{"id":2940,"date":"2025-09-24T05:41:19","date_gmt":"2025-09-24T05:41:19","guid":{"rendered":"https:\/\/www.markus-schall.de\/?p=2940"},"modified":"2026-04-30T05:40:56","modified_gmt":"2026-04-30T05:40:56","slug":"yapay-zeka-hangi%cc%87-i%cc%87sler-tehli%cc%87kede-ve-si%cc%87mdi%cc%87-kendi%cc%87mi%cc%87zi%cc%87-nasil-koruyabi%cc%87li%cc%87ri%cc%87z","status":"publish","type":"post","link":"https:\/\/www.markus-schall.de\/tr\/2025\/09\/yapay-zeka-hangi%cc%87-i%cc%87sler-tehli%cc%87kede-ve-si%cc%87mdi%cc%87-kendi%cc%87mi%cc%87zi%cc%87-nasil-koruyabi%cc%87li%cc%87ri%cc%87z\/","title":{"rendered":"Yapay zeka: hangi i\u015fler risk alt\u0131nda ve \u015fimdi kendimizi nas\u0131l silahland\u0131rabiliriz"},"content":{"rendered":"<p>Neredeyse hi\u00e7bir teknolojik de\u011fi\u015fim yapay zeka kadar h\u0131zl\u0131 bir \u015fekilde g\u00fcnl\u00fck hayat\u0131m\u0131za girmedi. D\u00fcn gelece\u011fin vizyoner teknolojisi olarak g\u00f6r\u00fclen \u015fey bug\u00fcn art\u0131k bir ger\u00e7ek - ister mesajla\u015fmada, ister programlamada, ister te\u015fhis koymada, ister \u00e7eviride, hatta ister m\u00fczik, sanat ya da hukuk \u00f6zetleri yaratmada olsun.<!--more--><\/p>\n<p>Ancak bu h\u0131z beraberinde artan endi\u015feleri de getiriyor: Bu durum \u00e7al\u0131\u015fma d\u00fcnyam\u0131z i\u00e7in ne anlama geliyor? Hangi i\u015fler tehdit alt\u0131nda ve bunlara bireysel ve toplumsal olarak nas\u0131l yan\u0131t verebiliriz? F\u00fct\u00fcrolog ve strateji ara\u015ft\u0131rmac\u0131s\u0131 Prof Dr Pero Mi\u0107i\u0107 yak\u0131n zamanda verdi\u011fi bir r\u00f6portajda, kontrols\u00fcz yapay zeka dinamiklerinin riskleri konusunda acilen uyar\u0131da bulunuyor. Mevcut \u00e7al\u0131\u015fma, e\u011fitim ve i\u015f sistemimizin bir\u00e7ok insan\u0131n d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcnden daha h\u0131zl\u0131 bir \u015fekilde \u00e7\u00f6kebilece\u011finden bahsediyor.<\/p>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-381 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-h-gutter: 10px;--dpt-v-gutter: 9px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-381 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">G\u00fcn\u00fcm\u00fcz\u00fcn sosyal sorunlar\u0131<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-381\" class=\"dpt-wrapper dpt-mag1 land1 dpt-cropped dpt-flex-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"nord stream sprengung: sabotage, machtpolitik und die unbequemen offenen fragen\" data-id=\"4441\"  data-category=\"allgemein gesellschaft\" data-post_tag=\"deutschland energiepolitik europa geopolitik krisen meinungsfreiheit sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/kuzey-akim-patlatma-sabotaj-guec-poli%cc%87ti%cc%87kasi-ve-rahatsiz-edi%cc%87ci%cc%87-acik-sorular\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Kuzey Ak\u0131m'\u0131n y\u0131k\u0131lmas\u0131: sabotaj, g\u00fc\u00e7 politikalar\u0131 ve cevaplanmam\u0131\u015f rahats\u0131z edici sorular<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Kuzey Ak\u0131m patlatma\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/nordstream-sprengung.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/nordstream-sprengung.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/nordstream-sprengung-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/nordstream-sprengung-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/nordstream-sprengung-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/kuzey-akim-patlatma-sabotaj-guec-poli%cc%87ti%cc%87kasi-ve-rahatsiz-edi%cc%87ci%cc%87-acik-sorular\/\" rel=\"bookmark\">Kuzey Ak\u0131m'\u0131n y\u0131k\u0131lmas\u0131: sabotaj, g\u00fc\u00e7 politikalar\u0131 ve cevaplanmam\u0131\u015f rahats\u0131z edici sorular<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"digitale abh\u00e4ngigkeit: wie wir unsere selbstbestimmung an die cloud verloren haben\" data-id=\"2986\"  data-category=\"apple iphone &amp; ipad apple macos filemaker &amp; erp gesellschaft ki-systeme tipps &amp; anleitungen\" data-post_tag=\"apple datenlogik datenschutz digitales eigentum erfahrungen erp-software gfm-business\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/10\/di%cc%87ji%cc%87tal-bagimlilik-oezerkli%cc%87gi%cc%87mi%cc%87zi%cc%87-buluta-nasil-kaptirdik\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Dijital ba\u011f\u0131ml\u0131l\u0131k: kendi kaderimizi buluta nas\u0131l kapt\u0131rd\u0131k?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Bulut sistemleri ile dijital ba\u011f\u0131ml\u0131l\u0131k\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-abhaengigkeit-cloud.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-abhaengigkeit-cloud.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-abhaengigkeit-cloud-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-abhaengigkeit-cloud-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-abhaengigkeit-cloud-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/10\/di%cc%87ji%cc%87tal-bagimlilik-oezerkli%cc%87gi%cc%87mi%cc%87zi%cc%87-buluta-nasil-kaptirdik\/\" rel=\"bookmark\">Dijital ba\u011f\u0131ml\u0131l\u0131k: kendi kaderimizi buluta nas\u0131l kapt\u0131rd\u0131k?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"gr\u00f6nland, trump und die frage der zugeh\u00f6rigkeit: geschichte, recht und realit\u00e4t\" data-id=\"4325\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"europa geopolitik krisen meinungsfreiheit sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/groenland-trump-ve-ai%cc%87di%cc%87yet-sorunu-tari%cc%87h-hukuk-ve-gercekli%cc%87k\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Gr\u00f6nland, Trump ve aidiyet sorunu: tarih, hukuk ve ger\u00e7eklik<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Gr\u00f6nland hedefte: ABD ve Trump\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/groenland-trump-ve-ai%cc%87di%cc%87yet-sorunu-tari%cc%87h-hukuk-ve-gercekli%cc%87k\/\" rel=\"bookmark\">Gr\u00f6nland, Trump ve aidiyet sorunu: tarih, hukuk ve ger\u00e7eklik<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"zahngesundheit und cmd &#8211; mehr als ein bisschen. was bringt die zukunft?\" data-id=\"2736\"  data-category=\"b\u00fccher gesellschaft gesundheit\" data-post_tag=\"cmd gesundheit ratgeber\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/08\/di%cc%87s-sagligi-ve-cmd-gelecegi%cc%87n-ne-geti%cc%87recegi%cc%87ni%cc%87-bi%cc%87raz-daha-i%cc%87yi%cc%87-bi%cc%87li%cc%87yor\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Di\u015f sa\u011fl\u0131\u011f\u0131 ve CMD - birazdan daha fazlas\u0131. Gelecek ne getirecek?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1920\" height=\"1280\" class=\"attachment-full size-full\" alt=\"CMD, di\u015f sa\u011fl\u0131\u011f\u0131 ve gelece\u011fin teknolojileri\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/cmd-zahngesundheit-zukunft-.jpg\" data-dpt-sizes=\"(max-width: 1920px) 100vw, 1920px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/cmd-zahngesundheit-zukunft-.jpg 1920w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/cmd-zahngesundheit-zukunft--300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/cmd-zahngesundheit-zukunft--1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/cmd-zahngesundheit-zukunft--768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/cmd-zahngesundheit-zukunft--1536x1024.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/cmd-zahngesundheit-zukunft--18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/08\/di%cc%87s-sagligi-ve-cmd-gelecegi%cc%87n-ne-geti%cc%87recegi%cc%87ni%cc%87-bi%cc%87raz-daha-i%cc%87yi%cc%87-bi%cc%87li%cc%87yor\/\" rel=\"bookmark\">Di\u015f sa\u011fl\u0131\u011f\u0131 ve CMD - birazdan daha fazlas\u0131. Gelecek ne getirecek?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>\n<h2>Konuyla ilgili son haberler<\/h2>\n<p><strong>30.04.2026<\/strong>Yak\u0131n zamanda yay\u0131nlanan bir video, yapay zeka destekli karar alma s\u00fcre\u00e7lerinin nereye do\u011fru ilerleyebilece\u011fini g\u00f6steriyor: \u201eMiroFish\u201c arac\u0131, \u00fcr\u00fcn fikirlerinin, fiyatland\u0131rma stratejilerinin veya t\u00fcm i\u015f modellerinin, baz\u0131 durumlarda m\u00fc\u015fteriler, \u015firketler, yetkililer veya \u00e7\u0131kar gruplar\u0131 gibi tamamen farkl\u0131 perspektiflerden \u00e7ok say\u0131da sanal temsilci taraf\u0131ndan \u00f6nceden sim\u00fcle edilmesine olanak tan\u0131yor. \u00d6zellikle dikkat \u00e7ekici olan sadece sim\u00fclasyonun derinli\u011fi de\u011fil, ayn\u0131 zamanda tek tek temsilcileri \u00f6zel olarak sorgulama ve itirazlar\u0131n\u0131 ayr\u0131nt\u0131l\u0131 olarak anlama yetene\u011fidir. Bu da geleneksel pazar ara\u015ft\u0131rmas\u0131, dan\u0131\u015fmanl\u0131k ve stratejik analizlerin en az\u0131ndan k\u0131smen yerini alabilecek dijital bir test odas\u0131 yarat\u0131yor.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_s28tRWvr6K8\"><div id=\"lyte_s28tRWvr6K8\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2Fs28tRWvr6K8%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\"><\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/s28tRWvr6K8\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fs28tRWvr6K8%2F0.jpg\" alt=\"YouTube video k\u00fc\u00e7\u00fck resmi\" width=\"640\" height=\"340\" \/><br \/>Bu videoyu YouTube'da izleyin<\/a><\/noscript><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:640px;margin:5px;\"><\/div><br \/>\nBu yapay zeka s\u00fcr\u00fc zekas\u0131 (MiroFish) ile gelece\u011fe bak\u0131n | <a href=\"https:\/\/www.youtube.com\/@Julian-Ivanov\" target=\"_blank\" rel=\"nofollow noopener\">Julian Ivanov<\/a><\/p>\n<p>Bu t\u00fcr sistemlerin g\u00f6r\u00fcn\u00fc\u015fe g\u00f6re kendi sunucular\u0131 \u00fczerinde yerel olarak da \u00e7al\u0131\u015ft\u0131r\u0131labilmesi ilgin\u00e7tir; bu da kontrol, veri egemenli\u011fi ve gelecekteki altyap\u0131 modelleri hakk\u0131nda sorular\u0131 g\u00fcndeme getirmektedir. Ayn\u0131 zamanda, bu t\u00fcr sim\u00fclasyonlar\u0131n sonu\u00e7lar\u0131n\u0131n ger\u00e7ekte ne kadar g\u00fcvenilir oldu\u011fu ve bunun ger\u00e7ek bir bilgi mi yoksa ger\u00e7e\u011fin \u00e7ok ikna edici bir yakla\u015f\u0131m\u0131 m\u0131 oldu\u011fu g\u00f6r\u00fclecektir.<\/p>\n<p><strong>20.03.2026<\/strong>Planlanan <a href=\"https:\/\/www.nordkurier.de\/regional\/rostock\/trauer-und-enttaeuschung-im-ikea-callcenter-noch-nie-so-viele-kollegen-weinen-gesehen-4439055\" target=\"_blank\" rel=\"nofollow noopener\"><strong>Rostock'taki IKEA \u00e7a\u011fr\u0131 merkezinin kapat\u0131lmas\u0131<\/strong><\/a> \u00e7al\u0131\u015fanlar aras\u0131nda b\u00fcy\u00fck bir belirsizli\u011fe ve duygusal tepkilere neden oluyor. Yakla\u015f\u0131k 279 \u00e7al\u0131\u015fan i\u015flerini kaybetmekle kar\u015f\u0131 kar\u015f\u0131ya kal\u0131rken, bir\u00e7o\u011fu korku, \u00fcz\u00fcnt\u00fc ve gelecekle ilgili endi\u015felerini dile getiriyor. \u0130\u015fg\u00fcc\u00fc piyasas\u0131ndaki de\u011fi\u015fimin zor olaca\u011f\u0131 uzun s\u00fcredir hizmet veren \u00e7al\u0131\u015fanlar \u00f6zellikle etkileniyor. IKEA bu hamleyi perakende sekt\u00f6r\u00fcndeki yap\u0131sal de\u011fi\u015fiklikler ve rekabet\u00e7i kalma ihtiyac\u0131 ile gerek\u00e7elendiriyor. Ancak ele\u015ftirmenler bunu, otomasyon ve maliyet verimlili\u011fi nedeniyle \u00e7al\u0131\u015fanlar \u00fczerinde artan bask\u0131n\u0131n bir ba\u015fka \u00f6rne\u011fi olarak g\u00f6r\u00fcyor. Sendikalar ve politikac\u0131lar adil bir sosyal plan ve \u00e7al\u0131\u015fanlara kar\u015f\u0131 daha fazla sorumluluk \u00e7a\u011fr\u0131s\u0131nda bulunuyor. Bu vaka, Alman ekonomisindeki de\u011fi\u015fikliklerin ne kadar geni\u015f kapsaml\u0131 hale geldi\u011fini ve sonu\u00e7lar\u0131n\u0131n yerel halk taraf\u0131ndan giderek daha fazla hissedildi\u011fini g\u00f6steren iyi bir \u00f6rnektir.<\/p>\n<p><strong>13.03.2026<\/strong>Emanuel B\u00f6hminghaus derinlemesine bir s\u00f6yle\u015fide, enerji politikas\u0131, sanayisizle\u015fme, otomotiv yan sanayi ve kimya end\u00fcstrilerindeki iflas dalgas\u0131 ve h\u0131zl\u0131 yapay zeka devrimi gibi bir\u00e7ok geli\u015fmenin ayn\u0131 anda besledi\u011fi yap\u0131sal bir kriz konusunda uyar\u0131da bulunuyor. Her ay yakla\u015f\u0131k 10.000 end\u00fcstriyel i\u015fin kaybedildi\u011finden bahsediyor ve halihaz\u0131rda g\u00f6r\u00fcn\u00fcr olan \u00e7ok say\u0131da b\u00fcy\u00fck iflasa at\u0131fta bulunuyor. \u00d6zellikle enerji sekt\u00f6r\u00fcndeki k\u00f6t\u00fc siyasi kararlar\u0131 ele\u015ftiriyor ve bunlar\u0131n konumu daha da zay\u0131flatt\u0131\u011f\u0131n\u0131 belirtiyor.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_nSvyCcq__QU\"><div id=\"lyte_nSvyCcq__QU\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2FnSvyCcq__QU%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\"><\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/nSvyCcq__QU\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FnSvyCcq__QU%2F0.jpg\" alt=\"YouTube video k\u00fc\u00e7\u00fck resmi\" width=\"640\" height=\"340\" \/><br \/>Bu videoyu YouTube'da izleyin<\/a><\/noscript><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:640px;margin:5px;\"><\/div><br \/>\nEmanuel B\u00f6minghaus uyar\u0131yor: \u201eKitlesel i\u015fsizlik ka\u00e7\u0131n\u0131lmaz!\u201c | <a href=\"https:\/\/www.youtube.com\/@everlastai\" target=\"_blank\" rel=\"nofollow noopener\">Everlast Yapay Zeka<\/a><\/p>\n<p>Otomasyon ve yapay zeka ile birlikte, sadece tek tek sekt\u00f6rler \u00fczerinde de\u011fil, t\u00fcm meslek alanlar\u0131 \u00fczerinde bask\u0131 yaratan bir dinamik ortaya \u00e7\u0131k\u0131yor. Bir saatten fazla s\u00fcren tart\u0131\u015fmada ekonomik, teknolojik ve siyasi fakt\u00f6rler s\u0131n\u0131fland\u0131r\u0131l\u0131yor ve Almanya'n\u0131n i\u015fg\u00fcc\u00fc piyasas\u0131nda b\u00fcy\u00fck bir alt\u00fcst olu\u015fa do\u011fru mu gitti\u011fi gibi rahats\u0131z edici bir soru ortaya at\u0131l\u0131yor.<\/p>\n<hr \/>\n<h2>Yapay zeka nedeniyle hangi i\u015fler yok olabilir - genel bak\u0131\u015f<\/h2>\n<p>Yapay zeka bir b\u00fct\u00fcn olarak insanlar\u0131n de\u011fil, daha ziyade alt g\u00f6revlerin yerini almaktad\u0131r. Ancak bunun t\u00fcm meslek gruplar\u0131 \u00fczerinde b\u00fcy\u00fck bir etkisi olabilir.<\/p>\n<ol>\n<li><strong>Rutin i\u015f ve i\u015flemler<\/strong><br \/>\nY\u00fcksek oranda kural tabanl\u0131 s\u00fcre\u00e7lere sahip meslekler - \u00f6rne\u011fin y\u00f6netim, sigorta \u015firketleri, bankalar veya kamu kurumlar\u0131 - \u00f6zellikle risk alt\u0131ndad\u0131r. Yapay zeka sistemleri belgeleri kontrol edebilir, e-postalar\u0131 yan\u0131tlayabilir, s\u00f6zle\u015fmeleri analiz edebilir veya ba\u015fvurular\u0131 i\u015fleme koyabilir - g\u00fcn\u00fcn her saati, tatil veya hastal\u0131k olmaks\u0131z\u0131n.<\/li>\n<li><strong>\u00c7a\u011fr\u0131 merkezi ve m\u00fc\u015fteri deste\u011fi<\/strong><br \/>\nChatbotlar, ses robotlar\u0131 ve yapay zeka destekli telefon sistemleri giderek daha iyi hale geliyor. \u00c7o\u011fu durumda, talepleri tam olarak tan\u0131yor, kibarca ve verimli bir \u015fekilde yan\u0131tl\u0131yorlar - \u00e7o\u011fu zaman insan \u00e7al\u0131\u015fanlardan daha h\u0131zl\u0131. Klasik \u00e7a\u011fr\u0131 merkezi temsilcisi yak\u0131nda bir istisna haline gelebilir.<\/li>\n<li><strong>Metin yazarlar\u0131, \u00e7evirmenler, edit\u00f6rler<\/strong><br \/>\nChatGPT, Claude veya Gemini gibi GPT modelleri, yarat\u0131c\u0131 g\u00f6revlerin ne kadar h\u0131zl\u0131 otomatikle\u015ftirilebilece\u011fini zaten g\u00f6steriyor. Kalite hen\u00fcz her yerde tutarl\u0131 bir \u015fekilde y\u00fcksek olmasa da h\u0131zla geli\u015fiyor. Yapay zeka \u00f6zellikle SEO metinleri, \u00fcr\u00fcn a\u00e7\u0131klamalar\u0131, \u00e7eviriler ve bas\u0131n b\u00fcltenlerine ayak uydurabiliyor, hatta onlar\u0131 geride b\u0131rakabiliyor.<\/li>\n<li><strong>Grafik tasar\u0131mc\u0131lar, foto\u011fraf\u00e7\u0131lar, video yarat\u0131c\u0131lar\u0131<\/strong><br \/>\nMidjourney, DALL-E, Stable Diffusion veya Runway AI gibi ara\u00e7larla tek bir d\u00fc\u011fmeye dokunarak g\u00f6r\u00fcnt\u00fcler, logolar ve videolar olu\u015fturuluyor. T\u00fcm reklam kampanyalar\u0131 art\u0131k birka\u00e7 saat i\u00e7inde otomatik olarak tasarlanabiliyor. Stok foto\u011fraf platformlar\u0131 \u015fimdiden b\u00fcy\u00fck d\u00fc\u015f\u00fc\u015fler bildiriyor.<\/li>\n<li><strong>Avukatlar ve vergi dan\u0131\u015fmanlar\u0131<\/strong><br \/>\nYapay zeka kanunlar\u0131 ara\u015ft\u0131rabilir, s\u00f6zle\u015fmeleri analiz edebilir, riskleri belirleyebilir veya vergi hukuku sorular\u0131n\u0131 yan\u0131tlayabilir. \u0130nsan uzmanl\u0131\u011f\u0131 gerekli olmaya devam etse bile, bir\u00e7ok standartla\u015ft\u0131r\u0131lm\u0131\u015f s\u00fcre\u00e7 zaten otomatikle\u015ftirilebilir.<\/li>\n<li><strong>\u00d6\u011fretmenler, e\u011fitmenler, ko\u00e7lar<\/strong><br \/>\nYapay zekaya sahip dijital \u00f6\u011frenme sistemleri ki\u015fiselle\u015ftirilmi\u015f i\u00e7erik sunar, zay\u0131f y\u00f6nleri analiz eder, \u00f6\u011frenme h\u0131z\u0131na uyum sa\u011flar ve bu nedenle orta vadede geleneksel \u00f6zel derslerin ve hatta derslerin bir k\u0131sm\u0131n\u0131n yerini alabilir.<\/li>\n<li><strong>Programc\u0131lar ve BT uzmanlar\u0131<\/strong><br \/>\nBurada da insanlar bir b\u00fct\u00fcn olarak de\u011fi\u015ftirilmeyecek, ancak bir\u00e7ok kodlama g\u00f6revi de\u011fi\u015ftirilecek. Yapay zeka halihaz\u0131rda kararl\u0131 kodlar yaz\u0131yor, hatalar\u0131 tespit ediyor ve mevcut programlar\u0131 optimize ediyor. \u00d6zellikle gen\u00e7 pozisyonlar b\u00fcy\u00fck bir bask\u0131 alt\u0131na girebilir.<\/li>\n<\/ol>\n<h3>OECD vaka \u00e7al\u0131\u015fmalar\u0131ndan \u00e7al\u0131\u015fmalar: Yapay zekan\u0131n \u015firketlerdeki ger\u00e7ek etkisi<\/h3>\n<p>\u00d6nemli bir kaynak da <a href=\"https:\/\/www.oecd.org\/en\/publications\/the-impact-of-ai-on-the-workplace-evidence-from-oecd-case-studies-of-ai-implementation_2247ce58-en.html\" target=\"_blank\" rel=\"noopener\"><strong>OECD vaka \u00e7al\u0131\u015fmalar\u0131<\/strong><\/a>, Yapay zeka teknolojilerinin \u015firketlerde ger\u00e7ekte nas\u0131l kullan\u0131ld\u0131\u011f\u0131n\u0131 ve ortaya \u00e7\u0131kan etkileri zaten g\u00f6steriyor. Sekiz OECD \u00fclkesindeki imalat ve finans sekt\u00f6rlerinden yakla\u015f\u0131k 100 vaka \u00e7al\u0131\u015fmas\u0131nda, farkl\u0131 uygulama stratejileri, diren\u00e7 ve i\u015f s\u00fcre\u00e7leri \u00fczerindeki etkiler analiz edilmi\u015ftir. Yapay zekan\u0131n \u00f6ncelikle alt g\u00f6revleri devrald\u0131\u011f\u0131, s\u00fcre\u00e7leri h\u0131zland\u0131rd\u0131\u011f\u0131 ve bilgi veritabanlar\u0131n\u0131n kullan\u0131m\u0131n\u0131 art\u0131rd\u0131\u011f\u0131 - t\u00fcm i\u015fleri ortadan kald\u0131rmas\u0131 gerekmedi\u011fi, ancak i\u015fi yeniden yap\u0131land\u0131rd\u0131\u011f\u0131 bulunmu\u015ftur. Ayn\u0131 zamanda, \u00e7al\u0131\u015fmalar, yapay zekan\u0131n tan\u0131t\u0131m\u0131na aktif olarak dahil olan ve e\u011fitilen \u00e7al\u0131\u015fanlar\u0131n de\u011fi\u015fimle daha iyi ba\u015fa \u00e7\u0131kt\u0131\u011f\u0131n\u0131 g\u00f6stermektedir.<\/p>\n<h3>Makro tahminler: Uzun vadede ka\u00e7 i\u015f risk alt\u0131nda?<\/h3>\n<p>Bireysel \u00e7al\u0131\u015fmalar\u0131n \u00f6tesine bakarsan\u0131z, makroekonomik projeksiyonlar ve istatistikler endi\u015fe verici rakamlar ortaya koyuyor - ama ayn\u0131 zamanda farkl\u0131 de\u011ferlendirmeler de var. \u00d6rne\u011fin, \u00e7e\u015fitli \u00e7al\u0131\u015fmalar\u0131n bir \u00f6zeti <a href=\"https:\/\/www.nu.edu\/blog\/ai-job-statistics\/\" target=\"_blank\" rel=\"noopener\"><strong>Analizler<\/strong><\/a>ABD'deki mevcut i\u015flerin yakla\u015f\u0131k 30 %'sinin 2030 y\u0131l\u0131na kadar otomatikle\u015ftirilebilece\u011fi, 60 %'sinin ise en az\u0131ndan k\u0131smen yapay zeka taraf\u0131ndan d\u00f6n\u00fc\u015ft\u00fcr\u00fclece\u011fi tahmin edilmektedir.<\/p>\n<p>OECD de yapt\u0131\u011f\u0131 de\u011ferlendirmelerden birinde, OECD \u00fclkelerindeki i\u015flerin ortalama olarak yakla\u015f\u0131k 27 %'sinin y\u00fcksek otomasyon riskine maruz kald\u0131\u011f\u0131n\u0131 belirtmektedir. Bununla birlikte <a href=\"https:\/\/oecd.ai\/en\/wonk\/impact-ai-on-the-labour-market-is-this-time-different\" target=\"_blank\" rel=\"noopener\"><strong>OECD'yi vurgulamaktad\u0131r<\/strong><\/a> Risk, gerekli bir azalma ile e\u015f anlaml\u0131 de\u011fildir - \u00e7\u00fcnk\u00fc bir\u00e7ok i\u015f rutin ve rutin olmayan bile\u015fenlerin bir kar\u0131\u015f\u0131m\u0131ndan olu\u015fur.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_9D3P9jvFDpE\"><div id=\"lyte_9D3P9jvFDpE\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2F9D3P9jvFDpE%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\"><\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/9D3P9jvFDpE\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2F9D3P9jvFDpE%2F0.jpg\" alt=\"YouTube video k\u00fc\u00e7\u00fck resmi\" width=\"640\" height=\"340\" \/><br \/>Bu videoyu YouTube'da izleyin<\/a><\/noscript><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:640px;margin:5px;\"><\/div><\/p>\n<h3>Bu neden bu kadar tehlikeli: g\u00fc\u00e7, kontrol ve h\u0131z<\/h3>\n<p>Prof Mi\u0107i\u0107 hakl\u0131 olarak buna dikkat \u00e7ekiyor: Teknolojik de\u011fi\u015fim \u00fcsteldir, oysa sosyal sistemlerimiz do\u011frusald\u0131r. E\u011fitim, siyaset ve i\u015fg\u00fcc\u00fc piyasalar\u0131 bu kadar h\u0131zl\u0131 tepki vermek \u00fczere tasarlanmam\u0131\u015ft\u0131r. Kontrol\u00fc kaybetme riski ger\u00e7ektir.<\/p>\n<ul>\n<li><strong>G\u00fc\u00e7 yo\u011funla\u015fmas\u0131<\/strong>Sadece birka\u00e7 b\u00fcy\u00fck \u015firket bask\u0131n yapay zeka modellerini kontrol ediyor. Bu \u015firketler neredeyse s\u0131n\u0131rs\u0131z hesaplama g\u00fcc\u00fcne, veriye ve sermayeye sahip. Bu sistemlere eri\u015fimi olan herkes, demokratik kontrol olmaks\u0131z\u0131n piyasalar\u0131 dikte edebilir, fiyatlar\u0131 belirleyebilir ve yeni standartlar koyabilir.<\/li>\n<li><strong>Sosyal e\u015fitsizlik<\/strong>D\u00fc\u015f\u00fck e\u011fitim seviyesine sahip veya dijital becerileri olmayan ki\u015filer en h\u0131zl\u0131 kaybedenlerdir. \u00d6te yandan, erken ya\u015fta yapay zeka ile \u00e7al\u0131\u015fmay\u0131 \u00f6\u011frenenler orant\u0131s\u0131z bir \u015fekilde fayda sa\u011fl\u0131yor. Toplumda yeni bir b\u00f6l\u00fcnme tehdidi var - sadece zengin ve fakir aras\u0131nda de\u011fil, ayn\u0131 zamanda dijital olarak g\u00fc\u00e7lendirilmi\u015f ve dijital olarak geride b\u0131rak\u0131lm\u0131\u015flar aras\u0131nda da.<\/li>\n<li><strong>G\u00fcven kayb\u0131<\/strong>Hi\u00e7 kimse bir metnin, g\u00f6r\u00fcnt\u00fcn\u00fcn, videonun veya yarg\u0131n\u0131n bir insan taraf\u0131ndan m\u0131 yoksa bir yapay zeka taraf\u0131ndan m\u0131 yaz\u0131ld\u0131\u011f\u0131ndan emin olamazken, do\u011frulu\u011fu, otoriteyi ve uzmanl\u0131\u011f\u0131 nas\u0131l de\u011ferlendirece\u011fiz?<\/li>\n<\/ul>\n<h3>Yapay zeka yerini almad\u0131\u011f\u0131nda, ancak etkinle\u015ftirdi\u011finde<\/h3>\n<p>Kamuoyu tart\u0131\u015fmalar\u0131nda s\u0131kl\u0131kla g\u00f6zden ka\u00e7an bir husus var: Yapay zeka her zaman mevcut i\u015flerin yerini almaz - \u00e7o\u011fu durumda, bir sistemin ilk etapta \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flar. Uygulay\u0131c\u0131larla yap\u0131lan g\u00f6r\u00fc\u015fmelerde, bir\u00e7ok man\u015fetten farkl\u0131 bir resim ortaya \u00e7\u0131k\u0131yor. \u00d6zellikle randevu alma, bilgi sa\u011flama veya basit idari s\u00fcre\u00e7ler gibi standartla\u015ft\u0131r\u0131lm\u0131\u015f, tekrar eden g\u00f6revler i\u00e7in, bu g\u00f6revleri kal\u0131c\u0131 olarak \u00fcstlenmeye istekli personel eksikli\u011fi giderek artmaktad\u0131r.<\/p>\n<p>Bu gibi durumlarda, yapay zeka rasyonelle\u015ftirme amac\u0131yla de\u011fil, zorunluluktan dolay\u0131 kullan\u0131lmaktad\u0131r. O olmadan, hizmetler basit\u00e7e iptal edilirdi. Bu da can al\u0131c\u0131 soruyu de\u011fi\u015ftiriyor: \u201eYZ bizden ne g\u00f6t\u00fcr\u00fcyor?\u201c de\u011fil, \u201eYZ olmadan neyi s\u00fcrd\u00fcrebiliriz?\u201c. Bu fark\u0131 anlayan herkes, bunun yerinden etmekten ziyade zaten bask\u0131 alt\u0131nda olan yap\u0131lar\u0131 istikrara kavu\u015fturmakla ilgili oldu\u011funu fark edecektir.<\/p>\n<h2>Emek ortadan kalkt\u0131\u011f\u0131nda - s\u0131rada ne var?<\/h2>\n<p>Yapay zeka t\u00fcm i\u015f profillerini h\u0131zla de\u011fi\u015ftirdi\u011finde veya kullan\u0131lmaz hale getirdi\u011finde, temel sorular ortaya \u00e7\u0131k\u0131yor: Bu milyonlarca \u00e7al\u0131\u015fan i\u00e7in ne anlama geliyor? Emeklilik sistemleri i\u00e7in? Sosyal uyum i\u00e7in?<\/p>\n<p>Siyaset, i\u015f d\u00fcnyas\u0131 ve bilim d\u00fcnya \u00e7ap\u0131nda cevaplar ar\u0131yor - ancak \u015fu ana kadar standart bir \u00e7\u00f6z\u00fcm yok, bunun yerine birbiriyle rekabet eden \u00e7ok say\u0131da kavram var. B\u00fcy\u00fck zorluk: de\u011fi\u015fiklikler sistemlerin tepki verebilece\u011finden daha h\u0131zl\u0131 geliyor. Bu makalede, \u015fu anda tart\u0131\u015f\u0131lan en \u00f6nemli modellere ve neyi ba\u015farabileceklerine (ya da ba\u015faramayacaklar\u0131na) bir g\u00f6z at\u0131yoruz.<\/p>\n<h3>1. ko\u015fulsuz temel gelir (UBI): mali temel yoluyla \u00f6zg\u00fcrl\u00fck?<\/h3>\n<p>Ko\u015fulsuz temel gelir muhtemelen en iyi bilinen ve en \u00e7ok tart\u0131\u015f\u0131lan modeldir. \u0130htiya\u00e7, istihdam durumu veya mal varl\u0131\u011f\u0131na bak\u0131lmaks\u0131z\u0131n t\u00fcm vatanda\u015flara yap\u0131lan bir devlet \u00f6demesini tan\u0131mlar. Basit\u00e7e s\u00f6ylemek gerekirse, herkes kar\u015f\u0131l\u0131\u011f\u0131nda hi\u00e7bir \u015fey almadan ayl\u0131k bir miktar para al\u0131r.<\/p>\n<p><strong>Avantajlar:<\/strong><\/p>\n<ul>\n<li>Karga\u015fa zamanlar\u0131nda g\u00fcvenlik<\/li>\n<li>B\u00fcrokrasinin basitle\u015ftirilmesi (gelir testi yok)<\/li>\n<li>Ki\u015fisel sorumluluk ve yarat\u0131c\u0131l\u0131\u011f\u0131n te\u015fvik edilmesi<\/li>\n<li>Var olma bask\u0131s\u0131 olmadan bak\u0131m, g\u00f6n\u00fcll\u00fc \u00e7al\u0131\u015fma, ileri e\u011fitim veya i\u015f kurma imkan\u0131 sa\u011flar<\/li>\n<\/ul>\n<p><strong>Dezavantajlar \/ Ele\u015ftiri:<\/strong><\/p>\n<ul>\n<li>Y\u00fcksek devlet harcamalar\u0131 (finansman\u0131 belirsiz)<\/li>\n<li>Performans ve gelirin birbirinden ayr\u0131lmas\u0131 tehlikesi<\/li>\n<li>Yanl\u0131\u015f uygulama durumunda olas\u0131 enflasyon<\/li>\n<li>Psikolojik soru: \u00c7al\u0131\u015fman\u0131n art\u0131k gerekli olmamas\u0131 bir topluma ne yapar?<\/li>\n<\/ul>\n<p><strong>Farkl\u0131 \u00f6zellikler:<\/strong><\/p>\n<ul>\n<li>Elon Musk ve teknoloji d\u00fc\u015f\u00fcnce liderleri, bir\u00e7ok teknoloji i\u015finin kayb\u0131n\u0131 hafifletmek i\u00e7in genellikle nispeten y\u00fcksek bir temel gelirden (\u00f6rne\u011fin 1.500-2.000 $) yanad\u0131r.<\/li>\n<li>Avrupa'da genellikle daha \u0131l\u0131ml\u0131 bir model tart\u0131\u015f\u0131lmaktad\u0131r - daha \u00e7ok asgari ge\u00e7im d\u00fczeyi olarak.<\/li>\n<li>Almanya'da ilk pilot projeler, ge\u00e7ici olarak ve bilimsel destekle ayl\u0131k 1.200 Avro ile ba\u015flat\u0131ld\u0131.<\/li>\n<\/ul>\n<h3>2. temel gelir deste\u011fi 2.0: ara\u00e7 testli ancak daha az b\u00fcrokratikle\u015ftirilmi\u015f<\/h3>\n<p>Daha az radikal bir yakla\u015f\u0131m ise g\u00fcn\u00fcm\u00fcz sosyal yard\u0131m sistemlerinin daha da geli\u015ftirilmesidir. Ama\u00e7: daha fazla sayg\u0131nl\u0131k, daha az taciz, daha h\u0131zl\u0131 yard\u0131m, ba\u011f\u0131ms\u0131zl\u0131k i\u00e7in daha net te\u015fvikler. Ama\u00e7, sosyal yard\u0131mlar\u0131 modernize etmektir:<\/p>\n<ul>\n<li>Dijital olarak,<\/li>\n<li>b\u00fcrokratik olmayan bir \u015fekilde,<\/li>\n<li>Ayn\u0131 zamanda e\u011fitim, yeniden e\u011fitim ve giri\u015fimcili\u011fi te\u015fvik ederken.<\/li>\n<\/ul>\n<p>Bu model UBI'den daha ucuz olacakt\u0131r, ancak herkese ula\u015famayacakt\u0131r - \u00f6zellikle de gelir testinin hemen \u00fczerinde ya\u015fayanlara.<\/p>\n<h3>3. negatif gelir vergisi: a\u015fa\u011f\u0131dan yukar\u0131ya vergi indirimi<\/h3>\n<p>Di\u011ferlerinin yan\u0131 s\u0131ra ekonomist Milton Friedman taraf\u0131ndan ortaya at\u0131lan bir kavram da negatif gelir vergisidir. Basit\u00e7e s\u00f6ylemek gerekirse, belirli bir seviyenin alt\u0131nda geliri olan herkes vergi \u00f6demek yerine devletten para al\u0131r. Belirli bir e\u015fi\u011fin \u00fczerinde bu destek kademeli olarak azal\u0131r - bug\u00fcnk\u00fc Hartz IV ya da vatanda\u015fl\u0131k geliri sisteminde oldu\u011fu gibi herhangi bir kesin s\u0131n\u0131r noktas\u0131 yoktur.<\/p>\n<p><strong>Avantajlar:<\/strong><\/p>\n<ul>\n<li>Daha az damgalama<\/li>\n<li>Net hesaplama mant\u0131\u011f\u0131<\/li>\n<li>Yar\u0131 zamanl\u0131, mini i\u015f veya serbest meslek ile birle\u015ftirilebilir<\/li>\n<li>Mevcut sosyal yard\u0131mlara g\u00f6re daha az idari i\u015f<\/li>\n<\/ul>\n<p><strong>Dezavantajlar:<\/strong><\/p>\n<ul>\n<li>Halk aras\u0131nda daha az bilinmektedir<\/li>\n<li>Politik olarak a\u00e7\u0131klamas\u0131 zor<\/li>\n<li>\u0130\u015fleyen mali idareye g\u00fcven duyuldu\u011funu varsayar<\/li>\n<\/ul>\n<h3>4. i\u0307\u015fi\u0307 yeni\u0307den d\u00fc\u015f\u00fcnmek: gi\u0307ri\u0307\u015fi\u0307mci\u0307li\u0307\u011fi\u0307 ve mi\u0307kro projeleri\u0307 te\u015fvi\u0307k etmek<\/h3>\n<p>Bir\u00e7ok model devlete dayan\u0131rken, di\u011fer kavramlar bireyin ki\u015fisel sorumlulu\u011funa odaklanmaktad\u0131r. Yapay zeka nedeniyle \u00f6nceki i\u015fini kaybeden herkes, tek giri\u015fimci, mikro giri\u015fimci, ko\u00e7, sanat\u00e7\u0131, dan\u0131\u015fman olarak veya yeni dijital pazarlarda proje \u00e7al\u0131\u015fmas\u0131 yoluyla yeni yollar bulabilir.<\/p>\n<p><strong>Bu gerektirir:<\/strong><\/p>\n<ul>\n<li>Ger\u00e7ekten k\u00fc\u00e7\u00fck fikirlerle ba\u015flayan start-up finansman\u0131 - sadece VC fantezileri olan start-up'lar de\u011fil<\/li>\n<li>E\u011fitime, ara\u00e7lara, pazarlara eri\u015fim<\/li>\n<li>K\u00fclt\u00fcrel de\u011fi\u015fim: Giri\u015fimcilik bir kez daha normal, onurlu ve sosyal a\u00e7\u0131dan uygun olarak alg\u0131lanmal\u0131d\u0131r<\/li>\n<\/ul>\n<p>Sonu\u00e7ta, herkes geleneksel bir giri\u015fimci olamaz ya da olmak istemez - ancak neredeyse herkesin bir \u015fekilde \u00fcretken olarak kullan\u0131labilecek bir becerisi vard\u0131r. \u00d6zellikle de platformlar\u0131n ve yapay zekan\u0131n pek \u00e7ok \u015feyi basitle\u015ftirdi\u011fi bir d\u00fcnyada.<\/p>\n<h3>5. e\u011fitim, e\u011fitim, e\u011fitim - ama farkl\u0131 \u015fekilde<\/h3>\n<p>Uzun vadede, radikal bir e\u011fitim reformu olmadan de\u011fi\u015fim sa\u011flanamaz. Geleneksel okullar genellikle \u00f6\u011frencileri, insanlar\u0131n yapay zeka sistemleriyle i\u015fbirli\u011fi yapmak, kendilerini s\u00fcrekli olarak yeniden ke\u015ffetmek ve ele\u015ftirel d\u00fc\u015f\u00fcnmek zorunda olduklar\u0131 bir d\u00fcnyaya haz\u0131rlamakta ba\u015far\u0131s\u0131z olmaktad\u0131r.<\/p>\n<p><strong>Bu gerekli olacakt\u0131r:<\/strong><\/p>\n<ul>\n<li>Ya\u015fam boyu e\u011fitim modelleri<\/li>\n<li>Yapay zeka destekli, bireyselle\u015ftirilmi\u015f \u00f6\u011frenme sistemleri<\/li>\n<li>Meta yetkinliklere odaklanma: problem \u00e7\u00f6zme, yarat\u0131c\u0131l\u0131k, etik, \u00f6z y\u00f6netim<\/li>\n<li>Pratik beceriler: Kendini tan\u0131tma, dijital ara\u00e7lar, finansal zeka<\/li>\n<\/ul>\n<p>K\u0131sacas\u0131: daha az okul materyali, daha fazla ya\u015fam becerisi.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-2948 alignnone\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-stratiegien-unternehmer.jpg\" alt=\"Yapay zeka \u00e7a\u011f\u0131nda giri\u015fimciler i\u00e7in stratejiler\" width=\"1024\" height=\"683\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-stratiegien-unternehmer.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-stratiegien-unternehmer-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-stratiegien-unternehmer-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ki-stratiegien-unternehmer-18x12.jpg 18w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<h2>\u015eimdi \u00f6nemli olan: \u015firketler ve bireyler i\u00e7in stratejiler<\/h2>\n<p>Korkudan fel\u00e7 olmak yerine proaktif bir \u015fekilde hareket etmeliyiz. As\u0131l soru art\u0131k yapay zekan\u0131n gelip gelmeyece\u011fi de\u011fil, onunla nas\u0131l ba\u015fa \u00e7\u0131kaca\u011f\u0131m\u0131zd\u0131r.<\/p>\n<h3>1. \u015eirketler i\u00e7in: Otomatikle\u015ftirin, ancak orant\u0131l\u0131 bir \u015fekilde<\/h3>\n<ul>\n<li><strong>Kendi s\u00fcre\u00e7lerinizi analiz edin<\/strong>Hangi faaliyetler tekrar eden rutinlerdir? Hangi kararlar hala insan muhakemesi gerektiriyor?<\/li>\n<li><strong>\u00c7al\u0131\u015fan e\u011fitimi<\/strong>Herkesin yerini yapay zeka almayacak - ancak neredeyse herkes yapay zeka ile \u00e7al\u0131\u015fmak zorunda kalacak. \u00c7al\u0131\u015fanlar\u0131n\u0131 erkenden e\u011fitenler avantajl\u0131 bir ba\u015flang\u0131\u00e7 yapacaklar.<\/li>\n<li><a href=\"https:\/\/gofilemaker.de\/2023\/02\/cloud-oder-server-warum-die-datenhoheit-immer-wichtiger-wird\/\" target=\"_blank\" rel=\"noopener\"><strong>Verileri yerel tutun<\/strong><\/a>M\u00fcmk\u00fcnse bulut sistemlerini i\u015f ama\u00e7l\u0131 kullanmay\u0131n (GDPR)<\/li>\n<li><strong>Yerel yapay zeka sistemleri<\/strong> Mistral veya LLaMA gibi, \u00f6rne\u011fin <a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/08\/local-ki-on-the-mac-like-this-1tp12ollama-ile-bir-dil-modeli-olusturmak-icin\/\"><strong>Ollama<\/strong><\/a> veya <a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/09\/yerel-ki-olarak-elma-si%cc%87li%cc%87kon-uezeri%cc%87ndeki%cc%87-mlx-ollama-co-i%cc%87le-karsilastirildi\/\"><strong>MLX<\/strong><\/a> Silicon Mac \u00fczerinde<\/li>\n<li><strong>Yeni i\u015f modelleri<\/strong>Yapay zeka ayn\u0131 zamanda veri tabanl\u0131 hizmetlerden yapay zeka i\u00e7in optimize edilmi\u015f \u00fcr\u00fcnlere kadar yeni pazarlar\u0131n da \u00f6n\u00fcn\u00fc a\u00e7\u0131yor. De\u011fi\u015fim, ak\u0131ll\u0131 ni\u015f sa\u011flay\u0131c\u0131lar i\u00e7in f\u0131rsatlar sunuyor.<\/li>\n<\/ul>\n<h3>2. Bireyler i\u00e7in: T\u00fcketicilerden ortak yarat\u0131c\u0131lara<\/h3>\n<ul>\n<li><strong>Bir ya\u015fam g\u00f6revi olarak dijital e\u011fitim<\/strong>Yapay zeka ile u\u011fra\u015fmak, okuma ve yazma gibi temel bir beceri haline gelmelidir.<\/li>\n<li><strong>Kendi g\u00fc\u00e7l\u00fc y\u00f6nlerinizin fark\u0131na var\u0131n<\/strong>Yarat\u0131c\u0131l\u0131k, empati, etik, strateji - bu beceriler (hen\u00fcz) de\u011fi\u015ftirilebilir de\u011fildir.<\/li>\n<li><strong>Dayan\u0131kl\u0131l\u0131k geli\u015ftirin<\/strong>Yeni teknolojilere esnek bir \u015fekilde uyum sa\u011flayan ve eski kesinliklere ba\u011fl\u0131 kalmayanlar, yapay zekan\u0131n hakim oldu\u011fu bir d\u00fcnyada bile ge\u00e7erlili\u011fini koruyacakt\u0131r.<\/li>\n<\/ul>\n<h2>Frank Thelen ile s\u00f6yle\u015fi: Yapay zeka her \u015feyi ele ge\u00e7iriyor ve biz buna haz\u0131r de\u011filiz<\/h2>\n<p>Bu konu\u015fmada <a href=\"https:\/\/frank.io\" target=\"_blank\" rel=\"noopener\">Frank Thelen<\/a> i\u015fin yak\u0131n gelece\u011fine dair ciddi bir tablo \u00e7izdi. Ona g\u00f6re, g\u00fc\u00e7l\u00fc yapay zeka sistemleri ve insans\u0131 robotlar sadece ba\u015flang\u0131\u00e7ta de\u011fil, pratik olarak haz\u0131rlar - hala eksik olan ana \u015fey \u00fcretimde \u00f6l\u00e7eklendirmedir. Apple gibi b\u00fcy\u00fck platform sa\u011flay\u0131c\u0131lar\u0131n\u0131n ak\u0131ll\u0131 i\u015flevleri i\u015fletim sistemlerine derinlemesine entegre ettikleri an \u00f6zellikle belirleyici olacakt\u0131r. O zaman, otomasyonun daha \u00f6nce kendini g\u00fcvende hisseden insanlara aniden ula\u015faca\u011f\u0131n\u0131 umuyor.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_xky65Jl-54o\"><div id=\"lyte_xky65Jl-54o\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2Fxky65Jl-54o%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\"><\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/xky65Jl-54o\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fxky65Jl-54o%2F0.jpg\" alt=\"YouTube video k\u00fc\u00e7\u00fck resmi\" width=\"640\" height=\"340\" \/><br \/>Bu videoyu YouTube'da izleyin<\/a><\/noscript><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:640px;margin:5px;\"><\/div><br \/>\nYapay zeka 2 y\u0131l i\u00e7inde devralacak - haz\u0131r de\u011filiz | <a href=\"https:\/\/www.youtube.com\/@ben_ungeskriptet\" target=\"_blank\" rel=\"nofollow noopener\">Ben taraf\u0131ndan {yaz\u0131lmam\u0131\u015f}<\/a><\/p>\n<p>Thelen bir yat\u0131r\u0131mc\u0131n\u0131n perspektifinden tart\u0131\u015f\u0131yor: \u00fcretkenlik b\u00fcy\u00fck \u00f6l\u00e7\u00fcde artacak, rutin g\u00f6revler ortadan kalkacak ve t\u00fcm i\u015f profillerinin yeniden icat edilmesi gerekecek. Ayn\u0131 zamanda, bili\u015fsel eme\u011fin makineler taraf\u0131ndan giderek daha fazla ele ge\u00e7irildi\u011fi bir d\u00fcnyada gelir, rekabet g\u00fcc\u00fc ve sosyal istikrar\u0131n nas\u0131l g\u00f6r\u00fcnebilece\u011fine dair a\u00e7\u0131k bir soru ortaya at\u0131yor. Bu video, \u00e7ok ilgin\u00e7 ve neredeyse bir o kadar da <a href=\"https:\/\/www.youtube.com\/watch?v=CjorndPBXd8\" target=\"_blank\" rel=\"nofollow noopener\"><strong>\u00fc\u00e7 saatlik orijinal podcast<\/strong><\/a>.<\/p>\n<h2 data-start=\"6050\" data-end=\"6134\">Bu konuyu neden kitab\u0131mda da ele al\u0131yorum?<\/h2>\n<figure id=\"attachment_2437\" aria-describedby=\"caption-attachment-2437\" style=\"width: 210px\" class=\"wp-caption alignright\"><a href=\"https:\/\/schall-verlag.de\/buch-krisen.php\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-2437\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krisen-Cover-Front-DEjpg-715x1024.jpg\" alt=\"&#039;D\u00f6n\u00fcm noktas\u0131 olarak krizler - \u00f6\u011frenin, b\u00fcy\u00fcy\u00fcn, \u015fekillendirin&#039; kitab\u0131\" width=\"220\" height=\"315\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krisen-Cover-Front-DEjpg-715x1024.jpg 715w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krisen-Cover-Front-DEjpg-210x300.jpg 210w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krisen-Cover-Front-DEjpg-768x1100.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krisen-Cover-Front-DEjpg-8x12.jpg 8w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krisen-Cover-Front-DEjpg.jpg 838w\" sizes=\"auto, (max-width: 220px) 100vw, 220px\" \/><\/a><figcaption id=\"caption-attachment-2437\" class=\"wp-caption-text\">D\u00f6n\u00fcm noktas\u0131 olarak krizler<\/figcaption><\/figure>\n<p data-start=\"6136\" data-end=\"6442\">Kitab\u0131mda <em><strong data-start=\"6151\" data-end=\"6209\">\u201eD\u00f6n\u00fcm noktas\u0131 olarak krizler - \u00f6\u011frenin, b\u00fcy\u00fcy\u00fcn, \u015fekillendirin\u201c<\/strong><\/em> Ben de tam olarak bu t\u00fcr sorular\u0131 ele al\u0131yorum:<\/p>\n<p data-start=\"6136\" data-end=\"6442\">\u00c7alkant\u0131larla nas\u0131l g\u00fcvenle ba\u015fa \u00e7\u0131kabiliriz? Hangi stratejiler korkuya ya da teslimiyete kap\u0131lmamam\u0131za yard\u0131mc\u0131 olur? Ve nas\u0131l ba\u015far\u0131l\u0131 oluruz? <strong data-start=\"6389\" data-end=\"6431\">Bir krizi yeni bir ya\u015fam vizyonuna d\u00f6n\u00fc\u015ft\u00fcrmek<\/strong> Kal\u0131plamak i\u00e7in mi?<\/p>\n<p data-start=\"6444\" data-end=\"6607\">\u00d6zellikle yapay zeka geli\u015fimi, teknolojik \u00e7alkant\u0131n\u0131n nas\u0131l ki\u015fisel bir f\u0131rsata d\u00f6n\u00fc\u015febilece\u011finin en iyi \u00f6rne\u011fidir. <strong data-start=\"6571\" data-end=\"6606\">e\u011fer yeniden d\u00fc\u015f\u00fcnmeye haz\u0131rsan\u0131z<\/strong>.<\/p>\n<p data-start=\"6609\" data-end=\"6772\">Hayatlar\u0131n\u0131 art\u0131k eski kurallara g\u00f6re de\u011fil, kendi kurallar\u0131na g\u00f6re d\u00fczenleyenler <strong data-start=\"6678\" data-end=\"6701\">di\u0307nami\u0307k proje<\/strong>, sadece atlatmakla kalmay\u0131p ayn\u0131 zamanda b\u00fcy\u00fcme \u015fans\u0131na da sahiptir.<\/p>\n<h2>Bir sonraki a\u015fama ba\u015fl\u0131yor - ve onu nas\u0131l \u015fekillendirece\u011fimize karar veriyoruz<\/h2>\n<p>Yapay zeka ne bir kurtar\u0131c\u0131 ne de \u015feytan\u0131n i\u015fidir. O bir ara\u00e7t\u0131r - g\u00fc\u00e7l\u00fc, verimli, tarafs\u0131z. Onu nas\u0131l kullanaca\u011f\u0131m\u0131z bize ba\u011fl\u0131. A\u00e7\u0131k olan bir \u015fey var: e\u011fitim sistemimiz, ekonomik yap\u0131lar\u0131m\u0131z ve ki\u015fisel d\u00fc\u015f\u00fcnme al\u0131\u015fkanl\u0131klar\u0131m\u0131z de\u011fi\u015fmeli - hem de her zamankinden daha h\u0131zl\u0131.<\/p>\n<p data-start=\"5613\" data-end=\"5838\">Tek bir \u00f6nlem yeterli olmayacakt\u0131r. Yapay zekan\u0131n yaratt\u0131\u011f\u0131 zorluklar \u00e7ok karma\u015f\u0131k. Muhtemelen bir <strong data-start=\"5733\" data-end=\"5745\">Kar\u0131\u015f\u0131m<\/strong> \u00fclkeye, sosyal yap\u0131ya ve siyasi iklime ba\u011fl\u0131 olarak \u00e7e\u015fitli kavramlardan olu\u015fur.<\/p>\n<ul data-start=\"5840\" data-end=\"6043\">\n<li data-start=\"5840\" data-end=\"5917\">\n<p data-start=\"5842\" data-end=\"5917\"><strong data-start=\"5842\" data-end=\"5857\">Teknoloji<\/strong> durdurulamaz - ama \u015fekillendirilebilir.<\/p>\n<\/li>\n<li data-start=\"5918\" data-end=\"5974\">\n<p data-start=\"5920\" data-end=\"5974\"><strong data-start=\"5920\" data-end=\"5931\">Sistemler<\/strong> uyum sa\u011flamak zorunda - ama insanlar da \u00f6yle.<\/p>\n<\/li>\n<li data-start=\"5975\" data-end=\"6043\">\n<p data-start=\"5977\" data-end=\"6043\"><strong data-start=\"5977\" data-end=\"5990\">Dayan\u0131kl\u0131l\u0131k<\/strong> korkunun yerini eylemin ald\u0131\u011f\u0131 yerde ortaya \u00e7\u0131kar.<\/p>\n<\/li>\n<\/ul>\n<p>Erken haz\u0131rl\u0131k yapanlar, zihniyetlerini keskinle\u015ftirenler ve stratejik davrananlar sadece hayatta kalmakla kalmaz, ayn\u0131 zamanda gelece\u011fi de \u015fekillendirebilirler. Panik yapman\u0131za gerek yok - ancak kararl\u0131l\u0131\u011fa, \u00f6ng\u00f6r\u00fcye ve de\u011fi\u015fim cesaretine ihtiyac\u0131n\u0131z var.<\/p>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-382 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-h-gutter: 10px;--dpt-v-gutter: 9px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-382 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Yapay zeka \u00fczerine g\u00fcncel makaleler<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-382\" class=\"dpt-wrapper dpt-mag1 land1 dpt-cropped dpt-flex-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"als ich mit einem roboter telefonierte &#8211; wie ki das telefon erobert und wie man sie erkennt\" data-id=\"5130\"  data-category=\"allgemein gesellschaft ki-systeme stories &amp; humor\" data-post_tag=\"datenschutz erfahrungen k\u00fcnstliche intelligenz prozesse\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/03\/bi%cc%87r-robotla-telefonda-konusurken-ki%cc%87ni%cc%87n-telefonu-nasil-fethetti%cc%87gi%cc%87-ve-onu-nasil-taniyacagim\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Bir robotla telefonda konu\u015ftu\u011fumda - yapay zeka telefonu nas\u0131l fethediyor ve onu nas\u0131l tan\u0131yabilirim?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Bir yapay zeka robotu ile telefon g\u00f6r\u00fc\u015fmesi\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/03\/bi%cc%87r-robotla-telefonda-konusurken-ki%cc%87ni%cc%87n-telefonu-nasil-fethetti%cc%87gi%cc%87-ve-onu-nasil-taniyacagim\/\" rel=\"bookmark\">Bir robotla telefonda konu\u015ftu\u011fumda - yapay zeka telefonu nas\u0131l fethediyor ve onu nas\u0131l tan\u0131yabilirim?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"ki-studio 2025: welche hardware wirklich lohnt &#8211; vom mac studio bis zur rtx 3090\" data-id=\"3704\"  data-category=\"apple macos featured hardware ki-systeme\" data-post_tag=\"apple digitales eigentum k\u00fcnstliche intelligenz llm mlx neo4j sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/11\/ki-studio-2025-mac-studiodan-rtx-3090a-hangi-donanim-gercekten-buna-deger\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">AI Studio 2025: Hangi donan\u0131m ger\u00e7ekten buna de\u011fer - Mac Studio'dan RTX 3090'a<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Yapay zeka st\u00fcdyosu i\u00e7in donan\u0131m 2025\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/11\/ki-studio-2025-mac-studiodan-rtx-3090a-hangi-donanim-gercekten-buna-deger\/\" rel=\"bookmark\">AI Studio 2025: Hangi donan\u0131m ger\u00e7ekten buna de\u011fer - Mac Studio'dan RTX 3090'a<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"wenn der mac zuh\u00f6rt: was apples integrierte ki mit gemini und siri k\u00fcnftig f\u00fcr nutzer bedeutet\" data-id=\"4813\"  data-category=\"apple iphone &amp; ipad apple macos ki-systeme\" data-post_tag=\"apple datenlogik datenschutz k\u00fcnstliche intelligenz llm mac prozesse sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/02\/mac-applein-gemini-ve-siri-i%cc%87le-entegre-kini%cc%87n-gelecekte-kullanicilar-i%cc%87ci%cc%87n-ne-anlama-gelecegi%cc%87ni%cc%87-di%cc%87nlerse\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Mac dinledi\u011finde: Apple'nin Gemini ve Siri ile entegre yapay zekas\u0131 gelecekte kullan\u0131c\u0131lar i\u00e7in ne anlama gelecek?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Apple, Siri ve Gemini\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/02\/mac-applein-gemini-ve-siri-i%cc%87le-entegre-kini%cc%87n-gelecekte-kullanicilar-i%cc%87ci%cc%87n-ne-anlama-gelecegi%cc%87ni%cc%87-di%cc%87nlerse\/\" rel=\"bookmark\">Mac dinledi\u011finde: Apple'nin Gemini ve Siri ile entegre yapay zekas\u0131 gelecekte kullan\u0131c\u0131lar i\u00e7in ne anlama gelecek?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"vom content zur substanz: wie digitale systeme entstehen, die nicht kopierbar sind\" data-id=\"5899\"  data-category=\"allgemein b\u00fccher gesellschaft tipps &amp; anleitungen\" data-post_tag=\"buch datenlogik denkmodelle digitales eigentum erfahrungen k\u00fcnstliche intelligenz prozesse publishing ratgeber\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/04\/icerikten-maddeye-kopyalanamayan-dijital-sistemlerin-nasil-olusturuldugu\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">\u0130\u00e7erikten \u00f6ze: kopyalanamayan dijital sistemler nas\u0131l olu\u015fturulur?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"682\" class=\"attachment-full size-full\" alt=\"Bireysel i\u00e7erik yerine sistem\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Organische-Reichweite.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Organische-Reichweite.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Organische-Reichweite-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Organische-Reichweite-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Organische-Reichweite-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/04\/icerikten-maddeye-kopyalanamayan-dijital-sistemlerin-nasil-olusturuldugu\/\" rel=\"bookmark\">\u0130\u00e7erikten \u00f6ze: kopyalanamayan dijital sistemler nas\u0131l olu\u015fturulur?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>\n<h2>Yapay zeka \u00e7a\u011f\u0131nda i\u015fin gelece\u011fi hakk\u0131nda s\u0131k\u00e7a sorulan sorular<\/h2>\n<ol>\n<li><strong>Yapay zeka en \u00e7ok hangi meslek gruplar\u0131n\u0131 risk alt\u0131nda b\u0131rak\u0131yor?<\/strong><br \/>\n\u015eu anda en b\u00fcy\u00fck riskler, y\u00f6netim, m\u00fc\u015fteri deste\u011fi, metin yazarl\u0131\u011f\u0131, muhasebe, \u00e7eviri, BT geli\u015ftirme veya grafik tasar\u0131m gibi y\u00fcksek oranda standartla\u015ft\u0131r\u0131lm\u0131\u015f, tekrarlanabilir g\u00f6revlere sahip meslekler i\u00e7in mevcuttur. Yasal veya t\u0131bbi yard\u0131m i\u015fleri bile g\u00fcn\u00fcm\u00fczde k\u0131smen yapay zeka taraf\u0131ndan ger\u00e7ekle\u015ftirilebilmektedir. Belirleyici fakt\u00f6r i\u015f unvan\u0131 de\u011fil, g\u00f6revlerin kar\u0131\u015f\u0131m\u0131d\u0131r: ne kadar rutinse, risk o kadar y\u00fcksektir.<\/li>\n<li><strong>Yapay zekan\u0131n bir sonucu olarak milyonlarca i\u015f ger\u00e7ekten ortadan kalkacak m\u0131?<\/strong><br \/>\nT\u00fcm i\u015flerin ortadan kalkmas\u0131 gerekmeyecek, ancak bir\u00e7ok alt g\u00f6rev ortadan kalkacak. Bu da bir ki\u015finin yerini yapay zekan\u0131n alamayaca\u011f\u0131, ancak t\u00fcm bir ekibin yerini yapay zeka destekli tek bir uzman\u0131n alaca\u011f\u0131 anlam\u0131na geliyor. McKinsey, PwC ve di\u011fer dan\u0131\u015fmanl\u0131k \u015firketleri, \u00f6zellikle hizmet sekt\u00f6r\u00fcnde, idari faaliyetlerde ve basit BT i\u015flerinde olmak \u00fczere, d\u00fcnya \u00e7ap\u0131nda sekt\u00f6r ba\u015f\u0131na y\u00fcz binlerce i\u015fin etkilenebilece\u011fini varsaymaktad\u0131r.<\/li>\n<li><strong>Yapay zekaya ra\u011fmen hangi i\u015fler \"gelece\u011fe haz\u0131r\" olarak g\u00f6r\u00fcl\u00fcyor?<\/strong><br \/>\nG\u00fc\u00e7l\u00fc bir insani dokunu\u015fa, yarat\u0131c\u0131 problem \u00e7\u00f6zmeye veya stratejik d\u00fc\u015f\u00fcnmeye sahip meslekler daha az risk alt\u0131ndad\u0131r - \u00f6rne\u011fin ko\u00e7luk, dan\u0131\u015fmanl\u0131k, bak\u0131m, el sanatlar\u0131, e\u011fitim, stratejik y\u00f6netim, tasar\u0131m d\u00fc\u015f\u00fcncesi, moderasyon ve arabuluculuk alanlar\u0131nda. Yapay zeka ile \u00e7al\u0131\u015fan (onun yerini almak yerine) son derece uzmanla\u015fm\u0131\u015f profesyonellerin de gelece\u011fe haz\u0131r oldu\u011fu d\u00fc\u015f\u00fcn\u00fclmektedir - \u00f6rne\u011fin, h\u0131zl\u0131 m\u00fchendisler, yapay zeka e\u011fitmenleri, sistem mimarlar\u0131 veya yapay zeka sistemleri i\u00e7in etik g\u00f6revlileri.<\/li>\n<li><strong>Ko\u015fulsuz temel gelir ger\u00e7ek\u00e7i bir \u00e7\u00f6z\u00fcm m\u00fc?<\/strong><br \/>\n\u00dclkeye, toplum bi\u00e7imine ve finansmana ba\u011fl\u0131d\u0131r. \u00dclke \u00e7ap\u0131nda, kal\u0131c\u0131 bir temel gelir, muazzam devlet kaynaklar\u0131 ve sistemde geni\u015f kapsaml\u0131 bir de\u011fi\u015fiklik gerektirir. Pilot projeler ruh sa\u011fl\u0131\u011f\u0131, e\u011fitime kat\u0131l\u0131m ve inovasyon \u00fczerinde olumlu etkiler g\u00f6stermektedir - ancak finansman konusunda cevaplanmam\u0131\u015f sorular da vard\u0131r. Her derde deva de\u011fildir, ancak yapay zeka destekli bir ekonomide \u00f6nemli bir yap\u0131 ta\u015f\u0131 olabilir.<\/li>\n<li><strong>UBI ile negatif gelir vergisi aras\u0131ndaki fark nedir?<\/strong><br \/>\nKo\u015fulsuz temel gelir (UBI) ile herkes gelirine veya ihtiyac\u0131na bak\u0131lmaks\u0131z\u0131n ayn\u0131 miktar\u0131 al\u0131r.<br \/>\nNegatif gelir vergisi ile yaln\u0131zca bir gelir e\u015fi\u011finin alt\u0131ndaki ki\u015filer devlet yard\u0131m\u0131 al\u0131r. Bir ki\u015fi ne kadar \u00e7ok kazan\u0131rsa, s\u00fcbvansiyon o kadar d\u00fc\u015f\u00fck olur - ta ki iptal edilene veya normal bir vergi y\u00fck\u00fcml\u00fcl\u00fc\u011f\u00fc haline gelene kadar. Bu kavram\u0131n daha adil ve daha verimli oldu\u011fu d\u00fc\u015f\u00fcn\u00fclmektedir, ancak sezgisel olarak daha az anla\u015f\u0131labilirdir.<\/li>\n<li><strong>Elon Musk gibi baz\u0131 uzmanlar neden y\u00fcksek bir UBI'den yana?<\/strong><br \/>\nElon Musk ve di\u011fer teknoloji \u00f6nc\u00fcleri, kitlesel otomasyonun bir\u00e7ok i\u015fi tamamen gereksiz hale getirece\u011fine inan\u0131yor. Y\u00fcksek bir temel gelir (\u00f6rne\u011fin 2.000 Avro veya daha fazla), becerilerine i\u015fg\u00fcc\u00fc piyasas\u0131nda aniden ihtiya\u00e7 duyulmamas\u0131 halinde insanlar\u0131n mali s\u0131k\u0131nt\u0131ya d\u00fc\u015fmesini \u00f6nlemeyi ama\u00e7lamaktad\u0131r. Ayn\u0131 zamanda, yarat\u0131c\u0131, sosyal veya giri\u015fimci olarak geli\u015fmek i\u00e7in yeni \u00f6zg\u00fcrl\u00fckler yaratmal\u0131d\u0131r.<\/li>\n<li><strong>Yapay zekan\u0131n yarat\u0131c\u0131 mesleklerin de yerini almas\u0131 ne kadar olas\u0131?<\/strong><br \/>\nBu zaten bir dereceye kadar ger\u00e7ekle\u015fiyor: Yapay zeka ara\u00e7lar\u0131 metinler, g\u00f6r\u00fcnt\u00fcler, videolar ve m\u00fczikler yarat\u0131yor - genellikle \u015fa\u015f\u0131rt\u0131c\u0131 kalitede. Ancak ger\u00e7ek yarat\u0131c\u0131l\u0131k sadece \u00e7\u0131kt\u0131larla de\u011fil, ayn\u0131 zamanda ba\u011flam, sezgi, deneyim ve etkiyle de ilgilidir. Yapay zeka yarat\u0131c\u0131 s\u00fcre\u00e7leri destekleyebilir veya h\u0131zland\u0131rabilir, ancak insanlar\u0131 benzersiz k\u0131lan \u015feyin yerini alamaz: yarat\u0131c\u0131 irade ve kutunun d\u0131\u015f\u0131nda d\u00fc\u015f\u00fcnme.<\/li>\n<li><strong>Yapay zeka de\u011fi\u015fiklikleriyle ba\u015fa \u00e7\u0131kmada e\u011fitim nas\u0131l bir rol oynuyor?<\/strong><br \/>\nBelirleyici bir ad\u0131m. Ancak mevcut okul sistemini \u201edijitalle\u015ftirmek\u201c yeterli de\u011fildir. \u0130htiya\u00e7 duyulan \u015fey bir paradigma de\u011fi\u015fikli\u011fidir: salt ezberden uzakla\u015f\u0131p yarat\u0131c\u0131l\u0131\u011fa, ele\u015ftirel d\u00fc\u015f\u00fcnceye, kendi kendini y\u00f6nlendirmeye ve ya\u015fam boyu \u00f6\u011frenmeye y\u00f6nelmek. Dijital ara\u00e7lar (yapay zeka dahil) yard\u0131mc\u0131 olmal\u0131, ancak ama\u00e7 olmamal\u0131d\u0131r. E\u011fitim, insanlar\u0131n de\u011fi\u015fimi anlamas\u0131n\u0131, \u015fekillendirmesini ve y\u00f6nlendirmesini sa\u011flamal\u0131d\u0131r.<\/li>\n<li><strong>Giri\u015fimcilik i\u015f kay\u0131plar\u0131na ger\u00e7ekten bir \u00e7\u00f6z\u00fcm olabilir mi?<\/strong><br \/>\nEvet - e\u011fer geni\u015f d\u00fc\u015f\u00fcn\u00fcrseniz. G\u00fcn\u00fcm\u00fczde giri\u015fimcilik art\u0131k mutlaka bir limited \u015firket, i\u015f plan\u0131 ve a\u00e7\u0131k plan ofis anlam\u0131na gelmiyor. Serbest \u00e7al\u0131\u015fanlar, i\u00e7erik olu\u015fturucular, hizmet sa\u011flay\u0131c\u0131lar, geli\u015ftiriciler, \u00e7evrimi\u00e7i dan\u0131\u015fmanlar ve proje \u00e7al\u0131\u015fanlar\u0131 da giri\u015fimci olarak faaliyet g\u00f6steriyor. Yapay zeka bir\u00e7ok g\u00f6revi \u00fcstlenebilir, b\u00f6ylece tek ki\u015filik \u015firketler bile profesyonel sonu\u00e7lar elde edebilir - genellikle k\u00fcresel pazar d\u00fczeyinde.<\/li>\n<li><strong>Modern giri\u015fimcili\u011fin hangi deste\u011fe ihtiyac\u0131 var?<\/strong><br \/>\nHer \u015feyden \u00f6nce:<br \/>\n- Sermaye ve ara\u00e7lara eri\u015fim<br \/>\n- B\u00fcrokratikle\u015fme<br \/>\n- H\u0131zl\u0131 altyap\u0131 (\u00f6rn. internet, dijital y\u00f6netim)<br \/>\n- Yasal kesinlik<br \/>\n- K\u00fclt\u00fcrel de\u011fi\u015fim: Giri\u015fimciler art\u0131k \u201erisk vakalar\u0131\u201c veya \u201evergiden ka\u00e7\u0131nanlar\u201c olarak de\u011fil, sorun \u00e7\u00f6z\u00fcc\u00fcler, yenilik\u00e7iler ve d\u00f6n\u00fc\u015f\u00fcm\u00fcn bel kemi\u011fi olarak g\u00f6r\u00fclmelidir.<\/li>\n<li><strong>Yapay zeka i\u015f d\u00fcnyas\u0131n\u0131 ger\u00e7ekten ne kadar h\u0131zl\u0131 de\u011fi\u015ftirecek?<\/strong><br \/>\nPek \u00e7ok ki\u015finin bekledi\u011finden \u00e7ok daha h\u0131zl\u0131. Daha \u00f6nceki teknolojik de\u011fi\u015fimler onlarca y\u0131l s\u00fcrm\u00fc\u015fken (buhar makinesi, bilgisayar, internet), yapay zeka uygulamalar\u0131 sadece birka\u00e7 ay i\u00e7inde d\u00fcnya \u00e7ap\u0131nda yay\u0131l\u0131yor. ChatGPT gibi platformlar sadece birka\u00e7 hafta i\u00e7inde milyonlarca kullan\u0131c\u0131ya ula\u015ft\u0131 - tarihte daha \u00f6nce hi\u00e7 olmam\u0131\u015f bir \u015fey. De\u011fi\u015fim do\u011frusal de\u011fil, \u00fcsteldir.<\/li>\n<li><strong>Yapay zeka sistemlerinin \"yanl\u0131\u015f ellerde\" g\u00fc\u00e7 yo\u011funla\u015fmas\u0131na yol a\u00e7ma riski var m\u0131?<\/strong><br \/>\nBu tehlike ger\u00e7ektir. Bug\u00fcn, birka\u00e7 b\u00fcy\u00fck \u015firket (OpenAI, Google, Meta, Amazon, Microsoft) g\u00fc\u00e7l\u00fc yapay zeka modellerinin geli\u015ftirilmesine ve bunlara eri\u015fime hakimdir. Siyasi bir \u00e7er\u00e7eve ve a\u00e7\u0131k standartlar olmadan, ekonomik ve sosyal kontrol\u00fcn birka\u00e7 teknoloji devinin elinde oldu\u011fu tekel benzeri bir g\u00fc\u00e7 kaymas\u0131 riski vard\u0131r.<\/li>\n<li><strong>Geride kalmamak i\u00e7in bir birey olarak ne yapabilirim?<\/strong><br \/>\n\u00dc\u00e7 \u015fey:<br \/>\n- Yapay zekan\u0131n nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 \u00f6\u011frenmek (\u00f6rne\u011fin kurslar, ara\u00e7lar, deneyler yoluyla).<br \/>\n- Yapay zekay\u0131 bir ara\u00e7 olarak kullan\u0131n - bir rakip olarak de\u011fil.<br \/>\n- Kendi g\u00fc\u00e7l\u00fc y\u00f6nlerinizi d\u00fc\u015f\u00fcn\u00fcn: Neyi bir yapay zekadan daha iyi yapabilirim? Benim tarz\u0131m, benim hikayem, benim de\u011fer \u00f6nerim nedir?<br \/>\nDayan\u0131kl\u0131l\u0131k diren\u00e7ten de\u011fil, birlikte yaratmaktan gelir.<\/li>\n<li><strong>Bir \"sistem \u00e7\u00f6k\u00fc\u015f\u00fcnden\" bahsetmek abart\u0131l\u0131 de\u011fil mi?<\/strong><br \/>\n\u015eart de\u011fil - bu bir uyar\u0131 sinyali. Dr. Pero Mi\u0107i\u0107, yava\u015fl\u0131k, \u00f6ng\u00f6r\u00fclebilirlik ve hiyerar\u015fi i\u00e7in tasarland\u0131klar\u0131 i\u00e7in \u00e7al\u0131\u015fma ve e\u011fitim sistemlerimizin olas\u0131 bir \u00e7\u00f6k\u00fc\u015f\u00fcnden bahsediyor. Ancak yapay zeka piyasalar\u0131, gereksinimleri ve s\u00fcre\u00e7leri ger\u00e7ek zamanl\u0131 olarak de\u011fi\u015ftiriyor. Sistemler buna ayak uyduramazsa, istikrars\u0131zl\u0131k ortaya \u00e7\u0131kar - en k\u00f6t\u00fc durumda, bir devrilme noktas\u0131.<\/li>\n<li><strong>Politikac\u0131lar de\u011fi\u015fimin etkisini hafifletmek i\u00e7in \u00f6zellikle ne yapabilirler?<\/strong><br \/>\n- YZ kullan\u0131m\u0131 i\u00e7in d\u00fczenleyici bir \u00e7er\u00e7eve olu\u015fturulmas\u0131 (\u00f6rn. \u015feffafl\u0131k y\u00fck\u00fcml\u00fcl\u00fc\u011f\u00fc, sorumluluk, etik)<br \/>\n- Sosyal sistemlerde reform (temel gelir, negatif gelir vergisi, e\u011fitim kuponlar\u0131)<br \/>\n- Ba\u015flang\u0131\u00e7 deste\u011finin g\u00fc\u00e7lendirilmesi<br \/>\n- Dijital altyap\u0131y\u0131 geni\u015fletin<br \/>\n- Ge\u00e7i\u015fleri kolayla\u015ft\u0131rmak i\u00e7in \u00e7al\u0131\u015fma s\u00fcresi modellerinin daha esnek hale getirilmesi (yar\u0131 zamanl\u0131, proje \u00e7al\u0131\u015fmas\u0131, hibrit istihdam)<\/li>\n<li><strong>T\u00fcm bu konulardaki derinlemesine d\u00fc\u015f\u00fcnceleri kitap halinde nerede bulabilirim?<\/strong><br \/>\nKitab\u0131mda <em>\u201eD\u00f6n\u00fcm Noktalar\u0131 Olarak Krizler - \u00d6\u011frenme. B\u00fcy\u00fcmek. \u015eekillendir.\u201c<\/em> Ben de tam olarak bu sorular\u0131 ara\u015ft\u0131r\u0131yorum: Bir krizi (\u00f6rne\u011fin yapay zeka nedeniyle i\u015f kayb\u0131) yeniden y\u00f6nlendirme i\u00e7in nas\u0131l bir f\u0131rsat olarak kullanabilirsiniz? Hangi pratik stratejiler korkulara veya eski d\u00fc\u015f\u00fcnce kal\u0131plar\u0131na kap\u0131lmadan hayat planlar\u0131n\u0131 yeniden d\u00fc\u015f\u00fcnmeye yard\u0131mc\u0131 olur? Kitap, ki\u015fisel deneyimleri somut eylem d\u00fcrt\u00fcleriyle birle\u015ftiriyor - gelecek taraf\u0131ndan bo\u011fulmak istemeyen, ancak onu \u015fekillendirmeye aktif olarak yard\u0131mc\u0131 olmak isteyen insanlar i\u00e7in.<\/li>\n<\/ol>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-383 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-h-gutter: 10px;--dpt-v-gutter: 9px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-383 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Sanat ve k\u00fclt\u00fcr \u00fczerine g\u00fcncel makaleler<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-383\" class=\"dpt-wrapper dpt-mag1 land1 dpt-cropped dpt-flex-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"reichweite ist kein eigentum &#8211; warum sichtbarkeit heute nicht mehr ausreicht\" data-id=\"3994\"  data-category=\"allgemein filemaker &amp; erp gesellschaft kunst &amp; kultur\" data-post_tag=\"datenlogik datenschutz denkmodelle digitales eigentum erp-software\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/erisim-sahiplik-degildir-neden-goeruenuerluek-guenuemuezde-artik-yeterli-degildir\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Eri\u015fim sahiplik de\u011fildir - G\u00fcn\u00fcm\u00fczde g\u00f6r\u00fcn\u00fcrl\u00fck neden art\u0131k yeterli de\u011fil?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Eri\u015fim ve sahiplik\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/erisim-sahiplik-degildir-neden-goeruenuerluek-guenuemuezde-artik-yeterli-degildir\/\" rel=\"bookmark\">Eri\u015fim sahiplik de\u011fildir - G\u00fcn\u00fcm\u00fczde g\u00f6r\u00fcn\u00fcrl\u00fck neden art\u0131k yeterli de\u011fil?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"gr\u00f6nland, trump und die frage der zugeh\u00f6rigkeit: geschichte, recht und realit\u00e4t\" data-id=\"4325\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"europa geopolitik krisen meinungsfreiheit sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/groenland-trump-ve-ai%cc%87di%cc%87yet-sorunu-tari%cc%87h-hukuk-ve-gercekli%cc%87k\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Gr\u00f6nland, Trump ve aidiyet sorunu: tarih, hukuk ve ger\u00e7eklik<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Gr\u00f6nland hedefte: ABD ve Trump\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/groenland-trump-ve-ai%cc%87di%cc%87yet-sorunu-tari%cc%87h-hukuk-ve-gercekli%cc%87k\/\" rel=\"bookmark\">Gr\u00f6nland, Trump ve aidiyet sorunu: tarih, hukuk ve ger\u00e7eklik<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"jan-josef liefers: ein portr\u00e4t \u00fcber haltung, herkunft und k\u00fcnstlerische freiheit\" data-id=\"3854\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"deutschland erfahrungen krisen lernen meinungsfreiheit musik pers\u00f6nlichkeitsentwicklung portrait\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/jan-josef-liefers-bi%cc%87r-tutum-koeken-ve-sanatsal-oezguerluek-portresi%cc%87\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Jan-Josef Liefers: Tav\u0131r, k\u00f6ken ve sanatsal \u00f6zg\u00fcrl\u00fck \u00fczerine bir portre<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Jan-Josef Liefers\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/jan-josef-liefers-bi%cc%87r-tutum-koeken-ve-sanatsal-oezguerluek-portresi%cc%87\/\" rel=\"bookmark\">Jan-Josef Liefers: Tav\u0131r, k\u00f6ken ve sanatsal \u00f6zg\u00fcrl\u00fck \u00fczerine bir portre<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"propaganda: geschichte, methoden, moderne formen und wie man sie erkennt\" data-id=\"4229\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"denkmodelle energiepolitik europa geopolitik krisen meinungsfreiheit pers\u00f6nlichkeitsentwicklung sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/propaganda-tari%cc%87hi%cc%87-yoentemleri%cc%87-modern-formlar-ve-bunlarin-nasil-taninacagi\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Propaganda: tarihi, y\u00f6ntemleri, modern bi\u00e7imleri ve bunlar\u0131n nas\u0131l tan\u0131naca\u011f\u0131<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Propaganda nedir?\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/propaganda-tari%cc%87hi%cc%87-yoentemleri%cc%87-modern-formlar-ve-bunlarin-nasil-taninacagi\/\" rel=\"bookmark\">Propaganda: tarihi, y\u00f6ntemleri, modern bi\u00e7imleri ve bunlar\u0131n nas\u0131l tan\u0131naca\u011f\u0131<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n<hr \/>","protected":false},"excerpt":{"rendered":"<p>Neredeyse hi\u00e7bir teknolojik de\u011fi\u015fim yapay zeka kadar h\u0131zl\u0131 bir \u015fekilde g\u00fcnl\u00fck hayat\u0131m\u0131za girmedi. D\u00fcn gelece\u011fin vizyoner teknolojisi olarak g\u00f6r\u00fclen \u015fey bug\u00fcn art\u0131k bir ger\u00e7ek - ister mesajla\u015fmada, ister programlamada, ister te\u015fhis koymada, ister \u00e7eviride, hatta ister m\u00fczik, sanat ya da hukuk \u00f6zetleri yaratmada olsun.<\/p>","protected":false},"author":1,"featured_media":2946,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":1698,"footnotes":""},"categories":[466,1,424,431],"tags":[425,471,435,433,437,465,432,448,434],"class_list":["post-2940","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-gesellschaft","category-allgemein","category-buecher","category-ki-systeme","tag-buch","tag-kuenstliche-intelligenz","tag-llama","tag-llm","tag-mistral","tag-mlx","tag-ollama","tag-ratgeber","tag-sprachmodell"],"_links":{"self":[{"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts\/2940","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/comments?post=2940"}],"version-history":[{"count":21,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts\/2940\/revisions"}],"predecessor-version":[{"id":5962,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts\/2940\/revisions\/5962"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/media\/2946"}],"wp:attachment":[{"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/media?parent=2940"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/categories?post=2940"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/tags?post=2940"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}