Yapay zeka bir s\u00fcredir hayat\u0131m\u0131za konu\u015farak girdi; sorular\u0131m\u0131za cevap veren, merak\u0131m\u0131z\u0131 gideren sohbet botlar\u0131yla tan\u0131\u015ft\u0131k \u00f6nce. Fakat \u015fimdi \u00e7ok daha k\u00f6kl\u00fc ve sessiz bir d\u00f6n\u00fc\u015f\u00fcm ba\u015fl\u0131yor. Bir d\u00f6nemin \u2018sordu\u011fumuzda cevap veren chatbot\u2019 yapay zekalar\u0131n\u0131n yerini, i\u015fin b\u00fct\u00fcn\u00fcn\u00fc devralabilen, s\u00fcre\u00e7leri ba\u015ftan sona y\u00fcr\u00fcten otonom yapay zeka ajanlar\u0131 al\u0131yor. Yak\u0131nda ekrana soru yazd\u0131\u011f\u0131m\u0131z sistemlerden de\u011fil, arka planda bizim ad\u0131m\u0131za \u00e7al\u0131\u015fan g\u00f6r\u00fcnmez yard\u0131mc\u0131lar\u0131n \u00e7a\u011f\u0131ndan s\u00f6z edece\u011fiz.<\/p>
Bu yeni d\u00f6nem, ilk bak\u0131\u015fta teknik bir yenilik gibi g\u00f6r\u00fcnse de etkisi \u00e7ok daha geni\u015f. 2024 i\u00e7in yakla\u015f\u0131k 30.9 milyar dolarl\u0131k bir pazar \u00f6ng\u00f6r\u00fcs\u00fc yap\u0131lan ve y\u0131ll\u0131k y\u00fczde 31\u2019in \u00fczerinde b\u00fcy\u00fcyen bu alan, insan ile makine aras\u0131nda ba\u015fka bir i\u015f b\u00f6l\u00fcm\u00fc tan\u0131ml\u0131yor. Bir bankac\u0131 sabah bilgisayar\u0131n\u0131 a\u00e7t\u0131\u011f\u0131nda, kredi risklerine ili\u015fkin anomalileri tespit etmi\u015f, raporlar\u0131 ilgili birimlere iletmi\u015f ve g\u00fcn\u00fcn kritik maddelerini \u00f6zetlemi\u015f bir ajan taraf\u0131ndan kar\u015f\u0131lanabiliyor. Ayn\u0131 kurumda hukuk birimine bakan ba\u015fka bir ajan, son reg\u00fclasyon de\u011fi\u015fikliklerini taray\u0131p dosyalar\u0131 g\u00fcncelledi\u011fini bildiriyor. Pazarlama taraf\u0131nda ise hafta sonu kampanya sonu\u00e7lar\u0131n\u0131 analiz eden farkl\u0131 bir yaz\u0131l\u0131m kendi \u00f6zetini haz\u0131rl\u0131yor. \u0130nsanlar\u0131n saatlerce s\u00fcren i\u015f ak\u0131\u015flar\u0131, art\u0131k saniyeler i\u00e7inde birbirleriyle konu\u015fan dijital yard\u0131mc\u0131lar aras\u0131nda dola\u015f\u0131yor.<\/p>
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***<\/p>
<\/p>
Evde de benzer bir tablo ortaya \u00e7\u0131k\u0131yor. Bundan birka\u00e7 y\u0131l \u00f6nce yaln\u0131zca \u201cMerhaba, nas\u0131l yard\u0131mc\u0131 olabilirim?\u201d diyen sesli asistanlar, yerlerini sizin ad\u0131n\u0131za d\u00fc\u015f\u00fcnen daha kapsaml\u0131 yap\u0131lara b\u0131rak\u0131yor. Ka\u00e7\u0131rd\u0131\u011f\u0131n\u0131z bir randevuyu fark edip takviminizde uygun bo\u015fluklar bulan, \u00e7ocu\u011fun okul evraklar\u0131n\u0131n eksik oldu\u011funu hat\u0131rlatan, evdeki cihazlarla ileti\u015fim kurarak \u0131\u015f\u0131k ve \u0131s\u0131 ayarlar\u0131n\u0131 d\u00fczenleyen bu sistemler art\u0131k s\u0131radan bir teknoloji yenili\u011fi de\u011fil; g\u00fcndelik ya\u015fama entegre olan bir t\u00fcr dijital refakat\u00e7i. \u00d6nemli olan, bu yap\u0131lar\u0131n yaln\u0131zca talimatla \u00e7al\u0131\u015fan programlar de\u011fil; kendi inisiyatif alan\u0131na sahip otonom zekalar haline gelmi\u015f olmas\u0131.<\/p>
Ara\u015ft\u0131rma s\u00fcre\u00e7leri de radikal bi\u00e7imde de\u011fi\u015fiyor. Bir \u00f6\u011frencinin g\u00fcnlerce s\u00fcrd\u00fcrd\u00fc\u011f\u00fc literat\u00fcr taramas\u0131n\u0131 dakikalara indiren, kaynaklar\u0131 kar\u015f\u0131la\u015ft\u0131r\u0131p \u00e7eli\u015fkileri belirleyen, \u00f6zet \u00e7\u0131karan ve do\u011frulama yapan \u00e7ok katmanl\u0131 ara\u015ft\u0131rma ajanlar\u0131 ortaya \u00e7\u0131km\u0131\u015f durumda. Yaz\u0131l\u0131m d\u00fcnyas\u0131nda ise kod yazan, hatay\u0131 bulan, test eden ve da\u011f\u0131t\u0131ma kadar uzanan t\u00fcm s\u00fcreci tek ba\u015f\u0131na y\u00f6neten otonom sistemler var. Bu d\u00f6ng\u00fc, yaz\u0131l\u0131m geli\u015ftirmeyi neredeyse sanayi tipi bir \u00fcretim hatt\u0131na d\u00f6n\u00fc\u015ft\u00fcr\u00fcyor.<\/p>
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***<\/p>
<\/p>
Bu kadar h\u0131zl\u0131 ilerleyen bir alanda do\u011fal olarak baz\u0131 endi\u015feler de \u00f6ne \u00e7\u0131k\u0131yor. Ajanlar\u0131n artan haf\u0131za kapasitesi ve h\u0131zlanan karar zincirleri, veri g\u00fcvenli\u011fi ve \u015feffafl\u0131k konular\u0131nda yeni riskler yarat\u0131yor. Bilginin kayna\u011f\u0131n\u0131n izlenememesi, k\u00fc\u00e7\u00fck bir hatan\u0131n kurum \u00e7ap\u0131nda zincirleme sonu\u00e7lar do\u011furmas\u0131na yol a\u00e7abilir. Ayr\u0131ca, kusursuz kullan\u0131c\u0131 deneyimi ba\u011f\u0131ml\u0131l\u0131k riskini art\u0131rabilir; \u00e7\u00fcnk\u00fc insan davran\u0131\u015f\u0131n\u0131 bu kadar iyi okuyabilen sistemler, konforun \u00e7ekicili\u011fini art\u0131rarak karar verme s\u00fcre\u00e7lerinde yava\u015f yava\u015f a\u011f\u0131rl\u0131k kazanabilir.<\/p>
<\/p>
\u00d6te yandan bu d\u00f6n\u00fc\u015f\u00fcm, insan\u0131 devreden \u00e7\u0131karmaktan \u00e7ok insan kapasitesini geni\u015fletme potansiyeli ta\u015f\u0131yor. Yak\u0131n gelecekte telefonlar\u0131m\u0131zda onlarca mikro ajan\u0131n bulundu\u011funu g\u00f6rmek \u015fa\u015f\u0131rt\u0131c\u0131 olmayacak. Biri sa\u011fl\u0131k verilerini yorumlayacak, biri finansal kararlar\u0131 optimize edecek, bir ba\u015fkas\u0131 \u00e7ocu\u011fun e\u011fitim rutinini takip edecek, di\u011feri evin enerji t\u00fcketimini y\u00f6netecek. Uygulama ma\u011fazalar\u0131n\u0131n y\u0131llar \u00f6nce ba\u015flatt\u0131\u011f\u0131 ekonomik ekosistemin benzeri, bu kez \u2018ajan ma\u011fazalar\u0131\u2019 \u00fczerinden kurulacak gibi g\u00f6r\u00fcn\u00fcyor.<\/p>
<\/p>
Sonu\u00e7ta mesele teknoloji de\u011fil; insan ile makine aras\u0131nda usulca yaz\u0131lan yeni s\u00f6zle\u015fmenin \u00e7er\u00e7evesi. Bu sistemler bizi g\u00fc\u00e7lendirebilir, h\u0131zland\u0131rabilir, daha verimli hale getirebilir. Fakat bunun \u015fart\u0131, karar alma yetkisinin nihayetinde insanda kalmas\u0131d\u0131r. Aksi halde, kolayl\u0131k u\u011fruna sorumlulu\u011fu devretti\u011fimiz bir d\u00f6neme girmi\u015f oluruz.<\/p>
<\/p>
Yapay zeka ajanlar\u0131n\u0131n y\u00fckseli\u015fi, belki de uzun zamand\u0131r g\u00f6r\u00fclen en kapsaml\u0131 d\u00f6n\u00fc\u015f\u00fcm. \u00dcstelik ses \u00e7\u0131karmadan ger\u00e7ekle\u015fiyor; g\u00fcndelik hayat\u0131n g\u00f6r\u00fcnmeyen katmanlar\u0131nda yerlerini al\u0131yorlar. Bize d\u00fc\u015fen ise bu h\u0131z\u0131n b\u00fcy\u00fcs\u00fcne kap\u0131lmadan, bu g\u00fcc\u00fcn hangi ama\u00e7la kullan\u0131laca\u011f\u0131na dair irademizi korumak. Ajanlar\u0131n \u00e7a\u011f\u0131 ba\u015fl\u0131yor, fakat s\u00f6zle\u015fmenin son maddesini h\u00e2l\u00e2 biz yaz\u0131yoruz.<\/p>
<\/p>","slug":"gorunmez-yardimcilar-cagi","tags":null,"meta_title":"G\u00f6r\u00fcnmez yard\u0131mc\u0131lar \u00e7a\u011f\u0131","meta_description":null,"meta_keywords":null,"news_cover_min":"\/front\/uploads\/blog\/thumbnail\/1763067600d49vsgwjKaVvRnu.webp","news_cover":null,"news_video_min":null,"news_video":null,"view_count":0,"cropped_1200x675":"\/front\/uploads\/haber\/1200x675\/gorunmez-yardimcilar-cagi_1200x675_IsNsHK5Fuk.webp","user":{"id":27,"name":"ADNAN VEYSEL","surname":"ERTEMEL","email":"doc-dr-adnan-veysel-ertemel@gmail.com","slug":"doc-dr-adnan-veysel-ertemel","avatar":"\/front\/uploads\/avatar\/17336916001r1LpO2XUqa1CPY.webp","status":1,"role":1,"email_verified_at":null,"orde":null,"created_at":"2022-10-24T10:50:02.000000Z","updated_at":"2024-12-18T09:48:24.000000Z","seo_title":null,"seo_description":null},"translations":[{"id":78509,"is_featured":0,"is_amp":0,"is_ads":0,"ads_link":null,"post_id":78377,"locale":"tr","category_id":73,"title":"G\u00f6r\u00fcnmez yard\u0131mc\u0131lar \u00e7a\u011f\u0131","home_title":"G\u00f6r\u00fcnmez yard\u0131mc\u0131lar \u00e7a\u011f\u0131","sub_title":null,"slider_title":null,"slider_title_2":null,"slider_spot_title":null,"slider_spot_title_2":null,"subtitleuse":0,"description":null,"content":"
Yapay zeka bir s\u00fcredir hayat\u0131m\u0131za konu\u015farak girdi; sorular\u0131m\u0131za cevap veren, merak\u0131m\u0131z\u0131 gideren sohbet botlar\u0131yla tan\u0131\u015ft\u0131k \u00f6nce. Fakat \u015fimdi \u00e7ok daha k\u00f6kl\u00fc ve sessiz bir d\u00f6n\u00fc\u015f\u00fcm ba\u015fl\u0131yor. Bir d\u00f6nemin \u2018sordu\u011fumuzda cevap veren chatbot\u2019 yapay zekalar\u0131n\u0131n yerini, i\u015fin b\u00fct\u00fcn\u00fcn\u00fc devralabilen, s\u00fcre\u00e7leri ba\u015ftan sona y\u00fcr\u00fcten otonom yapay zeka ajanlar\u0131 al\u0131yor. Yak\u0131nda ekrana soru yazd\u0131\u011f\u0131m\u0131z sistemlerden de\u011fil, arka planda bizim ad\u0131m\u0131za \u00e7al\u0131\u015fan g\u00f6r\u00fcnmez yard\u0131mc\u0131lar\u0131n \u00e7a\u011f\u0131ndan s\u00f6z edece\u011fiz.<\/p>
Bu yeni d\u00f6nem, ilk bak\u0131\u015fta teknik bir yenilik gibi g\u00f6r\u00fcnse de etkisi \u00e7ok daha geni\u015f. 2024 i\u00e7in yakla\u015f\u0131k 30.9 milyar dolarl\u0131k bir pazar \u00f6ng\u00f6r\u00fcs\u00fc yap\u0131lan ve y\u0131ll\u0131k y\u00fczde 31\u2019in \u00fczerinde b\u00fcy\u00fcyen bu alan, insan ile makine aras\u0131nda ba\u015fka bir i\u015f b\u00f6l\u00fcm\u00fc tan\u0131ml\u0131yor. Bir bankac\u0131 sabah bilgisayar\u0131n\u0131 a\u00e7t\u0131\u011f\u0131nda, kredi risklerine ili\u015fkin anomalileri tespit etmi\u015f, raporlar\u0131 ilgili birimlere iletmi\u015f ve g\u00fcn\u00fcn kritik maddelerini \u00f6zetlemi\u015f bir ajan taraf\u0131ndan kar\u015f\u0131lanabiliyor. Ayn\u0131 kurumda hukuk birimine bakan ba\u015fka bir ajan, son reg\u00fclasyon de\u011fi\u015fikliklerini taray\u0131p dosyalar\u0131 g\u00fcncelledi\u011fini bildiriyor. Pazarlama taraf\u0131nda ise hafta sonu kampanya sonu\u00e7lar\u0131n\u0131 analiz eden farkl\u0131 bir yaz\u0131l\u0131m kendi \u00f6zetini haz\u0131rl\u0131yor. \u0130nsanlar\u0131n saatlerce s\u00fcren i\u015f ak\u0131\u015flar\u0131, art\u0131k saniyeler i\u00e7inde birbirleriyle konu\u015fan dijital yard\u0131mc\u0131lar aras\u0131nda dola\u015f\u0131yor.<\/p>
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***<\/p>
<\/p>
Evde de benzer bir tablo ortaya \u00e7\u0131k\u0131yor. Bundan birka\u00e7 y\u0131l \u00f6nce yaln\u0131zca \u201cMerhaba, nas\u0131l yard\u0131mc\u0131 olabilirim?\u201d diyen sesli asistanlar, yerlerini sizin ad\u0131n\u0131za d\u00fc\u015f\u00fcnen daha kapsaml\u0131 yap\u0131lara b\u0131rak\u0131yor. Ka\u00e7\u0131rd\u0131\u011f\u0131n\u0131z bir randevuyu fark edip takviminizde uygun bo\u015fluklar bulan, \u00e7ocu\u011fun okul evraklar\u0131n\u0131n eksik oldu\u011funu hat\u0131rlatan, evdeki cihazlarla ileti\u015fim kurarak \u0131\u015f\u0131k ve \u0131s\u0131 ayarlar\u0131n\u0131 d\u00fczenleyen bu sistemler art\u0131k s\u0131radan bir teknoloji yenili\u011fi de\u011fil; g\u00fcndelik ya\u015fama entegre olan bir t\u00fcr dijital refakat\u00e7i. \u00d6nemli olan, bu yap\u0131lar\u0131n yaln\u0131zca talimatla \u00e7al\u0131\u015fan programlar de\u011fil; kendi inisiyatif alan\u0131na sahip otonom zekalar haline gelmi\u015f olmas\u0131.<\/p>
Ara\u015ft\u0131rma s\u00fcre\u00e7leri de radikal bi\u00e7imde de\u011fi\u015fiyor. Bir \u00f6\u011frencinin g\u00fcnlerce s\u00fcrd\u00fcrd\u00fc\u011f\u00fc literat\u00fcr taramas\u0131n\u0131 dakikalara indiren, kaynaklar\u0131 kar\u015f\u0131la\u015ft\u0131r\u0131p \u00e7eli\u015fkileri belirleyen, \u00f6zet \u00e7\u0131karan ve do\u011frulama yapan \u00e7ok katmanl\u0131 ara\u015ft\u0131rma ajanlar\u0131 ortaya \u00e7\u0131km\u0131\u015f durumda. Yaz\u0131l\u0131m d\u00fcnyas\u0131nda ise kod yazan, hatay\u0131 bulan, test eden ve da\u011f\u0131t\u0131ma kadar uzanan t\u00fcm s\u00fcreci tek ba\u015f\u0131na y\u00f6neten otonom sistemler var. Bu d\u00f6ng\u00fc, yaz\u0131l\u0131m geli\u015ftirmeyi neredeyse sanayi tipi bir \u00fcretim hatt\u0131na d\u00f6n\u00fc\u015ft\u00fcr\u00fcyor.<\/p>
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***<\/p>
<\/p>
Bu kadar h\u0131zl\u0131 ilerleyen bir alanda do\u011fal olarak baz\u0131 endi\u015feler de \u00f6ne \u00e7\u0131k\u0131yor. Ajanlar\u0131n artan haf\u0131za kapasitesi ve h\u0131zlanan karar zincirleri, veri g\u00fcvenli\u011fi ve \u015feffafl\u0131k konular\u0131nda yeni riskler yarat\u0131yor. Bilginin kayna\u011f\u0131n\u0131n izlenememesi, k\u00fc\u00e7\u00fck bir hatan\u0131n kurum \u00e7ap\u0131nda zincirleme sonu\u00e7lar do\u011furmas\u0131na yol a\u00e7abilir. Ayr\u0131ca, kusursuz kullan\u0131c\u0131 deneyimi ba\u011f\u0131ml\u0131l\u0131k riskini art\u0131rabilir; \u00e7\u00fcnk\u00fc insan davran\u0131\u015f\u0131n\u0131 bu kadar iyi okuyabilen sistemler, konforun \u00e7ekicili\u011fini art\u0131rarak karar verme s\u00fcre\u00e7lerinde yava\u015f yava\u015f a\u011f\u0131rl\u0131k kazanabilir.<\/p>
<\/p>
\u00d6te yandan bu d\u00f6n\u00fc\u015f\u00fcm, insan\u0131 devreden \u00e7\u0131karmaktan \u00e7ok insan kapasitesini geni\u015fletme potansiyeli ta\u015f\u0131yor. Yak\u0131n gelecekte telefonlar\u0131m\u0131zda onlarca mikro ajan\u0131n bulundu\u011funu g\u00f6rmek \u015fa\u015f\u0131rt\u0131c\u0131 olmayacak. Biri sa\u011fl\u0131k verilerini yorumlayacak, biri finansal kararlar\u0131 optimize edecek, bir ba\u015fkas\u0131 \u00e7ocu\u011fun e\u011fitim rutinini takip edecek, di\u011feri evin enerji t\u00fcketimini y\u00f6netecek. Uygulama ma\u011fazalar\u0131n\u0131n y\u0131llar \u00f6nce ba\u015flatt\u0131\u011f\u0131 ekonomik ekosistemin benzeri, bu kez \u2018ajan ma\u011fazalar\u0131\u2019 \u00fczerinden kurulacak gibi g\u00f6r\u00fcn\u00fcyor.<\/p>
<\/p>
Sonu\u00e7ta mesele teknoloji de\u011fil; insan ile makine aras\u0131nda usulca yaz\u0131lan yeni s\u00f6zle\u015fmenin \u00e7er\u00e7evesi. Bu sistemler bizi g\u00fc\u00e7lendirebilir, h\u0131zland\u0131rabilir, daha verimli hale getirebilir. Fakat bunun \u015fart\u0131, karar alma yetkisinin nihayetinde insanda kalmas\u0131d\u0131r. Aksi halde, kolayl\u0131k u\u011fruna sorumlulu\u011fu devretti\u011fimiz bir d\u00f6neme girmi\u015f oluruz.<\/p>
<\/p>
Yapay zeka ajanlar\u0131n\u0131n y\u00fckseli\u015fi, belki de uzun zamand\u0131r g\u00f6r\u00fclen en kapsaml\u0131 d\u00f6n\u00fc\u015f\u00fcm. \u00dcstelik ses \u00e7\u0131karmadan ger\u00e7ekle\u015fiyor; g\u00fcndelik hayat\u0131n g\u00f6r\u00fcnmeyen katmanlar\u0131nda yerlerini al\u0131yorlar. Bize d\u00fc\u015fen ise bu h\u0131z\u0131n b\u00fcy\u00fcs\u00fcne kap\u0131lmadan, bu g\u00fcc\u00fcn hangi ama\u00e7la kullan\u0131laca\u011f\u0131na dair irademizi korumak. Ajanlar\u0131n \u00e7a\u011f\u0131 ba\u015fl\u0131yor, fakat s\u00f6zle\u015fmenin son maddesini h\u00e2l\u00e2 biz yaz\u0131yoruz.<\/p>
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