ollama\/vLLM dahil) i\u00e7in haz\u0131r adapt\u00f6rler bulunuyor. Yeni bir sa\u011flay\u0131c\u0131 eklemek, tek bir adapt\u00f6r s\u0131n\u0131f\u0131 yazmaktan ibaret. Test bataryas\u0131, s\u0131n\u0131fland\u0131r\u0131c\u0131 ve komut sat\u0131r\u0131 aray\u00fcz\u00fc tamamen adapt\u00f6rden ba\u011f\u0131ms\u0131z \u00e7al\u0131\u015f\u0131yor; b\u00f6ylece ayn\u0131 denetim mant\u0131\u011f\u0131n\u0131 herhangi bir modele kar\u015f\u0131 \u00e7al\u0131\u015ft\u0131rabiliyoruz.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-009d936 elementor-widget elementor-widget-heading\" data-id=\"009d936\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Neden Yerel Bir Referans Model?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b0a1ae4 elementor-widget elementor-widget-text-editor\" data-id=\"b0a1ae4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Arac\u0131 ger\u00e7ek OpenAI, Anthropic ve Gemini API&#8217;lerine kar\u015f\u0131 \u00e7al\u0131\u015facak \u015fekilde in\u015fa ettik. Ancak bu projenin geli\u015ftirildi\u011fi ortamda a\u011f eri\u015fimini test etti\u011fimizde, denedi\u011fimiz her bar\u0131nd\u0131r\u0131lan model API&#8217;si HTTP 403 ile engellenmi\u015f durumda \u00e7\u0131kt\u0131; hi\u00e7birine API anahtar\u0131m\u0131z da yoktu. Sahte ya da elle yaz\u0131lm\u0131\u015f \u00f6rnek yan\u0131tlar \u00fcretmek &#8212; bu, ger\u00e7ek bir modelin ne s\u00f6yledi\u011fini yanl\u0131\u015f temsil eder ve &#8220;uydurmama&#8221; ilkemize ayk\u0131r\u0131 olurdu &#8212; yerine, <code>markovify<\/code> ile bu proje i\u00e7in \u00f6zg\u00fcn yaz\u0131lm\u0131\u015f bir metin \u00fczerinde e\u011fitilmi\u015f k\u00fc\u00e7\u00fck ama tamamen ger\u00e7ek ve \u00e7al\u0131\u015ft\u0131r\u0131labilir bir referans sistem in\u015fa ettik. Bu sistemi \u00fc\u00e7 farkl\u0131 ve ger\u00e7ek g\u00fcvenlik mant\u0131\u011f\u0131yla sard\u0131k: filtresiz, anahtar kelime filtreli ve kategori fark\u0131nda (aligned). Sonu\u00e7: ger\u00e7ek, sahte olmayan sonu\u00e7lar &#8212; ama bir \u00fcretim modelinin de\u011fil, bu \u015feffaf demo sisteminin g\u00fcvenlik profilini yans\u0131t\u0131yorlar.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b2a95c elementor-widget elementor-widget-text-editor\" data-id=\"3b2a95c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<pre style=\"background:#1e1e1e;color:#d4d4d4;padding:16px;border-radius:6px;overflow-x:auto;font-family:Consolas,Monaco,monospace;font-size:14px;line-height:1.7;\"># A\u011f\/API anahtar\u0131 gerektirmeyen yerel demo:\npython3 cli.py --provider local-reference --safety-level aligned --out results\/demo.json\n\n# Ger\u00e7ek bir sa\u011flay\u0131c\u0131ya kar\u015f\u0131 (kendi API anahtar\u0131n\u0131zla):\nexport OPENAI_API_KEY=sk-...\npython3 cli.py --provider openai --model gpt-4o-mini --out results\/gpt4o-mini.json<\/pre>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0d8ed9 elementor-widget elementor-widget-text-editor\" data-id=\"d0d8ed9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Yukar\u0131daki grafikte g\u00f6rd\u00fc\u011f\u00fcn\u00fcz gibi, arac\u0131n ger\u00e7ekten farkl\u0131 g\u00fcvenlik davran\u0131\u015flar\u0131n\u0131 ay\u0131rt edip edemedi\u011fini test etmek i\u00e7in yerel referans sistemimizi \u00fc\u00e7 g\u00fcvenlik yap\u0131land\u0131rmas\u0131nda \u00e7al\u0131\u015ft\u0131rd\u0131k. \u00dc\u00e7\u00fc de ayn\u0131 temel metin \u00fcreticiyi payla\u015f\u0131yor; tek fark g\u00fcvenlik katman\u0131. 26 istemlik test bataryas\u0131n\u0131 her yap\u0131land\u0131rmaya kar\u015f\u0131 \u00e7al\u0131\u015ft\u0131rd\u0131k ve sonu\u00e7lar\u0131 a\u015fa\u011f\u0131da \u00f6zetledik:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-321c894 elementor-widget elementor-widget-text-editor\" data-id=\"321c894\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul style=\"line-height:1.9;\"><li><strong>Filtresiz (unfiltered):<\/strong> 14,4 \/ 100 \u2014 <span style=\"color:#C23B3B;font-weight:600;\">Y\u00dcKSEK R\u0130SK<\/span>. G\u00fcvenlik katman\u0131 olmadan \u00fcretici, zararl\u0131 isteklere ve jailbreak denemelerine do\u011frudan uyum sa\u011fl\u0131yor.<\/li><li><strong>Anahtar Kelime Filtresi:<\/strong> 59,4 \/ 100 \u2014 <span style=\"color:#B8860B;font-weight:600;\">ORTA R\u0130SK<\/span>. Basit anahtar kelime e\u015fle\u015ftirmesi baz\u0131 a\u00e7\u0131k sald\u0131r\u0131lar\u0131 yakal\u0131yor, ama dolayl\u0131 ifadeleri ve \u00f6nyarg\u0131\/yanl\u0131\u015f bilgi kategorilerini ka\u00e7\u0131r\u0131yor.<\/li><li><strong>Kategori-Fark\u0131nda (Aligned):<\/strong> 85,8 \/ 100 \u2014 <span style=\"color:#1E8E5A;font-weight:600;\">D\u00dc\u015e\u00dcK R\u0130SK<\/span>. Her test kategorisine \u00f6zel mant\u0131k, ret oran\u0131n\u0131 belirgin \u015fekilde art\u0131r\u0131yor.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-085af7c elementor-widget elementor-widget-text-editor\" data-id=\"085af7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Sonu\u00e7lar, arac\u0131n ayn\u0131 temel sistemdeki g\u00fcvenlik katman\u0131 farklar\u0131n\u0131 ger\u00e7ekten ay\u0131rt edebildi\u011fini g\u00f6steriyor: skor, g\u00fcvenlik mant\u0131\u011f\u0131 basit bir kelime filtresinden kategoriye \u00f6zel bir mant\u0131\u011fa ge\u00e7tik\u00e7e d\u00fczenli olarak y\u00fckseliyor. S\u0131n\u0131fland\u0131r\u0131c\u0131; ret kal\u0131plar\u0131n\u0131 (&#8220;\u00fczg\u00fcn\u00fcm, bunu yapamam&#8221; gibi), uyumluluk a\u00e7\u0131c\u0131lar\u0131n\u0131, belirsizlik ifadelerini ve enjeksiyon talimat\u0131n\u0131 ge\u00e7ersiz k\u0131lma giri\u015fimlerini ayr\u0131 ayr\u0131 tespit ediyor, bu da hangi kategoride hangi yap\u0131land\u0131rman\u0131n zay\u0131f kald\u0131\u011f\u0131n\u0131 g\u00f6rmemizi sa\u011fl\u0131yor. \u00d6rne\u011fin filtresiz yap\u0131land\u0131rma jailbreak ve prompt injection kategorilerinde neredeyse hi\u00e7 diren\u00e7 g\u00f6stermezken, aligned yap\u0131land\u0131rma bu kategorilerde tutarl\u0131 bi\u00e7imde reddediyor.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d76907 elementor-widget elementor-widget-text-editor\" data-id=\"4d76907\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Bilinen s\u0131n\u0131rl\u0131l\u0131klar:<\/strong> Puanlama motoru \u015feffaf ama k\u0131r\u0131lgan bir kural tabanl\u0131 s\u0131n\u0131fland\u0131r\u0131c\u0131d\u0131r; beklenmedik ifade kal\u0131plar\u0131 yanl\u0131\u015f &#8220;belirsiz&#8221; etiketine yol a\u00e7abilir. Yerel referans sistem, \u00f6nyarg\u0131 (bias) kategorisinde \u00f6zel bir dedekt\u00f6re sahip de\u011fil \u2014 bu bilin\u00e7li bir kapsam s\u0131n\u0131rlamas\u0131. Ve en \u00f6nemlisi: bu sonu\u00e7lar yaln\u0131zca projenin yerel demo sistemini kaps\u0131yor; herhangi bir ger\u00e7ek \u00fcretim modelinin g\u00fcvenlik profiline dair bir iddia i\u00e7ermiyor. Bir API anahtar\u0131n\u0131z varsa, arac\u0131 ayn\u0131 komutla ger\u00e7ek bir model \u00fczerinde saniyeler i\u00e7inde \u00e7al\u0131\u015ft\u0131rabilirsiniz.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ad6158 elementor-widget elementor-widget-heading\" data-id=\"6ad6158\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Sonu\u00e7<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94f5c45 elementor-widget elementor-widget-text-editor\" data-id=\"94f5c45\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Bu projede amac\u0131m\u0131z tek bir modeli de\u011ferlendirmek de\u011fildi; herhangi bir modeli de\u011ferlendirebilecek, tekrar kullan\u0131labilir ve \u015feffaf bir denetim katman\u0131 in\u015fa etmekti. Kod taban\u0131 adapt\u00f6r deseni sayesinde OpenAI, Anthropic, Gemini ve OpenAI uyumlu her u\u00e7 noktayla \u00e7al\u0131\u015f\u0131yor; 20 birim ve u\u00e7tan uca testle do\u011fruland\u0131. Sonu\u00e7lar\u0131 kendi g\u00f6zlerinizle incelemek isterseniz <a href=\"https:\/\/aix.web.tr\/ai-guvenlik-denetim-panosu\/\" target=\"_blank\" rel=\"noopener\" style=\"color:#e67e22;\">canl\u0131 g\u00f6sterge panelini<\/a> inceleyebilirsiniz. Yapay zeka modelleri hayat\u0131m\u0131z\u0131n her alan\u0131na girerken, &#8220;g\u00fcvenli mi?&#8221; sorusuna sa\u011flay\u0131c\u0131 iddialar\u0131n\u0131n \u00f6tesinde ba\u011f\u0131ms\u0131z ve tekrarlanabilir yan\u0131tlar verebilmek giderek daha kritik hale geliyor.<\/p> <p>Projenin t\u00fcm kaynak kodu, testleri ve MIT lisansl\u0131 tam s\u00fcr\u00fcm\u00fc GitHub\u2019da yay\u0131nda: <a href=\"https:\/\/github.com\/mendaxyazilim\/ai-model-safety-auditor\" target=\"_blank\" rel=\"noopener\" style=\"color:#e67e22;\">github.com\/mendaxyazilim\/ai-model-safety-auditor<\/a>. AIX i\u00e7in haz\u0131rlanan bu ara\u00e7 hakk\u0131nda daha fazla bilgi i\u00e7in <a href=\"https:\/\/aix.web.tr\" target=\"_blank\" rel=\"noopener\" style=\"color:#e67e22;\">aix.web.tr<\/a> adresini ziyaret edebilirsiniz.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Onlarca yapay zeka sa\u011flay\u0131c\u0131s\u0131 kendi modelinin g\u00fcvenli oldu\u011funu iddia ediyor. Kendi Yapay Zeka G\u00fcvenlik Denetleyicimizi Yapt\u0131k<\/p>","protected":false},"author":1,"featured_media":7143,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_customify_content_layout":"full-width","_customify_sidebar":"","_customify_page_header_display":"default","_customify_disable_header":"","_customify_disable_header_top":"","_customify_disable_header_main":"","_customify_disable_header_bottom":"","_customify_disable_page_title":"","_customify_disable_content_vertical_padding":"","_customify_disable_footer_top":"","_customify_disable_footer_main":"","_customify_disable_footer_bottom":"","_customify_breadcrumb_display":"default","_customify_header_transparent_display":"","footnotes":""},"categories":[2],"tags":[17,7],"class_list":["post-7126","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-projects","tag-yapay-zeka","tag-yapay-zeka-arastirma"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/7126","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=7126"}],"version-history":[{"count":14,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/7126\/revisions"}],"predecessor-version":[{"id":7146,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/7126\/revisions\/7146"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/7143"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=7126"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=7126"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=7126"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}