{"id":13763,"date":"2025-09-15T20:41:24","date_gmt":"2025-09-15T17:41:24","guid":{"rendered":"https:\/\/www.kaspersky.com.tr\/blog\/?p=13763"},"modified":"2025-09-15T20:41:24","modified_gmt":"2025-09-15T17:41:24","slug":"shadow-ai-3-policies","status":"publish","type":"post","link":"https:\/\/www.kaspersky.com.tr\/blog\/shadow-ai-3-policies\/13763\/","title":{"rendered":"Siber g\u00fcvenlik a\u00e7\u0131s\u0131ndan i\u015fyerindeki &#8220;g\u00f6lge yapay zeka&#8221;ya \u00fc\u00e7 yakla\u015f\u0131m"},"content":{"rendered":"<p>MIT\u2019nin yak\u0131n zamanda yay\u0131nlad\u0131\u011f\u0131 \u201c<a href=\"https:\/\/mlq.ai\/media\/quarterly_decks\/v0.1_State_of_AI_in_Business_2025_Report.pdf\" target=\"_blank\" rel=\"nofollow noopener\">GenAI Divide: State of AI in Business 2025<\/a>\u201d (Yapay Zeka Jenerasyonu Ayr\u0131l\u0131\u011f\u0131: 2025\u2019te \u0130\u015f D\u00fcnyas\u0131nda Yapay Zeka Durumu) ba\u015fl\u0131kl\u0131 rapor, teknoloji hisselerinde \u00f6nemli bir durgunlu\u011fa neden oldu. \u0130\u015f d\u00fcnyas\u0131nda yapay zeka uygulamas\u0131n\u0131n ekonomisi ve organizasyonu hakk\u0131nda ilgin\u00e7 g\u00f6zlemler sunarken, siber g\u00fcvenlik ekipleri i\u00e7in de de\u011ferli bilgiler i\u00e7eren raporda yazarlar, g\u00fcvenlik meseleleriyle ilgilenmemi\u015fler; \u201cg\u00fcvenlik\u201d, \u201csiber g\u00fcvenlik\u201d veya \u201cemniyet\u201d kelimeleri raporda hi\u00e7 ge\u00e7miyor. Bununla birlikte, bulgular\u0131 yeni kurumsal yapay zeka g\u00fcvenlik ilkeleri planlan\u0131rken dikkate al\u0131nabilir ve al\u0131nmal\u0131d\u0131r.<\/p>\n<p>\u00d6nemli bir g\u00f6zlem, ankete kat\u0131lan kurulu\u015flar\u0131n yaln\u0131zca %40\u2019\u0131n\u0131n LLM aboneli\u011fi sat\u0131n alm\u0131\u015f olmas\u0131na ra\u011fmen, \u00e7al\u0131\u015fanlar\u0131n %90\u2019\u0131n\u0131n i\u015f g\u00f6revleri i\u00e7in d\u00fczenli olarak ki\u015fisel yapay zeka destekli ara\u00e7lar kulland\u0131\u011f\u0131. Raporda kullan\u0131lan terim olan \u201cg\u00f6lge yapay zeka ekonomisi\u201dnin, resmi yapay zeka ekonomisinden daha etkili oldu\u011fu s\u00f6yleniyor. \u015eirketlerin yaln\u0131zca %5\u2019i yapay zeka uygulamalar\u0131ndan ekonomik fayda sa\u011flarken, \u00e7al\u0131\u015fanlar ki\u015fisel verimliliklerini ba\u015far\u0131yla art\u0131rabiliyorlar.<\/p>\n<p>Yapay zeka uygulamas\u0131nda yukar\u0131dan a\u015fa\u011f\u0131ya yakla\u015f\u0131m genellikle ba\u015far\u0131s\u0131z oluyor. Bu nedenle yazarlar, \u201cg\u00f6lge kullan\u0131m\u0131ndan ders al\u0131nmas\u0131n\u0131 ve kurumsal alternatifler sat\u0131n al\u0131nmadan \u00f6nce hangi ki\u015fisel ara\u00e7lar\u0131n de\u011fer sa\u011flad\u0131\u011f\u0131n\u0131n analiz edilmesini\u201d \u00f6neriyor. Peki bu tavsiye siber g\u00fcvenlik kurallar\u0131yla nas\u0131l bir uyum i\u00e7inde?<\/p>\n<h2>G\u00f6lge yapay zekan\u0131n tamamen yasaklanmas\u0131<\/h2>\n<p>Bir\u00e7ok CISO\u2019nun tercih etti\u011fi bir ilke, yapay zeka ara\u00e7lar\u0131n\u0131 test edip uygulamak veya daha da iyisi, kendi ara\u00e7lar\u0131n\u0131 geli\u015ftirmek ve ard\u0131ndan di\u011fer t\u00fcm ara\u00e7lar\u0131 yasaklamakt\u0131r. Bu yakla\u015f\u0131m ekonomik a\u00e7\u0131dan verimsiz olabilir ve \u015firketin rakiplerinin gerisinde kalmas\u0131na neden olabilir. Uyumun sa\u011flanmas\u0131 hem zor hem de maliyetli olabilece\u011finden, uygulanmas\u0131 da zordur. Ayr\u0131ca baz\u0131 y\u00fcksek d\u00fczeyde d\u00fczenlemeye tabi sekt\u00f6rler veya son derece hassas verileri i\u015fleyen i\u015f birimleri i\u00e7in yasaklay\u0131c\u0131 bir ilke tek se\u00e7enek olabilir. Bunu uygulamak i\u00e7in a\u015fa\u011f\u0131daki y\u00f6ntemler kullan\u0131labilir:<\/p>\n<ul>\n<li>A\u011f filtreleme arac\u0131n\u0131 kullanarak a\u011f d\u00fczeyinde t\u00fcm pop\u00fcler yapay zeka ara\u00e7lar\u0131na eri\u015fimi engelleyin.<\/li>\n<li><a href=\"https:\/\/encyclopedia.kaspersky.com\/glossary\/data-loss-prevention-dlp\/\" target=\"_blank\" rel=\"noopener\">DLP<\/a> sistemini, verilerin yapay zeka uygulamalar\u0131na ve hizmetlerine aktar\u0131lmas\u0131n\u0131 izlemek ve engellemek i\u00e7in yap\u0131land\u0131r\u0131n. Buna, panoya b\u00fcy\u00fck metin bloklar\u0131n\u0131n kopyalan\u0131p yap\u0131\u015ft\u0131r\u0131lmas\u0131n\u0131n engellenmesi de dahildir.<\/li>\n<li>Kurumsal cihazlarda uygulama izin listesi ilkesi kullanarak, \u00e7al\u0131\u015fanlar\u0131n do\u011frudan yapay zeka eri\u015fimi i\u00e7in kullan\u0131labilecek veya di\u011fer g\u00fcvenlik \u00f6nlemlerini atlatabilecek \u00fc\u00e7\u00fcnc\u00fc taraf uygulamalar\u0131 \u00e7al\u0131\u015ft\u0131rmas\u0131n\u0131 \u00f6nleyin.<\/li>\n<li>Ki\u015fisel cihazlar\u0131n i\u015f ama\u00e7l\u0131 kullan\u0131m\u0131n\u0131 yasaklay\u0131n.<\/li>\n<li>Video analizi gibi ek ara\u00e7lar kullanarak, \u00e7al\u0131\u015fanlar\u0131n ki\u015fisel ak\u0131ll\u0131 telefonlar\u0131yla bilgisayar ekranlar\u0131n\u0131n foto\u011fraf\u0131n\u0131 \u00e7ekme olana\u011f\u0131n\u0131 tespit edin ve s\u0131n\u0131rlay\u0131n.<\/li>\n<li>Y\u00f6netim taraf\u0131ndan onaylanan listeye dahil olan ve kurumsal g\u00fcvenlik ekipleri taraf\u0131ndan da\u011f\u0131t\u0131lanlar d\u0131\u015f\u0131nda herhangi bir yapay zeka arac\u0131n\u0131n kullan\u0131m\u0131n\u0131 yasaklayan bir \u015firket ilkesi olu\u015fturun. Bu ilke resmi olarak belgelendirilmeli ve \u00e7al\u0131\u015fanlar gerekli e\u011fitimi almal\u0131d\u0131rlar.<\/li>\n<\/ul>\n<h2>Yapay zekan\u0131n s\u0131n\u0131rs\u0131z kullan\u0131m\u0131<\/h2>\n<p>\u015eirket, yapay zeka ara\u00e7lar\u0131n\u0131 kullanman\u0131n risklerini \u00f6nemsiz buluyorsa veya ki\u015fisel veya di\u011fer hassas verileri i\u015flemeyen departmanlar\u0131 varsa, bu ekipler taraf\u0131ndan yapay zeka kullan\u0131m\u0131 neredeyse s\u0131n\u0131rs\u0131z olabilir. \u015eirlet, k\u0131sa bir hijyen \u00f6nlemleri ve k\u0131s\u0131tlamalar listesi belirleyerek; LLM kullan\u0131m al\u0131\u015fkanl\u0131klar\u0131n\u0131 g\u00f6zlemleyebilir, pop\u00fcler hizmetleri belirleyebilir ve bu verileri gelecekteki eylemleri planlamak ve g\u00fcvenlik \u00f6nlemlerini iyile\u015ftirmek i\u00e7in kullanabilir. Bu demokratik yakla\u015f\u0131ma ra\u011fmen, yine de a\u015fa\u011f\u0131dakilerin yap\u0131lmas\u0131 gerekir:<\/p>\n<ul>\n<li>Siber g\u00fcvenlik mod\u00fcl\u00fcn\u00fcn yard\u0131m\u0131yla \u00e7al\u0131\u015fanlara sorumlu yapay zeka kullan\u0131m\u0131n\u0131n temelleri konusunda e\u011fitim verin. \u0130yi bir ba\u015flang\u0131\u00e7 noktas\u0131 olarak <a href=\"https:\/\/www.kaspersky.com.tr\/blog\/how-to-use-chatgpt-ai-assistants-securely-2024\/12053\/\" target=\"_blank\" rel=\"noopener\">\u00f6nerilerimize<\/a> g\u00f6z atabilir veya <a href=\"https:\/\/k-asap.com\/tr\/?icid=tr_kdailyplacehold_acq_ona_smm__onl_b2b_kasperskydaily_wpplaceholder_______&amp;utm_source=kdaily&amp;utm_medium=blog&amp;utm_campaign=tr_wpplaceholder_nv0092&amp;utm_content=link&amp;utm_term=tr_kdaily_organic_avmwswubv8qh92b\" target=\"_blank\" rel=\"noopener\">\u015firketin g\u00fcvenlik fark\u0131ndal\u0131k platformuna \u00f6zel bir kurs ekleyebilirsiniz.<\/a>.<\/li>\n<li>Yapay zeka kullan\u0131m\u0131n\u0131n ritmini ve kullan\u0131lan hizmet t\u00fcrlerini analiz etmek i\u00e7in ayr\u0131nt\u0131larla uygulama trafi\u011fi g\u00fcnl\u00fc\u011f\u00fc olu\u015fturun.<\/li>\n<li>T\u00fcm \u00e7al\u0131\u015fanlar\u0131n i\u015f cihazlar\u0131na bir <a href=\"https:\/\/www.kaspersky.com.tr\/enterprise-security\/endpoint-detection-response-edr?icid=tr_kdailyplacehold_acq_ona_smm__onl_b2b_kasperskydaily_wpplaceholder_______\" target=\"_blank\" rel=\"noopener\">EPP\/EDR arac\u0131s\u0131<\/a> y\u00fckledi\u011finden ve <a href=\"https:\/\/www.kaspersky.com.tr\/premium?icid=tr_bb2023-kdplacehd_acq_ona_smm__onl_b2c_kdaily_lnk_sm-team___kprem___\" target=\"_blank\" rel=\"noopener\">ki\u015fisel cihazlar\u0131nda g\u00fc\u00e7l\u00fc bir g\u00fcvenlik \u00e7\u00f6z\u00fcm\u00fc kulland\u0131\u011f\u0131ndan emin olun<\/a>. (\u201cChatGPT uygulamas\u0131\u201d, 2024\u20132025 y\u0131llar\u0131nda bilgi h\u0131rs\u0131zlar\u0131n\u0131 yaymak i\u00e7in <a href=\"https:\/\/www.kaspersky.com\/blog\/chatgpt-stealer-win-client\/47274\/\" target=\"_blank\" rel=\"noopener nofollow\">doland\u0131r\u0131c\u0131lar\u0131n tercih etti\u011fi yem<\/a> olmu\u015ftur.)<\/li>\n<li>Yapay zekan\u0131n ne s\u0131kl\u0131kla ve hangi g\u00f6revler i\u00e7in kullan\u0131ld\u0131\u011f\u0131n\u0131 \u00f6\u011frenmek i\u00e7in d\u00fczenli anketler yap\u0131n. Telemetri ve anket verilerine dayanarak, ilkelerinizi ayarlamak i\u00e7in kullan\u0131m\u0131n\u0131n etkisini ve risklerini \u00f6l\u00e7\u00fcn.<\/li>\n<\/ul>\n<h2>Yapay zeka kullan\u0131m\u0131yla ilgili dengeli k\u0131s\u0131tlamalar<\/h2>\n<p>\u015eirket genelinde yapay zeka kullan\u0131m\u0131 s\u00f6z konusu oldu\u011funda, ne tamamen yasaklamak ne de tamamen serbest b\u0131rakmak uygun bir \u00e7\u00f6z\u00fcm de\u011fildir. Daha \u00e7ok y\u00f6nl\u00fc bir yakla\u015f\u0131m, kullan\u0131lan verinin t\u00fcr\u00fcne g\u00f6re farkl\u0131 d\u00fczeylerde yapay zeka eri\u015fimi sa\u011flayan bir ilke olacakt\u0131r. B\u00f6yle bir ilkenin tam olarak uygulanmas\u0131 i\u00e7in a\u015fa\u011f\u0131dakiler gereklidir:<\/p>\n<ul>\n<li>Hem belirli t\u00fcrdeki hassas verileri (adlar veya m\u00fc\u015fteri kimlikleri gibi) kald\u0131rarak sorgular\u0131 an\u0131nda temizleyen hem de rol tabanl\u0131 eri\u015fim kontrol\u00fcn\u00fc kullanarak uygunsuz kullan\u0131m durumlar\u0131n\u0131 engelleyen \u00f6zelle\u015ftirilmi\u015f bir yapay zeka proxy.<\/li>\n<li>\u00c7al\u0131\u015fanlar\u0131n temel modeller ve hizmetlerden \u00f6zel uygulamalar ve taray\u0131c\u0131 uzant\u0131lar\u0131na kadar yapay zeka ara\u00e7lar\u0131n\u0131 kulland\u0131klar\u0131n\u0131 beyan etmeleri i\u00e7in bir BT self servis portal\u0131.<\/li>\n<li>Her hizmet i\u00e7in belirli istekler d\u00fczeyinde yapay zeka kullan\u0131m\u0131n\u0131n izlenmesi ve kontrol edilmesi i\u00e7in bir \u00e7\u00f6z\u00fcm (<a href=\"https:\/\/encyclopedia.kaspersky.com\/glossary\/next-generation-firewall-ngfw\/\" target=\"_blank\" rel=\"noopener\">NGFW<\/a>, <a href=\"https:\/\/en.wikipedia.org\/wiki\/Cloud_access_security_broker\" target=\"_blank\" rel=\"nofollow noopener\">CASB<\/a>, <a href=\"https:\/\/encyclopedia.kaspersky.com\/glossary\/data-loss-prevention-dlp\/\" target=\"_blank\" rel=\"noopener\">DLP<\/a> veya di\u011ferleri).<\/li>\n<li>Yaln\u0131zca yaz\u0131l\u0131m geli\u015ftiren \u015firketler i\u00e7in: Yapay zeka taraf\u0131ndan olu\u015fturulan kodu otomatik olarak tan\u0131mlamak ve ek do\u011frulama ad\u0131mlar\u0131 i\u00e7in i\u015faretlemek \u00fczere de\u011fi\u015ftirilmi\u015f CI\/CD i\u015flem hatlar\u0131 ve SAST\/DAST ara\u00e7lar\u0131.<\/li>\n<li>S\u0131n\u0131rs\u0131z senaryoda oldu\u011fu gibi, d\u00fczenli \u00e7al\u0131\u015fan e\u011fitimi, anketler ve hem i\u015f hem de ki\u015fisel cihazlar i\u00e7in sa\u011flam g\u00fcvenlik \u00f6nlemleri.<\/li>\n<\/ul>\n<p>Listelenen gerekliliklerle donanm\u0131\u015f olarak, farkl\u0131 departmanlar\u0131 ve \u00e7e\u015fitli bilgi t\u00fcrlerini kapsayan bir ilke geli\u015ftirilmelidir. \u015e\u00f6yle bir \u015fey olabilir:<\/p>\n<table>\n<tbody>\n<tr>\n<td width=\"180\">Veri t\u00fcr\u00fc<\/td>\n<td width=\"209\">Genel kullan\u0131ma a\u00e7\u0131k yapay zeka (ki\u015fisel cihazlar ve hesaplardan)<\/td>\n<td width=\"325\">Harici yapay zeka hizmeti (kurumsal yapay zeka proxy arac\u0131l\u0131\u011f\u0131yla)<\/td>\n<td width=\"271\">\u015eirket i\u00e7i veya g\u00fcvenilir bulut yapay zeka ara\u00e7lar\u0131<\/td>\n<\/tr>\n<tr>\n<td width=\"180\">Kamuya a\u00e7\u0131k veriler (reklam metinleri gibi)<\/td>\n<td width=\"209\">\u0130zin verilir (\u015firket portal\u0131 \u00fczerinden beyan edilir)<\/td>\n<td width=\"325\">\u0130zin verilir (kaydedilir)<\/td>\n<td width=\"271\">\u0130zin verilir (kaydedilir)<\/td>\n<\/tr>\n<tr>\n<td width=\"180\">Genel i\u00e7 veriler (e-posta i\u00e7eri\u011fi gibi)<\/td>\n<td width=\"209\">Te\u015fvik edilmez ancak engellenmez. Bildirim gereklidir.<\/td>\n<td width=\"325\">\u0130zin verilir (kaydedilir)<\/td>\n<td width=\"271\">\u0130zin verilir (kaydedilir)<\/td>\n<\/tr>\n<tr>\n<td width=\"180\">Gizli veriler (uygulama kaynak kodu, hukuki veya \u0130K ileti\u015fimleri gibi)<\/td>\n<td width=\"209\">DLP\/CASB\/NGFW taraf\u0131ndan engellenir<\/td>\n<td width=\"325\">Y\u00f6netici taraf\u0131ndan onaylanan belirli senaryolar i\u00e7in izin verilir (ki\u015fisel veriler kald\u0131r\u0131lmal\u0131d\u0131r; kod hem otomatik hem de manuel kontroller gerektirir)<\/td>\n<td width=\"271\">\u0130zin verilir (gerekirse ki\u015fisel veriler kald\u0131r\u0131lm\u0131\u015f olarak kaydedilir)<\/td>\n<\/tr>\n<tr>\n<td width=\"180\">Y\u00fcksek etkili d\u00fczenlenmi\u015f veriler (finansal, t\u0131bbi vb.)<\/td>\n<td width=\"209\">Yasaklanm\u0131\u015ft\u0131r<\/td>\n<td width=\"325\">Yasaklanm\u0131\u015ft\u0131r<\/td>\n<td width=\"271\">CISO onay\u0131 ile izin verilir, yasal depolama gerekliliklerine tabidir<\/td>\n<\/tr>\n<tr>\n<td width=\"180\">Y\u00fcksek derecede kritik ve gizli veriler<\/td>\n<td width=\"209\">Yasaklanm\u0131\u015ft\u0131r<\/td>\n<td width=\"325\">Yasaklanm\u0131\u015ft\u0131r<\/td>\n<td width=\"271\">Yasaklanm\u0131\u015ft\u0131r (istisnalar sadece y\u00f6netim kurulunun onay\u0131 ile m\u00fcmk\u00fcnd\u00fcr)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<p>Bu ilkeyi uygulamak i\u00e7in, teknik ara\u00e7lar\u0131n yan\u0131 s\u0131ra \u00e7ok katmanl\u0131 bir organizasyonel yakla\u015f\u0131m da gereklidir. Her \u015feyden \u00f6nce, \u00e7al\u0131\u015fanlara veri s\u0131z\u0131nt\u0131lar\u0131 ve hal\u00fcsinasyonlardan h\u0131zl\u0131 enjeksiyonlara kadar yapay zeka ile ili\u015fkili riskler konusunda <a href=\"https:\/\/k-asap.com\/tr\/?icid=tr_kdailyplacehold_acq_ona_smm__onl_b2b_kasperskydaily_wpplaceholder_______&amp;utm_source=kdaily&amp;utm_medium=blog&amp;utm_campaign=tr_wpplaceholder_nv0092&amp;utm_content=link&amp;utm_term=tr_kdaily_organic_avmwswubv8qh92b\" target=\"_blank\" rel=\"noopener\">e\u011fitim verilmelidir<\/a>. Bu e\u011fitim, kurulu\u015fun t\u00fcm \u00e7al\u0131\u015fanlar\u0131 i\u00e7in zorunlu olmal\u0131d\u0131r.<\/p>\n<p>\u0130lk e\u011fitimin ard\u0131ndan, daha ayr\u0131nt\u0131l\u0131 ilke geli\u015ftirmek ve b\u00f6l\u00fcm ba\u015fkanlar\u0131na ileri d\u00fczeyde e\u011fitim vermek \u00e7ok \u00f6nemlidir. Bu, genel yapay zeka ara\u00e7lar\u0131yla belirli verilerin kullan\u0131m\u0131na ili\u015fkin talepleri onaylay\u0131p onaylamama konusunda bilin\u00e7li kararlar almalar\u0131n\u0131 sa\u011flayacakt\u0131r.<\/p>\n<p>\u0130lk ilkeler, kriterler ve \u00f6nlemler daha ba\u015flang\u0131\u00e7t\u0131r; d\u00fczenli olarak g\u00fcncellenmeleri gerekir. Bu; verilerin analiz edilmesi, ger\u00e7ek d\u00fcnyadaki yapay zeka kullan\u0131m \u00f6rneklerinin iyile\u015ftirilmesi ve pop\u00fcler ara\u00e7lar\u0131n izlenmesini i\u00e7erir. \u00c7al\u0131\u015fanlar\u0131n hangi yapay zeka ara\u00e7lar\u0131n\u0131 hangi ama\u00e7larla kulland\u0131klar\u0131n\u0131 a\u00e7\u0131klayabilmeleri ad\u0131na, stres i\u00e7ermeyen bir self servis portal\u0131 gereklidir. Bu de\u011ferli geri bildirimler; analizlerinizi zenginle\u015ftirir, yapay zeka benimseme i\u00e7in i\u015f gerek\u00e7esi olu\u015fturman\u0131za yard\u0131mc\u0131 olur ve do\u011fru g\u00fcvenlik ilkelerini uygulamak i\u00e7in rol tabanl\u0131 bir model sunar.<\/p>\n<p>Son olarak, ihlallere m\u00fcdahale etmek i\u00e7in \u00e7ok katmanl\u0131 bir sistem \u015fartt\u0131r. Olas\u0131 ad\u0131mlar:<\/p>\n<ul>\n<li>Otomatik bir uyar\u0131 ve s\u00f6z konusu ihlale ili\u015fkin zorunlu mikro e\u011fitim kursu.<\/li>\n<li>\u00c7al\u0131\u015fan ile b\u00f6l\u00fcm m\u00fcd\u00fcr\u00fc ve bilgi g\u00fcvenli\u011fi sorumlusu aras\u0131nda \u00f6zel bir toplant\u0131.<\/li>\n<li>Yapay zeka destekli ara\u00e7lar\u0131n ge\u00e7ici olarak yasaklanmas\u0131.<\/li>\n<li>\u0130nsan kaynaklar\u0131 departman\u0131 arac\u0131l\u0131\u011f\u0131yla s\u0131k\u0131 disiplin cezas\u0131.<\/li>\n<\/ul>\n<h2>Yapay zeka g\u00fcvenli\u011fine kapsaml\u0131 bir yakla\u015f\u0131m<\/h2>\n<p>Burada tart\u0131\u015f\u0131lan ilkeler, \u00fcretken yapay zeka i\u00e7in SaaS \u00e7\u00f6z\u00fcmlerinin kullan\u0131m\u0131yla ili\u015fkili olarak nispeten dar bir risk yelpazesini kapsamaktad\u0131r. \u0130lgili risklerin t\u00fcm\u00fcn\u00fc ele alan kapsaml\u0131 bir ilke olu\u015fturmak i\u00e7in, Kaspersky\u2019nin di\u011fer g\u00fcvenilir uzmanlarla i\u015fbirli\u011fi i\u00e7inde geli\u015ftirdi\u011fi <a href=\"https:\/\/www.kaspersky.com\/blog\/ai-safe-deployment-guidelines\/52789\/\" target=\"_blank\" rel=\"noopener nofollow\">yapay zeka sistemlerini g\u00fcvenli bir \u015fekilde uygulamaya y\u00f6nelik k\u0131lavuzlara<\/a> g\u00f6z atabilirsiniz.<\/p>\n<input type=\"hidden\" class=\"category_for_banner\" value=\"mdr\"><input type=\"hidden\" class=\"placeholder_for_banner\" data-cat_id=\"mdr\" value=\"10128\">\n","protected":false},"excerpt":{"rendered":"<p>\u00c7o\u011fu \u00e7al\u0131\u015fan, i\u015f g\u00f6revleri i\u00e7in halihaz\u0131rda ki\u015fisel LLM aboneliklerini kullan\u0131yor. Rekabet g\u00fcc\u00fcn\u00fc korumakla veri s\u0131z\u0131nt\u0131lar\u0131n\u0131 \u00f6nlemek aras\u0131nda nas\u0131l bir denge kurmal\u0131s\u0131n\u0131z?<\/p>\n","protected":false},"author":2722,"featured_media":13764,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1726,1194],"tags":[744,2802,1610,1424],"class_list":{"0":"post-13763","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-enterprise","8":"category-business","9":"tag-guvenlik","10":"tag-llm","11":"tag-makine-ogrenimi","12":"tag-yapay-zeka"},"hreflang":[{"hreflang":"tr","url":"https:\/\/www.kaspersky.com.tr\/blog\/shadow-ai-3-policies\/13763\/"},{"hreflang":"en-in","url":"https:\/\/www.kaspersky.co.in\/blog\/shadow-ai-3-policies\/29516\/"},{"hreflang":"en-ae","url":"https:\/\/me-en.kaspersky.com\/blog\/shadow-ai-3-policies\/24620\/"},{"hreflang":"en-gb","url":"https:\/\/www.kaspersky.co.uk\/blog\/shadow-ai-3-policies\/29447\/"},{"hreflang":"es-mx","url":"https:\/\/latam.kaspersky.com\/blog\/shadow-ai-3-policies\/28569\/"},{"hreflang":"es","url":"https:\/\/www.kaspersky.es\/blog\/shadow-ai-3-policies\/31399\/"},{"hreflang":"it","url":"https:\/\/www.kaspersky.it\/blog\/shadow-ai-3-policies\/30059\/"},{"hreflang":"ru","url":"https:\/\/www.kaspersky.ru\/blog\/shadow-ai-3-policies\/40409\/"},{"hreflang":"x-default","url":"https:\/\/www.kaspersky.com\/blog\/shadow-ai-3-policies\/54252\/"},{"hreflang":"fr","url":"https:\/\/www.kaspersky.fr\/blog\/shadow-ai-3-policies\/23155\/"},{"hreflang":"de","url":"https:\/\/www.kaspersky.de\/blog\/shadow-ai-3-policies\/32653\/"},{"hreflang":"ru-kz","url":"https:\/\/blog.kaspersky.kz\/shadow-ai-3-policies\/29626\/"},{"hreflang":"en-au","url":"https:\/\/www.kaspersky.com.au\/blog\/shadow-ai-3-policies\/35375\/"},{"hreflang":"en-za","url":"https:\/\/www.kaspersky.co.za\/blog\/shadow-ai-3-policies\/35004\/"}],"acf":[],"banners":"","maintag":{"url":"https:\/\/www.kaspersky.com.tr\/blog\/tag\/yapay-zeka\/","name":"yapay zeka"},"_links":{"self":[{"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/posts\/13763","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/users\/2722"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/comments?post=13763"}],"version-history":[{"count":5,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/posts\/13763\/revisions"}],"predecessor-version":[{"id":13766,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/posts\/13763\/revisions\/13766"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/media\/13764"}],"wp:attachment":[{"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/media?parent=13763"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/categories?post=13763"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kaspersky.com.tr\/blog\/wp-json\/wp\/v2\/tags?post=13763"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}