{"id":3704,"date":"2025-11-27T12:46:51","date_gmt":"2025-11-27T12:46:51","guid":{"rendered":"https:\/\/www.markus-schall.de\/?p=3704"},"modified":"2026-04-14T05:22:37","modified_gmt":"2026-04-14T05:22:37","slug":"ki-studio-2025-mac-studiodan-rtx-3090a-hangi-donanim-gercekten-buna-deger","status":"publish","type":"post","link":"https:\/\/www.markus-schall.de\/tr\/2025\/11\/ki-studio-2025-mac-studiodan-rtx-3090a-hangi-donanim-gercekten-buna-deger\/","title":{"rendered":"AI Studio 2025: Hangi donan\u0131m ger\u00e7ekten buna de\u011fer - Mac Studio'dan RTX 3090'a"},"content":{"rendered":"<p>Bug\u00fcn yapay zeka ile \u00e7al\u0131\u015fan herkes neredeyse otomatik olarak buluta itiliyor: OpenAI, Microsoft, Google, herhangi bir web kullan\u0131c\u0131 aray\u00fcz\u00fc, belirte\u00e7ler, limitler, \u015fartlar ve ko\u015fullar. Bu modern gibi g\u00f6r\u00fcnse de asl\u0131nda ba\u011f\u0131ml\u0131l\u0131\u011fa bir geri d\u00f6n\u00fc\u015ft\u00fcr: hangi modelleri, ne s\u0131kl\u0131kta, hangi filtrelerle ve ne pahas\u0131na kullanabilece\u011finizi ba\u015fkalar\u0131 belirler. Ben kas\u0131tl\u0131 olarak di\u011fer y\u00f6ne gidiyorum: \u015eu anda evde kendi k\u00fc\u00e7\u00fck yapay zeka st\u00fcdyomu kuruyorum. Kendi donan\u0131m\u0131m, kendi modellerim ve kendi i\u015f ak\u0131\u015flar\u0131mla.<\/p>\n<p>Hedefim a\u00e7\u0131k: yerel metin yapay zekas\u0131, yerel g\u00f6r\u00fcnt\u00fc yapay zekas\u0131, kendi modellerimi \u00f6\u011frenmek (LoRA, ince ayar) ve t\u00fcm bunlar\u0131 bir serbest \u00e7al\u0131\u015fan ve daha sonra bir KOB\u0130 m\u00fc\u015fterisi olarak bir bulut sa\u011flay\u0131c\u0131s\u0131n\u0131n g\u00fcnl\u00fck kaprislerine ba\u011f\u0131ml\u0131 olmayacak \u015fekilde yapmak. Bunun eskiden olduk\u00e7a normal olan eski bir tutuma geri d\u00f6n\u00fc\u015f oldu\u011funu s\u00f6yleyebilirsiniz: \u201e\u00d6nemli \u015feyleri kendin yap\u201c. Ancak bu kez s\u00f6z konusu olan kendi \u00e7al\u0131\u015fma tezgah\u0131n\u0131z de\u011fil, bilgi i\u015flem g\u00fcc\u00fc ve veri egemenli\u011fi.<!--more--><\/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-660 { --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-660 { --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-660\" 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=\"fracking, lng und energiepolitik: eine n\u00fcchterne analyse von risiken, chancen und realit\u00e4t\" data-id=\"5579\"  data-category=\"allgemein gesellschaft gesundheit\" data-post_tag=\"deutschland energiepolitik europa geopolitik krisen\">\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\/fracking-lng-ve-enerji%cc%87-poli%cc%87ti%cc%87kasi-ri%cc%87skler-firsatlar-ve-gercekli%cc%87gi%cc%87n-ayik-bi%cc%87r-anali%cc%87zi%cc%87\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Fracking, LNG ve enerji politikas\u0131: riskler, f\u0131rsatlar ve ger\u00e7ekli\u011fin \u00f6l\u00e7\u00fcl\u00fc bir analizi<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Do\u011fal gaz k\u0131rma ve enerji politikas\u0131\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Fracking-Energiepolitik.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Fracking-Energiepolitik.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Fracking-Energiepolitik-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Fracking-Energiepolitik-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Fracking-Energiepolitik-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Fracking-Energiepolitik-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\/fracking-lng-ve-enerji%cc%87-poli%cc%87ti%cc%87kasi-ri%cc%87skler-firsatlar-ve-gercekli%cc%87gi%cc%87n-ayik-bi%cc%87r-anali%cc%87zi%cc%87\/\" rel=\"bookmark\">Fracking, LNG ve enerji politikas\u0131: riskler, f\u0131rsatlar ve ger\u00e7ekli\u011fin \u00f6l\u00e7\u00fcl\u00fc bir analizi<\/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=\"die elektronische patientenakte (epa) im faktencheck: risiken, rechte und widerspruch\" data-id=\"3412\"  data-category=\"gesellschaft gesundheit tipps &amp; anleitungen\" data-post_tag=\"datenschutz eu-gesetze gesundheit prozesse 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\/11\/elektroni%cc%87k-hasta-kaydi-epa-fact-check-ri%cc%87skler-haklar-ve-i%cc%87ti%cc%87razlar\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Elektronik hasta dosyas\u0131na (EPR) ili\u015fkin ger\u00e7eklerin kontrol\u00fc: riskler, haklar ve itirazlar<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Elektronik hasta dosyas\u0131 hakk\u0131nda t\u00fcm ger\u00e7ekler\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Elektronische-Patientenakte.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Elektronische-Patientenakte.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Elektronische-Patientenakte-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Elektronische-Patientenakte-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Elektronische-Patientenakte-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Elektronische-Patientenakte-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\/elektroni%cc%87k-hasta-kaydi-epa-fact-check-ri%cc%87skler-haklar-ve-i%cc%87ti%cc%87razlar\/\" rel=\"bookmark\">Elektronik hasta dosyas\u0131na (EPR) ili\u015fkin ger\u00e7eklerin kontrol\u00fc: riskler, haklar ve itirazlar<\/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=\"k\u00fcnstliche intelligenz: welche jobs in gefahr sind, und wie wir uns jetzt wappnen k\u00f6nnen\" data-id=\"2940\"  data-category=\"allgemein b\u00fccher gesellschaft ki-systeme\" data-post_tag=\"buch k\u00fcnstliche intelligenz llama llm mistral mlx ollama ratgeber 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\/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\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Yapay zeka: hangi i\u015fler risk alt\u0131nda ve \u015fimdi kendimizi nas\u0131l silahland\u0131rabiliriz<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Gelecekte hangi i\u015fler yapay zeka taraf\u0131ndan ortadan kald\u0131r\u0131lacak?\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/welche-jobs-fallen-durch-ki-weg.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/welche-jobs-fallen-durch-ki-weg.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/welche-jobs-fallen-durch-ki-weg-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/welche-jobs-fallen-durch-ki-weg-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/welche-jobs-fallen-durch-ki-weg-768x512.jpg 768w\" \/><\/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\/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\/\" rel=\"bookmark\">Yapay zeka: hangi i\u015fler risk alt\u0131nda ve \u015fimdi kendimizi nas\u0131l silahland\u0131rabiliriz<\/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=\"europa zwischen meinungsfreiheit und regulierung: neues us-infoportal wirft fragen auf\" data-id=\"5102\"  data-category=\"allgemein featured gesellschaft\" data-post_tag=\"denkmodelle deutschland eu-gesetze europa geopolitik krisen meinungsfreiheit 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\/03\/i%cc%87fade-oezguerluegue-ve-duezenleme-arasinda-kalan-avrupa-yeni%cc%87-abd-bi%cc%87lgi%cc%87-portali-sorulari-guendeme-geti%cc%87ri%cc%87yor\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">\u0130fade \u00f6zg\u00fcrl\u00fc\u011f\u00fc ve d\u00fczenleme aras\u0131nda Avrupa: Yeni ABD bilgi portal\u0131 soru i\u015faretleri yarat\u0131yor<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"AB sans\u00fcr\u00fc, nefret s\u00f6ylemi ve yeni ABD portal\u0131\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/EU-Hatespeech-US-Portal.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/EU-Hatespeech-US-Portal.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/EU-Hatespeech-US-Portal-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/EU-Hatespeech-US-Portal-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/EU-Hatespeech-US-Portal-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/EU-Hatespeech-US-Portal-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\/i%cc%87fade-oezguerluegue-ve-duezenleme-arasinda-kalan-avrupa-yeni%cc%87-abd-bi%cc%87lgi%cc%87-portali-sorulari-guendeme-geti%cc%87ri%cc%87yor\/\" rel=\"bookmark\">\u0130fade \u00f6zg\u00fcrl\u00fc\u011f\u00fc ve d\u00fczenleme aras\u0131nda Avrupa: Yeni ABD bilgi portal\u0131 soru i\u015faretleri yarat\u0131yor<\/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>Yerel yapay zeka ve donan\u0131mla ilgili son haberler<\/h2>\n<p><strong>11.04.2026<\/strong>Fraunhofer IEM'in \u201eInside AI\u201c program\u0131n\u0131n son b\u00f6l\u00fcm\u00fc, yapay zeka alan\u0131ndaki \u00f6nemli geli\u015fmelere kompakt bir genel bak\u0131\u015f sunuyor. YZ uzman\u0131 Tommy Falkowski, \u00f6zyinelemeli dil modelleri gibi b\u00fcy\u00fck dil modellerine y\u00f6nelik yeni yakla\u015f\u0131mlar\u0131 ve YZ video \u00fcretimindeki ilerlemeleri inceliyor. Bir ba\u015fka odak noktas\u0131 da ajan tabanl\u0131 sistemler ve b\u00fcy\u00fck miktarda veriyi i\u015flemek i\u00e7in daha verimli y\u00f6ntemler olacak. Giderek daha g\u00fc\u00e7l\u00fc hale gelen ve yeni uygulama olanaklar\u0131n\u0131n \u00f6n\u00fcn\u00fc a\u00e7an yerel yapay zeka altyap\u0131lar\u0131n\u0131n artan \u00f6nemi, uygun donan\u0131m se\u00e7iminde de belirleyici bir rol oynuyor.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_8nqoJORzOc8\"><div id=\"lyte_8nqoJORzOc8\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2F8nqoJORzOc8%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\/8nqoJORzOc8\" 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%2F8nqoJORzOc8%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 bask\u0131s\u0131n\u0131 k\u00f6r\u00fckl\u00fcyor: En \u00f6nemli yapay zeka trendleri, ara\u00e7lar\u0131 ve modelleri 2026 | INSIDE AI #33 | <a href=\"https:\/\/www.youtube.com\/@FraunhoferIEM\" target=\"_blank\" rel=\"nofollow noopener\">Fraunhofer IEM<\/a><\/p>\n<p>Buna ek olarak, uzun vadede hem m\u00fchendisli\u011fi hem de yapay zeka uygulamalar\u0131n\u0131 de\u011fi\u015ftiren g\u00fcncel ara\u00e7lar, modeller ve teknolojiler sunulmaktad\u0131r. Ayn\u0131 zamanda, alan\u0131n ne kadar dinamik bir \u015fekilde geli\u015fti\u011fini g\u00f6stermektedir: Yeni a\u00e7\u0131k kaynak modelleri ve son duyurular, temel e\u011filimlerin k\u0131sa bir s\u00fcre i\u00e7inde de\u011fi\u015fmeye devam etti\u011fini vurgulamaktad\u0131r.<\/p>\n<hr \/>\n<h2>H\u0131z yerel olarak rakipsiz kalmaya devam ediyor<\/h2>\n<p>Bulut modelleri etkileyicidir - hat a\u00e7\u0131k oldu\u011fu, sunucular a\u015f\u0131r\u0131 y\u00fcklenmedi\u011fi ve API tekrar yava\u015flat\u0131lmad\u0131\u011f\u0131 s\u00fcrece. Ancak yapay zeka ile ciddi \u015fekilde \u00e7al\u0131\u015fan herkes, h\u0131z\u0131n en d\u00fcr\u00fcst bi\u00e7iminin yerel oldu\u011funu \u00e7abucak fark eder. E\u011fer bir model kendi Mac Studio'nuzda ya da kendi GPU'nuzda \u00e7al\u0131\u015f\u0131yorsa, o zaman do\u011frudur:<\/p>\n<ul>\n<li>A\u011f gecikmesi yok<\/li>\n<li>\u201eDi\u011ferleri\u201c haz\u0131r olana kadar beklemek yok<\/li>\n<li>Saatlik iptal yok<\/li>\n<li>\u0130\u015f ak\u0131\u015f\u0131n\u0131n ortas\u0131nda \u201eH\u0131z s\u0131n\u0131r\u0131na ula\u015f\u0131ld\u0131\u201c uyar\u0131s\u0131 yok<\/li>\n<\/ul>\n<p>Bunu her g\u00fcn ya\u015f\u0131yorum: evimde <a href=\"https:\/\/de.wikipedia.org\/wiki\/Mac_Studio\" target=\"_blank\" rel=\"noopener\">Mac St\u00fcdyo<\/a> 120B model (GPT-OSS) ve 27B Gemma modelini paralel olarak \u00e7al\u0131\u015ft\u0131r\u0131yor - art\u0131 FileMaker sunucu ve t\u00fcm veritabanlar\u0131m. Buna ra\u011fmen sistem o kadar duyarl\u0131 ki bulut sistemleriyle ula\u015f\u0131lmas\u0131 neredeyse imkans\u0131z bir h\u0131zda \u00e7al\u0131\u015fabiliyorum. \u00d6zellikle de arka arkaya \u00e7ok say\u0131da k\u00fc\u00e7\u00fck i\u015flem yapt\u0131\u011f\u0131n\u0131zda - \u00e7eviriler, yeniden form\u00fclasyonlar, analizler, g\u00f6r\u00fcnt\u00fc istemleri - gecikmeler h\u0131zla art\u0131yor. Yerel yapay zeka \u201esunucu i\u015flemi\u201c gibi de\u011fil, do\u011frudan bir ara\u00e7 gibi hissettiriyor: bas\u0131yorsunuz, ger\u00e7ekle\u015fiyor.<\/p>\n<h3>Veri egemenli\u011fi: hassas bilgiler \u00e7evrimi\u00e7i ortama ait olmad\u0131\u011f\u0131nda<\/h3>\n<p>Genellikle bir kenara itilen, ancak giri\u015fimciler i\u00e7in \u00e7ok \u00f6nemli olan bir nokta: veri. Bulut yapay zekas\u0131n\u0131 kullan\u0131r kullanmaz, ka\u00e7\u0131n\u0131lmaz olarak kendinize sorular sorars\u0131n\u0131z:<\/p>\n<ul>\n<li>M\u00fc\u015fteri verilerini oraya girebilir miyim?<\/li>\n<li>Dahili belgelere ne olur?<\/li>\n<li>Kay\u0131tlar ne kadar s\u00fcreyle saklan\u0131r?<\/li>\n<li>Teorik olarak kimin eri\u015fimi var - bug\u00fcn ve iki y\u0131l sonra?<\/li>\n<li>Bir s\u0131z\u0131nt\u0131n\u0131n ne gibi yasal sonu\u00e7lar\u0131 olabilir?<\/li>\n<\/ul>\n<p>Elbette b\u00fcy\u00fck sa\u011flay\u0131c\u0131lar\u0131n veri koruma vaatleri var. Ancak g\u00fcn\u00fcn sonunda i\u00e7eri\u011finizi teslim etmi\u015f oluyorsunuz. Ve ge\u00e7mi\u015fte kendi \u015firketinizde ka\u00e7\u0131nmak istedi\u011finiz \u015fey de tam olarak buydu: \u015eirket i\u00e7i i\u015fler \u015firket i\u00e7inde kal\u0131yordu. Yerel bir yapay zeka st\u00fcdyosunda durum farkl\u0131d\u0131r:<\/p>\n<ul>\n<li>Veriler kendi a\u011f\u0131n\u0131zda kal\u0131r.<\/li>\n<li>Evden hi\u00e7bir istek \u00e7\u0131kmayacak.<\/li>\n<li>Modeller internet eri\u015fimi olmadan \u00e7al\u0131\u015f\u0131r.<\/li>\n<li>G\u00fcnl\u00fckler, e\u011fitim verileri ve ara sonu\u00e7lar kendi disklerinizde saklan\u0131r.<\/li>\n<\/ul>\n<p>Gelecekte kitaplar\u0131m\u0131, makalelerimi, notlar\u0131m\u0131, PR metinlerimi, \u015firket i\u00e7i strateji belgelerimi veya m\u00fc\u015fteri verilerimi yapay zekamda \u00e7al\u0131\u015ft\u0131rd\u0131\u011f\u0131mda, bunlar\u0131n hi\u00e7birinin ba\u015fka birinin e\u011fitim setinde yer almad\u0131\u011f\u0131ndan emin olmak istiyorum. Bu g\u00fcveni ancak altyap\u0131 bana aitse sa\u011flayabilirim.<\/p>\n<h3>S\u00fcr\u00fcnen abonelikler yerine maliyet kontrol\u00fc<\/h3>\n<p>Bulut YZ'ler ilk bak\u0131\u015fta ucuz g\u00f6r\u00fcn\u00fcyor: 1.000 token ba\u015f\u0131na birka\u00e7 sent, burada ayl\u0131k bir abonelik, orada k\u00fc\u00e7\u00fck bir tarife. Sorun \u015fu ki, maliyetler ba\u015far\u0131n\u0131zla birlikte art\u0131yor. Ne kadar \u00fcretken olursan\u0131z, altyap\u0131 o kadar pahal\u0131 hale gelir - her ay. Yerel yapay zeka farkl\u0131 \u00e7al\u0131\u015f\u0131r:<\/p>\n<ul>\n<li>Donan\u0131ma bir kez yat\u0131r\u0131m yapars\u0131n\u0131z.<\/li>\n<li>Ard\u0131ndan modelleri istedi\u011finiz kadar ve istedi\u011finiz s\u0131kl\u0131kta \u00e7al\u0131\u015ft\u0131r\u0131n.<\/li>\n<li>\u201eSipari\u015f veren parmak titremiyor\u201c \u00e7\u00fcnk\u00fc her arama paraya mal oluyor.<\/li>\n<li>Her girdiyi hesaplamak zorunda kalmadan daha \u00f6zg\u00fcrce deney yapabilirsiniz.<\/li>\n<\/ul>\n<p>RTX 3090'\u0131m\u0131 ikinci el olarak yakla\u015f\u0131k 750 Euro'ya ald\u0131m - neredeyse yeni kadar iyi. Mac Studio'mu 128 GB RAM ile yakla\u015f\u0131k 2.750 Euro'ya, orijinal ambalaj\u0131nda ve hi\u00e7 a\u00e7\u0131lmam\u0131\u015f olarak ald\u0131m. Bu para, evet - ama:<\/p>\n<ul>\n<li>Bu makineler uzun y\u0131llar benimle birlikte olacak.<\/li>\n<li>Do\u011frudan kullan\u0131labilir varl\u0131klar yarat\u0131rs\u0131n\u0131z: kitaplar, makaleler, g\u00f6r\u00fcnt\u00fcler, LoRA'lar, i\u015f ak\u0131\u015flar\u0131.<\/li>\n<li>Elektrik d\u0131\u015f\u0131nda herhangi bir ek ayl\u0131k maliyete neden olmazlar.<\/li>\n<\/ul>\n<p>Bir yay\u0131nc\u0131, bir dan\u0131\u015fman, bir geli\u015ftirici veya k\u00fc\u00e7\u00fck bir \u015firket i\u00e7in bu, \u201eBunu kar\u015f\u0131lay\u0131p kar\u015f\u0131layamayaca\u011f\u0131m\u0131z\u0131 hesaplamam\u0131z gerekiyor\u201c ile \u201eYapay zekay\u0131 sadece ihtiyac\u0131m\u0131z oldu\u011funda kullanaca\u011f\u0131z\u201c aras\u0131ndaki fark olabilir.<\/p>\n<h3>Eski erdemler, yeni faydalar: Kendi makinelerinize sahip olmak neden yeniden de\u011ferli<\/h3>\n<p>Ge\u00e7mi\u015fte, bir zanaatkar\u0131n kendi at\u00f6lyesinde iyi aletlere sahip olmas\u0131 do\u011fal kabul edilirdi. D\u00fczg\u00fcn bir tezgah\u0131 ve testereleri olmayan bir do\u011frama at\u00f6lyesi d\u00fc\u015f\u00fcn\u00fclemezdi. Bug\u00fcn ise tam tersine al\u0131\u015ft\u0131k: kendi makinelerimize sahip olmak yerine hizmet kiral\u0131yoruz. \u015eirket i\u00e7i bir AI st\u00fcdyosu, temelde klasik at\u00f6lyenin modern bir versiyonundan ba\u015fka bir \u015fey de\u011fildir:<\/p>\n<ul>\n<li>Bu <strong>Mac St\u00fcdyo<\/strong> dil modelleri i\u00e7in merkezi bir motordur.<\/li>\n<li>Bu <strong>RTX grafik kart\u0131<\/strong> g\u00f6r\u00fcnt\u00fcler ve e\u011fitim i\u00e7in freze makinesidir.<\/li>\n<li>A <strong>Ek bilgisayar<\/strong> (\u00f6rn. Mac mini) ses veya k\u00fc\u00e7\u00fck modeller gibi \u00f6zel g\u00f6revleri yerine getirir.<\/li>\n<li>FileMaker gibi yaz\u0131l\u0131mlar bir kontrol paneli g\u00f6revi g\u00f6r\u00fcr: d\u00fczenler, kaydeder ve belgeler.<\/li>\n<\/ul>\n<p>B\u00f6yle bir kurulum yap\u0131yorum \u00e7\u00fcnk\u00fc uzun vadede her \u015feyi kendim yapabilmek istiyorum:<\/p>\n<ul>\n<li>Kitap yazmak ve \u00e7evirmek,<\/li>\n<li>G\u00f6r\u00fcnt\u00fc serileri olu\u015fturun,<\/li>\n<li>kendi LoRA modellerinizi e\u011fitin,<\/li>\n<li>\u0130\u015f ak\u0131\u015flar\u0131n\u0131 otomatikle\u015ftirin,<\/li>\n<li>ve daha sonra tamamen yerel olarak \u00e7al\u0131\u015fabilen m\u00fc\u015fteri \u00e7\u00f6z\u00fcmleri de sunmaktad\u0131r.<\/li>\n<\/ul>\n<p>Bu bir nostalji de\u011fil, \u00f6l\u00e7\u00fcl\u00fc bir karard\u0131r: YZ g\u00fcnl\u00fck ya\u015fama ne kadar derinlemesine m\u00fcdahale ederse, teknoloji \u00fczerindeki kontrol\u00fc elde tutmak o kadar mant\u0131kl\u0131d\u0131r. Yerel YZ, s\u00fcsl\u00fc buluta kar\u015f\u0131 \u201ehobici bir alternatif\u201c de\u011fil, ba\u011f\u0131ms\u0131zl\u0131\u011fa bilin\u00e7li bir geri d\u00f6n\u00fc\u015ft\u00fcr:<\/p>\n<ul>\n<li>H\u0131z kazan\u0131yorsun.<\/li>\n<li>Verileriniz sizde kals\u0131n.<\/li>\n<li>Maliyetlerinizi siz kontrol edersiniz.<\/li>\n<li>Size ait olan bir altyap\u0131 in\u015fa ediyorsunuz.<\/li>\n<\/ul>\n<p>Bunu sonuna kadar d\u00fc\u015f\u00fcn\u00fcrseniz, evdeki bir yapay zeka st\u00fcdyosu giderek klasik, iyi donan\u0131ml\u0131 bir at\u00f6lyeye benziyor: Ba\u015fkalar\u0131n\u0131n arka planda bir yerlerde yapt\u0131klar\u0131na g\u00fcvenmiyorsunuz, kendi sa\u011flam temelinizi olu\u015fturuyorsunuz.<\/p>\n<hr \/>\n<h3>Yerel yapay zeka sistemleri \u00fczerine g\u00fcncel ara\u015ft\u0131rma<\/h3>\n<div class='bootstrap-yop yop-poll-mc'>\n\t\t\t\t\t\t\t<div class=\"basic-yop-poll-container\" style=\"background-color:#ffffff; border:0px; border-style:solid; border-color:#000000; border-radius:5px; padding:0px 5px;\" data-id=\"9\" data-temp=\"basic-pretty\" data-skin=\"square\" data-cscheme=\"blue\" data-cap=\"0\" data-access=\"guest\" data-tid=\"\" data-uid=\"cb5f23c08f981cb4bf0dce72830e801e\" data-pid=\"5102\" data-resdet=\"votes-number,percentages\" data-show-results-to=\"guest\" data-show-results-moment=\"after-vote\" data-show-results-only=\"false\" data-show-message=\"true\" data-show-results-as=\"bar\" data-sort-results-by=\"as-defined\" data-sort-results-rule=\"asc\"data-is-ended=\"0\" data-percentages-decimals=\"2\" data-gdpr=\"no\" data-gdpr-sol=\"consent\" data-css=\".basic-yop-poll-container[data-uid] .basic-vote {\t\t\t\t\t\t\t\t\ttext-align: center;\t\t\t\t\t\t\t\t}\" data-counter=\"0\" data-load-with=\"1\" data-notification-section=\"top\"><div class=\"row\"><div class=\"col-md-12\"><div class=\"basic-inner\"><div class=\"basic-message hide\" style=\"border-left: 10px solid #008000; padding: 0px 10px;\" data-error=\"#ff0000\" data-success=\"#008000\"><p class=\"basic-message-text\" style=\"color:#000000; font-size:14px; font-weight:normal;\"><\/p><\/div><div class=\"basic-overlay hide\"><div class=\"basic-vote-options\"><\/div><div class=\"basic-preloader\"><div class=\"basic-windows8\"><div class=\"basic-wBall basic-wBall_1\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_2\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_3\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_4\"><div class=\"basic-wInnerBall\"><\/div><\/div><div class=\"basic-wBall basic-wBall_5\"><div class=\"basic-wInnerBall\"><\/div><\/div><\/div><\/div><\/div><form class=\"basic-form\" action=\"\"><input type=\"hidden\" name=\"_token\" value=\"59319280bb\" autocomplete=\"off\"><div class=\"basic-elements\"><div class=\"basic-element basic-question basic-question-text-vertical\" data-id=\"9\" data-uid=\"4c86c7873d2aa78d805e2a984b9d507f\" data-type=\"question\" data-question-type=\"text\" data-required=\"yes\" data-allow-multiple=\"no\" data-min=\"1\" data-max=\"7\" data-display=\"vertical\" data-colnum=\"\" data-display-others=\"no\" data-others-color=\"\" data-others=\"\" data-others-max-chars=\"0\"><div class=\"basic-question-title\"><h5 style=\"color:#000000; font-size:16px; font-weight:normal; text-align:left;\">MLX veya Ollama gibi yerel olarak \u00e7al\u0131\u015fan yapay zeka yaz\u0131l\u0131mlar\u0131 hakk\u0131nda ne d\u00fc\u015f\u00fcn\u00fcyorsunuz?<\/h5><\/div><ul class=\"basic-answers\"><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"45\" data-type=\"text\" data-vn=\"129\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[45]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[45]\" name=\"answer[9]\" value=\"45\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Ingenious - nihayet buluttan ba\u011f\u0131ms\u0131z<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"46\" data-type=\"text\" data-vn=\"25\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[46]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[46]\" name=\"answer[9]\" value=\"46\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">\u0130lgin\u00e7, ancak (hala) \u00e7ok karma\u015f\u0131k<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"47\" data-type=\"text\" data-vn=\"26\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[47]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[47]\" name=\"answer[9]\" value=\"47\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Yak\u0131nda deneyece\u011fim.<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"48\" data-type=\"text\" data-vn=\"5\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[48]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[48]\" name=\"answer[9]\" value=\"48\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">\u0130htiyac\u0131m yok - bulut benim i\u00e7in yeterli<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"49\" data-type=\"text\" data-vn=\"3\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[49]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[49]\" name=\"answer[9]\" value=\"49\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">Bunun tam olarak ne hakk\u0131nda oldu\u011funu bilmiyorum.<\/span><\/label><\/div><\/li><\/ul><\/div><div class=\"clearfix\"><\/div><\/div><div class=\"basic-vote\"><a href=\"#\" class=\"button basic-vote-button\" role=\"button\" style=\"background:#027bb8; border:0px; border-style: solid; border-color:#000000; border-radius:5px; padding:10px 10px; color:#ffffff; font-size:14px; font-weight:normal;\">Oylama<\/a><\/div><input type=\"hidden\" name=\"trp-form-language\" value=\"tr\"\/><\/form><\/div><\/div><\/div><\/div>\n\t\t\t\t\t\t<\/div>\n<hr \/>\n<h2>Modern bir yapay zeka st\u00fcdyosunun \u00fc\u00e7 temel dire\u011fi<\/h2>\n<p>G\u00fcn\u00fcm\u00fczde bir yapay zeka st\u00fcdyosu art\u0131k her \u015feyi yapan \u201eb\u00fcy\u00fck bir bilgisayardan\u201c olu\u015fmuyor. Modern i\u015f ak\u0131\u015flar\u0131 farkl\u0131 g\u00fc\u00e7lere ihtiya\u00e7 duyar: metinler i\u00e7in bilgi i\u015flem g\u00fcc\u00fc, g\u00f6r\u00fcnt\u00fcler ve e\u011fitim \u00e7al\u0131\u015fmalar\u0131 i\u00e7in \u00e7ok say\u0131da VRAM ve yan i\u015fleri \u00fcstlenen daha k\u00fc\u00e7\u00fck sistemler. Sonu\u00e7, kaotik bir cihaz filosu de\u011fil, iyi d\u00fc\u015f\u00fcn\u00fclm\u00fc\u015f k\u00fc\u00e7\u00fck bir altyap\u0131d\u0131r - ge\u00e7mi\u015fte her makinenin amac\u0131n\u0131 yerine getirdi\u011fi iyi donan\u0131ml\u0131 bir at\u00f6lye gibi.<\/p>\n<p>Ben de st\u00fcdyomu tam olarak bu ilkeye g\u00f6re in\u015fa ediyorum. Ve bu konuyu ne kadar derinlemesine ara\u015ft\u0131r\u0131rsam o kadar netle\u015fiyor: Tam bir yapay zeka \u00fcretimini yerel olarak y\u00fcr\u00fctmek i\u00e7in \u00fc\u00e7 s\u00fctun yeterlidir.<\/p>\n<h3>S\u00fctun 1: Dil modelleri (LLM'ler) i\u00e7in hesaplama \u00e7ekirde\u011fi<\/h3>\n<p>G\u00fcn\u00fcm\u00fczde b\u00fcy\u00fck dil modelleri art\u0131k bir veri merkezi sunucusuna de\u011fil, her \u015feyden \u00f6nce tek bir \u015feye ihtiya\u00e7 duyuyor: \u00e7ok h\u0131zl\u0131 RAM. Modern Apple-Silicon sistemleri ya da \u00e7ok say\u0131da RAM'e sahip benzer donan\u0131ml\u0131 Linux makineleri tam olarak bunu yapabiliyor. Bilgi i\u015flem \u00e7ekirde\u011fi st\u00fcdyonun merkezidir. \u00c7al\u0131\u015ft\u0131\u011f\u0131 yer buras\u0131d\u0131r:<\/p>\n<ul>\n<li><strong>B\u00fcy\u00fck LLM'ler<\/strong> (20B, 30B, 70B, 120B MoE ...)<\/li>\n<li><strong>Analiz modelleri<\/strong><\/li>\n<li><strong>\u00c7eviri modelleri<\/strong><\/li>\n<li>Dahili <strong>Bilgi sistemleri<\/strong> (neo4j, RAG)<\/li>\n<li>ayn\u0131 zamanda uzun vadeli <strong>Yapay zeka destekli bellek<\/strong><\/li>\n<li><strong>Kontrol sistemleri<\/strong> n8n gibi<\/li>\n<li><strong>FileMaker<\/strong>-Otomasyon ve sunucu s\u00fcre\u00e7leri<\/li>\n<\/ul>\n<p>Benim kurulumumda 128 GB RAM'li Mac Studio M1 Ultra bu rol\u00fc \u00fcstleniyor. Ve bunu inan\u0131lmaz derecede iyi yap\u0131yor. \u00dczerinde \u00e7al\u0131\u015f\u0131yorum:<\/p>\n<ul>\n<li><strong>GPT-OSS 120B MoE<\/strong> (derin d\u00fc\u015f\u00fcnme, uzun metinler ve analizler i\u00e7in)<\/li>\n<li><strong>Gemma-3 27B<\/strong> (FileMaker i\u015fleri, kod, hassas yap\u0131land\u0131rma gibi teknik i\u015fler i\u00e7in)<\/li>\n<li><strong>FileMaker Sunucu<\/strong> + veritabanlar\u0131<\/li>\n<li>art\u0131 t\u00fcm kabuk ve web sunucusu altyap\u0131s\u0131<\/li>\n<\/ul>\n<p>\u0130nan\u0131lmaz olan \u015fey, ayn\u0131 anda iki b\u00fcy\u00fck modelle bile 10-15 GB RAM'in bo\u015f kalmas\u0131d\u0131r. Bu, tamamen birle\u015fik bellek i\u00e7in tasarlanm\u0131\u015f bir mimarinin avantaj\u0131d\u0131r. \u00d6zetle s\u00f6ylemek gerekirse: bilgi i\u015flem \u00e7ekirde\u011fi yapay zeka st\u00fcdyosunun beynidir. Metni anlayan, \u00fcreten veya d\u00f6n\u00fc\u015ft\u00fcren her \u015fey burada ger\u00e7ekle\u015fir.<\/p>\n<h3>S\u00fctun 2: G\u00f6r\u00fcnt\u00fc yapay zekas\u0131 ve e\u011fitim \u00e7al\u0131\u015fmalar\u0131 i\u00e7in GPU sistemi<\/h3>\n<p>\u0130kinci ayak ise Stable Diffusion, ComfyUI, ControlNet ve LoRA e\u011fitimi i\u00e7in optimize edilmi\u015f bir GPU i\u015f istasyonudur. Metin modelleri \u00f6ncelikle RAM gerektirirken, g\u00f6r\u00fcnt\u00fc yapay zekas\u0131 VRAM'e ihtiya\u00e7 duyar. Hem de \u00e7ok fazla. Neden mi? \u00c7\u00fcnk\u00fc g\u00f6r\u00fcnt\u00fc modelleri kare ba\u015f\u0131na bellekten devasa miktarda veri ge\u00e7irir. Grafik kartlar\u0131 da bunun i\u00e7in \u00fcretilmi\u015ftir. St\u00fcdyomda bu i\u015fi 24 GB VRAM'e sahip bir NVIDIA RTX 3090 yap\u0131yor ve bu 24 GB alt\u0131n de\u011ferinde. \u0130zin veriyorlar:<\/p>\n<ul>\n<li>Makul parti b\u00fcy\u00fckl\u00fc\u011f\u00fc ile SDXL<\/li>\n<li>ComfyUI i\u015f ak\u0131\u015flar\u0131<\/li>\n<li>Video sentezi<\/li>\n<li>Resim serisi<\/li>\n<li>Malzeme ve stil e\u011fitimi<\/li>\n<li>896\u00d7896 veya hatta 1024\u00d71024 ile LoRA e\u011fitimi<\/li>\n<\/ul>\n<p>G\u00f6r\u00fcnt\u00fc yapay zekas\u0131 i\u00e7in VRAM, en yeni \u00e7ipten daha \u00f6nemlidir. Sa\u011flam bir 3090 bug\u00fcn 2025\u201ein pahal\u0131 orta s\u0131n\u0131f kartlar\u0131ndan daha fazlas\u0131n\u0131 yapabilir. Bu nedenle GPU s\u00fctunu st\u00fcdyodaki \u201ca\u011f\u0131r ekipman \"d\u0131r - i\u015flem y\u00fck\u00fc anlam\u0131na gelen her \u015feyi kesip bi\u00e7en freze makinesi. O olmadan ciddi g\u00f6r\u00fcnt\u00fc \u00fcretimi pek m\u00fcmk\u00fcn de\u011fildir.<\/p>\n<h3>S\u00fctun 3: Ses, ses ve ikincil modeller i\u00e7in ikinci bir sistem<\/h3>\n<p>\u00dc\u00e7\u00fcnc\u00fc s\u00fctun g\u00f6ze \u00e7arpm\u0131yor gibi g\u00f6r\u00fcnebilir, ancak \u00e7ok \u00f6nemlidir: ikincil i\u015fleri \u00fcstlenen daha k\u00fc\u00e7\u00fck, enerji tasarruflu bir sistem. Bunlar \u015funlar\u0131 i\u00e7erir:<\/p>\n<ul>\n<li><strong>TTS<\/strong> (Metinden Sese)<\/li>\n<li><strong>STT<\/strong> (transkripsiyon)<\/li>\n<li><strong>daha k\u00fc\u00e7\u00fck modeller<\/strong> (4B, 7B, 8B, 14B)<\/li>\n<li>statik <strong>Arka plan s\u00fcre\u00e7leri<\/strong><\/li>\n<li>k\u00fc\u00e7\u00fck <strong>Temsilci sistemleri<\/strong><\/li>\n<li><strong>Ara\u00e7lar<\/strong>, ana sistemden ayr\u0131 olarak \u00e7al\u0131\u015ft\u0131rmak istedi\u011finiz<\/li>\n<\/ul>\n<p>32 GB RAM'li k\u00fc\u00e7\u00fck bir Mac mini M4 kullan\u0131yorum. M\u00fckemmel bir \u015fekilde uygun:<\/p>\n<ul>\n<li><strong>F\u0131s\u0131lt\u0131<\/strong>-Transkripsiyon<\/li>\n<li><strong>Ses<\/strong>-modeller<\/li>\n<li>\u0131\u015f\u0131k <strong>Optimizasyon modelleri<\/strong><\/li>\n<li>h\u0131zl\u0131 tepki veren <strong>Asistanlar<\/strong><\/li>\n<li>Deneyler ve <strong>Test \u00e7al\u0131\u015fmalar\u0131<\/strong><\/li>\n<li>paralel <strong>Model konteyner<\/strong><\/li>\n<\/ul>\n<p>Bu, ana sistemi b\u00fcy\u00fck \u00f6l\u00e7\u00fcde rahatlat\u0131r. Sonu\u00e7ta, her k\u00fc\u00e7\u00fck i\u015f i\u00e7in b\u00fcy\u00fck modeller y\u00fcklememek mant\u0131kl\u0131d\u0131r. T\u0131pk\u0131 ge\u00e7mi\u015fte at\u00f6lyedeki her kesim i\u00e7in b\u00fcy\u00fck daire testereyi \u00e7al\u0131\u015ft\u0131rmad\u0131\u011f\u0131n\u0131z, bunun yerine k\u00fc\u00e7\u00fck bir makine kulland\u0131\u011f\u0131n\u0131z gibi. \u00dc\u00e7\u00fcnc\u00fc s\u00fctun, organizasyonu ve istikrar\u0131 sa\u011flar.<br \/>\nB\u00fcy\u00fck modelleri k\u00fc\u00e7\u00fck g\u00f6revlerden ay\u0131r\u0131r - ve bu da t\u00fcm st\u00fcdyoyu dayan\u0131kl\u0131, esnek ve ar\u0131zaya kar\u015f\u0131 g\u00fcvenli hale getirir.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3716\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-3-saeulen.jpg\" alt=\"Bir yapay zeka st\u00fcdyosunun \u00fc\u00e7 temel dire\u011fi\" width=\"1536\" height=\"1024\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-3-saeulen.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-3-saeulen-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-3-saeulen-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-3-saeulen-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-3-saeulen-18x12.jpg 18w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<h2>\u0130\u015f y\u00fcklerinin ak\u0131ll\u0131 da\u011f\u0131t\u0131m\u0131<\/h2>\n<p>Bir yapay zeka st\u00fcdyosu, her makinenin ne i\u00e7in \u00fcretildiyse onu yapmas\u0131 ger\u00e7e\u011finden hareket eder. Bu da mant\u0131kl\u0131 bir d\u00fczenle sonu\u00e7lan\u0131r:<\/p>\n<ul>\n<li><strong>Hesaplama \u00e7ekirde\u011fi<\/strong> \u2192 D\u00fc\u015f\u00fcnme, yazma, terc\u00fcme etme, analiz etme<\/li>\n<li><strong>GPU sistemi<\/strong> \u2192 G\u00f6r\u00fcnt\u00fcler, e\u011fitim modelleri, ComfyUI, video<\/li>\n<li><strong>Alt Sistem<\/strong> \u2192 Ses, ses, k\u00fc\u00e7\u00fck modeller, arac\u0131lar<\/li>\n<\/ul>\n<p>Merkezi kontrol sistemim olarak FileMaker gibi ek yaz\u0131l\u0131mlar eklendi\u011finde ger\u00e7ek bir \u00fcretim hatt\u0131 olu\u015fturulur. Art\u0131k kaos yok, \u201ebakal\u0131m nerede yer var\u201c yok, her g\u00fcn istikrarl\u0131 bir \u015fekilde \u00e7al\u0131\u015fan d\u00fczenli bir sistem var.<\/p>\n<h3>\u00dc\u00e7 s\u00fctun temeldir - serbest stil de\u011fil<\/h3>\n<p>Pek \u00e7ok ki\u015fi bir YZ st\u00fcdyosuna yaln\u0131zca bir \u201eYZ \u015firketi\u201c oldu\u011funuzda ihtiyac\u0131n\u0131z oldu\u011funa inan\u0131r. Ger\u00e7ekte ise bunun tam tersi do\u011frudur: sa\u011flam bir yapay zeka st\u00fcdyosu, bir yapay zeka \u015firketi olman\u0131n temelidir. Bu \u00fc\u00e7 s\u00fctun ile ihtiyac\u0131n\u0131z olan her \u015feye sahip olursunuz:<\/p>\n<ul>\n<li>\u0130\u00e7erik \u00fcretin (metin ve g\u00f6r\u00fcnt\u00fc)<\/li>\n<li>Kendi modellerinizi \u00f6\u011fretin<\/li>\n<li>\u0130\u015f ak\u0131\u015flar\u0131n\u0131 otomatikle\u015ftirin<\/li>\n<li>Buluttan ba\u011f\u0131ms\u0131z olarak \u00e7al\u0131\u015f\u0131n<\/li>\n<li>m\u00fc\u015fteriler i\u00e7in kendi \u00e7\u00f6z\u00fcmlerini geli\u015ftirmek<\/li>\n<li>dijital \u201e\u00e7al\u0131\u015fma tezgahlar\u0131n\u0131\u201c uzun vadede i\u015fletmek<\/li>\n<\/ul>\n<p>Giri\u015fimciler, kreatifler, kendi kendine yay\u0131n yapanlar ve geli\u015ftiriciler i\u00e7in bu art\u0131k uzun vadede \u00f6zg\u00fcrl\u00fck, h\u0131z ve kontrol sa\u011flayan stratejik bir karar.<\/p>\n<h2>K\u00fc\u00e7\u00fck bir yapay zeka st\u00fcdyosu i\u00e7in makul giri\u015f seviyesi donan\u0131m<\/h2>\n<p>Bug\u00fcn reklamlar\u0131 izlerseniz, yapay zeka ile yerel olarak \u00e7al\u0131\u015fabilmek i\u00e7in en yeni donan\u0131m\u0131 sat\u0131n almaya devam etmeniz gerekti\u011fini d\u00fc\u015f\u00fcnebilirsiniz. Ancak durum genellikle bunun tam tersidir: belirleyici olan en yeni modeller de\u011fil, RAM, VRAM ve kararl\u0131l\u0131\u011f\u0131n do\u011fru kombinasyonudur. Bir\u00e7ok eski cihaz - \u00f6zellikle GPU sekt\u00f6r\u00fcnde - art\u0131k ger\u00e7ek birer fiyat-performans canavar\u0131. Ve kutunun d\u0131\u015f\u0131nda d\u00fc\u015f\u00fcnmeye haz\u0131rsan\u0131z, kendinizi finansal olarak fazla zorlamadan k\u00fc\u00e7\u00fck bir \u015firketin hakk\u0131n\u0131 veren bir yapay zeka st\u00fcdyosu kurabilirsiniz. \u015eu anda benim yapt\u0131\u011f\u0131m da tam olarak bu ve \u015fa\u015f\u0131rt\u0131c\u0131 derecede iyi \u00e7al\u0131\u015f\u0131yor. Bu b\u00f6l\u00fcm size \u00fc\u00e7 donan\u0131m s\u0131n\u0131f\u0131n\u0131 g\u00f6steriyor: Ba\u015flang\u0131\u00e7, Standart ve Profesyonel. Ve tabii ki baz\u0131 eski sistemlerin bug\u00fcn neden d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcn\u00fczden daha de\u011ferli oldu\u011funu da a\u00e7\u0131kl\u0131yorum.<\/p>\n<h3>1. giri\u015f seviyesi s\u0131n\u0131f\u0131 (1500-2500 \u20ac)<\/h3>\n<p>B\u00fcy\u00fck yat\u0131r\u0131mlar yapmadan yerel olarak ba\u015flamak isteyenler i\u00e7in. Bu ders tamamen ilk sa\u011flam ad\u0131mlar\u0131n\u0131z\u0131 atmakla ilgilidir:<\/p>\n<ul>\n<li><strong>Mac mini M2 veya M4<\/strong> 16-32 GB RAM ile<\/li>\n<li>ya da <strong>RTX 3060\/3070 ile PC<\/strong> (12-16 GB VRAM)<\/li>\n<li>art\u0131 iste\u011fe ba\u011fl\u0131 olarak k\u00fc\u00e7\u00fck bir <strong>NAS<\/strong> veya harici <strong>SSD<\/strong><\/li>\n<\/ul>\n<p>Bu iyi bir yoldur:<\/p>\n<ul>\n<li>7B ila 14B modellerinin \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131<\/li>\n<li>Yerel \u00e7evirileri ger\u00e7ekle\u015ftirin<\/li>\n<li>Ko\u015f F\u0131s\u0131lt\u0131<\/li>\n<li>SD 1.5\/2.1 gibi daha k\u00fc\u00e7\u00fck g\u00f6r\u00fcnt\u00fc modelleri kullan\u0131n<\/li>\n<li>ComfyUI'yi indirgenmi\u015f haliyle deneyin<\/li>\n<li>Kendi arac\u0131lar\u0131n\u0131z\u0131 veya i\u015f ak\u0131\u015flar\u0131n\u0131z\u0131 test edin<\/li>\n<\/ul>\n<p>Bir\u00e7ok yarat\u0131c\u0131 veya serbest meslek sahibi i\u00e7in bu, \u00fcretken olmak i\u00e7in fazlas\u0131yla yeterli. \u00d6nemli olan, i\u015fe ba\u015flamay\u0131 fazla karma\u015f\u0131kla\u015ft\u0131rmamakt\u0131r. En b\u00fcy\u00fck tehlike \u00e7ok az g\u00fcce sahip olmak de\u011fil, \u00e7ok fazla teknik ayr\u0131nt\u0131ya bo\u011fulmakt\u0131r. \u00d6rne\u011fin bir Mac mini M4 ile inan\u0131lmaz miktarda i\u015f yapabilirsiniz: \u00c7eviriler, ara\u015ft\u0131rma, yap\u0131, hatta daha k\u00fc\u00e7\u00fck yaz\u0131 modelleri - ve minimum g\u00fc\u00e7 t\u00fcketimiyle.<\/p>\n<h3>2. standart s\u0131n\u0131f (2500-4000 \u20ac)<\/h3>\n<p>Metinler ve g\u00f6r\u00fcnt\u00fclerle ciddi \u00e7al\u0131\u015fmalar i\u00e7in en uygun nokta. \u0130\u015fte benim \u201cger\u00e7ek yapay zeka st\u00fcdyosu\u201c dedi\u011fim yer buras\u0131: hem b\u00fcy\u00fck metin modellerini hem de kat\u0131 g\u00f6r\u00fcnt\u00fc modellerini i\u015fleyebilen bir kurulum. Tipik bir kombinasyon:<\/p>\n<ul>\n<li><strong>Mac St\u00fcdyo<\/strong> 64 GB RAM ile M1 Ultra veya M2 Max<\/li>\n<li><strong>PC\/GPU i\u015f istasyonu<\/strong> RTX 3080, 3090 veya 3090 Ti ile<\/li>\n<li>iste\u011fe ba\u011fl\u0131 olarak k\u00fc\u00e7\u00fck bir <strong>Ek bilgisayar<\/strong> ses veya ses i\u00e7in<\/li>\n<\/ul>\n<p>Bu s\u0131n\u0131f ile \u015funlar\u0131 yapabilirsiniz:<\/p>\n<ul>\n<li>20-40B modellerini g\u00fcvenilir \u015fekilde s\u00fcr\u00fcn<\/li>\n<li>\u0130yi kalitede Stable Diffusion XL kullan\u0131n<\/li>\n<li>Orta veri seti aral\u0131\u011f\u0131nda LoRA e\u011fitimi ger\u00e7ekle\u015ftirin<\/li>\n<li>Paralel i\u015f y\u00fcklerini birden fazla cihaza da\u011f\u0131t\u0131n<\/li>\n<li>Otomasyonlar\u0131n ayarlanmas\u0131 (\u00f6rn. FileMaker arac\u0131l\u0131\u011f\u0131yla)<\/li>\n<\/ul>\n<p>Bu da ilgin\u00e7 bir ger\u00e7e\u011fi ortaya \u00e7\u0131kar\u0131yor: RTX 3090 gibi eski GPU'lar hala bir\u00e7ok yeni orta s\u0131n\u0131f kart\u0131 parampar\u00e7a ediyor. Neden mi? Yeni kartlar genellikle k\u0131s\u0131rla\u015ft\u0131r\u0131lm\u0131\u015fken, daha fazla VRAM'e (24 GB) sahipler. Geni\u015f yay\u0131l\u0131m modelleri i\u00e7in ideal olan geni\u015f bir bellek aray\u00fcz\u00fcne sahipler. Olgun ve kararl\u0131 CUDA s\u00fcr\u00fcc\u00fclerine sahipler. Genellikle inan\u0131lmaz fiyatlara kullan\u0131lm\u0131\u015f olarak sat\u0131l\u0131rlar. Kullan\u0131lm\u0131\u015f bir 3090, 700-900 \u20ac'ya mevcut bir 4070 veya 4070 Ti'den 1100 \u20ac'ya daha fazlas\u0131n\u0131 yapabilir - \u00e7\u00fcnk\u00fc VRAM ve bellek ba\u011flant\u0131s\u0131, ham performans\u0131n y\u00fczde birka\u00e7\u0131ndan daha \u00f6nemlidir.<\/p>\n<h3>3. profesyonel s\u0131n\u0131f (4000-8000 \u20ac)<\/h3>\n<p>\u00dcretim konusunda ciddi olan ve tam ba\u011f\u0131ms\u0131zl\u0131k i\u00e7in \u00e7abalayan herkes i\u00e7in. Ger\u00e7ek \u00fcretim g\u00fcc\u00fc bu s\u0131n\u0131fta mevcuttur. Tipik kurulum:<\/p>\n<ul>\n<li><strong>Mac St\u00fcdyo<\/strong> 128 GB RAM veya daha fazlas\u0131na sahip M1 \/ M2 \/ M3 Ultra<\/li>\n<li><strong>PC-GPU sistemi<\/strong> RTX 3090 veya 4090 ile<\/li>\n<li>a <strong>ikinci bilgisayar<\/strong> ses\/ajanlar i\u00e7in<\/li>\n<li>Otomasyon merkezi olarak iste\u011fe ba\u011fl\u0131 FileMaker sunucu<\/li>\n<\/ul>\n<p>Bu size \u015funlar\u0131 sa\u011flar:<\/p>\n<ul>\n<li>70B modellerini ak\u0131c\u0131 bir \u015fekilde kullan\u0131n<\/li>\n<li>GPT-OSS 120B gibi MoE modellerinin kararl\u0131 \u00e7al\u0131\u015fmas\u0131<\/li>\n<li>Paralel yapay zeka ajanlar\u0131n\u0131 koordine edin<\/li>\n<li>SDXL, video AI, ComfyUI tam kapasiteyle \u00e7al\u0131\u015f\u0131yor<\/li>\n<li>LoRA e\u011fitimlerini 896\u00d7896 veya 1024\u00d71024 ile \u00e7al\u0131\u015ft\u0131r\u0131n<\/li>\n<li>E\u011fitim i\u00e7in kendi veritabanlar\u0131n\u0131z\u0131 haz\u0131rlay\u0131n<\/li>\n<li>Tam boru hatlar\u0131n\u0131 haritalay\u0131n (istemler \u2192 resimler \u2192 PDF'ler \u2192 kitaplar)<\/li>\n<\/ul>\n<p>Ve en heyecan verici \u015feyi de burada g\u00f6rebilirsiniz: 2025'teki en iyi yapay zeka donan\u0131m\u0131 genellikle 2020-2022'deki birinci s\u0131n\u0131f donan\u0131mlar taraf\u0131ndan kullan\u0131l\u0131yor. O zamanlar \u00fcst d\u00fczey i\u015f y\u00fckleri i\u00e7in geli\u015ftirilmi\u015fti. Bug\u00fcnk\u00fc fiyat\u0131n \u00e7ok alt\u0131nda. Teknoloji olgunla\u015fm\u0131\u015f durumda. Beta s\u00fcr\u00fcc\u00fc sorunu yok. Tam olarak YZ'nin ihtiya\u00e7 duydu\u011fu \u00f6zelliklere sahip: \u00e7ok say\u0131da VRAM, geni\u015f bellek veri yollar\u0131, kararl\u0131 tens\u00f6r \u00e7ekirdekleri.<\/p>\n<h3>Neden \u00e7ok az GPU g\u00fcc\u00fc ile de\u011fil de \u00e7ok az VRAM ile ba\u015far\u0131s\u0131z oluyorsunuz?<\/h3>\n<p>Bu, bir\u00e7ok ki\u015finin hafife ald\u0131\u011f\u0131 bir noktad\u0131r: VRAM, g\u00f6r\u00fcnt\u00fc yapay zekas\u0131 i\u00e7in belirleyici fakt\u00f6rd\u00fcr, saf performans de\u011fil. \u00d6rnekler:<\/p>\n<ul>\n<li>Bir <strong>RTX 4060<\/strong> (8 GB VRAM) SDXL i\u00e7in pratik olarak kullan\u0131lamaz.<\/li>\n<li>Bir <strong>RTX 4070<\/strong> Ti (12 GB VRAM) e\u011fitim i\u00e7in sadece g\u00fcvenilmez bir \u015fekilde yeterlidir.<\/li>\n<li>Bir <strong>RTX 3090<\/strong> (24 GB VRAM) ise y\u0131llarca sorunsuz \u00e7al\u0131\u015f\u0131r.<\/li>\n<\/ul>\n<p>K\u0131sacas\u0131: b\u00fcy\u00fck modellerin belle\u011fe ihtiyac\u0131 vard\u0131r - pazarlamaya de\u011fil. Ve bellek, eski \u00fcst d\u00fczey kartlar\u0131n sahip oldu\u011fu ve yeni orta s\u0131n\u0131f kartlar\u0131n sahip olmad\u0131\u011f\u0131 \u015feydir.<\/p>\n<h3>Bir yapay zeka st\u00fcdyosu mod\u00fcler olarak nas\u0131l geni\u015fletilir?<\/h3>\n<p>\u00dc\u00e7 s\u00fctunlu bir st\u00fcdyonun en b\u00fcy\u00fck avantaj\u0131 mod\u00fcler olmas\u0131d\u0131r:<\/p>\n<ul>\n<li>GPU i\u015f istasyonu ba\u011f\u0131ms\u0131z olarak y\u00fckseltilebilir.<\/li>\n<li>Mac Studio'yu y\u0131llarca saklayabilirsiniz.<\/li>\n<li>Sistemi bozmadan ba\u011f\u0131ml\u0131 bilgisayar\u0131 de\u011fi\u015ftirebilirsiniz.<\/li>\n<li>Sabit s\u00fcr\u00fcc\u00fcleri veya SSD'leri ayr\u0131 ayr\u0131 geni\u015fletebilirsiniz.<\/li>\n<li>Orkestrasyon olarak FileMaker, Python veya Bash kullanabilirsiniz.<\/li>\n<\/ul>\n<p>Bir at\u00f6lye gibi: Her \u015feyi ayn\u0131 anda yeniden in\u015fa etmezsiniz, sadece o anda ihtiya\u00e7 duyulan \u015feyleri yapars\u0131n\u0131z.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_ii8Npn8H2BQ\"><div id=\"lyte_ii8Npn8H2BQ\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2Fii8Npn8H2BQ%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\/ii8Npn8H2BQ\" 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%2Fii8Npn8H2BQ%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 \/>\nYerel yapay zeka art\u0131k GER\u00c7EKTEN kullan\u0131labilir (ve bu donan\u0131m \u00fczerinde \u00e7al\u0131\u015f\u0131yor) | <a href=\"https:\/\/www.youtube.com\/@ct3003\" target=\"_blank\" rel=\"noopener\">c't 3003<\/a><\/p>\n<h2>2025 i\u00e7in \u00d6neriler - Bu donan\u0131m ger\u00e7ekten de\u011ferli<\/h2>\n<p>Reklamlar ve teknik \u00f6zellikler orman\u0131nda izi kaybetmek kolayd\u0131r. Ancak evde veya k\u00fc\u00e7\u00fck st\u00fcdyoda yapay zeka kullan\u0131m\u0131 i\u00e7in, 2025 y\u0131l\u0131nda \u00f6zellikle yararl\u0131 olacak donan\u0131m s\u0131n\u0131flar\u0131 var - \u00e7\u00fcnk\u00fc iyi bir fiyat-performans oran\u0131 sunuyorlar, sa\u011flamlar ve mevcut modeller i\u00e7in yeterli. Bug\u00fcn \u00f6nemli olan:<\/p>\n<ul>\n<li><strong>Yeterli VRAM (GPU g\u00f6revleri i\u00e7in)<\/strong>: G\u00f6r\u00fcnt\u00fc yapay zekas\u0131, e\u011fitim \u00e7al\u0131\u015fmalar\u0131, kararl\u0131 dif\u00fczyon vb. i\u00e7in bir grafik kart\u0131 en az 16 GB, tercihen 24 GB VRAM'e sahip olmal\u0131d\u0131r. Bu e\u015fi\u011fin \u00fczerinde, g\u00f6r\u00fcnt\u00fc yapay zekas\u0131 rahat ve kararl\u0131 hale gelir.<\/li>\n<li><strong>\u0130yi \u00e7al\u0131\u015fma belle\u011fi ve RAM kapasitesi<\/strong> (LLM'ler i\u00e7in): B\u00fcy\u00fck LLM'ler, sunucu hizmetleri ve paralel i\u015flemlerle \u00e7oklu g\u00f6revler i\u00e7in m\u00fcmk\u00fcn oldu\u011funca fazla RAM'e sahip olmak mant\u0131kl\u0131d\u0131r - ideal olarak Apple-Silicon i\u00e7in 64-128 GB.<\/li>\n<li><strong>En yeni pazarlama \u00fcr\u00fcnleri yerine istikrarl\u0131, kan\u0131tlanm\u0131\u015f donan\u0131m<\/strong>\u00d6zellikle eski \u00fcst d\u00fczey kartlar genellikle makul bir fiyata m\u00fckemmel \u00f6zelliklere (VRAM, bellek veri yolu, s\u00fcr\u00fcc\u00fc olgunlu\u011fu) sahiptir.<\/li>\n<li><strong>Monoblok yerine mod\u00fclerlik ve kar\u0131\u015ft\u0131rma<\/strong>LLM bilgisayar\u0131, GPU i\u015f istasyonu ve ikincil\/arac\u0131 sistem kombinasyonu, tek bir \u201ehepsi bir arada\u201c makineden daha esnek ve dayan\u0131kl\u0131d\u0131r.<\/li>\n<\/ul>\n<div style=\"overflow-x: auto;\">\n<table style=\"border-collapse: collapse; width: 100%;\">\n<tbody>\n<tr style=\"background-color: #f2f2f2;\">\n<th style=\"border: 1px solid #ccc; padding: 8px; text-align: left;\">S\u0131n\u0131f<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px; text-align: left;\">Tipik bile\u015fenler<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px; text-align: left;\">Kimler i\u00e7in uygundur<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px; text-align: left;\">G\u00fc\u00e7l\u00fc Y\u00f6nler \/ Uzla\u015fmalar<\/th>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Giri\u015f seviyesi (yakla\u015f\u0131k 1.500-2.500 \u20ac)<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Mac mini (16-32 GB RAM) veya GPU'lu PC (\u00f6rn. \u2265 12-16 GB VRAM ile RTX 3060 \/ 3060 Ti \/ 4060 Ti)<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Hobi, ilk deneyler, k\u00fc\u00e7\u00fck modeller, y\u00f6netilebilir g\u00f6r\u00fcnt\u00fc yapay zekas\u0131<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Uygun giri\u015f seviyesi, daha k\u00fc\u00e7\u00fck LLM'ler, hafif kararl\u0131 dif\u00fczyon i\u015f ak\u0131\u015flar\u0131 ve ses\/metin yapay zekas\u0131 i\u00e7in yeterli. B\u00fcy\u00fck modeller, karma\u015f\u0131k ComfyUI i\u015flem hatlar\u0131 ve LoRA e\u011fitimi ile ilgili s\u0131n\u0131rlamalar.<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Standart (yakla\u015f\u0131k 2.500-4.000 \u20ac)<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Orta s\u0131n\u0131f GPU i\u015f istasyonu (\u00f6rn. RTX 3080 veya RTX 3090 ile), 64 GB RAM'li bilgisayar<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Yarat\u0131c\u0131lar, kendi kendine yay\u0131n yapanlar, h\u0131rsl\u0131 yapay zeka kullan\u0131c\u0131lar\u0131, k\u00fc\u00e7\u00fck ekipler<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Metin ve g\u00f6r\u00fcnt\u00fcler i\u00e7in sa\u011flam performans, iyi fiyat-performans oran\u0131. SDXL ve ilk LoRA e\u011fitimi dahil olmak \u00fczere \u00e7ok y\u00f6nl\u00fc AI kullan\u0131m\u0131 i\u00e7in yeterli VRAM ve RAM. A\u015f\u0131r\u0131 projelerde veya \u00e7ok say\u0131da paralel i\u015f ak\u0131\u015f\u0131nda sistem bir noktada s\u0131n\u0131rlar\u0131na ula\u015f\u0131yor.<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Profesyonel \/ St\u00fcdyo (yakla\u015f\u0131k 4,000-8,000 \u20ac)<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Y\u00fcksek RAM'li sistem (\u00f6rn. 128 GB RAM'li Mac Studio veya g\u00fc\u00e7l\u00fc Linux i\u015f istasyonu) + \u2265 24 GB VRAM'li GPU (\u00f6rn. RTX 3090, 4090) + ayr\u0131 ikincil\/ajan sistem<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Serbest \u00e7al\u0131\u015fanlar, yay\u0131nc\u0131lar, medya prod\u00fcksiyonlar\u0131, birden fazla projesi olan geli\u015ftiriciler, k\u00fc\u00e7\u00fck yapay zeka st\u00fcdyolar\u0131<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Maksimum esneklik, b\u00fcy\u00fck modeller (70B, MoE), paralel olarak g\u00f6r\u00fcnt\u00fc ve metin yapay zekas\u0131, otomasyon ve uzun s\u00fcreli i\u015f ak\u0131\u015flar\u0131. Gelece\u011fe d\u00f6n\u00fck, ancak daha y\u00fcksek ilk yat\u0131r\u0131m ve kurulum s\u0131ras\u0131nda biraz daha fazla planlama \u00e7abas\u0131.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>Kullan\u0131lm\u0131\u015f ve eski \u00fcst d\u00fczey GPU'lar neden g\u00fcn\u00fcm\u00fczde yeni orta s\u0131n\u0131f kartlardan daha iyidir?<\/h3>\n<p>Bir\u00e7ok yeni kart s\u0131n\u0131rl\u0131 VRAM ile sunulmaktad\u0131r - ancak bu AI i\u00e7in \u00e7ok \u00f6nemlidir. RTX 3090 gibi eski \u00fcst d\u00fczey modeller genellikle 24 GB VRAM sunar ve bu da g\u00fcn\u00fcm\u00fczde SDXL, LoRA e\u011fitimi veya video yapay zekas\u0131 i\u00e7in \u00e7ok de\u011ferlidir. Donan\u0131m ba\u015flang\u0131\u00e7ta y\u00fcksek kaliteli bile\u015fenler, bellek veri yolu, so\u011futma ve iyi s\u00fcr\u00fcc\u00fc deste\u011fi ile performans ve kararl\u0131l\u0131k i\u00e7in tasarlanm\u0131\u015ft\u0131r.<\/p>\n<p>Bu \u015fu anlama gelir: dayan\u0131kl\u0131l\u0131k ve sa\u011flam performans genellikle mevcuttur. Kullan\u0131lm\u0131\u015f kartlar genellikle \u00f6nemli \u00f6l\u00e7\u00fcde daha ucuzdur ve bu nedenle \u00e7ok uygun fiyatl\u0131d\u0131r - s\u0131n\u0131rl\u0131 b\u00fct\u00e7eye sahip serbest \u00e7al\u0131\u015fanlar veya k\u00fc\u00e7\u00fck st\u00fcdyolar i\u00e7in idealdir.<\/p>\n<h3>2025 i\u00e7in \u015fu anki tavsiyem (ve neden)<\/h3>\n<p>Bug\u00fcn bir st\u00fcdyo in\u015fa ediyor olsayd\u0131m ve maksimum s\u00fcper bilgisayar g\u00fcc\u00fcn\u00fc hedeflemeseydim, karar verirdim:<\/p>\n<ul>\n<li><strong>G\u00f6r\u00fcnt\u00fc yapay zekas\u0131 i\u00e7in<\/strong>En az bir adet 24 GB VRAM'li GPU - \u00f6rne\u011fin RTX 3090 veya 4090.<\/li>\n<li><strong>Metin\/LLM i\u00e7in<\/strong>G\u00fc\u00e7l\u00fc bir Apple-Silicon sisteminde 128 GB RAM.<\/li>\n<li><strong>Yar\u0131 zamanl\u0131 i\u015fler i\u00e7in<\/strong> (ses, ses, k\u00fc\u00e7\u00fck modeller, otomasyon): k\u00fc\u00e7\u00fck, ayr\u0131 bir bilgisayar (\u00f6rne\u011fin mini PC veya ucuz sunucu).<\/li>\n<li><strong>Koordinasyon i\u00e7in<\/strong>: bir yaz\u0131l\u0131m katman\u0131 - benim i\u00e7in bu FileMaker, di\u011ferleri i\u00e7in basit bir kabuk veya Python boru hatt\u0131 olabilir.<\/li>\n<\/ul>\n<p>Bu kurulum a\u015f\u0131r\u0131 de\u011fildir, pahal\u0131 bulut lisanslar\u0131na ba\u011f\u0131ml\u0131 de\u011fildir ve 2025 y\u0131l\u0131nda yarat\u0131c\u0131, yay\u0131nc\u0131l\u0131k veya geli\u015ftirme sekt\u00f6r\u00fcnde yapay zeka ile yap\u0131labilecek neredeyse her \u015fey i\u00e7in yeterlidir.<\/p>\n<h3>ERP ak\u0131ll\u0131: FileMaker Server ile yerel dil modellerini \u00e7al\u0131\u015ft\u0131r\u0131n<\/h3>\n<p><a href=\"https:\/\/www.markus-schall.de\/tr\/erp-yazilimi\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright size-medium wp-image-3182\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ERP-Software-300x200.jpg\" alt=\"ERP yaz\u0131l\u0131m\u0131\" width=\"300\" height=\"200\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ERP-Software-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ERP-Software-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ERP-Software-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ERP-Software-18x12.jpg 18w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ERP-Software.jpg 1536w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>Do\u011fru yapay zeka donan\u0131m\u0131 sorusu hakl\u0131d\u0131r - ancak tek ba\u015f\u0131na ele al\u0131nd\u0131\u011f\u0131nda yetersiz kalmaktad\u0131r. Mac Studio veya RTX tabanl\u0131 bir i\u015f istasyonu gibi g\u00fc\u00e7l\u00fc sistemler ancak iyi d\u00fc\u015f\u00fcn\u00fclm\u00fc\u015f bir yaz\u0131l\u0131m yap\u0131s\u0131na entegre edildiklerinde kendilerini g\u00f6sterirler. Claris FileMaker Server ile ilgili yeni geli\u015fmeler sayesinde bu ad\u0131m daha somut hale gelecek: ilk kez yerel dil modelleri do\u011frudan sunucu \u00fczerinde \u00e7al\u0131\u015ft\u0131r\u0131labilecek ve mevcut uygulamalara entegre edilebilecek. Bu da \u015fu anlama geliyor: do\u011frudan <a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/10\/lora-egi%cc%87ti%cc%87mi%cc%87-fi%cc%87lemaker-2025-bueyuek-di%cc%87l-modelleri%cc%87ni%cc%87n-i%cc%87nce-ayarlarini-nasil-kolaylastiriyor\/\"><strong>FileMaker kapsam\u0131nda LoRA e\u011fitimi<\/strong><\/a> m\u00fcmk\u00fcn. Ancak bu ayn\u0131 zamanda RAM, GPU ve genel sistem gereksinimlerinin \u00f6nemli \u00f6l\u00e7\u00fcde artt\u0131\u011f\u0131 anlam\u0131na gelir - kar\u015f\u0131l\u0131k gelen rezervler olmadan basit sunucu \u00e7al\u0131\u015fmas\u0131 art\u0131k uzun vadede yeterli olmayacakt\u0131r. Yerel bir sunucu ile birlikte <a href=\"https:\/\/www.markus-schall.de\/tr\/erp-yazilimi\/\"><strong>FileMaker tabanl\u0131 ERP \u00e7\u00f6z\u00fcm\u00fc<\/strong><\/a> gFM Business gibi, bu, yapay zekan\u0131n izole bir \u015fekilde \u00e7al\u0131\u015fmad\u0131\u011f\u0131, ancak \u015firket s\u00fcre\u00e7lerine do\u011frudan eri\u015fti\u011fi g\u00fc\u00e7l\u00fc bir genel sistemle sonu\u00e7lan\u0131r. Bu, saf bilgi i\u015flem g\u00fcc\u00fcn\u00fc ger\u00e7ek bir \u00fcretken fakt\u00f6re d\u00f6n\u00fc\u015ft\u00fcr\u00fcr - yap\u0131land\u0131r\u0131lm\u0131\u015f, kontrol edilebilir ve do\u011frudan kendi sisteminize ba\u011flanm\u0131\u015f.<\/p>\n<h2>Yapay zeka i\u00e7in donan\u0131m\u0131n yeni olmas\u0131 gerekmez, ancak uygun olmas\u0131 gerekir<\/h2>\n<p>Bug\u00fcn, \u201eyapay zeka \u201cn\u0131n yaln\u0131zca b\u00fcy\u00fck \u015firketler veya bulut laboratuvarlar\u0131 i\u00e7in bir \u015fey oldu\u011fu d\u00f6nem sona eriyor. 2025 y\u0131l\u0131na kadar, y\u00f6netilebilir bir b\u00fct\u00e7eye ve biraz teknik bilgiye sahip olan hemen herkes kendi k\u00fc\u00e7\u00fck YZ st\u00fcdyosunu kurabilir. Bu sizi pahal\u0131 ayl\u0131k aboneliklerden, \u00fc\u00e7\u00fcnc\u00fc taraf veri koruma ko\u015fullar\u0131ndan, kuyruklardan, sunucu darbo\u011fazlar\u0131ndan ve bulut hizmetlerinin ne kadar s\u00fcre var olmaya devam edece\u011finin belirsizli\u011finden ba\u011f\u0131ms\u0131z hale getirir. Bunun yerine, \u015funlar\u0131 elde edersiniz:<\/p>\n<ul>\n<li><strong>Tam kontrol<\/strong> verileriniz ve i\u015f ak\u0131\u015flar\u0131n\u0131z hakk\u0131nda,<\/li>\n<li>istikrarl\u0131, h\u0131zl\u0131 ve <strong>\u00d6l\u00e7eklenebilir performans<\/strong>,<\/li>\n<li>bir <strong>S\u00fcrd\u00fcr\u00fclebilir yat\u0131r\u0131m<\/strong>, y\u0131llarca s\u00fcrecek,<\/li>\n<li>ve <strong>\u00d6zg\u00fcrl\u00fck<\/strong>, D\u0131\u015f s\u0131n\u0131rlamalar olmaks\u0131z\u0131n istedi\u011finiz zaman ve istedi\u011finiz \u015fekilde yarat\u0131c\u0131 olmak.<\/li>\n<\/ul>\n<p>Dolay\u0131s\u0131yla, kitaplar\u0131n\u0131z, metinleriniz, resimleriniz veya projeleriniz i\u00e7in yapay zeka kullanmay\u0131 d\u00fc\u015f\u00fcn\u00fcyorsan\u0131z, kendi st\u00fcdyonuzu kurmak her zamankinden daha faydal\u0131 olacakt\u0131r. Donan\u0131m m\u00fchendisi olman\u0131za gerek yok. B\u00fcy\u00fck bir b\u00fct\u00e7eye ihtiyac\u0131n\u0131z yok. En yeni donan\u0131ma ihtiyac\u0131n\u0131z yok.<\/p>\n<p>Her \u015feyden \u00f6nce, \u00fczerinde \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131z hedef hakk\u0131nda net bir fikre ve kendi s\u00fcre\u00e7leriniz \u00fczerinde kontrol\u00fc elinizde tutma iste\u011fine ihtiyac\u0131n\u0131z var.<\/p>\n<p>Mac installier \u00fczerinde Ollama ile yerel bir LLM'yi nas\u0131l kuraca\u011f\u0131n\u0131z\u0131 g\u00f6sterece\u011fim <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>bu makale<\/strong><\/a>.<\/p>\n<p>Burada a\u015fa\u011f\u0131dakilerin bir kar\u015f\u0131la\u015ft\u0131rmas\u0131n\u0131 bulacaks\u0131n\u0131z <a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/11\/apple-mlx-vs-nvidia-macte-yerel-ki-cikarimi-nasil-calisir\/\"><strong>NVIDIA'ya kar\u015f\u0131 Silicon \u00fczerinde Apple MLX<\/strong><\/a>.<\/p>\n<p>Nas\u0131l \u00e7al\u0131\u015f\u0131l\u0131r <a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/08\/ollama-qdrant-i%cc%87le-bulusuyor-macte-ki%cc%87ni%cc%87z-i%cc%87ci%cc%87n-yerel-bi%cc%87r-bellek\/\"><strong>Qdrant yerel bir bellek<\/strong><\/a> yerel yapay zekan\u0131z i\u00e7in buradan ula\u015fabilirsiniz.<\/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-661 { --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-661 { --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-661\" 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=\"ollama trifft qdrant: ein lokales ged\u00e4chtnis f\u00fcr deine ki auf dem mac\" data-id=\"2502\"  data-category=\"apple macos filemaker &amp; erp ki-systeme tipps &amp; anleitungen\" data-post_tag=\"docker filemaker k\u00fcnstliche intelligenz llama llm mistral neo4j ollama qdrant sprachmodell vektordatenbank\">\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\/ollama-qdrant-i%cc%87le-bulusuyor-macte-ki%cc%87ni%cc%87z-i%cc%87ci%cc%87n-yerel-bi%cc%87r-bellek\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Ollama Qdrant ile bulu\u015fuyor: Mac'te yapay zekan\u0131z i\u00e7in yerel bir bellek<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1440\" height=\"980\" class=\"attachment-full size-full\" alt=\"Ollama ve Qdrant ile yerel yapay zeka i\u00e7in bellek\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ollama-qdrant-gedaechtnis.jpg\" data-dpt-sizes=\"(max-width: 1440px) 100vw, 1440px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ollama-qdrant-gedaechtnis.jpg 1440w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ollama-qdrant-gedaechtnis-300x204.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ollama-qdrant-gedaechtnis-1024x697.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ollama-qdrant-gedaechtnis-768x523.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ollama-qdrant-gedaechtnis-441x300.jpg 441w\" \/><\/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\/ollama-qdrant-i%cc%87le-bulusuyor-macte-ki%cc%87ni%cc%87z-i%cc%87ci%cc%87n-yerel-bi%cc%87r-bellek\/\" rel=\"bookmark\">Ollama Qdrant ile bulu\u015fuyor: Mac'te yapay zekan\u0131z i\u00e7in yerel bir bellek<\/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=\"lokale ki auf dem mac: so installieren sie ein sprachmodell mit ollama\" data-id=\"2442\"  data-category=\"ki-systeme tipps &amp; anleitungen\" data-post_tag=\"datenschutz k\u00fcnstliche intelligenz llama llm mac mistral ollama 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\/08\/local-ki-on-the-mac-like-this-1tp12ollama-ile-bir-dil-modeli-olusturmak-icin\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Mac'te Yerel Yapay Zeka: Ollama ile bir dil modeli nas\u0131l installiere edilir<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Mac&#039;te Ollama ile yerel AI installieren\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Lokale-KI-auf-Apple-Mac.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Lokale-KI-auf-Apple-Mac.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Lokale-KI-auf-Apple-Mac-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Lokale-KI-auf-Apple-Mac-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Lokale-KI-auf-Apple-Mac-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Lokale-KI-auf-Apple-Mac-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\/local-ki-on-the-mac-like-this-1tp12ollama-ile-bir-dil-modeli-olusturmak-icin\/\" rel=\"bookmark\">Mac'te Yerel Yapay Zeka: Ollama ile bir dil modeli nas\u0131l installiere edilir<\/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=\"rag mit ollama und qdrant als universelle suchmaschine f\u00fcr eigene daten\" data-id=\"2764\"  data-category=\"filemaker &amp; erp ki-systeme\" data-post_tag=\"datenbanken docker k\u00fcnstliche intelligenz llama llm mistral ollama qdrant vektordatenbank\">\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\/kendi-verileri-icin-evrensel-arama-motoru-olarak-ollama-ve-qdrant-ile-rag\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Kendi verileri i\u00e7in evrensel bir arama motoru olarak Ollama ve Qdrant ile RAG<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1920\" height=\"640\" class=\"attachment-full size-full\" alt=\"RAG, Ollama ve Qdrant kullanarak yerel yapay zekay\u0131 veritabanlar\u0131yla geni\u015fletin\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant.jpg\" data-dpt-sizes=\"(max-width: 1920px) 100vw, 1920px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant.jpg 1920w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-300x100.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-1024x341.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-768x256.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-1536x512.jpg 1536w\" \/><\/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\/kendi-verileri-icin-evrensel-arama-motoru-olarak-ollama-ve-qdrant-ile-rag\/\" rel=\"bookmark\">Kendi verileri i\u00e7in evrensel bir arama motoru olarak Ollama ve Qdrant ile RAG<\/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=\"mit klarheit durch die krise: wie ki neue perspektiven er\u00f6ffnet\" data-id=\"2436\"  data-category=\"b\u00fccher\" data-post_tag=\"buch krisen k\u00fcnstliche intelligenz lernen pers\u00f6nlichkeitsentwicklung 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\/kinin-nasil-yeni-perspektifler-actigini-kriz-boyunca-netlikle\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Krizden netlikle \u00e7\u0131kmak: Yapay zeka nas\u0131l yeni perspektifler a\u00e7ar?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"838\" height=\"1200\" class=\"attachment-full size-full\" alt=\"&#039;D\u00f6n\u00fcm noktas\u0131 olarak krizler - \u00f6\u011frenin, b\u00fcy\u00fcy\u00fcn, \u015fekillendirin&#039; kitab\u0131\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krisen-Cover-Front-DEjpg.jpg\" data-dpt-sizes=\"(max-width: 838px) 100vw, 838px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krisen-Cover-Front-DEjpg.jpg 838w, 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-715x1024.jpg 715w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krisen-Cover-Front-DEjpg-768x1100.jpg 768w\" \/><\/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\/kinin-nasil-yeni-perspektifler-actigini-kriz-boyunca-netlikle\/\" rel=\"bookmark\">Krizden netlikle \u00e7\u0131kmak: Yapay zeka nas\u0131l yeni perspektifler a\u00e7ar?<\/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>S\u0131k\u00e7a sorulan sorular<\/h2>\n<ol>\n<li><strong>Bu kadar \u00e7ok bulut sa\u011flay\u0131c\u0131s\u0131 varken neden kendi yapay zeka st\u00fcdyonuza sahip olmaya de\u011fer?<\/strong><br \/>\nKendi yapay zeka st\u00fcdyonuza sahip olmak sizi daha ba\u011f\u0131ms\u0131z, daha istikrarl\u0131 ve uzun vadede daha ucuz hale getirir. Bulut hizmetleri kullan\u0131\u015fl\u0131d\u0131r, ancak her ay paraya mal olurlar, ba\u011f\u0131ml\u0131l\u0131k yarat\u0131rlar ve genellikle kullan\u0131m k\u0131s\u0131tlamalar\u0131yla s\u0131n\u0131rl\u0131d\u0131rlar. Yerel yapay zeka h\u0131zl\u0131d\u0131r, s\u00fcrekli olarak kullan\u0131labilir ve de\u011fi\u015fken maliyetler olmadan kullan\u0131labilir. Ayr\u0131ca, t\u00fcm veriler \u015firket i\u00e7inde kal\u0131r - serbest meslek sahipleri, \u015firketler, yay\u0131nc\u0131lar veya yarat\u0131c\u0131 meslekler i\u00e7in b\u00fcy\u00fck bir avantaj.<\/li>\n<li><strong>AI ile yerel olarak ba\u015flamak i\u00e7in minimum hangi donan\u0131ma ihtiyac\u0131m var?<\/strong><br \/>\nBa\u015flamak i\u00e7in 16-32 GB RAM'e sahip bir Mac mini veya en az 12 GB VRAM'e sahip bir GPU'ya sahip bir PC yeterlidir. Bu, k\u00fc\u00e7\u00fck dil modellerini, hafif g\u00f6r\u00fcnt\u00fc modellerini ve ilk otomasyonlar\u0131 \u00e7al\u0131\u015ft\u0131rman\u0131za olanak tan\u0131r. Sadece denemek istiyorsan\u0131z, birka\u00e7 bin avro yat\u0131r\u0131m yapmak zorunda de\u011filsiniz.<\/li>\n<li><strong>Ger\u00e7ekten bir Mac Studio'ya ihtiyac\u0131m var m\u0131 yoksa daha m\u0131 ucuz?<\/strong><br \/>\nKesinlikle daha ucuz. B\u00fcy\u00fck dil modellerini (20-120B) \u00e7al\u0131\u015ft\u0131rmak istiyorsan\u0131z, \u00e7ok say\u0131da paralel \u00e7al\u0131\u015f\u0131yorsan\u0131z veya uzun vadeli \u00fcretim s\u00fcre\u00e7leriniz varsa bir Mac Studio faydal\u0131 olacakt\u0131r. \u0130lk ad\u0131mlar\u0131n\u0131z i\u00e7in bir Mac mini veya sa\u011flam bir Windows PC m\u00fckemmel bir \u015fekilde yeterlidir. Bir st\u00fcdyo, rahatl\u0131k ve gelecek i\u00e7in bir yat\u0131r\u0131md\u0131r, ancak bir zorunluluk de\u011fildir.<\/li>\n<li><strong>VRAM g\u00f6r\u00fcnt\u00fc yapay zekas\u0131 i\u00e7in neden modern bir grafik kart\u0131 neslinden daha \u00f6nemli?<\/strong><br \/>\n\u00c7\u00fcnk\u00fc Kararl\u0131 Dif\u00fczyon gibi g\u00f6r\u00fcnt\u00fc modelleri bellekten \u00e7ok b\u00fcy\u00fck miktarda veri ge\u00e7irir. VRAM yeterli de\u011filse, i\u015flem durur veya son derece yava\u015flar. RTX 3090 gibi 24 GB VRAM'e sahip eski bir kart, b\u00fcy\u00fck modeller ve e\u011fitim \u00e7al\u0131\u015fmalar\u0131 i\u00e7in daha fazla alan sundu\u011fu i\u00e7in genellikle yaln\u0131zca 8-12 GB VRAM'e sahip yeni orta s\u0131n\u0131f modelleri geride b\u0131rak\u0131r.<\/li>\n<li><strong>NVIDIA olmadan tamamen Apple donan\u0131m\u0131yla bir AI st\u00fcdyosu \u00e7al\u0131\u015ft\u0131rabilir miyim?<\/strong><br \/>\nDil modelleri i\u00e7in evet. G\u00f6r\u00fcnt\u00fc yapay zekas\u0131 i\u00e7in hay\u0131r. Apple-Silicon, LLM'ler i\u00e7in son derece verimlidir, ancak kararl\u0131 dif\u00fczyon, LoRA e\u011fitimi ve bir\u00e7ok g\u00f6r\u00fcnt\u00fc modeli i\u00e7in NVIDIA kartlar\u0131 (CUDA \/ Tensor \u00e7ekirdekleri nedeniyle) hala referanst\u0131r. Bu nedenle bir\u00e7ok st\u00fcdyo g\u00f6r\u00fcnt\u00fcler i\u00e7in Apple\/LLM ve Linux+NVIDIA kar\u0131\u015f\u0131m\u0131n\u0131 kullanmaktad\u0131r.<\/li>\n<li><strong>RTX 4080 veya 4070 Ti g\u00f6r\u00fcnt\u00fc yapay zekas\u0131 i\u00e7in de yeterli mi?<\/strong><br \/>\nTeorik olarak evet - pratikte kullan\u0131m amac\u0131na ba\u011fl\u0131d\u0131r. Basit g\u00f6r\u00fcnt\u00fcler veya k\u00fc\u00e7\u00fck i\u015f ak\u0131\u015flar\u0131 i\u00e7in bu yeterlidir. Ancak SDXL, karma\u015f\u0131k ComfyUI boru hatlar\u0131 veya LoRA e\u011fitimi i\u00e7in 12-16 GB VRAM s\u0131n\u0131r\u0131 h\u0131zla limitlerine ula\u015f\u0131yor. Bu nedenle bir RTX 3090 veya 4090 uzun vadede daha mant\u0131kl\u0131d\u0131r.<\/li>\n<li><strong>Dil modelleri neden GPU \u00fczerinde de\u011fil de RAM \u00fczerinde \u00e7al\u0131\u015ft\u0131r\u0131l\u0131yor?<\/strong><br \/>\nDil modelleri bellek odakl\u0131d\u0131r. RAM'de b\u00fcy\u00fck miktarda metin ve ba\u011flam tutmalar\u0131 gerekir, grafik i\u015flemleri ger\u00e7ekle\u015ftirmeleri gerekmez. GPU'lar metin analizi i\u00e7in de\u011fil g\u00f6r\u00fcnt\u00fc i\u015fleme i\u00e7in \u00fcretilmi\u015ftir. Bu nedenle LLM sistemleri \u00e7ok say\u0131da RAM'den b\u00fcy\u00fck \u00f6l\u00e7\u00fcde yararlan\u0131rken VRAM'den daha az yararlan\u0131r.<\/li>\n<li><strong>Bir LLM bilgisayar\u0131nda ne kadar RAM olmal\u0131d\u0131r?<\/strong><br \/>\nDaha k\u00fc\u00e7\u00fck modeller i\u00e7in 32-64 GB yeterlidir. Orta \u00f6l\u00e7ekli modeller (20-30B) i\u00e7in 64-128 GB idealdir. 70B gibi b\u00fcy\u00fck modeller veya GPT-OSS 120B gibi MoE modeller i\u00e7in 128-192 GB RAM idealdir. Daha fazla RAM, her \u015feyin daha kararl\u0131 ve daha h\u0131zl\u0131 \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flar.<\/li>\n<li><strong>Bir yapay zeka st\u00fcdyosunu tamamen Linux olmadan \u00e7al\u0131\u015ft\u0131rmak m\u00fcmk\u00fcn m\u00fc?<\/strong><br \/>\nEvet - ancak s\u0131n\u0131rlamalarla. macOS, LLM'ler i\u00e7in m\u00fckemmeldir, ancak g\u00f6r\u00fcnt\u00fc yapay zekas\u0131 i\u00e7in yaln\u0131zca Linux \/ NVIDIA'da bulunan baz\u0131 ara\u00e7lardan yoksundur. Windows g\u00f6r\u00fcnt\u00fc yapay zekas\u0131 i\u00e7in iyi \u00e7al\u0131\u015f\u0131r, ancak daha az kararl\u0131d\u0131r ve otomatikle\u015ftirilmesi daha zordur. Bu nedenle pragmatik kar\u0131\u015f\u0131m genellikle \u015f\u00f6yledir: macOS \u2192 LLM, Linux \u2192 g\u00f6r\u00fcnt\u00fc yapay zekas\u0131, k\u00fc\u00e7\u00fck bilgisayar \u2192 ses\/komut dosyalar\u0131<\/li>\n<li><strong>Bunun gibi bir yapay zeka st\u00fcdyosu ne kadar g\u00fcr\u00fclt\u00fcl\u00fc \u00e7al\u0131\u015f\u0131yor?<\/strong><br \/>\nD\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcn\u00fczden daha az. Bir Mac Studio neredeyse sessizdir. Bir Linux PC so\u011futmaya ba\u011fl\u0131d\u0131r - y\u00fcksek kaliteli GPU'lar d\u00fc\u015f\u00fck y\u00fck alt\u0131nda sessizdir, ancak e\u011fitim \u00e7al\u0131\u015fmalar\u0131 s\u0131ras\u0131nda duyulabilir hale gelebilir. Sessiz yap\u0131lar\u0131 tercih ediyorsan\u0131z, su so\u011futmal\u0131 GPU i\u015f istasyonlar\u0131n\u0131 kullanabilirsiniz.<\/li>\n<li><strong>Mac mini \u00fc\u00e7\u00fcnc\u00fc bile\u015fen olarak nas\u0131l bir rol oynuyor?<\/strong><br \/>\nTranskripsiyon, TTS, k\u00fc\u00e7\u00fck yapay zeka modelleri, arka plan i\u015flemleri, otomasyon ve \u00e7eviriler i\u00e7in ikincil i\u015fler i\u00e7in ikincil bir istasyon olarak hizmet vermektedir. Bu, iki b\u00fcy\u00fck makineyi bo\u015f tutuyor ve istikrarl\u0131 i\u015f ak\u0131\u015flar\u0131 sa\u011fl\u0131yor. \u00dc\u00e7\u00fcnc\u00fc bir bilgisayar kesinlikle gerekli de\u011fildir, ancak d\u00fczen ve g\u00fcvenilirlik yarat\u0131r.<\/li>\n<li><strong>Yapay zeka st\u00fcdyomu kademeli olarak geni\u015fletebilir miyim?<\/strong><br \/>\nKesinlikle. Asl\u0131nda ideal durum budur. Bir LLM sistemi sat\u0131n almak, ard\u0131ndan bir GPU i\u015f istasyonu ve daha sonra k\u00fc\u00e7\u00fck bir ikincil bilgisayar eklemek - bu, aylar veya y\u0131llar boyunca uzat\u0131labilecek \u00e7ok do\u011fal bir kurulumdur. Yapay zeka st\u00fcdyolar\u0131 t\u0131pk\u0131 geleneksel at\u00f6lyeler gibi b\u00fcy\u00fcr.<\/li>\n<li><strong>Bir yapay zeka st\u00fcdyosu i\u00e7in en uygun i\u015fletim sistemleri hangileridir?<\/strong><br \/>\n- macOS \u2192 LLM ve Apple-Silicon modelleri i\u00e7in optimum<br \/>\n- Linux (Ubuntu, Debian) \u2192 g\u00f6r\u00fcnt\u00fc yapay zekas\u0131, ComfyUI, Stable Diffusion i\u00e7in en iyi se\u00e7im<br \/>\n- Windows \u2192 SD\/ComfyUI i\u00e7in iyi \u00e7al\u0131\u015f\u0131r, ancak otomasyon s\u00fcre\u00e7leri i\u00e7in daha az idealdir<br \/>\nG\u00fcn\u00fcm\u00fczde bir\u00e7ok st\u00fcdyo kombine kurulumlar kullan\u0131yor - her sistem en uygun oldu\u011fu i\u015fi yap\u0131yor.<\/li>\n<li><strong>Bir yapay zeka st\u00fcdyosu ne kadar g\u00fc\u00e7 t\u00fcketir?<\/strong><br \/>\nBir Mac Studio inan\u0131lmaz derecede verimlidir ve genellikle 50-100 W aras\u0131ndad\u0131r. RTX 3090'l\u0131 bir GPU i\u015f istasyonu, y\u00fcke ba\u011fl\u0131 olarak 250-350 W \u00e7ekebilir. Bir Mac mini ise 10-30 W civar\u0131ndad\u0131r. Sonu\u00e7 olarak, bekledi\u011finizden \u00e7ok daha az ve genellikle bulut aboneliklerinden daha ucuz.<\/li>\n<li><strong>Kendiniz bir yapay zeka st\u00fcdyosu kurmak zor mu?<\/strong><br \/>\nPek say\u0131lmaz. Biraz teknik bilgiye ihtiyac\u0131n\u0131z var ama bilgisayar bilimleri diplomas\u0131na de\u011fil. G\u00fcn\u00fcm\u00fczde bir\u00e7ok ara\u00e7 web aray\u00fczlerine, kurulum komut dosyalar\u0131na ve otomatik yap\u0131land\u0131rmalara sahiptir. Ve sistemleri net bir \u015fekilde ay\u0131r\u0131rsan\u0131z (LLM \/ GPU \/ yan i\u015fler), her \u015fey net kal\u0131r.<\/li>\n<li><strong>Bununla ger\u00e7ekten t\u00fcm yay\u0131n s\u00fcre\u00e7lerini kapsayabilir miyim?<\/strong><br \/>\nEvet - ve bir yapay zeka st\u00fcdyosu tam da bunun i\u00e7in idealdir. Kitap fikirlerinden metinlere, kapak tasar\u0131mlar\u0131na, resim serilerine, d\u00fczeltmelere, \u00e7evirilere ve son bask\u0131 veya e-kitap dosyas\u0131na kadar pek \u00e7ok \u015fey otomatikle\u015ftirilebilir ve \u015firket i\u00e7inde \u00fcretilebilir. Bu, kendi yay\u0131nc\u0131lar\u0131 i\u00e7in muazzam bir \u00f6zg\u00fcrl\u00fckt\u00fcr.<\/li>\n<li><strong>Bir yapay zeka st\u00fcdyosu bug\u00fcn ne kadar gelece\u011fe haz\u0131r?<\/strong><br \/>\nHem de \u00e7ok. LLM'ler daha verimli, g\u00f6r\u00fcnt\u00fc modelleri daha mod\u00fcler, donan\u0131m daha dayan\u0131kl\u0131 hale geliyor ve bulut yasalar\u0131, veri koruma ve maliyetler bulutu daha az cazip hale getirdi\u011fi i\u00e7in yerel YZ pazarda yeniden daha \u00f6nemli hale geliyor. Bug\u00fcn k\u00fc\u00e7\u00fck bir yapay zeka st\u00fcdyosuna yat\u0131r\u0131m yapan herkes, 2026-2030 y\u0131llar\u0131nda eskimekten ziyade daha \u00f6nemli hale gelecek bir altyap\u0131 in\u015fa ediyor.<\/li>\n<li><strong>Yapay zeka modelleri daha sonra e\u011fitilebilir veya geni\u015fletilebilir mi?<\/strong><br \/>\nEvet, bir GPU sistemi (\u00f6rne\u011fin RTX 3090 veya 4090) LoRA e\u011fitimi, stil e\u011fitimi, malzeme e\u011fitimi ve s\u00fcre\u00e7 e\u011fitimi i\u00e7in kullan\u0131labilir. Bu, zaman i\u00e7inde kendi \u201eYZ g\u00f6rsel dilinizi\u201c veya \u201eYZ metin y\u00f6n\u00fcn\u00fcz\u00fc\u201c e\u011fitebilece\u011finiz anlam\u0131na gelir. Bu, bir YZ st\u00fcdyosunun en b\u00fcy\u00fck stratejik avantaj\u0131d\u0131r: jenerik modellerden ba\u011f\u0131ms\u0131z hale gelir ve kendi tarz\u0131n\u0131z\u0131 yarat\u0131rs\u0131n\u0131z.<\/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-662 { --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-662 { --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-662\" 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=\"die krimtataren \u2013 geschichte, herkunft und gegenwart eines vergessenen volkes\" data-id=\"4154\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"europa geopolitik krisen meinungsfreiheit\">\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\/kirim-tatarlari-unutulmus-bi%cc%87r-halkin-tari%cc%87hi%cc%87-koekeni%cc%87-ve-buguenue\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">K\u0131r\u0131m Tatarlar\u0131 - unutulmu\u015f bir halk\u0131n tarihi, k\u00f6kenleri ve bug\u00fcn\u00fc<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"K\u0131r\u0131m-Tartar bozk\u0131rlar\u0131\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe-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\/kirim-tatarlari-unutulmus-bi%cc%87r-halkin-tari%cc%87hi%cc%87-koekeni%cc%87-ve-buguenue\/\" rel=\"bookmark\">K\u0131r\u0131m Tatarlar\u0131 - unutulmu\u015f bir halk\u0131n tarihi, k\u00f6kenleri ve bug\u00fcn\u00fc<\/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=\"johann sebastian bach \u2013 ordnung, haltung und das fundament unserer musik\" data-id=\"5033\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"deutschland musik 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\/2026\/02\/johann-sebastian-bach-duezen-tavri-ve-muezi%cc%87gi%cc%87mi%cc%87zi%cc%87n-temeli%cc%87\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Johann Sebastian Bach - d\u00fczen, tutum ve m\u00fczi\u011fimizin temeli<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Johann Sebastian Bach Portresi\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-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\/johann-sebastian-bach-duezen-tavri-ve-muezi%cc%87gi%cc%87mi%cc%87zi%cc%87n-temeli%cc%87\/\" rel=\"bookmark\">Johann Sebastian Bach - d\u00fczen, tutum ve m\u00fczi\u011fimizin temeli<\/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=\"reichweite ist kein eigentum \u2013 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=\"1536\" height=\"1024\" 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: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/reichweite-vs-eigentum.jpg 1536w, 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-1024x683.jpg 1024w, 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=\"iran verstehen: alltag, proteste und interessen jenseits der schlagzeilen\" data-id=\"4462\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"erfahrungen 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\/i%cc%87rani-anlamak-mansetleri%cc%87n-oetesi%cc%87nde-guenluek-yasam-protestolar-ve-cikarlar\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">\u0130ran'\u0131 anlamak: Man\u015fetlerin \u00f6tesinde g\u00fcndelik hayat, protestolar ve ilgi alanlar\u0131<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"\u0130ran&#039;\u0131 Anlamak\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-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\/i%cc%87rani-anlamak-mansetleri%cc%87n-oetesi%cc%87nde-guenluek-yasam-protestolar-ve-cikarlar\/\" rel=\"bookmark\">\u0130ran'\u0131 anlamak: Man\u015fetlerin \u00f6tesinde g\u00fcndelik hayat, protestolar ve ilgi alanlar\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>Bug\u00fcn yapay zeka ile \u00e7al\u0131\u015fan herkes neredeyse otomatik olarak buluta itiliyor: OpenAI, Microsoft, Google, herhangi bir web kullan\u0131c\u0131 aray\u00fcz\u00fc, belirte\u00e7ler, limitler, \u015fartlar ve ko\u015fullar. Bu modern gibi g\u00f6r\u00fcnse de asl\u0131nda ba\u011f\u0131ml\u0131l\u0131\u011fa bir geri d\u00f6n\u00fc\u015ft\u00fcr: hangi modelleri, ne s\u0131kl\u0131kta, hangi filtrelerle ve ne pahas\u0131na kullanabilece\u011finizi ba\u015fkalar\u0131 belirler. Ben kas\u0131tl\u0131 olarak di\u011fer yolu se\u00e7iyorum: ... <a title=\"\u0130ran&#039;\u0131 anlamak: Man\u015fetlerin \u00f6tesinde g\u00fcndelik hayat, protestolar ve ilgi alanlar\u0131\" class=\"read-more\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/i%cc%87rani-anlamak-mansetleri%cc%87n-oetesi%cc%87nde-guenluek-yasam-protestolar-ve-cikarlar\/\" aria-label=\"\u0130ran&#039;\u0131 Anlamak hakk\u0131nda devam\u0131n\u0131 oku: Man\u015fetlerin \u00f6tesinde g\u00fcndelik hayat, protestolar ve ilgi alanlar\u0131\">Devam\u0131n\u0131 oku<\/a><\/p>","protected":false},"author":1,"featured_media":3710,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":4277,"footnotes":""},"categories":[15,461,147,431],"tags":[10,473,471,433,465,453,434],"class_list":["post-3704","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-apple-macos","category-featured","category-hardware","category-ki-systeme","tag-apple","tag-digitales-eigentum","tag-kuenstliche-intelligenz","tag-llm","tag-mlx","tag-neo4j","tag-sprachmodell"],"_links":{"self":[{"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts\/3704","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=3704"}],"version-history":[{"count":20,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts\/3704\/revisions"}],"predecessor-version":[{"id":5718,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts\/3704\/revisions\/5718"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/media\/3710"}],"wp:attachment":[{"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/media?parent=3704"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/categories?post=3704"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/tags?post=3704"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}