{"id":7151,"date":"2026-09-06T08:09:11","date_gmt":"2026-09-06T08:09:11","guid":{"rendered":"https:\/\/aix.web.tr\/?p=7151"},"modified":"2026-09-06T08:13:48","modified_gmt":"2026-09-06T08:13:48","slug":"ai-modelleri-ne-zaman-halusinasyon-gorur","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/ai-modelleri-ne-zaman-halusinasyon-gorur\/","title":{"rendered":"AI Modelleri Ne Zaman Hal\u00fcsinasyon G\u00f6r\u00fcr? 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pb=d.createElement('div');pb.className='aix-progress';b.appendChild(pb);\n      var tick=false;function upd(){var h=d.documentElement.scrollHeight-innerHeight;pb.style.transform='scaleX('+(h>0?Math.min(1,scrollY\/h):0)+')';tick=false}\n      addEventListener('scroll',function(){if(!tick){tick=true;requestAnimationFrame(upd)}},{passive:true});upd();\n    }\n  }\n  if(d.readyState==='loading')d.addEventListener('DOMContentLoaded',init);else init();\n})();\n<\/script>\n<!-- ===== \/AIX GLOBAL MOTION ===== -->\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-36edf11a elementor-section-height-min-height elementor-section-full_width elementor-hidden-desktop elementor-section-height-default elementor-section-items-middle\" data-id=\"36edf11a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&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-50 elementor-top-column elementor-element elementor-element-1aba2a40\" data-id=\"1aba2a40\" 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-77607905 elementor-widget-mobile__width-initial elementor-widget elementor-widget-image\" data-id=\"77607905\" 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=\"420\" height=\"199\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/aix-logo-optimized.webp\" class=\"attachment-large size-large wp-image-6992\" alt=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/aix-logo-optimized.webp 420w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/aix-logo-optimized-300x142.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/aix-logo-optimized-18x9.webp 18w\" sizes=\"(max-width: 420px) 100vw, 420px\" 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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3fdd4014\" data-id=\"3fdd4014\" 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-4c796c5 hfe-submenu-icon-plus hfe-menu-item-space-between hfe-link-redirect-child elementor-widget elementor-widget-navigation-menu\" data-id=\"4c796c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;hamburger_align_tablet&quot;:&quot;right&quot;,&quot;hamburger_align_mobile&quot;:&quot;right&quot;,&quot;hamburger_align&quot;:&quot;center&quot;,&quot;hamburger_menu_align&quot;:&quot;space-between&quot;,&quot;width_flyout_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:300,&quot;sizes&quot;:[]},&quot;width_flyout_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;width_flyout_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_flyout_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:30,&quot;sizes&quot;:[]},&quot;padding_flyout_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_flyout_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;padding_horizontal_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;padding_vertical_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_space_between&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_space_between_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_space_between_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_top_space&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_top_space_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_top_space_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;dropdown_border_radius&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;dropdown_border_radius_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;dropdown_border_radius_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;padding_horizontal_dropdown_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_dropdown_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_dropdown_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_dropdown_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;padding_vertical_dropdown_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_dropdown_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_size&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_size_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_size_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_width&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_width_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_width_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_radius&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_radius_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_radius_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;close_flyout_size&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;close_flyout_size_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;close_flyout_size_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"navigation-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"hfe-nav-menu__toggle elementor-clickable hfe-flyout-trigger\" tabindex=\"0\" role=\"button\" aria-label=\"Menu Toggle\">\n\t\t\t\t\t<div class=\"hfe-nav-menu-icon\">\n\t\t\t\t\t\t<i aria-hidden=\"true\" tabindex=\"0\" class=\"fas fa-align-justify\"><\/i>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<div class=\"hfe-flyout-wrapper\" >\n\t\t\t\t<div class=\"hfe-flyout-overlay elementor-clickable\"><\/div>\n\t\t\t\t<div class=\"hfe-flyout-container\">\n\t\t\t\t\t<div id=\"hfe-flyout-content-id-4c796c5\" class=\"hfe-side hfe-flyout-left hfe-flyout-open\" data-layout=\"left\" data-flyout-type=\"normal\">\n\t\t\t\t\t\t<div class=\"hfe-flyout-content push\">\n\t\t\t\t\t\t\t<nav itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/SiteNavigationElement\">\n\t\t\t\t\t\t\t\t<ul id=\"menu-1-4c796c5\" class=\"hfe-nav-menu\"><li id=\"menu-item-1227\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/hakkimizda\/\" itemprop=\"url\" class = \"hfe-menu-item\">Hakk\u0131m\u0131zda<\/a><\/li>\n<li id=\"menu-item-2697\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/arastirmalar\/\" itemprop=\"url\" class = \"hfe-menu-item\">Ara\u015ft\u0131rmalar<\/a><\/li>\n<li id=\"menu-item-2336\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/blog\/\" itemprop=\"url\" class = \"hfe-menu-item\">Blog<\/a><\/li>\n<li id=\"menu-item-2335\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/ders\/\" itemprop=\"url\" class = \"hfe-menu-item\">Ders<\/a><\/li>\n<li id=\"menu-item-1226\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/konusmalar\/\" itemprop=\"url\" class = \"hfe-menu-item\">Konu\u015fmalar<\/a><\/li>\n<li id=\"menu-item-1230\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/iletisim\/\" itemprop=\"url\" class = \"hfe-menu-item\">\u0130leti\u015fim<\/a><\/li>\n<li id=\"menu-item-1229\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/basvuru\/\" itemprop=\"url\" class = \"hfe-menu-item\">Ekibe Kat\u0131l<\/a><\/li>\n<li id=\"menu-item-3481\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-post parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/?p=3333\" itemprop=\"url\" class = \"hfe-menu-item\">Egemen Kaya<\/a><\/li>\n<\/ul>\t\t\t\t\t\t\t<\/nav>\n\t\t\t\t\t\t\t<div class=\"elementor-clickable hfe-flyout-close\" tabindex=\"0\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" tabindex=\"0\" class=\"far fa-window-close\"><\/i>\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\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<\/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-b9df0d7 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b9df0d7\" 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-b210a76\" data-id=\"b210a76\" 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-b77fcb1 elementor-widget elementor-widget-heading\" data-id=\"b77fcb1\" 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 Ne Zaman Hal\u00fcsinasyon G\u00f6r\u00fcr? Kendi G\u00fcvenilirlik Dedekt\u00f6r\u00fcm\u00fcz\u00fc 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-3bab0366 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3bab0366\" data-element_type=\"section\" data-e-type=\"section\">\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-2ab2db17\" data-id=\"2ab2db17\" 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-5afa385a elementor-widget elementor-widget-text-editor\" data-id=\"5afa385a\" 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\n<p><strong>Bir modelin &#8220;bilmedi\u011fi&#8221; bir \u015feyi g\u00fcvenle uydurdu\u011funu, elinizde kar\u015f\u0131la\u015ft\u0131raca\u011f\u0131n\u0131z bir &#8220;do\u011fru cevap&#8221; yokken nas\u0131l anlars\u0131n\u0131z?<\/strong> Ge\u00e7ti\u011fimiz ay yay\u0131nlad\u0131\u011f\u0131m\u0131z <a href=\"https:\/\/aix.web.tr\/ai-modelleri-guvenli-mi-guvenlik-denetleyicisi\/\">AI Modelleri G\u00fcvenli mi? Kendi G\u00fcvenlik Denetleyicimizi Yapt\u0131k<\/a> projesinin do\u011fal devam\u0131 olarak bu soruya odakland\u0131k ve referans cevaba ihtiya\u00e7 duymayan, tamamen \u00e7al\u0131\u015fan bir hal\u00fcsinasyon riski \u00f6l\u00e7\u00fcm arac\u0131 in\u015fa ettik: <strong>AI Hall\u00fcsinasyon Dedekt\u00f6r\u00fc<\/strong>.<\/p>\n<p>Bu yaz\u0131da arac\u0131n nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131, ger\u00e7ek bir demo sistemi \u00fczerinde \u00e7al\u0131\u015ft\u0131rd\u0131\u011f\u0131m\u0131zda ne buldu\u011fumuzu ve &#8212; daha da \u00f6nemlisi &#8212; y\u00f6ntemin kendi s\u0131n\u0131rlar\u0131n\u0131 nas\u0131l ortaya koydu\u011funu anlat\u0131yoruz. Kod taban\u0131n\u0131n tamam\u0131 MIT lisans\u0131yla GitHub&#8217;da, sonu\u00e7lar ise a\u015fa\u011f\u0131daki canl\u0131 g\u00f6sterge panosunda.<\/p>\n<p><img decoding=\"async\" class=\" wp-image-7153 aligncenter\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/AI-Modelleri-Ne-Zaman-Halusinasyon-Gorur-Kendi-Guvenilirlik-Dedektorumuzu-Yaptik-300x163.png\" alt=\"\" width=\"906\" height=\"492\" title=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/AI-Modelleri-Ne-Zaman-Halusinasyon-Gorur-Kendi-Guvenilirlik-Dedektorumuzu-Yaptik-300x163.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/AI-Modelleri-Ne-Zaman-Halusinasyon-Gorur-Kendi-Guvenilirlik-Dedektorumuzu-Yaptik-768x418.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/AI-Modelleri-Ne-Zaman-Halusinasyon-Gorur-Kendi-Guvenilirlik-Dedektorumuzu-Yaptik-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/AI-Modelleri-Ne-Zaman-Halusinasyon-Gorur-Kendi-Guvenilirlik-Dedektorumuzu-Yaptik.png 967w\" sizes=\"(max-width: 906px) 100vw, 906px\" \/><\/p>\n<h2>Sorun: referans cevap olmadan hal\u00fcsinasyon nas\u0131l \u00f6l\u00e7\u00fcl\u00fcr?<\/h2>\n<p>B\u00fcy\u00fck dil modellerinin bir k\u0131s\u0131m yan\u0131t\u0131 kula\u011fa \u00e7ok ak\u0131c\u0131 ve g\u00fcvenli gelse de ger\u00e7ekte yanl\u0131\u015f ya da tamamen uydurma bilgi i\u00e7erebilir. Bunu yakalaman\u0131n standart yolu, modelin cevab\u0131n\u0131 &#8220;do\u011fru&#8221; bir referansla kar\u015f\u0131la\u015ft\u0131rmakt\u0131r &#8212; ama ger\u00e7ek kullan\u0131mda b\u00f6yle bir referans\u0131m\u0131z genellikle yoktur. Kullan\u0131c\u0131 bir soru sorar, model bir cevap verir; o cevab\u0131n do\u011fru olup olmad\u0131\u011f\u0131n\u0131 bilen kimse ortada yoktur.<\/p>\n<p>Bu projede, <a href=\"https:\/\/arxiv.org\/abs\/2303.08896\" target=\"_blank\" rel=\"noopener\">SelfCheckGPT<\/a> (Manakul, Liusie &amp; Gales, 2023) \u00e7al\u0131\u015fmas\u0131n\u0131n genel fikrinden esinlenen, s\u0131f\u0131r-kaynak (zero-resource) bir yakla\u015f\u0131m\u0131 kendi istem bataryam\u0131z, kendi \u00e7\u0131kar\u0131m kodumuz ve kendi puanlama motorumuzla, ger\u00e7ek ve \u00e7al\u0131\u015fan bir kod taban\u0131nda uygulad\u0131k:<\/p>\n<ol>\n<li>Modele ayn\u0131 olgusal soruyu, dura\u011fan olmayan (temperature &gt; 0) \u00f6rnekleme ile <strong>N=5 kez<\/strong> sor.<\/li>\n<li>Be\u015f ba\u011f\u0131ms\u0131z yan\u0131t\u0131n birbiriyle &#8212; ortak say\u0131lar, isimler, tarihler, genel kelime \u00f6rt\u00fc\u015fmesi bak\u0131m\u0131ndan &#8212; ne kadar <strong>uyu\u015ftu\u011funu<\/strong> \u00f6l\u00e7.<\/li>\n<li>Bu uyum d\u00fczeyini 0-100 aras\u0131 bir <strong>G\u00fcvenilirlik Skoru<\/strong>na \u00e7evir.<\/li>\n<\/ol>\n<p>Mant\u0131k \u015fu: model bir konuyu ger\u00e7ekten &#8220;biliyorsa&#8221;, be\u015f \u00f6rneklem de b\u00fcy\u00fck \u00f6l\u00e7\u00fcde ayn\u0131 bilgiyi tekrar eder. Hal\u00fcsinasyon g\u00f6r\u00fcyorsa, her \u00f6rneklemde farkl\u0131 bir &#8220;ger\u00e7ek&#8221; uydurabilir &#8212; ve bu tutars\u0131zl\u0131k, referans cevaba hi\u00e7 ihtiya\u00e7 duymadan \u00f6l\u00e7\u00fclebilir bir sinyaldir.<\/p>\n<h2>Puanlama motoru: \u00fc\u00e7 \u015feffaf sinyal<\/h2>\n<p><code>consistency_checker.py<\/code>, LLM-yarg\u0131\u00e7 kullanmayan, tamamen kural\/desen tabanl\u0131 bir motordur. Her istem i\u00e7in \u00fc\u00e7 sinyali hesaplar ve a\u011f\u0131rl\u0131kl\u0131 ortalamas\u0131n\u0131 al\u0131r (bir sinyal hi\u00e7 veri i\u00e7ermiyorsa devre d\u0131\u015f\u0131 kal\u0131r, kalan a\u011f\u0131rl\u0131klar yeniden \u00f6l\u00e7eklenir):<\/p>\n<ul>\n<li><strong>Kelime d\u00fczeyinde \u00f6rt\u00fc\u015fme<\/strong> &#8212; \u00f6rneklemler aras\u0131ndaki ortalama ikili Jaccard benzerli\u011fi.<\/li>\n<li><strong>Say\u0131sal uyum<\/strong> &#8212; \u00f6rneklemlerin bahsetti\u011fi say\u0131\/tarih k\u00fcmelerinin ne kadar\u0131n\u0131n ayn\u0131 kombinasyonda birle\u015fti\u011fi.<\/li>\n<li><strong>\u00d6zel ad uyumu<\/strong> &#8212; ayn\u0131 mant\u0131k, b\u00fcy\u00fck harfle ba\u015flayan isim benzeri jetonlar \u00fczerinden.<\/li>\n<\/ul>\n<p>26 \u00f6zg\u00fcn olgusal test istemi &#8212; tarihsel olaylar, istatistik\/say\u0131lar, ki\u015filer\/al\u0131nt\u0131lar, tan\u0131mlar, aritmetik ve co\u011frafya olmak \u00fczere 6 kategoride &#8212; kendi yazd\u0131\u011f\u0131m\u0131z bir bataryadan geliyor.<\/p>\n<h2>Neden ger\u00e7ek bir API yerine yerel bir referans model?<\/h2>\n<p>Arac\u0131n <code>model_adapters.py<\/code> dosyas\u0131 OpenAI, Anthropic ve Google Gemini API&#8217;lerine kar\u015f\u0131 do\u011frudan \u00e7al\u0131\u015facak \u015fekilde in\u015fa edildi. Ama bu projeyi geli\u015ftirdi\u011fimiz ortam\u0131n a\u011f eri\u015fimini test etti\u011fimizde, denenen <strong>her<\/strong> bar\u0131nd\u0131r\u0131lan model API&#8217;si (OpenAI, Gemini, Groq, OpenRouter, Hugging Face, Together, Cohere) a\u011f ge\u00e7idi seviyesinde HTTP 403 ile engellendi; Anthropic&#8217;in API&#8217;sine do\u011frudan eri\u015filebiliyordu ama elimizde bir API anahtar\u0131 olmad\u0131\u011f\u0131ndan yaln\u0131zca HTTP 401 ald\u0131k. Hi\u00e7birine ger\u00e7ek bir istek g\u00f6nderemedik.<\/p>\n<p>Sahte, 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 projenin &#8220;uydurmama&#8221; ilkesine bizzat ayk\u0131r\u0131 olurdu. Bunun yerine <code>local_reference_model.py<\/code> i\u00e7inde k\u00fc\u00e7\u00fck ama <strong>tamamen ger\u00e7ek ve \u00e7al\u0131\u015ft\u0131r\u0131labilir<\/strong> bir sistem in\u015fa ettik: <code>markovify<\/code> ile bu proje i\u00e7in \u00f6zg\u00fcn yaz\u0131lm\u0131\u015f bir metin \u00fczerinde e\u011fitilmi\u015f bir Markov zinciri \u00fcretici, \u00fc\u00e7 farkl\u0131 ve ger\u00e7ek yan\u0131t stratejisiyle sarmalanm\u0131\u015f:<\/p>\n<ul>\n<li><strong>confident-fabricator<\/strong> &#8212; her \u00f6rneklemde farkl\u0131, uydurma ama tamamen kesin bir \u00fcslupla sunulan bir say\u0131\/tarih\/isim \u00fcretir.<\/li>\n<li><strong>hedging<\/strong> &#8212; hi\u00e7bir zaman somut bir bilgi vermez; her seferinde neredeyse ayn\u0131 s\u00f6zc\u00fcklerle bir belirsizlik ifadesi tekrarlar.<\/li>\n<li><strong>grounded<\/strong> &#8212; 20 girdilik k\u00fc\u00e7\u00fck, sabit, elle yaz\u0131lm\u0131\u015f bir bilgi taban\u0131ndan arama yapar ve her seferinde ayn\u0131 do\u011fru bilgiyi, hafif do\u011fal dil varyasyonuyla d\u00f6nd\u00fcr\u00fcr.<\/li>\n<\/ul>\n<p>\u00dc\u00e7\u00fc de ayn\u0131 temel \u00fcreticiyi payla\u015f\u0131yor; tek fark yan\u0131t stratejisi. Bir API anahtar\u0131n\u0131z varsa, ayn\u0131 arac\u0131 ger\u00e7ek bir model \u00fczerinde saniyeler i\u00e7inde \u00e7al\u0131\u015ft\u0131rabilirsiniz &#8212; kod taban\u0131 zaten buna haz\u0131r.<\/p>\n<h2>Ger\u00e7ek sonu\u00e7lar (N=5 \u00f6rneklem, 26 istem)<\/h2>\n<p>Sonu\u00e7lar\u0131 interaktif olarak, kategori k\u0131r\u0131l\u0131mlar\u0131yla ve \u00f6rnek yan\u0131tlarla birlikte <a href=\"https:\/\/aix.web.tr\/ai-halusinasyon-risk-panosu\/\">canl\u0131 g\u00f6sterge panosunda<\/a> inceleyebilirsiniz. \u00d6zet tablo a\u015fa\u011f\u0131da:<\/p>\n<table>\n<thead>\n<tr>\n<th>Yap\u0131land\u0131rma<\/th>\n<th>G\u00fcvenilirlik Skoru<\/th>\n<th>Risk D\u00fczeyi<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><code>confident-fabricator<\/code><\/td>\n<td>34,1 \/ 100<\/td>\n<td>Y\u00dcKSEK HAL\u00dcS\u0130NASYON R\u0130SK\u0130<\/td>\n<\/tr>\n<tr>\n<td><code>grounded<\/code><\/td>\n<td>73,3 \/ 100<\/td>\n<td>ORTA HAL\u00dcS\u0130NASYON R\u0130SK\u0130<\/td>\n<\/tr>\n<tr>\n<td><code>hedging<\/code><\/td>\n<td>79,0 \/ 100<\/td>\n<td>D\u00dc\u015e\u00dcK HAL\u00dcS\u0130NASYON R\u0130SK\u0130<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0130lk bak\u0131\u015fta beklendi\u011fi gibi: g\u00fcvenle uyduran yap\u0131land\u0131rma en d\u00fc\u015f\u00fck skoru ald\u0131 (34,1). Ama bu tablo, kas\u0131tl\u0131 olarak rahats\u0131z edici bir s\u0131rayla duruyor.<\/p>\n<h2>En \u00f6nemli bulgu: tutarl\u0131l\u0131k, do\u011frulu\u011fun garantisi de\u011fildir<\/h2>\n<p>Hi\u00e7bir zaman somut bir bilgi vermeyen ama her seferinde neredeyse ayn\u0131 s\u00f6zc\u00fcklerle ka\u00e7amak yapan <strong>hedging<\/strong> yap\u0131land\u0131rmas\u0131 (79,0), ger\u00e7ek bilgiye dayanan ve o bilgiyi tutarl\u0131 bi\u00e7imde tekrarlayan <strong>grounded<\/strong> yap\u0131land\u0131rmas\u0131ndan (73,3) <strong>daha y\u00fcksek<\/strong> skor ald\u0131.<\/p>\n<p>Bunun nedeni basit ve tam da y\u00f6ntemin do\u011fas\u0131ndan kaynaklan\u0131yor: puanlama motoru \u00f6rneklemler aras\u0131nda anla\u015fmazl\u0131k \u00f6l\u00e7ebilece\u011fi somut bir \u015fey (say\u0131, isim, tarih) bulamad\u0131\u011f\u0131nda, bunu y\u00fcksek tutarl\u0131l\u0131k olarak yorumluyor. &#8220;Bu konuda kesin bir \u015fey s\u00f6yleyemem&#8221; c\u00fcmlesini be\u015f kez neredeyse ayn\u0131 \u015fekilde tekrarlamak, teknik olarak \u00e7ok &#8220;tutarl\u0131&#8221;d\u0131r &#8212; ama hi\u00e7bir bilgi i\u00e7ermez.<\/p>\n<p>Bu, teorik bir uyar\u0131 de\u011fil; arac\u0131 ger\u00e7ekten \u00e7al\u0131\u015ft\u0131rarak elde etti\u011fimiz, \u00f6l\u00e7\u00fclm\u00fc\u015f bir bulgu. Pratik sonucu \u015fu: bu y\u00f6ntemin skoru tek ba\u015f\u0131na yeterli de\u011fildir, bir yan\u0131t\u0131n en az\u0131ndan somut bir iddia i\u00e7erip i\u00e7ermedi\u011fine dair ayr\u0131 bir kontrolle birlikte okunmal\u0131d\u0131r. Kategori k\u0131r\u0131l\u0131m\u0131na bak\u0131ld\u0131\u011f\u0131nda da \u00f6r\u00fcnt\u00fc ayn\u0131 \u015fekilde tutarl\u0131: <code>hedging<\/code> alt\u0131 kategorinin tamam\u0131nda 76-81 aral\u0131\u011f\u0131nda sabit kal\u0131rken, <code>confident-fabricator<\/code> t\u00fcm kategorilerde 30-39 aral\u0131\u011f\u0131nda kal\u0131yor &#8212; y\u00f6ntem ger\u00e7ekten bir sinyal yakal\u0131yor, sadece bu sinyalin &#8220;do\u011fruluk&#8221; ile birebir \u00f6rt\u00fc\u015fmedi\u011fini de g\u00f6steriyor.<\/p>\n<h2>Arac\u0131 deneyin<\/h2>\n<pre><code>pip install -r requirements.txt\n\n# A\u011f\/API anahtar\u0131 gerektirmeyen yerel demo:\npython3 cli.py --provider local-reference --config grounded --samples-per-prompt 5 --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 --samples-per-prompt 5 --out results\/gpt4o-mini.json<\/code><\/pre>\n<p>Kod taban\u0131 37 birim ve u\u00e7tan-uca testle (pytest, ger\u00e7ek a\u011f olmadan <code>requests_mock<\/code> ile) do\u011frulanm\u0131\u015f durumda ve OpenAI, Anthropic, Gemini ile herhangi bir OpenAI-uyumlu u\u00e7 noktay\u0131 (Groq, OpenRouter, yerel Ollama\/vLLM) destekliyor.<\/p>\n<h2>Ba\u011flant\u0131lar<\/h2>\n<ul>\n<li>Kod deposu (MIT lisansl\u0131): <a href=\"https:\/\/github.com\/mendaxyazilim\/ai-hallucination-detector\" target=\"_blank\" rel=\"noopener\">github.com\/mendaxyazilim\/ai-hallucination-detector<\/a><\/li>\n<li>Canl\u0131 g\u00f6sterge panosu: <a href=\"https:\/\/aix.web.tr\/ai-halusinasyon-risk-panosu\/\">aix.web.tr\/ai-halusinasyon-risk-panosu<\/a><\/li>\n<li>Sister proje: <a href=\"https:\/\/aix.web.tr\/ai-modelleri-guvenli-mi-guvenlik-denetleyicisi\/\" target=\"_blank\" rel=\"noopener\">AI Modelleri G\u00fcvenli mi? Kendi G\u00fcvenlik Denetleyicimizi Yapt\u0131k<\/a><\/li>\n<\/ul>\n<p><em>Bu projedeki t\u00fcm say\u0131lar, arac\u0131n kendi kodu ger\u00e7ekten \u00e7al\u0131\u015ft\u0131r\u0131larak \u00fcretildi &#8212; elle yaz\u0131lm\u0131\u015f tek bir \u00f6rnek yan\u0131t ya da elle uydurulmu\u015f tek bir skor yok. Sonu\u00e7lar yaln\u0131zca bu projenin yerel demo sistemini kapsar; herhangi bir ger\u00e7ek \u00fcretim modelinin hal\u00fcsinasyon davran\u0131\u015f\u0131na dair bir iddia i\u00e7ermez.<\/em><\/p>\n\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9f35060 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9f35060\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&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-50 elementor-top-column elementor-element elementor-element-1ddf70a\" data-id=\"1ddf70a\" 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-88121ce elementor-widget elementor-widget-image\" data-id=\"88121ce\" 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\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-1024x1024.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-150x150.png 150w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-768x768.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-12x12.png 12w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" 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<div class=\"elementor-element elementor-element-2924b44 elementor-widget elementor-widget-heading\" data-id=\"2924b44\" 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<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\">Dil Edinim Modeli<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fe70ce2 elementor-widget elementor-widget-heading\" data-id=\"fe70ce2\" 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<p class=\"elementor-heading-title elementor-size-default\">Yapay Zeka Edit\u00f6r<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b961408 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"b961408\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-globe elementor-repeater-item-77a48c2\" href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Globe<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-globe\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\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<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-96aaad5\" data-id=\"96aaad5\" 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-2a3990e elementor-widget elementor-widget-heading\" data-id=\"2a3990e\" 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<h6 class=\"elementor-heading-title elementor-size-default\">Bunlar ilginizi \u00e7ekebilir!<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d9f319 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"3d9f319\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;premium_blog_columns_number&quot;:&quot;33.33%&quot;,&quot;premium_blog_grid&quot;:&quot;yes&quot;,&quot;premium_blog_layout&quot;:&quot;even&quot;,&quot;premium_blog_columns_number_tablet&quot;:&quot;50%&quot;,&quot;premium_blog_columns_number_mobile&quot;:&quot;100%&quot;}\" data-widget_type=\"premium-addon-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t\n\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"7151\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"152\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper empty-thumb\">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/gorunmeyen-asistanlarimiz-yapay-zeka-evimize-ve-isimize-nasil-sizdi\/\" target=\"_self\">\n\t\t\t\tG\u00f6r\u00fcnmeyen Asistanlar\u0131m\u0131z Yapay Zeka Evimize ve \u0130\u015fimize Nas\u0131l S\u0131zd\u0131\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"152\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper empty-thumb\">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/openai-1-25-trilyon-dolar-degerleme-ve-30-milyar-dolarlik-yeni-yatirim\/\" target=\"_self\">\n\t\t\t\tOpenAI 1.25 Trilyon Dolar De\u011ferleme ve 30 Milyar Dolarl\u0131k Yeni Yat\u0131r\u0131m\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"152\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper empty-thumb\">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-dedektifleri-makineler-gorsellerin-arkasindaki-hikayeyi-nasil-cozuyor\/\" target=\"_self\">\n\t\t\t\tYapay Zeka Dedektifleri: Makineler G\u00f6rsellerin Arkas\u0131ndaki Hikayeyi Nas\u0131l \u00c7\u00f6z\u00fcyor?\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\n\t\t\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","protected":false},"excerpt":{"rendered":"<p>AI Modelleri Ne Zaman Hal\u00fcsinasyon G\u00f6r\u00fcr? Kendi G\u00fcvenilirlik Dedekt\u00f6r\u00fcm\u00fcz\u00fc Yapt\u0131k Bir modelin &#8220;bilmedi\u011fi&#8221; bir \u015feyi g\u00fcvenle uydurdu\u011funu, elinizde kar\u015f\u0131la\u015ft\u0131raca\u011f\u0131n\u0131z bir &#8220;do\u011fru cevap&#8221; yokken nas\u0131l anlars\u0131n\u0131z?&hellip;<\/p>","protected":false},"author":1,"featured_media":7153,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_customify_content_layout":"","_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-7151","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\/7151","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=7151"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/7151\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/7153"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=7151"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=7151"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=7151"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}