{"id":385,"date":"2022-08-28T16:50:02","date_gmt":"2022-08-28T16:50:02","guid":{"rendered":"https:\/\/optimus.qsandbox.com:3443\/app_user\/qsu6361\/site\/ayushstha143-magazinex-demo.sites.qsandbox.com\/?p=385"},"modified":"2026-04-26T14:52:49","modified_gmt":"2026-04-26T14:52:49","slug":"a-mums-fight-for-justice-for-her-son","status":"publish","type":"post","link":"https:\/\/thepotentialtoday.com\/?p=385","title":{"rendered":"S\u00f6ylemden Kan\u0131ta: Yapay Zekada ‘\u0130spatlanabilirlik’ \u00c7a\u011f\u0131 ve Yeni Sosyal S\u00f6zle\u015fme"},"content":{"rendered":"\n

Yapay zek\u00e2 d\u00fcnyas\u0131 i\u00e7in 2023 bir “hayret” d\u00f6nemi iken, d\u00fcnya vatanda\u015flar\u0131 i\u00e7in ise\u00a0 pandemi sonras\u0131 yeni \u015feylerin ayak seslerinin geldi\u011fini fark etti\u011fi ama anlamland\u0131ramad\u0131\u011f\u0131 bir y\u0131ld\u0131. Her yeni modelle biraz daha \u015fa\u015f\u0131rd\u0131\u011f\u0131m\u0131z, imk\u00e2ns\u0131z\u0131n s\u0131n\u0131rlar\u0131n\u0131 zorlad\u0131\u011f\u0131m\u0131z bir teknolojik ilkbahara merhaba dedik. Ancak 2026 y\u0131l\u0131n\u0131n bu ilk yar\u0131s\u0131nda, o romantik sis bulutu art\u0131k da\u011f\u0131l\u0131yor. Hemen hemen herkesin bir \u015fekilde yapay zekaya temas etti\u011fi bir d\u00f6nemde masam\u0131zdaki yeni ve so\u011fuk ger\u00e7eklik bizleri teknolojinin ne yapabildi\u011fini de\u011fil; yapt\u0131\u011f\u0131 \u015feyin arkas\u0131nda kimin, hangi kan\u0131tla durabildi\u011fini sorgulamaya \u00e7a\u011f\u0131r\u0131yor.\u00a0<\/strong><\/p>\n\n\n\n

Vah\u015fi Bat\u0131\u2019n\u0131n Sonu ve Ontolojik K\u0131r\u0131lma<\/strong><\/p>\n\n\n\n

Yapay zek\u00e2 ekosistemi, Sam Altman\u2019\u0131n 16 May\u0131s 2023\u2019te ABD Senatosu\u2019ndaki o tarihi konu\u015fmada sarf etti\u011fi “E\u011fer bu teknoloji ters giderse, \u00e7ok ters gidebilir”<\/em> c\u00fcmlesiyle asl\u0131nda Silikon Vadisi\u2019nin on y\u0131llard\u0131r s\u00fcregelen “h\u0131zl\u0131 hareket et ve bir \u015feyleri boz” felsefesinin sonuna i\u015faret ediyordu [1]. Bu itiraf, teknolojiyi bir ka\u00e7 dev yapay zeka \u015firketinin hakim oldu\u011fu bir “kara kutu” olmaktan \u00e7\u0131kar\u0131p; \u015firketlere, end\u00fcstrilere ve insanlar\u0131n g\u00fcndelik ya\u015fam\u0131na h\u0131zla temas eden hukuki ve ahlaki bir “kan\u0131t zinciri”<\/strong> (chain of evidence) haline getirme zorunlulu\u011funu do\u011furdu.<\/p>\n\n\n\n

Bug\u00fcn\u00fc de\u011ferlendirebilmek i\u00e7in geriye d\u00f6n\u00fcp bakt\u0131\u011f\u0131m\u0131zda, 90\u2019lar\u0131n ba\u015f\u0131nda internetin (TCP\/IP) fiziksel s\u0131n\u0131rlar\u0131 a\u015fan bir “mek\u00e2n devrimi” yaratt\u0131\u011f\u0131n\u0131, 2000\u2019lerde ise GSM ve mobil d\u00fcnyan\u0131n zaman\u0131 ve mek\u00e2n\u0131 senkronize eden bir “ileti\u015fim devrimi” sundu\u011funu g\u00f6r\u00fcyoruz. Fakat bu teknolojilerin her ikisi de pasifti; bilgiyi ta\u015f\u0131yan boru hatlar\u0131 olarak i\u015flev g\u00f6r\u00fcyorlard\u0131. Her ne kadar bug\u00fcn bu ileti\u015fim devriminin insan hayat\u0131na etkilerine y\u00f6nelik sorular \u00e7o\u011falmaya devam etse de, biz daha \u00e7ok “borudan ne ge\u00e7ti\u011finden” ziyade “borunun sa\u011flaml\u0131\u011f\u0131yla” ilgileniyorduk. Yapay zek\u00e2 ise tarihte ilk kez, arac\u0131n kendisinin bir “\u00f6zne”<\/strong> (agent) haline geldi\u011fi, ger\u00e7ek \u00f6znenin kim oldu\u011funun kar\u0131\u015ft\u0131\u011f\u0131 bir ontolojik devrim niteli\u011fi ta\u015f\u0131yor.<\/p>\n\n\n\n

\u0130nternet d\u00fcnyay\u0131 k\u00fc\u00e7\u00fcltm\u00fc\u015ft\u00fc, mobilite bizi her yere ula\u015ft\u0131rm\u0131\u015ft\u0131; bu yeni devrim ise bizi, kendi zihnimizin ve kulland\u0131\u011f\u0131m\u0131z ara\u00e7lar\u0131n \u00fcretkenli\u011finin “\u015fahidi” olmaya davet ediyor.<\/p>\n\n\n\n

Okuryazarl\u0131ktan Yeterlilik Rejimine<\/strong><\/h3>\n\n\n\n

Eskiden bir uzman olarak teknolojiyi kullanabiliyor olmak ve ilgili teknolojinin \u00fcretim dilini bilmek yeterliydi. Ancak Avrupa Birli\u011fi Komisyonu\u2019nun 2 A\u011fustos 2025\u2019te y\u00fcr\u00fcrl\u00fc\u011fe giren yapt\u0131r\u0131mlar\u0131 ve ge\u00e7ti\u011fimiz ay, 26 Mart 2026<\/strong>\u2019da g\u00fcncellenen kamuya a\u00e7\u0131k e\u011fitim \u015fablonlar\u0131, meseleyi basit bir yapay zek\u00e2 “kullan\u0131m” bilgisinden \u00f6teye ta\u015f\u0131yarak “ispatlanabilir yeterlilik”<\/strong> meselesine getirdi. [2].<\/p>\n\n\n\n

Bunun sebebi; Google Cloud CEO\u2019su Thomas Kurian\u2019\u0131n vurgulad\u0131\u011f\u0131 gibi \u201cmeselenin teknolojiye sahip olmaktan \u00f6te, o teknolojinin \u00e7\u0131kt\u0131lar\u0131n\u0131n do\u011frulu\u011funu garanti alt\u0131na alacak kurumsal bir disipline sahip olmay\u0131 gerektirmesiydi.”<\/em> [3]. Kurian burada sadece teknik bir detaydan bahsetmiyordu; g\u00fcvenin art\u0131k bir niyet beyan\u0131 olmaktan \u00e7\u0131k\u0131p, titiz bir kay\u0131t tutma (record-keeping) disiplinine d\u00f6n\u00fc\u015fece\u011fini anlat\u0131yordu. (Bkz: Sorumlu yapay zeka)<\/p>\n\n\n\n

Thomas Kurian\u2019\u0131n anlatmaya \u00e7al\u0131\u015ft\u0131\u011f\u0131 perspektifi Sosyolog Zygmunt Bauman\u2019\u0131n anlat\u0131s\u0131 \u00fczerinden de\u011ferlendirdi\u011fimizde ise ifade edilmek istenen anlam daha da g\u00fc\u00e7leniyor. \u201cBelirsizlik \u00e7a\u011f\u0131nda sabit do\u011frular\u0131n yerini “o anki veriden \u00fcretilmi\u015f \u00e7\u0131kar\u0131mlar” al\u0131r.\u201d [4] Bauman\u2019\u0131n “ak\u0131\u015fkan modernite” diye tasvir etti\u011fi bu durum bizi art\u0131k bir algoritma bize ‘hay\u0131r’ dedi\u011finde ya da t\u0131bbi bir te\u015fhis koydu\u011funda, sonucun ne oldu\u011fundan \u00e7ok o karar\u0131n hangi ‘neden ve nas\u0131l’ s\u00fczgecinden ge\u00e7ti\u011fini bilme ihtiyac\u0131n\u0131 duydu\u011fumuz noktaya ta\u015f\u0131r. \u0130\u015fte bu yeni e\u015fik, toplumsal g\u00fcvenin merkezini; kurumsal vaatlerden al\u0131p, algoritmalar\u0131n a\u00e7\u0131klanabilirli\u011fi ve denetlenebilirli\u011fi \u00fczerine kuruyor. G\u00fcven art\u0131k kelimelerde de\u011fil, kodlar\u0131n \u015feffafl\u0131\u011f\u0131nda aranacak anlam\u0131na geliyor. Bu durum, toplumsal g\u00fcven in\u015fas\u0131n\u0131 kurumlar\u0131n retori\u011finden, algoritmalar\u0131n denetlenebilirli\u011fine itiyor.<\/p>\n\n\n\n

“Yapay zeka, insan de\u011ferlerini yans\u0131tmal\u0131d\u0131r; ancak bu yans\u0131ma sadece niyetle de\u011fil, izlenebilir bir d\u00f6k\u00fcmantasyonla m\u00fcmk\u00fcnd\u00fcr.”<\/strong> \u2014 Fei-Fei Li, Stanford Human-Centered AI Institute [5]<\/em><\/p>\n\n\n\n

2 A\u011fustos 2026 ve “Bili\u015fsel \u00d6zerklik”<\/strong><\/h3>\n\n\n\n

\u00d6n\u00fcm\u00fczde kritik bir e\u015fik var; 2 A\u011fustos 2026.<\/strong> Bu tarih, Avrupa Birli\u011fi Komisyonu\u2019nun yapt\u0131r\u0131m yetkisinin tam kapasite devreye girdi\u011fi, “yapay zek\u00e2 masumiyetinin” resmen sona erdi\u011fi milat olacak [6]. Bu tarihten itibaren dijital evrende “bilmiyordum” ya da “model \u00f6yle dedi” arg\u00fcmanlar\u0131, ehliyetsiz ara\u00e7 kullan\u0131rken kaza yapan bir s\u00fcr\u00fcc\u00fcn\u00fcn savunmas\u0131 kadar ge\u00e7ersiz say\u0131lacak.<\/p>\n\n\n\n

Bireysel ba\u011flamda en radikal de\u011fi\u015fim “Bili\u015fsel \u00d6zerklik”<\/strong> kavram\u0131nda ya\u015fanacak. Art\u0131k bir profesyonel olarak sadece YZ’yi kullanma becerinizle de\u011fil, YZ ile kurdu\u011funuz ili\u015fkinin “denetim iziyle” (audit trail) yarg\u0131lanacaks\u0131n\u0131z. Bir avukat\u0131n dilek\u00e7esinde veya bir mimar\u0131n statik hesab\u0131nda kullan\u0131lan YZ, o bireyin zihninin bir uzant\u0131s\u0131 kabul edilecek. Hata, “sistem hatas\u0131” de\u011fil, insan\u0131n “denetim ihmali” say\u0131lacak. Sosyal hayat\u0131m\u0131zda ise “\u0130spatlanm\u0131\u015f Kimlikler” \u00e7a\u011f\u0131 ba\u015flayacak. Yapay zekan\u0131n her t\u00fcrl\u00fc ger\u00e7ekli\u011fi manip\u00fcle edebildi\u011fi bir d\u00fcnyada, bir video konferansta konu\u015ftu\u011funuz ki\u015finin ger\u00e7ekli\u011fini teyit eden “kan\u0131t protokolleri”, g\u00fcndelik hayat\u0131n s\u0131radan bir par\u00e7as\u0131 haline gelecek.<\/p>\n\n\n\n

Ve Kar\u015f\u0131m\u0131zda Zekan\u0131n R\u00fc\u015ft\u00fcn\u00fcn \u0130spat\u0131<\/strong><\/h3>\n\n\n\n

\u0130nternet bize h\u0131z\u0131, mobilite bize her an ula\u015f\u0131labilir olmay\u0131 hediye etmi\u015fti; yapay zek\u00e2 ise bize “epistemik sorumlulu\u011fu”<\/strong>, yani neyi neden bildi\u011fimizin hesab\u0131n\u0131 verme y\u00fck\u00fcml\u00fcl\u00fc\u011f\u00fcn\u00fc getiriyor. Bu, dijital bir hantall\u0131k de\u011fil, zekan\u0131n r\u00fc\u015ft\u00fcn\u00fc ispat etme s\u00fcrecidir. Sekt\u00f6rel d\u00fczeyde art\u0131k “Algoritmik Ehliyet” d\u00f6nemi ba\u015fl\u0131yor. T\u0131pk\u0131 20. y\u00fczy\u0131l\u0131n ba\u015f\u0131nda otomobillerin yayg\u0131nla\u015fmas\u0131yla trafik kurallar\u0131n\u0131n do\u011fmas\u0131 gibi; yapay zeka sistemleri de art\u0131k toplumsal hayat\u0131n “vah\u015fi” bir par\u00e7as\u0131 olmaktan \u00e7\u0131k\u0131p, lisansl\u0131 ve kay\u0131tl\u0131 birer “akt\u00f6r” haline geliyor.<\/p>\n\n\n\n

Gelecek, zekas\u0131n\u0131 sadece sergileyenlerin de\u011fil, o zekay\u0131 dok\u00fcmante edebilenlerin ve sorumlulu\u011funu \u00fcstlenenlerin olacak. \u00c7\u00fcnk\u00fc art\u0131k as\u0131l soru modelin ne kadar b\u00fcy\u00fck oldu\u011fu de\u011fil, o karar\u0131n arkas\u0131ndaki insan-makine i\u015fbirli\u011fini ne kadar \u015feffaf k\u0131labildi\u011fimizdir.<\/p>\n\n\n\n

Ho\u015f geldin “Kan\u0131t \u00c7a\u011f\u0131”.<\/strong><\/p>\n\n\n\n

\n\n\n\n

KAYNAK\u00c7A VE REFERANSLAR<\/strong><\/h3>\n\n\n\n
    \n
  • [1] Altman, S.<\/strong> (2023). Testimony Before the Senate Judiciary Subcommittee on Privacy, Technology, and the Law.<\/em> “Oversight of A.I.: Rules for Artificial Intelligence.” May 16, 2023.<\/li>\n\n\n\n
  • [2] European Commission.<\/strong> (2026). Updated Template for the Publicly Available Summary of Training Content for GPAI Models (Art. 53(1)).<\/em> March 26, 2026.<\/li>\n\n\n\n
  • [3] Kurian, T.<\/strong> (2024). Enterprise AI and the Discipline of Validation.<\/em> Google Cloud Next \u201924 Executive Keynote.<\/li>\n\n\n\n
  • [4] Bauman, Z.<\/strong> (2000). Liquid Modernity.<\/em> Polity Press. (Toplumsal g\u00fcven ve ak\u0131\u015fkan veri dinamikleri \u00fczerine temellendirilmi\u015f kuramsal \u00e7er\u00e7eve).<\/li>\n\n\n\n
  • [5] Li, F. F.<\/strong> (2024). The State of Human-Centered AI.<\/em> Stanford HAI Annual Report & World Economic Forum Panel on AI Governance.<\/li>\n\n\n\n
  • [6] European Union.<\/strong> (2024). Regulation (EU) 2024\/1689 of the European Parliament and of the Council (AI Act).<\/em> Official Implementation Roadmap: Full Sanctioning Power & High-Risk Obligations (August 2, 2026).<\/li>\n<\/ul>\n\n\n\n
    \n\n\n\n

    Bu analiz, The Potential Today i\u00e7in “Future-Audit” serisi kapsam\u0131nda haz\u0131rlanm\u0131\u015ft\u0131r.<\/em><\/p>\n\n\n\n

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    <\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

    Yapay zek\u00e2 d\u00fcnyas\u0131 i\u00e7in 2023 bir “hayret” d\u00f6nemi iken, d\u00fcnya vatanda\u015flar\u0131 i\u00e7in ise\u00a0 pandemi sonras\u0131 yeni \u015feylerin ayak seslerinin geldi\u011fini fark etti\u011fi ama anlamland\u0131ramad\u0131\u011f\u0131 bir y\u0131ld\u0131. Her yeni modelle biraz daha \u015fa\u015f\u0131rd\u0131\u011f\u0131m\u0131z, imk\u00e2ns\u0131z\u0131n s\u0131n\u0131rlar\u0131n\u0131 zorlad\u0131\u011f\u0131m\u0131z bir teknolojik ilkbahara merhaba dedik. Ancak 2026 y\u0131l\u0131n\u0131n bu ilk yar\u0131s\u0131nda, o romantik sis bulutu art\u0131k da\u011f\u0131l\u0131yor. Hemen hemen herkesin bir \u015fekilde yapay zekaya temas etti\u011fi bir d\u00f6nemde masam\u0131zdaki yeni ve so\u011fuk ger\u00e7eklik bizleri teknolojinin ne yapabildi\u011fi de\u011fil; yapt\u0131\u011f\u0131 \u015feyin arkas\u0131nda kimin, hangi kan\u0131tla durabildi\u011fini sorgulamaya \u00e7a\u011f\u0131r\u0131yor.<\/p>\n","protected":false},"author":1,"featured_media":815,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"colormag_page_container_layout":"default_layout","colormag_page_sidebar_layout":"default_layout","footnotes":""},"categories":[49],"tags":[],"class_list":["post-385","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-perspektif"],"magazineBlocksPostFeaturedMedia":{"thumbnail":"https:\/\/thepotentialtoday.com\/wp-content\/uploads\/2022\/08\/pandemic-150x150.jpg","medium":"https:\/\/thepotentialtoday.com\/wp-content\/uploads\/2022\/08\/pandemic-300x191.jpg","medium_large":"https:\/\/thepotentialtoday.com\/wp-content\/uploads\/2022\/08\/pandemic-768x488.jpg","large":"https:\/\/thepotentialtoday.com\/wp-content\/uploads\/2022\/08\/pandemic.jpg","1536x1536":"https:\/\/thepotentialtoday.com\/wp-content\/uploads\/2022\/08\/pandemic.jpg","2048x2048":"https:\/\/thepotentialtoday.com\/wp-content\/uploads\/2022\/08\/pandemic.jpg","colormag-highlighted-post":"https:\/\/thepotentialtoday.com\/wp-content\/uploads\/2022\/08\/pandemic-392x272.jpg","colormag-featured-post-medium":"https:\/\/thepotentialtoday.com\/wp-content\/uploads\/2022\/08\/pandemic-390x205.jpg","colormag-featured-post-small":"https:\/\/thepotentialtoday.com\/wp-content\/uploads\/2022\/08\/pandemic-130x90.jpg","colormag-featured-image":"https:\/\/thepotentialtoday.com\/wp-content\/uploads\/2022\/08\/pandemic-800x445.jpg","colormag-default-news":"https:\/\/thepotentialtoday.com\/wp-content\/uploads\/2022\/08\/pandemic-150x150.jpg","colormag-featured-image-large":"https:\/\/thepotentialtoday.com\/wp-content\/uploads\/2022\/08\/pandemic.jpg"},"magazineBlocksPostAuthor":{"name":"admin","avatar":"https:\/\/secure.gravatar.com\/avatar\/e0ab7dc85ea35ba8001cbfd85ce1f13ca897a9296c11d46f815cdc835f4a18ad?s=96&d=mm&r=g"},"magazineBlocksPostCommentsNumber":"0","magazineBlocksPostExcerpt":"Yapay zek\u00e2 d\u00fcnyas\u0131 i\u00e7in 2023 bir \"hayret\" d\u00f6nemi iken, d\u00fcnya vatanda\u015flar\u0131 i\u00e7in ise\u00a0 pandemi sonras\u0131 yeni \u015feylerin ayak seslerinin geldi\u011fini fark etti\u011fi ama anlamland\u0131ramad\u0131\u011f\u0131 bir y\u0131ld\u0131. Her yeni modelle biraz daha \u015fa\u015f\u0131rd\u0131\u011f\u0131m\u0131z, imk\u00e2ns\u0131z\u0131n s\u0131n\u0131rlar\u0131n\u0131 zorlad\u0131\u011f\u0131m\u0131z bir teknolojik ilkbahara merhaba dedik. Ancak 2026 y\u0131l\u0131n\u0131n bu ilk yar\u0131s\u0131nda, o romantik sis bulutu art\u0131k da\u011f\u0131l\u0131yor. 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