{"id":1942,"date":"2026-07-13T11:42:19","date_gmt":"2026-07-13T08:42:19","guid":{"rendered":"https:\/\/www.bigsbilisim.com\/?page_id=1942"},"modified":"2026-08-23T20:51:51","modified_gmt":"2026-08-23T17:51:51","slug":"bigs-ai-governance-framework","status":"publish","type":"page","link":"https:\/\/www.bigsbilisim.com\/tr\/bigs-ai-governance-framework\/","title":{"rendered":"BIGS YAPAY ZEKA Y\u00d6NET\u0130\u015e\u0130M \u00c7ER\u00c7EVES\u0130"},"content":{"rendered":"<h1><strong>BIGS YAPAY ZEKA Y\u00d6NET\u0130\u015e\u0130M \u00c7ER\u00c7EVES\u0130<\/strong><\/h1>\n<h2>Kurumsal BT Operasyonlar\u0131nda Yapay Zeka Otonomisini G\u00fcvenli Bir \u015eekilde Y\u00f6netmek \u0130\u00e7in Bir Karar Verme \u00c7er\u00e7evesi<\/h2>\n<h3><strong>1. Y\u00f6netici \u00d6zeti<\/strong><\/h3>\n<p>Yapay zek\u00e2 ajanlar\u0131, kurumsal BT operasyonlar\u0131na h\u0131zla giriyor. Gartner, 2026 y\u0131l\u0131n\u0131n sonuna kadar kurumsal uygulamalar\u0131n 1&#039;inin g\u00f6rev odakl\u0131 yapay zek\u00e2 ajanlar\u0131na sahip olaca\u011f\u0131n\u0131 \u00f6ng\u00f6r\u00fcyor; bu oran 2025&#039;te sadece idi. Ancak \u00e7o\u011fu kurulu\u015fun temel bir soruya \u00f6l\u00e7\u00fclebilir bir cevab\u0131 yok: Yapay zek\u00e2 ajan\u0131 hangi i\u015flemleri kendi ba\u015f\u0131na ger\u00e7ekle\u015ftirebilir ve hangileri insan onay\u0131 gerektirir?<\/p>\n<p>Bu sorunun cevaps\u0131z b\u0131rak\u0131lmas\u0131, kurulu\u015flar\u0131 iki ba\u015far\u0131s\u0131zl\u0131k modundan birine iter: kontrols\u00fcz \u00f6zerklik (yapay zekan\u0131n \u00fcretim ortamlar\u0131nda \u00f6ng\u00f6r\u00fclemeyen m\u00fcdahalelerde bulunmas\u0131) veya s\u0131f\u0131r \u00f6zerklik (yapay zekan\u0131n, yat\u0131r\u0131m\u0131 asla geri \u00f6demeyen pahal\u0131 bir kontrol paneline indirgenmesi).<\/p>\n<p>Bigs Yapay Zeka Y\u00f6neti\u015fim \u00c7er\u00e7evesi, bu ikilemi \u00e7\u00f6zmek i\u00e7in geli\u015ftirilmi\u015f, \u00fcretim ortam\u0131nda test edilmi\u015f bir karar \u00e7er\u00e7evesidir. Temelinde ise \u015funlar yer almaktad\u0131r: <strong>\u00c7al\u0131\u015fma K\u0131lavuzu G\u00fcven Endeksi (RCI)<\/strong>Bu, operasyonel eylemlerin her birini be\u015f boyutta puanlayan ve d\u00f6rt net tan\u0131mlanm\u0131\u015f \u00f6zerklik seviyesinden birine e\u015fleyen \u00f6l\u00e7\u00fclebilir bir g\u00fcven modelidir. \u00c7er\u00e7eve ayr\u0131ca operasyonel g\u00fcvenlik mekanizmalar\u0131n\u0131 (15 Dakikal\u0131k Kurtarma Kural\u0131, Yapay Zeka Destekli De\u011fi\u015fiklik Riski Puanlamas\u0131, eksiksiz bir denetim izi), bir Operasyonel Bellek Katman\u0131n\u0131 ve \u00f6zerkli\u011fin zaman i\u00e7inde kazan\u0131ld\u0131\u011f\u0131 bir \u00e7al\u0131\u015fma k\u0131lavuzu ya\u015fam d\u00f6ng\u00fcs\u00fcn\u00fc tan\u0131mlar.<\/p>\n<p>Bu belge, \u00e7er\u00e7evenin ilkelerini, puanlama modelini, g\u00fcvenlik mekanizmalar\u0131n\u0131 ve teknolojiden ba\u011f\u0131ms\u0131z bir referans mimarisini sunmakta olup, ard\u0131ndan \u00e7er\u00e7eveyi kendi ortam\u0131n\u0131zda benimsemeniz i\u00e7in d\u00f6rt a\u015famal\u0131 bir yol haritas\u0131 vermektedir.<\/p>\n<h3><strong>2. Sorun: Kontrols\u00fcz \u00d6zerklik ve S\u0131f\u0131r \u00d6zerklik Aras\u0131nda<\/strong><\/h3>\n<p>BT operasyon ekipleri y\u0131llard\u0131r ayn\u0131 d\u00f6ng\u00fcde ya\u015f\u0131yor: bir uyar\u0131 tetikleniyor, bir m\u00fchendis uyan\u0131yor, sorunu te\u015fhis ediyor ve -\u00e7o\u011fu zaman- daha \u00f6nce onlarca kez uygulanan standart bir d\u00fczeltme i\u015flemini tekrarl\u0131yor. Sekt\u00f6r ara\u015ft\u0131rmalar\u0131, 2026 y\u0131l\u0131 itibariyle BT sorun giderme ve tekrarlayan d\u00fczeltme i\u015flemlerinin -601&#039;inin otomatikle\u015ftirilebilece\u011fini g\u00f6steriyor. B\u00fcy\u00fck dil modelleri ve ajan mimarileri bu otomasyonu teknik olarak m\u00fcmk\u00fcn k\u0131l\u0131yor.<\/p>\n<p>Teknik olarak m\u00fcmk\u00fcn olan ile operasyonel olarak g\u00fcvenli olan aras\u0131ndaki fark ise y\u00f6netimseldir. Sahada iki tipik ar\u0131za modu g\u00f6zlemliyoruz:<\/p>\n<ul>\n<li><strong>Kontrols\u00fcz \u00f6zerklik: <\/strong>Yapay zekaya geni\u015f yetkiler veriliyor; sistem, yanl\u0131\u015f pozitif bir uyar\u0131ya dayanarak sabah 3:00&#039;te y\u00fcksek etkili bir operasyonu (\u00f6rne\u011fin, veritaban\u0131 yedekleme) tetikliyor. Tek bir k\u00f6t\u00fc deneyim, bir kurulu\u015fun yapay zeka otomasyonuna olan g\u00fcvenini y\u0131llarca geriye g\u00f6t\u00fcr\u00fcyor.<\/li>\n<li><strong>S\u0131f\u0131r \u00f6zerklik: <\/strong>Risk korkusu nedeniyle yapay zeka yaln\u0131zca &#039;\u00f6neriler&#039; \u00fcretiyor ve her ad\u0131mda insan m\u00fcdahalesi gerekiyor. M\u00fchendislerin i\u015f y\u00fck\u00fc azalm\u0131yor, yan\u0131t s\u00fcreleri iyile\u015fmiyor ve yapay zeka yat\u0131r\u0131m\u0131, geli\u015fmi\u015f bir sohbet aray\u00fcz\u00fcne d\u00f6n\u00fc\u015f\u00fcyor.<\/li>\n<\/ul>\n<p>Her iki y\u00f6ntem de ayn\u0131 eksik par\u00e7adan kaynaklan\u0131yor: bir <strong>\u00f6l\u00e7\u00fclebilir g\u00fcven modeli<\/strong>. &#039;Bu operasyona ne kadar g\u00fcveniyoruz?&#039; sorusuna sezgisel bir hisle de\u011fil, bir puanla cevap verilmelidir. B\u00fcy\u00fck \u00d6l\u00e7ekli Yapay Zeka Y\u00f6neti\u015fim \u00c7er\u00e7evesi tam olarak bunu yap\u0131yor.<\/p>\n<h3><strong>3. Temel \u0130lkeler<\/strong><\/h3>\n<p>Bu \u00e7er\u00e7eve be\u015f ilkeye dayanmaktad\u0131r. Bunu takip eden her mekanizma bu ilkelerin bir uygulamas\u0131d\u0131r:<\/p>\n<ul>\n<li><strong>Birinci \u0130lke \u2014 \u00d6zerklik kazan\u0131l\u0131r, asla bah\u015fedilmez. <\/strong>Hi\u00e7bir eylem &#039;muhtemelen g\u00fcvenli&#039; oldu\u011fu i\u00e7in kendili\u011finden ger\u00e7ekle\u015fmez. \u00d6zerklik, \u00f6l\u00e7\u00fclebilir kriterlerin ve tarihsel kan\u0131tlar\u0131n sonucudur.<\/li>\n<li><strong>2. \u0130lke \u2014 Her \u00f6zerk eylem geri al\u0131nabilir olmal\u0131d\u0131r. <\/strong>Geri d\u00f6nd\u00fcr\u00fclemez olan veya geri alma yolu belirsiz olan operasyonlar, ba\u015far\u0131 ge\u00e7mi\u015flerine bak\u0131lmaks\u0131z\u0131n, asla tam \u00f6zerkli\u011fe kavu\u015fturulamaz.<\/li>\n<li><strong>3. \u0130lke \u2014 Haf\u0131zas\u0131 olmayan bir yapay zekaya g\u00fcvenilemez. <\/strong>Yapay zek\u00e2 her olay\u0131 s\u0131f\u0131rdan de\u011ferlendirmemeli; ge\u00e7mi\u015f olaylar\u0131, temel nedenleri ve \u00e7\u00f6z\u00fcm sonu\u00e7lar\u0131n\u0131 ba\u011flam olarak almal\u0131d\u0131r.<\/li>\n<li><strong>4. \u0130lke \u2014 S\u00fcrecin her zaman bir insan unsuru i\u00e7ermesi gerekir. <\/strong>\u00d6zerklik, insanlar\u0131 ortadan kald\u0131rmak anlam\u0131na gelmez; do\u011fru anda do\u011fru bilgiyle onlar\u0131 devreye sokmak anlam\u0131na gelir. Her eylem i\u00e7in \u00f6nceden tan\u0131mlanm\u0131\u015f t\u0131rmanma yollar\u0131 vard\u0131r.<\/li>\n<li><strong>5. \u0130lke \u2014 Her karar izlenebilirdir. <\/strong>Yapay zekan\u0131n ne yapt\u0131\u011f\u0131 ve neden yapt\u0131\u011f\u0131 \u00f6nemlidir: tetikleyici, puan, karar, sonu\u00e7 ve s\u00fcre gibi t\u00fcm unsurlar kaydedilir.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>4. \u00c7al\u0131\u015fma K\u0131lavuzu G\u00fcven Endeksi (RCI)<\/strong><\/h3>\n<p>RCI, yapay zekan\u0131n operasyonel bir eylemi (\u00e7al\u0131\u015fma k\u0131lavuzunu) ger\u00e7ekle\u015ftirebilece\u011fi \u00f6zerklik d\u00fczeyini belirleyen puanlama modelidir. Her \u00e7al\u0131\u015fma k\u0131lavuzu be\u015f boyutta 0-20 aras\u0131nda puanlan\u0131r ve toplamda 0-100 aras\u0131nda bir puan elde edilir.<\/p>\n<h4><strong>4.1 Be\u015f Boyut<\/strong><\/h4>\n<table width=\"624\">\n<thead>\n<tr>\n<td width=\"160\"><strong>Boyut<\/strong><\/td>\n<td width=\"280\"><strong>Sordu\u011fu Soru<\/strong><\/td>\n<td width=\"184\"><strong>Y\u00fcksek Puan \u00d6rne\u011fi<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td width=\"160\"><strong>\u00d6ng\u00f6r\u00fclebilirlik<\/strong><\/td>\n<td width=\"280\">Sonucun kesinli\u011fi ne kadar y\u00fcksek? Ayn\u0131 girdi her zaman ayn\u0131 sonucu mu \u00fcretir?<\/td>\n<td width=\"184\">Servis yeniden ba\u015flat\u0131l\u0131yor<\/td>\n<\/tr>\n<tr>\n<td width=\"160\"><strong>Tersine \u00e7evrilebilirlik<\/strong><\/td>\n<td width=\"280\">Operasyon ters giderse, ne kadar h\u0131zl\u0131 ve eksiksiz bir \u015fekilde geri al\u0131nabilir?<\/td>\n<td width=\"184\">Yap\u0131land\u0131rma yedeklemesiyle de\u011fi\u015fiklik yap\u0131n<\/td>\n<\/tr>\n<tr>\n<td width=\"160\"><strong>Patlama Yar\u0131\u00e7ap\u0131<\/strong><\/td>\n<td width=\"280\">Bu i\u015flem tek bir hizmeti, bir sunucuyu veya t\u00fcm ortam\u0131 m\u0131 etkiliyor?<\/td>\n<td width=\"184\">Tek uygulama havuzu (dar kapsaml\u0131)<\/td>\n<\/tr>\n<tr>\n<td width=\"160\"><strong>Tarihsel Ba\u015far\u0131<\/strong><\/td>\n<td width=\"280\">Bu \u00e7al\u0131\u015fma k\u0131lavuzu ka\u00e7 kez \u00e7al\u0131\u015ft\u0131r\u0131ld\u0131 ve ba\u015far\u0131 oran\u0131 nedir?<\/td>\n<td width=\"184\">Son 50 ko\u015fuda 100% ba\u015far\u0131s\u0131<\/td>\n<\/tr>\n<tr>\n<td width=\"160\"><strong>Alg\u0131lama G\u00fcveni<\/strong><\/td>\n<td width=\"280\">Eylemi tetikleyen uyar\u0131 ne kadar g\u00fcvenilir? Yanl\u0131\u015f pozitif oran\u0131 d\u00fc\u015f\u00fck m\u00fc?<\/td>\n<td width=\"184\">\u00c7ok kaynakl\u0131, do\u011frulanm\u0131\u015f uyar\u0131<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<h4><strong>4.2 D\u00f6rt \u00d6zerklik D\u00fczeyi<\/strong><\/h4>\n<p>Toplam RCI puan\u0131, her eylemi d\u00f6rt karar seviyesinden birine e\u015fler:<\/p>\n<table width=\"624\">\n<thead>\n<tr>\n<td width=\"113\"><strong>RCI Skoru<\/strong><\/td>\n<td width=\"167\"><strong>Seviye<\/strong><\/td>\n<td width=\"344\"><strong>Davran\u0131\u015f<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td width=\"113\">85 \u2013 100<\/td>\n<td width=\"167\"><strong>Otonom<\/strong><\/td>\n<td width=\"344\">Yapay zeka i\u015flemi kendi ba\u015f\u0131na ger\u00e7ekle\u015ftirir ve sonucu rapor eder. \u0130nsanlara bilgi verilir, ancak onlara dan\u0131\u015f\u0131lmaz.<\/td>\n<\/tr>\n<tr>\n<td width=\"113\">65 \u2013 84<\/td>\n<td width=\"167\"><strong>Yapay Zeka \u00d6nerisi<\/strong><\/td>\n<td width=\"344\">Yapay zeka d\u00fczeltme i\u015flemini haz\u0131rlar ve gerek\u00e7elendirir; insan ise tek bir onay ile i\u015flemi ger\u00e7ekle\u015ftirir.<\/td>\n<\/tr>\n<tr>\n<td width=\"113\">40 \u2013 64<\/td>\n<td width=\"167\"><strong>Onay Gereklidir<\/strong><\/td>\n<td width=\"344\">Bir insan, yapay zekan\u0131n te\u015fhisini ve \u00f6nerisini ayr\u0131nt\u0131l\u0131 olarak inceler, ard\u0131ndan gerek\u00e7eli bir \u015fekilde onaylar veya reddeder.<\/td>\n<\/tr>\n<tr>\n<td width=\"113\">0 \u2013 39<\/td>\n<td width=\"167\"><strong>Sadece Manuel<\/strong><\/td>\n<td width=\"344\">Yapay zeka hi\u00e7bir i\u015flem yapmaz; yaln\u0131zca te\u015fhis, ba\u011flam ve \u00f6nceki olaylara ili\u015fkin istihbarat sa\u011flar.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<h4><strong>4.3 \u00d6rnek Senaryolar<\/strong><\/h4>\n<table width=\"624\">\n<thead>\n<tr>\n<td width=\"240\"><strong>Aksiyon<\/strong><\/td>\n<td width=\"93\"><strong>RCI<\/strong><\/td>\n<td width=\"140\"><strong>Seviye<\/strong><\/td>\n<td width=\"151\"><strong>Belirleyici Fakt\u00f6r<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td width=\"240\">IIS uygulama havuzunun yeniden ba\u015flat\u0131lmas\u0131<\/td>\n<td width=\"93\">87<\/td>\n<td width=\"140\">Otonom<\/td>\n<td width=\"151\">Dar patlama yar\u0131\u00e7ap\u0131, y\u00fcksek tarihsel ba\u015far\u0131<\/td>\n<\/tr>\n<tr>\n<td width=\"240\">Ge\u00e7ici dosyalar\u0131 temizleyerek disk alan\u0131n\u0131 bo\u015faltma<\/td>\n<td width=\"93\">78<\/td>\n<td width=\"140\">Yapay Zeka \u00d6nerisi<\/td>\n<td width=\"151\">Tahmin edilebilir, ancak silme i\u015flemi geri d\u00f6nd\u00fcr\u00fclemez.<\/td>\n<\/tr>\n<tr>\n<td width=\"240\">\u00dcretim uygulama sunucusunda Windows hizmetinin yeniden ba\u015flat\u0131lmas\u0131<\/td>\n<td width=\"93\">58<\/td>\n<td width=\"140\">Onay Gereklidir<\/td>\n<td width=\"151\">Geni\u015f patlama yar\u0131\u00e7ap\u0131, ba\u011f\u0131ml\u0131l\u0131klar s\u00f6z konusu<\/td>\n<\/tr>\n<tr>\n<td width=\"240\">\u00dcretim veritaban\u0131 yedeklemesi<\/td>\n<td width=\"93\">34<\/td>\n<td width=\"140\">Sadece Manuel<\/td>\n<td width=\"151\">Kritik etki, y\u00fcksek geri alma maliyeti<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>Ba\u015flang\u0131\u00e7 puanlar\u0131, entegrasyon s\u00fcrecinde BT ekibiyle yap\u0131lan bir \u00e7al\u0131\u015ftayda belirlenir ve daha sonra ya\u015fam d\u00f6ng\u00fcs\u00fc boyunca veriler do\u011frultusunda s\u00fcrekli olarak g\u00fcncellenir (B\u00f6l\u00fcm 7). RCI&#039;nin de\u011feri matematiksel kesinlikte de\u011fil, \u00f6zerklik tart\u0131\u015fmas\u0131n\u0131 sezgiden \u00f6l\u00e7\u00fcme ta\u015f\u0131mas\u0131nda yatmaktad\u0131r.<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>5. Operasyonel G\u00fcvenlik Mekanizmalar\u0131<\/strong><\/h3>\n<h4><strong>5.1 15 Dakikal\u0131k Toparlanma Kural\u0131<\/strong><\/h4>\n<p>Otonom veya onayl\u0131 bir m\u00fcdahale ba\u015flad\u0131ktan sonra 15 dakika i\u00e7inde sistem istikrara kavu\u015fmazsa, yapay zeka m\u00fcdahaleyi durdurur ve olay\u0131 t\u00fcm ba\u011flam\u0131yla birlikte (al\u0131nan eylemler, g\u00f6zlemlenen etkiler ve mevcut \u00e7al\u0131\u015fma hipotezleri) bir insan m\u00fchendisine devreder. Bu kural, yapay zekan\u0131n kendi hatas\u0131n\u0131 d\u00fczeltmeye \u00e7al\u0131\u015f\u0131rken &quot;durumu daha da k\u00f6t\u00fcle\u015ftirmesi&quot; riskini yap\u0131sal olarak ortadan kald\u0131r\u0131r.<\/p>\n<h4><strong>5.2 Yapay Zeka Destekli De\u011fi\u015fim Riski Puanlamas\u0131<\/strong><\/h4>\n<p>Bu \u00e7er\u00e7eve yaln\u0131zca olay m\u00fcdahalesini de\u011fil, planl\u0131 de\u011fi\u015fiklikleri de kapsar. Her de\u011fi\u015fiklik talebine, etkilenen sistemlere, de\u011fi\u015fiklik zaman aral\u0131\u011f\u0131na, geri alma plan\u0131n\u0131n varl\u0131\u011f\u0131na ve ge\u00e7mi\u015fteki benzer de\u011fi\u015fikliklerin sonu\u00e7lar\u0131na ba\u011fl\u0131 olarak yapay zeka taraf\u0131ndan hesaplanan bir risk puan\u0131 atan\u0131r. Y\u00fcksek riskli de\u011fi\u015fiklikler otomatik olarak ek bir onay katman\u0131na y\u00f6nlendirilir.<\/p>\n<h4><strong>5.3 Ayr\u0131cal\u0131k S\u0131n\u0131rlamas\u0131 ve Kontroll\u00fc Y\u00fcr\u00fctme Katman\u0131<\/strong><\/h4>\n<p>Yapay zeka, hedef sistemlere hi\u00e7bir zaman s\u0131n\u0131rs\u0131z yetkilerle do\u011frudan eri\u015fmez. Kontroll\u00fc bir y\u00fcr\u00fctme katman\u0131 \u00fczerinden \u00e7al\u0131\u015f\u0131r: \u00f6nceden tan\u0131mlanm\u0131\u015f komut k\u00fcmeleri (izin verilenler listesi), her eylem i\u00e7in ayr\u0131 bir kimlik ve yetki kapsam\u0131, ortam ayr\u0131m\u0131 (\u00fcretim ve test) ve zaman aral\u0131kl\u0131 eri\u015fim. Yapay zekan\u0131n yapabilece\u011fi \u015feyler, yapmas\u0131na izin verilen \u015feylerle s\u0131n\u0131rl\u0131d\u0131r.<\/p>\n<h4><strong>5.4 Denetim \u0130zleme Kayd\u0131<\/strong><\/h4>\n<p>Her i\u015flem i\u00e7in \u015funlar kaydedilir: tetikleyici uyar\u0131 ve kayna\u011f\u0131, boyut d\u00f6k\u00fcm\u00fcyle birlikte hesaplanan RCI puan\u0131, al\u0131nan karar (otonom \/ onaylanm\u0131\u015f \/ reddedilmi\u015f), y\u00fcr\u00fct\u00fclen komutlar, g\u00f6zlemlenen sonu\u00e7 ve \u00e7\u00f6z\u00fcme ula\u015fma s\u00fcresi. Bu kay\u0131tlar uyumluluk gereksinimlerini kar\u015f\u0131lar ve B\u00f6l\u00fcm 7&#039;de a\u00e7\u0131klanan ya\u015fam d\u00f6ng\u00fcs\u00fc i\u00e7in veri kayna\u011f\u0131 g\u00f6revi g\u00f6r\u00fcr.<\/p>\n<h3><strong>6. Operasyonel Bellek Katman\u0131<\/strong><\/h3>\n<p>Kurumsal operasyonlardaki b\u00fcy\u00fck dil modellerinin en b\u00fcy\u00fck zay\u0131fl\u0131\u011f\u0131 ba\u011flam eksikli\u011fidir: Ortam\u0131n\u0131z\u0131n ge\u00e7mi\u015fine dair bilgi sahibi olmadan, model her olay\u0131 sanki ilk kez g\u00f6r\u00fcyormu\u015f gibi de\u011ferlendirir. Operasyonel Bellek Katman\u0131 bu a\u00e7\u0131\u011f\u0131 kapat\u0131r.<\/p>\n<p>Bu katman, olay ge\u00e7mi\u015fini, temel neden analizlerini, uygulanan d\u00fczeltmeleri ve sonu\u00e7lar\u0131n\u0131 hem yap\u0131land\u0131r\u0131lm\u0131\u015f hem de vekt\u00f6r g\u00f6m\u00fcl\u00fc veriler olarak depolar. Yeni bir olay meydana geldi\u011finde, yapay zeka benzer ge\u00e7mi\u015f olaylar\u0131 anlamsal olarak al\u0131r ve bunlar\u0131 karar ba\u011flam\u0131na dahil eder: &#039;Son 6 ayda bu sunucuda benzer bir bellek uyar\u0131s\u0131 4 kez meydana geldi; 3 vakada temel neden X hizmetiydi ve Y d\u00fczeltmesi sorunu \u00e7\u00f6zd\u00fc.&#039;\u2018<\/p>\n<p>Bellek katman\u0131 ayn\u0131 zamanda RCI&#039;nin Tarihsel Ba\u015far\u0131 ve Tespit G\u00fcveni boyutlar\u0131n\u0131 besleyen veri kayna\u011f\u0131d\u0131r; bellek olmadan, g\u00fcven modeli statik kal\u0131r. Bu, 3. \u0130lkenin do\u011frudan uygulamas\u0131d\u0131r.<\/p>\n<h3><strong>7. \u00c7al\u0131\u015fma K\u0131lavuzu Ya\u015fam D\u00f6ng\u00fcs\u00fc: \u00d6zerklik Nas\u0131l Kazan\u0131l\u0131r<\/strong><\/h3>\n<p>Bu \u00e7er\u00e7eveyi statik bir politika belgesinden ya\u015fayan bir sisteme d\u00f6n\u00fc\u015ft\u00fcren \u015fey, \u00f6zerklik seviyelerinin zaman i\u00e7inde ve verilerle birlikte de\u011fi\u015fmesidir:<\/p>\n<ul>\n<li><strong>Ba\u015flang\u0131\u00e7: <\/strong>Her yeni tan\u0131mlanm\u0131\u015f \u00e7al\u0131\u015fma k\u0131lavuzu, ba\u015flang\u0131\u00e7taki RCI puan\u0131na ba\u011fl\u0131 olarak en fazla &#039;Onay Gerekli&#039; a\u015famas\u0131nda ba\u015flar. Hi\u00e7bir \u00e7al\u0131\u015fma k\u0131lavuzu &#039;\u00d6zerk&#039; olarak do\u011fmaz.\u2018<\/li>\n<li><strong>Terfi: <\/strong>Her ba\u015far\u0131l\u0131 uygulama, Tarihsel Ba\u015far\u0131 puan\u0131n\u0131 art\u0131r\u0131r. Tan\u0131mlanan e\u015fikler a\u015f\u0131ld\u0131\u011f\u0131nda, sistem bir terfi teklifi olu\u015fturur; terfi karar\u0131 her zaman bir insan taraf\u0131ndan verilir.<\/li>\n<li><strong>R\u00fctbe d\u00fc\u015f\u00fcrme: <\/strong>Ba\u015far\u0131s\u0131z bir y\u00fcr\u00fctme veya 15 Dakika Kural\u0131 ihlali, \u00e7al\u0131\u015fma k\u0131lavuzunu otomatik olarak bir seviye d\u00fc\u015f\u00fcr\u00fcr ve k\u00f6k neden analizi tamamlanana kadar orada tutar.<\/li>\n<li><strong>Periyodik inceleme: <\/strong>T\u00fcm \u00e7al\u0131\u015fma k\u0131lavuzu portf\u00f6y\u00fc \u00fc\u00e7 ayda bir g\u00f6zden ge\u00e7irilir; \u00e7evresel de\u011fi\u015fiklikler (yeni ba\u011f\u0131ml\u0131l\u0131klar, mimari de\u011fi\u015fimler) puanlara yans\u0131t\u0131l\u0131r.<\/li>\n<\/ul>\n<p>Bu d\u00f6ng\u00fc ayn\u0131 zamanda yapay zekan\u0131n \u00f6zerkli\u011fine y\u00f6nelik kurumsal g\u00fcveni de kademeli olarak art\u0131r\u0131r: ekip, somut verilerle \u00f6zerkli\u011fin keyfi de\u011fil, kazan\u0131lm\u0131\u015f bir \u015fey oldu\u011funu g\u00f6r\u00fcr.<\/p>\n<h3><strong>8. Referans Mimari<\/strong><\/h3>\n<p>Bu \u00e7er\u00e7eve teknolojiden ba\u011f\u0131ms\u0131zd\u0131r; a\u015fa\u011f\u0131daki katmanlar farkl\u0131 \u00fcr\u00fcnlerle ger\u00e7ekle\u015ftirilebilir. Verilen \u00f6rnekler, Bigs Bili\u015fim&#039;in \u00fcretim ortamlar\u0131nda do\u011frulanm\u0131\u015f tercihleridir:<\/p>\n<table width=\"624\">\n<thead>\n<tr>\n<td width=\"173\"><strong>Katman<\/strong><\/td>\n<td width=\"293\"><strong>Sorumluluk<\/strong><\/td>\n<td width=\"157\"><strong>\u00d6rnek Teknoloji<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td width=\"173\"><strong>1. \u0130zleme ve Tespit<\/strong><\/td>\n<td width=\"293\">Metrik, g\u00fcnl\u00fck ve olay toplama; uyar\u0131 olu\u015fturma<\/td>\n<td width=\"157\">Zabbix, g\u00fcmr\u00fck memurlar\u0131<\/td>\n<\/tr>\n<tr>\n<td width=\"173\"><strong>2. Orkestrasyon<\/strong><\/td>\n<td width=\"293\">Olay ak\u0131\u015f\u0131 y\u00f6netimi, entegrasyonlar, onay i\u015f ak\u0131\u015flar\u0131<\/td>\n<td width=\"157\">n8n<\/td>\n<\/tr>\n<tr>\n<td width=\"173\"><strong>3. Yapay Zeka Karar Katman\u0131<\/strong><\/td>\n<td width=\"293\">Te\u015fhis, RCI de\u011ferlendirmesi, iyile\u015ftirme plan\u0131 olu\u015fturma<\/td>\n<td width=\"157\">LLM (API veya yerel)<\/td>\n<\/tr>\n<tr>\n<td width=\"173\"><strong>4. \u0130\u015flemsel Bellek<\/strong><\/td>\n<td width=\"293\">Olay ge\u00e7mi\u015finin, temel nedenlerin ve sonu\u00e7lar\u0131n vekt\u00f6rle\u015ftirilmi\u015f depolanmas\u0131<\/td>\n<td width=\"157\">PostgreSQL + pgvector<\/td>\n<\/tr>\n<tr>\n<td width=\"173\"><strong>5. Kontroll\u00fc Y\u00fcr\u00fctme<\/strong><\/td>\n<td width=\"293\">Ayr\u0131cal\u0131k s\u0131n\u0131rl\u0131, denetlenebilir komut y\u00fcr\u00fctme<\/td>\n<td width=\"157\">SSH \/ PowerShell<\/td>\n<\/tr>\n<tr>\n<td width=\"173\"><strong>6. G\u00f6r\u00fcn\u00fcrl\u00fck<\/strong><\/td>\n<td width=\"293\">Ger\u00e7ek zamanl\u0131 durum, denetim izi ve y\u00f6netim raporlamas\u0131<\/td>\n<td width=\"157\">Grafana<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>Mimari yap\u0131n\u0131n belirleyici \u00f6zelliklerinden biri, her bile\u015fenin m\u00fc\u015fterinin kontrol\u00fcndeki altyap\u0131 \u00fczerinde (\u015firket i\u00e7i veya m\u00fc\u015fterinin kendi bulutunda) \u00e7al\u0131\u015fabilmesidir. Operasyonel veriler ve sistem eri\u015fimi asla \u00fc\u00e7\u00fcnc\u00fc taraf bir SaaS platformuna devredilmek zorunda kalmaz. Veri egemenli\u011fi gereksinimleri olan kurulu\u015flar (GDPR, KVKK veya sekt\u00f6re \u00f6zg\u00fc d\u00fczenlemeler) i\u00e7in bu, belirleyici bir tasar\u0131m se\u00e7imidir.<\/p>\n<h3><strong>9. Benimseme Yol Haritas\u0131<\/strong><\/h3>\n<p>\u00c7er\u00e7eveyi bir kurulu\u015fa uyarlama s\u00fcreci d\u00f6rt a\u015famada ilerler:<\/p>\n<ul>\n<li><strong>A\u015fama 1 \u2014 Envanter ve \u00c7al\u0131\u015fma K\u0131lavuzu \u00c7\u0131karma (2-3 hafta): <\/strong>Mevcut uyar\u0131 t\u00fcrleri, tekrarlayan olaylar ve fiili \u00e7\u00f6z\u00fcm uygulamalar\u0131 belgelenir; ilk uygulama k\u0131lavuzu portf\u00f6y\u00fc olu\u015fturulur.<\/li>\n<li><strong>2. A\u015fama \u2014 RCI Puanlama \u00c7al\u0131\u015ftay\u0131 (1 hafta): <\/strong>BT ekibiyle birlikte, her bir \u00e7al\u0131\u015fma k\u0131lavuzu be\u015f boyut \u00fczerinden de\u011ferlendirilir; \u00f6zerklik seviyeleri ve \u00e7\u00f6z\u00fcm yollar\u0131 tan\u0131mlan\u0131r.<\/li>\n<li><strong>3. A\u015fama \u2014 G\u00f6lge Modu (4-8 hafta): <\/strong>Yapay zeka her olay i\u00e7in bir te\u015fhis ve \u00e7\u00f6z\u00fcm \u00f6nerisi \u00fcretir ancak herhangi bir i\u015flem yapmaz; \u00f6nerileri insanlar uygular. Bu a\u015fama, tespit g\u00fcvenilirli\u011finin ve \u00f6neri kalitesinin \u00f6l\u00e7\u00fcld\u00fc\u011f\u00fc kan\u0131t toplama d\u00f6nemidir.<\/li>\n<li><strong>4. A\u015fama \u2014 Kademeli \u00d6zerklik: <\/strong>G\u00f6lge mod verileriyle do\u011frulanan \u00e7al\u0131\u015fma k\u0131lavuzlar\u0131, ya\u015fam d\u00f6ng\u00fcs\u00fc kurallar\u0131 kapsam\u0131nda \u00f6nce &#039;Yapay Zeka \u00d6nerisi&#039;ne, ard\u0131ndan hak edenler i\u00e7in &#039;Otonom&#039;a y\u00fckseltilir.\u2018<\/li>\n<\/ul>\n<h3><strong>10. Sonu\u00e7<\/strong><\/h3>\n<p>\u00d6n\u00fcm\u00fczdeki iki y\u0131l\u0131n ay\u0131rt edici sorusu &#039;yapay zeka kullan\u0131yor musunuz?&#039; de\u011fil, &#039;yapay zekan\u0131za ne kadar yetki veriyorsunuz ve hangi kan\u0131tlara dayanarak?&#039; olacak. Bigs Yapay Zeka Y\u00f6neti\u015fim \u00c7er\u00e7evesi \u00f6l\u00e7\u00fclebilir bir cevap sunuyor: \u00f6zerklik kazan\u0131l\u0131r, her eylem geri al\u0131nabilir ve izlenebilir, insan her zaman s\u00fcre\u00e7te yer al\u0131r ve g\u00fcven sezgiden ziyade verilerle in\u015fa edilir.<\/p>\n<p>Bu \u00e7er\u00e7eve, Bigs Bili\u015fim&#039;in kendi yapay zeka destekli izleme ve operasyon platformunun geli\u015ftirilmesi s\u0131ras\u0131nda ger\u00e7ek \u00fcretim ortamlar\u0131n\u0131n gereksinimlerinden yola \u00e7\u0131karak olu\u015fturulmu\u015ftur ve yeni saha deneyimleriyle birlikte geli\u015fmeye devam edecektir.<\/p>\n<h3><strong>Bigs Bili\u015fim Hakk\u0131nda<\/strong><\/h3>\n<p>Bigs Bili\u015fim, Windows, Linux, bulut ve SAP altyap\u0131lar\u0131n\u0131 kapsayan 26 y\u0131l\u0131 a\u015fk\u0131n kurumsal sistem m\u00fchendisli\u011fi deneyimini modern otomasyon ve yapay zeka teknolojileriyle birle\u015ftiren, \u0130stanbul merkezli bir teknoloji \u015firketidir. \u015eirket, T\u00fcrkiye ve uluslararas\u0131 alanda kurumsal m\u00fc\u015fterilerine yapay zeka destekli izleme ve operasyon hizmetleri, altyap\u0131 dan\u0131\u015fmanl\u0131\u011f\u0131 ve otomasyon \u00e7\u00f6z\u00fcmleri sunmaktad\u0131r.<\/p>\n<p>\u0130leti\u015fim ve daha fazla bilgi: <strong>www.bigsbilisim.com<\/strong><\/p>\n<p>Bu ba\u011flant\u0131lardan \u00e7er\u00e7evemizi indirebilirsiniz.<\/p>\n<pre><strong><a href=\"https:\/\/www.bigsbilisim.com\/wp-content\/uploads\/2026\/07\/Bigs-AI-Governance-Framework-v1.0.pdf\">Bigs-AI-Governance-Framework-v1.0<\/a> <\/strong><\/pre>\n<pre><strong><a href=\"https:\/\/www.bigsbilisim.com\/wp-content\/uploads\/2026\/07\/Bigs-AI-Governance-Framework-v1.0-EN.pdf\">Bigs-AI-Governance-Framework-v1.0-EN<\/a><\/strong><\/pre>","protected":false},"excerpt":{"rendered":"<p>BIGS AI GOVERNANCE FRAMEWORK A Decision Framework for Safely Managing AI Autonomy in Enterprise IT Operations 1. Executive Summary AI agents are rapidly entering enterprise IT operations. Gartner predicts that by the end of 2026, 40% of enterprise applications will feature task-specific AI agents, up from just 5% in 2025. Yet most organizations have no &#8230; <a title=\"BIGS YAPAY ZEKA Y\u00d6NET\u0130\u015e\u0130M \u00c7ER\u00c7EVES\u0130\" class=\"read-more\" href=\"https:\/\/www.bigsbilisim.com\/tr\/bigs-ai-governance-framework\/\" aria-label=\"Read more about BIGS AI GOVERNANCE FRAMEWORK\">Devam\u0131n\u0131 oku<\/a><\/p>","protected":false},"author":1,"featured_media":2014,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1942","page","type-page","status-publish","has-post-thumbnail"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.3 (Yoast SEO v28.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI Governance Framework for Enterprise IT Operations<\/title>\n<meta name=\"description\" content=\"Discover the Bigs AI Governance Framework: a scoring model and safety mechanisms that let enterprises safely scale AI autonomy in IT operations.\" \/>\n<meta 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