{"id":7348,"date":"2026-04-26T16:53:00","date_gmt":"2026-04-26T13:53:00","guid":{"rendered":"https:\/\/dbsnewsmedia.com\/?p=7348"},"modified":"2026-04-26T16:53:00","modified_gmt":"2026-04-26T13:53:00","slug":"yapay-zeka-modellerinin-davranislarini-olcmek-icin-yeni-stratejiler","status":"publish","type":"post","link":"https:\/\/dbsnewsmedia.com\/?p=7348","title":{"rendered":"Yapay Zeka Modellerinin Davran\u0131\u015flar\u0131n\u0131 \u00d6l\u00e7mek \u0130\u00e7in Yeni Stratejiler"},"content":{"rendered":"\n<p class=\"has-medium-font-size\"><strong>Microsoft\u2019ta \u00fcr\u00fcn m\u00fcd\u00fcr\u00fc olarak g\u00f6rev yapan Derah Onuorah, LLM davran\u0131\u015flar\u0131n\u0131 izlemeye ve \u00fcretken yapay zeka sistemlerinde g\u00fcvenilirli\u011fi art\u0131rmaya y\u00f6nelik yeni de\u011ferlendirme stratejilerini kamuoyuyla payla\u015f\u0131yor.<\/strong><\/p>\n\n\n\n<p>Microsoft K\u0131demli \u00dcr\u00fcn M\u00fcd\u00fcr\u00fc Derah Onuorah, \u00fcretken yapay zeka sistemlerinin g\u00fcvenilirli\u011fini art\u0131rmak ad\u0131na \u2018LLM davran\u0131\u015flar\u0131n\u0131 izleme\u2019 s\u00fcre\u00e7lerinde yeni bir de\u011ferlendirme paradigmas\u0131 \u00f6neriyor. Geleneksel yaz\u0131l\u0131m\u0131n aksine stokastik (tahmin edilemez) bir yap\u0131 sergileyen b\u00fcy\u00fck dil modelleri (LLM), pazartesiden sal\u0131ya farkl\u0131 sonu\u00e7lar \u00fcreterek geleneksel birim testlerini ge\u00e7ersiz k\u0131labiliyor. Onuorah, kurumsal seviyede hata pay\u0131n\u0131 minimize etmek ve \u2018hal\u00fcsinasyon\u2019 riskini y\u00f6netmek i\u00e7in m\u00fchendislerin art\u0131k \u2018Yapay Zeka De\u011ferlendirme Y\u0131\u011f\u0131n\u0131\u2019 ad\u0131 verilen yeni bir altyap\u0131 katman\u0131n\u0131 benimsemeleri gerekti\u011fini vurguluyor. Bu yakla\u015f\u0131m, sadece \u00fcretim sonras\u0131 de\u011fil, geli\u015ftirme s\u00fcrecinin her a\u015famas\u0131nda s\u0131k\u0131 kontrollerin uygulanmas\u0131n\u0131 zorunlu k\u0131l\u0131yor.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Yapay zeka sistemleri i\u00e7in geli\u015ftirilen de\u011ferlendirme y\u0131\u011f\u0131n\u0131, deterministik ve model tabanl\u0131 olmak \u00fczere iki ana katmandan olu\u015fuyor.<\/li>\n\n\n\n<li>\u00c7evrimd\u0131\u015f\u0131 de\u011ferlendirme hatt\u0131, alt\u0131n veri seti kullan\u0131larak \u00fcretim \u00f6ncesi regresyon testlerini ger\u00e7ekle\u015ftiriyor.<\/li>\n\n\n\n<li>\u00c7evrimi\u00e7i telemetri sistemleri, ger\u00e7ek zamanl\u0131 kullan\u0131c\u0131 geri bildirimlerini ve davran\u0131\u015fsal verileri izleyerek model sapmalar\u0131n\u0131 tespit ediyor.<\/li>\n\n\n\n<li>S\u00fcrekli iyile\u015ftirme d\u00f6ng\u00fcs\u00fc, \u00fcretimden gelen verilerin d\u00fczenli olarak test setlerine eklenmesiyle yapay zeka modelinin g\u00fcncelli\u011fini koruyor.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">DETERM\u0130N\u0130ST\u0130K KONTROLLER \u0130LK SAVUNMA KATMANINI OLU\u015eTURUYOR<\/h2>\n\n\n\n<p>Yapay zeka uygulamalar\u0131nda hatalar\u0131n \u00e7o\u011fu semantik de\u011fil, s\u00f6zdizimsel kaynakl\u0131d\u0131r. Geli\u015ftiriciler, \u2018fail-fast\u2019 yani erken ba\u015far\u0131s\u0131zl\u0131k ilkesiyle \u00e7al\u0131\u015fan deterministik kontrolleri kullanarak JSON \u015femas\u0131 veya ara\u00e7 \u00e7a\u011fr\u0131lar\u0131 gibi yap\u0131sal hatalar\u0131 sistemin en ba\u015f\u0131nda yakalayabilirler. Bu katman, gereksiz maliyetleri ve insan incelemesi gerektiren vakalar\u0131 azalt\u0131r.<\/p>\n\n\n\n<p>Do\u011fru yap\u0131land\u0131r\u0131lmam\u0131\u015f bir API \u00e7a\u011fr\u0131s\u0131, sistemin geri kalan\u0131n\u0131 \u00e7al\u0131\u015ft\u0131rmadan durdurulmal\u0131d\u0131r.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/dbsnewsmedia.com\/wp-content\/uploads\/2026\/04\/image-186-1024x682.png\" alt=\"\" class=\"wp-image-7349\" srcset=\"https:\/\/dbsnewsmedia.com\/wp-content\/uploads\/2026\/04\/image-186-1024x682.png 1024w, https:\/\/dbsnewsmedia.com\/wp-content\/uploads\/2026\/04\/image-186-300x200.png 300w, https:\/\/dbsnewsmedia.com\/wp-content\/uploads\/2026\/04\/image-186-768x511.png 768w, https:\/\/dbsnewsmedia.com\/wp-content\/uploads\/2026\/04\/image-186-820x545.png 820w, https:\/\/dbsnewsmedia.com\/wp-content\/uploads\/2026\/04\/image-186-600x400.png 600w, https:\/\/dbsnewsmedia.com\/wp-content\/uploads\/2026\/04\/image-186.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">MODEL TABANLI DE\u011eERLEND\u0130RMELER DETAYLI N\u00dcANSLARI ORTAYA \u00c7IKARIYOR<\/h2>\n\n\n\n<p>Semantik kaliteyi \u00f6l\u00e7mek i\u00e7in kullan\u0131lan \u2018LLM-as-a-Judge\u2019 y\u00f6ntemi, bir modelin ba\u015fka bir modelin \u00e7\u0131kt\u0131s\u0131n\u0131 de\u011ferlendirmesini sa\u011flar.<\/p>\n\n\n\n<p>Bu s\u00fcrecin ba\u015far\u0131l\u0131 olmas\u0131 i\u00e7in g\u00fc\u00e7l\u00fc bir ak\u0131l y\u00fcr\u00fctme modeli, net bir de\u011ferlendirme rubri\u011fi ve insan taraf\u0131ndan do\u011frulanm\u0131\u015f \u2018alt\u0131n \u00e7\u0131kt\u0131lar\u2019 gereklidir.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ares.shiftdelete.net\/2026\/04\/llm-davranislarini-izlemek-icin-yeni-degerlendirme-stratejileri-gelistiriliyor-3.webp\" alt=\"\" class=\"wp-image-1258762\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">GER\u0130 B\u0130LD\u0130R\u0130M D\u00d6NG\u00dcS\u00dc \u0130LE S\u00dcREKL\u0130 GEL\u0130\u015e\u0130M S\u00dcREC\u0130 OLU\u015eTURULUYOR<\/h2>\n\n\n\n<p>Yapay zeka modelleri statik de\u011fildir; kullan\u0131c\u0131 davran\u0131\u015flar\u0131 de\u011fi\u015ftik\u00e7e modeller de \u2018konsept kaymas\u0131\u2019 ya\u015fayabilir. Bu nedenle, \u00fcretimden gelen verilerin s\u00fcrekli olarak analiz edilmesi ve hata durumlar\u0131n\u0131n alt\u0131n veri setlerine eklenmesi hayati \u00f6nem ta\u015f\u0131r.<\/p>\n\n\n\n<p>26.04.2026 16:52<\/p>\n\n\n\n<p>Kaynak:<a href=\"https:\/\/shiftdelete.net\/llm-davranislarini-izlemek-icin-yeni-degerlendirme-stratejileri-gelistiriliyor\">https:\/\/shiftdelete.net\/llm-davranislarini-izlemek-icin-yeni-degerlendirme-stratejileri-gelistiriliyor<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Microsoft\u2019ta \u00fcr\u00fcn m\u00fcd\u00fcr\u00fc olarak g\u00f6rev yapan Derah Onuorah, LLM davran\u0131\u015flar\u0131n\u0131 izlemeye ve \u00fcretken yapay zeka sistemlerinde g\u00fcvenilirli\u011fi art\u0131rmaya y\u00f6nelik yeni de\u011ferlendirme stratejilerini kamuoyuyla payla\u015f\u0131yor. Microsoft K\u0131demli \u00dcr\u00fcn M\u00fcd\u00fcr\u00fc Derah Onuorah, \u00fcretken yapay zeka sistemlerinin g\u00fcvenilirli\u011fini art\u0131rmak ad\u0131na \u2018LLM davran\u0131\u015flar\u0131n\u0131 izleme\u2019 s\u00fcre\u00e7lerinde yeni bir de\u011ferlendirme paradigmas\u0131 \u00f6neriyor. Geleneksel yaz\u0131l\u0131m\u0131n aksine stokastik (tahmin edilemez) bir yap\u0131 sergileyen&#8230;<\/p>\n","protected":false},"author":4,"featured_media":7350,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[7],"tags":[1459,64],"class_list":["post-7348","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-teknoloji","tag-microsoft","tag-yapay-zeka"],"jetpack_featured_media_url":"https:\/\/dbsnewsmedia.com\/wp-content\/uploads\/2026\/04\/llm-davranislarini-izlemek-icin-yeni-degerlendirme-stratejileri-gelistiriliyor.webp","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/dbsnewsmedia.com\/index.php?rest_route=\/wp\/v2\/posts\/7348","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dbsnewsmedia.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dbsnewsmedia.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dbsnewsmedia.com\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/dbsnewsmedia.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7348"}],"version-history":[{"count":1,"href":"https:\/\/dbsnewsmedia.com\/index.php?rest_route=\/wp\/v2\/posts\/7348\/revisions"}],"predecessor-version":[{"id":7351,"href":"https:\/\/dbsnewsmedia.com\/index.php?rest_route=\/wp\/v2\/posts\/7348\/revisions\/7351"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dbsnewsmedia.com\/index.php?rest_route=\/wp\/v2\/media\/7350"}],"wp:attachment":[{"href":"https:\/\/dbsnewsmedia.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7348"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dbsnewsmedia.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7348"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dbsnewsmedia.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7348"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}