{"id":2857,"date":"2025-09-13T08:40:51","date_gmt":"2025-09-13T08:40:51","guid":{"rendered":"https:\/\/www.markus-schall.de\/?p=2857"},"modified":"2026-05-02T05:48:17","modified_gmt":"2026-05-02T05:48:17","slug":"yerel-ki-olarak-elma-si%cc%87li%cc%87kon-uezeri%cc%87ndeki%cc%87-mlx-ollama-co-i%cc%87le-karsilastirildi","status":"publish","type":"post","link":"https:\/\/www.markus-schall.de\/tr\/2025\/09\/yerel-ki-olarak-elma-si%cc%87li%cc%87kon-uezeri%cc%87ndeki%cc%87-mlx-ollama-co-i%cc%87le-karsilastirildi\/","title":{"rendered":"Ollama &amp; Co. ile kar\u015f\u0131la\u015ft\u0131r\u0131ld\u0131\u011f\u0131nda yerel AI olarak Apple Silicon \u00fczerinde MLX."},"content":{"rendered":"<p>ChatGPT, Claude veya Gemini gibi merkezi yapay zeka hizmetlerinin man\u015fetlere \u00e7\u0131kt\u0131\u011f\u0131 bir d\u00f6nemde, bir\u00e7ok profesyonel kullan\u0131c\u0131n\u0131n yerel, kendi kendini kontrol edebilen bir yapay zeka altyap\u0131s\u0131 gibi bir alternatife olan ihtiyac\u0131 giderek art\u0131yor. \u00d6zellikle yarat\u0131c\u0131 s\u00fcre\u00e7ler, hassas veriler veya yinelenen i\u015f ak\u0131\u015flar\u0131 i\u00e7in yerel bir \u00e7\u00f6z\u00fcm genellikle daha s\u00fcrd\u00fcr\u00fclebilir ve g\u00fcvenli bir se\u00e7enektir.<\/p>\n<p>Mac ile \u00e7al\u0131\u015fan herkes - \u00f6zellikle Apple Silicon (M1, M2, M3 veya M4) ile - art\u0131k kendi dil modellerini do\u011frudan cihaz \u00fczerinde \u00e7al\u0131\u015ft\u0131rmak i\u00e7in inan\u0131lmaz g\u00fc\u00e7l\u00fc ara\u00e7lar bulabilir. Bunun merkezinde b\u00fcy\u00fck \u00f6l\u00e7\u00fcde bilinmeyen yeni bir bile\u015fen var: MLX, Apple taraf\u0131ndan geli\u015ftirilen ve \u00f6n\u00fcm\u00fczdeki y\u0131llarda \u015firketin yapay zeka ekosisteminde giderek daha merkezi bir rol oynamas\u0131 muhtemel bir makine \u00f6\u011frenimi \u00e7er\u00e7evesi.<!--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-114 { --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-114 { --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-114\" 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=\"ki f\u00fcr anf\u00e4nger: wie du ohne vorkenntnisse sinnvoll mit k\u00fcnstlicher intelligenz startest\" data-id=\"4199\"  data-category=\"allgemein apple iphone &amp; ipad apple macos ki-systeme tipps &amp; anleitungen\" data-post_tag=\"denkmodelle k\u00fcnstliche intelligenz lernen prozesse\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/yeni-baslayanlar-icin-ki-oen-bilgi-olmadan-yapay-zekaya-nasil-baslanir\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Yeni ba\u015flayanlar i\u00e7in yapay zeka: \u00d6nceden bilgi sahibi olmadan yapay zekaya nas\u0131l ba\u015flan\u0131r?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Yeni ba\u015flayanlar i\u00e7in yapay zeka\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-fuer-Einsteiger-Computer.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-fuer-Einsteiger-Computer.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-fuer-Einsteiger-Computer-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-fuer-Einsteiger-Computer-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-fuer-Einsteiger-Computer-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\/yeni-baslayanlar-icin-ki-oen-bilgi-olmadan-yapay-zekaya-nasil-baslanir\/\" rel=\"bookmark\">Yeni ba\u015flayanlar i\u00e7in yapay zeka: \u00d6nceden bilgi sahibi olmadan yapay zekaya nas\u0131l ba\u015flan\u0131r?<\/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=\"als ich mit einem roboter telefonierte &#8211; wie ki das telefon erobert und wie man sie erkennt\" data-id=\"5130\"  data-category=\"allgemein gesellschaft ki-systeme stories &amp; humor\" data-post_tag=\"datenschutz erfahrungen k\u00fcnstliche intelligenz prozesse\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/03\/bi%cc%87r-robotla-telefonda-konusurken-ki%cc%87ni%cc%87n-telefonu-nasil-fethetti%cc%87gi%cc%87-ve-onu-nasil-taniyacagim\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Bir robotla telefonda konu\u015ftu\u011fumda - yapay zeka telefonu nas\u0131l fethediyor ve onu nas\u0131l tan\u0131yabilirim?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Bir yapay zeka robotu ile telefon g\u00f6r\u00fc\u015fmesi\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Telefonanrufe-KI-Werbung-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/03\/bi%cc%87r-robotla-telefonda-konusurken-ki%cc%87ni%cc%87n-telefonu-nasil-fethetti%cc%87gi%cc%87-ve-onu-nasil-taniyacagim\/\" rel=\"bookmark\">Bir robotla telefonda konu\u015ftu\u011fumda - yapay zeka telefonu nas\u0131l fethediyor ve onu nas\u0131l tan\u0131yabilirim?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"lora-training: wie filemaker 2025 das feintuning gro\u00dfer sprachmodelle vereinfacht\" data-id=\"3220\"  data-category=\"filemaker &amp; erp ki-systeme\" data-post_tag=\"datenbanken filemaker k\u00fcnstliche intelligenz llm mlx 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\/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\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">LoRA e\u011fitimi: FileMaker 2025 b\u00fcy\u00fck dil modellerinin ince ayar\u0131n\u0131 nas\u0131l basitle\u015ftiriyor?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"LoRA \u0130nce Ayar - FileMaker 2025\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/10\/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\/\" rel=\"bookmark\">LoRA e\u011fitimi: FileMaker 2025 b\u00fcy\u00fck dil modellerinin ince ayar\u0131n\u0131 nas\u0131l basitle\u015ftiriyor?<\/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=\"filemaker-konferenz 2025: ki, community und ein unerwarteter vorfall\" data-id=\"2898\"  data-category=\"allgemein filemaker &amp; erp ki-systeme stories &amp; humor\" data-post_tag=\"datenbanken erp-software filemaker gfm-business k\u00fcnstliche intelligenz\">\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\/filemaker-konferansi-2025-ki-toplulugu-ve-beklenmeyen-bi%cc%87r-olay\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">FileMaker Konferans\u0131 2025: Yapay zeka, topluluk ve beklenmedik bir olay<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"512\" class=\"attachment-full size-full\" alt=\"FileMaker Konferans 2025: \u0130tfaiye ile yang\u0131n alarm\u0131\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/FMK2025-Feueralarm-1.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/FMK2025-Feueralarm-1.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/FMK2025-Feueralarm-1-300x150.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/FMK2025-Feueralarm-1-768x384.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/FMK2025-Feueralarm-1-18x9.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\/09\/filemaker-konferansi-2025-ki-toplulugu-ve-beklenmeyen-bi%cc%87r-olay\/\" rel=\"bookmark\">FileMaker Konferans\u0131 2025: Yapay zeka, topluluk ve beklenmedik bir olay<\/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>MLX ve Ollama ile ilgili son haberler<\/h2>\n<p><strong>02.05.2026<\/strong>: G\u00fcncel bir video konuyu daha derinlemesine ele almakta ve en \u00f6nemli \u00e7\u0131kar\u0131m motorlar\u0131n\u0131 ayr\u0131nt\u0131l\u0131 olarak s\u0131n\u0131fland\u0131rmaktad\u0131r. Belirleyici olan\u0131n sadece modelin kendisi de\u011fil, her \u015feyden \u00f6nce arkas\u0131ndaki \u201emotor\u201c, yani hesaplamay\u0131, bellek eri\u015fimlerini ve ileti\u015fimi kontrol eden motor oldu\u011fu anla\u015f\u0131lmaktad\u0131r. Ollama, MLX, llama.cpp ve vLLM aras\u0131ndaki kar\u015f\u0131la\u015ft\u0131rma, performans ve uygulama alanlar\u0131n\u0131n donan\u0131m ve hedeflere ba\u011fl\u0131 olarak nas\u0131l b\u00fcy\u00fck farkl\u0131l\u0131klar g\u00f6sterebilece\u011fini g\u00f6stermektedir. MLX'in Apple-Silicon cihazlar\u0131ndaki rol\u00fc \u00f6zellikle heyecan vericidir, \u00e7\u00fcnk\u00fc mimari sayesinde burada yeni verimlilik kazan\u0131mlar\u0131 m\u00fcmk\u00fcnd\u00fcr. Ayn\u0131 zamanda, evrensel bir \u00e7\u00f6z\u00fcm olmad\u0131\u011f\u0131 da a\u00e7\u0131kt\u0131r: Senaryoya ba\u011fl\u0131 olarak - yerel, sunucu tabanl\u0131 veya \u00f6l\u00e7eklendirme - farkl\u0131 motorlar anlaml\u0131d\u0131r. Bu nedenle video, mevcut MLX geli\u015fimine \u00f6nemli bir stratejik bak\u0131\u015f a\u00e7\u0131s\u0131 kat\u0131yor.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_e9pNIAH5kSs\"><div id=\"lyte_e9pNIAH5kSs\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2Fe9pNIAH5kSs%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\/e9pNIAH5kSs\" 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%2Fe9pNIAH5kSs%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 \/>\nOllama, MLX, llama.cpp veya vLLM? Yapay zekan\u0131z i\u00e7in motor nas\u0131l se\u00e7ilir! | <a href=\"https:\/\/www.youtube.com\/@giorgi-ki\" target=\"_blank\" rel=\"nofollow noopener\">Giorgi Lomidze<\/a><\/p>\n<p><strong>30.03.2026<\/strong>: With the <a href=\"https:\/\/ollama.com\/blog\/mlx\" target=\"_blank\" rel=\"noopener\"><strong>g\u00fcncel \u00f6nizleme s\u00fcr\u00fcm\u00fc<\/strong><\/a> Ollama, Apple'nin MLX \u00e7er\u00e7evesini ilk kez Apple-Silicon Mac'ler i\u00e7in bir arka u\u00e7 olarak entegre ediyor. Ama\u00e7, yerel yapay zekay\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde h\u0131zland\u0131rmak ve donan\u0131mdan daha iyi yararlanmak. MLX, modern Mac'lerin birle\u015fik bellek mimarisini kullanarak verilerin s\u00fcrekli kopyalama olmadan CPU ve GPU aras\u0131nda verimli bir \u015fekilde payla\u015f\u0131lmas\u0131n\u0131 sa\u011fl\u0131yor. Sonu\u00e7 olarak \u201eilk belirtece kadar ge\u00e7en s\u00fcre\u201c ve \u00fcretim h\u0131z\u0131nda g\u00f6zle g\u00f6r\u00fcl\u00fcr iyile\u015fmeler elde ediliyor.<\/p>\n<p>\u0130lk k\u0131yaslamalar ve raporlar, b\u00fcy\u00fck \u00f6l\u00e7\u00fcde artan token oranlar\u0131 ve daha verimli bellek kullan\u0131m\u0131 sayesinde \u00f6nemli performans kazan\u0131mlar\u0131ndan bahsediyor. Makalede ba\u011flant\u0131s\u0131 verilen video, bu de\u011fi\u015fikli\u011fin neden bu kadar \u00f6nemli oldu\u011funu a\u00e7\u0131k\u00e7a g\u00f6steriyor: \u00f6nceki llama.cpp y\u0131\u011f\u0131n\u0131n\u0131n yerini MLX al\u0131yor ve Mac'teki yerel yapay zekay\u0131 ilk kez ger\u00e7ekten ak\u0131c\u0131 ve g\u00fcnl\u00fck kullan\u0131ma uygun hale getiriyor. Ayn\u0131 zamanda, i\u015flev bir \u00f6nizleme olarak kalmaya devam ediyor, bu nedenle s\u0131n\u0131rlamalar ve daha fazla optimizasyon beklenmelidir. Genel olarak bu hamle, t\u00fcketici donan\u0131m\u0131nda h\u0131zl\u0131, yerel olarak \u00e7al\u0131\u015fan yapay zekaya do\u011fru \u00f6nemli bir ge\u00e7i\u015fe i\u015faret ediyor.<\/p>\n<hr \/>\n<h2>MLX nedir ve yeni format ne anlama geliyor?<\/h2>\n<p>MLX, Apple Silicon'nin donan\u0131m mimarisine \u00f6zel olarak uyarlanm\u0131\u015f makine \u00f6\u011frenimi i\u00e7in Apple'nin a\u00e7\u0131k kaynakl\u0131 bir \u00e7er\u00e7evesidir. PyTorch veya TensorFlow gibi di\u011fer yapay zeka arka u\u00e7lar\u0131n\u0131n aksine MLX, Apple'nin \u201ebirle\u015fik bellek\u201c olarak adland\u0131r\u0131lan avantajlar\u0131ndan do\u011frudan yararlan\u0131r - yani CPU ve GPU'nun ayn\u0131 RAM alan\u0131na ortak eri\u015fimi. Bu, \u00f6zellikle birka\u00e7 gigabayttan olu\u015fabilen b\u00fcy\u00fck dil modelleri i\u00e7in verilerin ve modellerin \u00f6nemli \u00f6l\u00e7\u00fcde daha verimli i\u015flenmesini sa\u011flar.<\/p>\n<p>\u0130lgili MLX format\u0131 tipik olarak a\u011f\u0131rl\u0131klar\u0131 s\u0131k\u0131\u015ft\u0131r\u0131lm\u0131\u015f bir .npz dosya format\u0131nda (NumPy Zip) saklanan modelleri tan\u0131mlar. Mistral, Phi-2 veya LLaMA 3 gibi modeller uygun ara\u00e7lar kullan\u0131larak bu formata d\u00f6n\u00fc\u015ft\u00fcr\u00fclebilir ve do\u011frudan bir Mac \u00fczerinde \u00e7al\u0131\u015ft\u0131r\u0131labilir - bulut olmadan, API olmadan, k\u0131s\u0131tlama olmadan.<\/p>\n<p>Ba\u015fka bir makalede bir <a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/11\/apple-mlx-vs-nvidia-macte-yerel-ki-cikarimi-nasil-calisir\/\"><strong>Apple Silicon ve NVIDIA aras\u0131ndaki kar\u015f\u0131la\u015ft\u0131rma<\/strong><\/a> ve Mac'te yerel dil modellerini \u00e7al\u0131\u015ft\u0131rmak i\u00e7in hangi donan\u0131m\u0131n uygun oldu\u011funu a\u00e7\u0131klay\u0131n.<\/p>\n<h3>Mevcut durum: Apple'nin halihaz\u0131rda sunduklar\u0131<\/h3>\n<p>Duyurulmas\u0131yla birlikte <a href=\"https:\/\/en.wikipedia.org\/wiki\/Apple_Intelligence\" target=\"_blank\" rel=\"noopener\"><strong>Apple Intelligence<\/strong><\/a> 2024 y\u0131l\u0131nda Apple, sistem genelindeki yapay zeka i\u015flevlerini do\u011frudan i\u015fletim sistemine entegre etmeye ba\u015flad\u0131. Yaz\u0131 asistanlar\u0131, g\u00f6r\u00fcnt\u00fc i\u015fleme, semantik arama, ak\u0131ll\u0131 posta i\u015flevleri - bunlar\u0131n \u00e7o\u011fu, \u00f6zellikle M1 veya daha yeni bir \u00e7ipe sahip cihazlarda tamamen yerel olarak \u00e7al\u0131\u015f\u0131r. Ancak, yeni i\u015flevlerin hi\u00e7biri eski Intel Mac'lerde mevcut de\u011fil.<\/p>\n<p>Ayn\u0131 zamanda Apple, MLX \u00e7er\u00e7evesini daha da geli\u015ftirmi\u015f ve a\u00e7\u0131k bir lisans alt\u0131nda yay\u0131nlam\u0131\u015ft\u0131r. mlx-lm veya yeni MLX Swift API gibi ara\u00e7larla birlikte, metin modellerini yerel olarak \u00e7al\u0131\u015ft\u0131rmak, kendi i\u015f ak\u0131\u015flar\u0131n\u0131z\u0131 kurmak veya modelleri e\u011fitmek - do\u011frudan kendi Mac'inizde, veriler cihazdan ayr\u0131lmadan - zaten m\u00fcmk\u00fcnd\u00fcr.<\/p>\n<p>\u00d6zellikle profesyonel kullan\u0131c\u0131lar - \u00f6rne\u011fin yaz\u0131l\u0131m geli\u015ftirme, yay\u0131nc\u0131l\u0131k, pazarlama veya ara\u015ft\u0131rma alanlar\u0131ndan - MLX onlara yapay zeka modellerini harici sa\u011flay\u0131c\u0131lara g\u00fcvenmek zorunda kalmadan i\u015f ak\u0131\u015flar\u0131na entegre etmek i\u00e7in tamamen yeni f\u0131rsatlar sundu\u011fundan bundan b\u00fcy\u00fck \u00f6l\u00e7\u00fcde faydalanabilirler.<\/p>\n<h2>MLX pratikte nas\u0131l \u00e7al\u0131\u015f\u0131r?<\/h2>\n<p>MLX'i bug\u00fcn kullanmak istiyorsan\u0131z, ihtiyac\u0131n\u0131z olan tek \u015fey bir terminal, Python (ideal olarak ayr\u0131 bir sanal ortamda) ve gerekli t\u00fcm i\u015flevleri bir araya getiren mlx-lm paketidir: Model indirme, niceleme, \u00e7\u0131kar\u0131m ve sohbet. Kurulumdan sonra, Hugging Face toplulu\u011fundan haz\u0131r modeller ba\u015flat\u0131labilir - \u00f6rne\u011fin:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">mlx_lm.chat --model mlx-community\/Mistral-7B-Instruct-v0.3-4bit<\/pre>\n<p>Alternatif olarak, bir Python beti\u011fi kullanarak da API'ye eri\u015febilirsiniz. Modeller otomatik olarak y\u00fcklenir, \u00f6nbelle\u011fe al\u0131n\u0131r ve ilk indirmeden sonra internet ba\u011flant\u0131s\u0131 olmadan yerel olarak \u00e7al\u0131\u015ft\u0131r\u0131l\u0131r.<\/p>\n<p>Kendi modellerinizi d\u00f6n\u00fc\u015ft\u00fcrmek de kolayd\u0131r. Tek bir komutla Hugging Face Hub'dan modelleri indirebilir, niceleyebilir ve MLX i\u00e7in kullan\u0131labilir hale getirebilirsiniz:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">python -m mlx_lm.convert --hf-path meta-llama\/Llama-3-8B-Instruct -q<\/pre>\n<p>Ortaya \u00e7\u0131kan .npz dosyalar\u0131 daha sonra kal\u0131c\u0131 olarak yerel olarak kaydedilebilir ve yeniden kullan\u0131labilir.<\/p>\n<h3>Kar\u015f\u0131la\u015ft\u0131rma: MLX vs. Ollama, Llama.cpp ve LM Studio<\/h3>\n<p>MLX'e ek olarak, Mac'te yerel AI kullan\u0131m\u0131 i\u00e7in birka\u00e7 yerle\u015fik alternatif vard\u0131r - \u00f6zellikle Ollama, Llama.cpp ve LM Studio. Bu ara\u00e7lar\u0131n her birinin g\u00fc\u00e7l\u00fc y\u00f6nlerinin yan\u0131 s\u0131ra belirli s\u0131n\u0131rlamalar\u0131 da vard\u0131r.<\/p>\n<h4>Ollama<\/h4>\n<p><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/08\/local-ki-on-the-mac-like-this-1tp12ollama-ile-bir-dil-modeli-olusturmak-icin\/\"><strong>Ollama<\/strong><\/a> \u00f6zellikle geli\u015ftiriciler aras\u0131nda pop\u00fclerdir \u00e7\u00fcnk\u00fc basit bir komut sat\u0131r\u0131 ve REST API sunar. Modeller burada, yerel makinelerde h\u0131zl\u0131 y\u00fcr\u00fctme i\u00e7in optimize edilmi\u015f bir dosya format\u0131 olan GGUF format\u0131nda mevcuttur. Ollama'nin kurulumu h\u0131zl\u0131d\u0131r, esnektir ve \u00e7ok \u00e7e\u015fitli modelleri destekler. Bununla birlikte, Ollama \u015fu anda MLX motoruyla Mac \u00fczerinde \u00e7al\u0131\u015fmamaktad\u0131r, ancak \u00f6ncelikle llama.cpp arac\u0131l\u0131\u011f\u0131yla metal tabanl\u0131 bir arka u\u00e7 kullanmaktad\u0131r.<\/p>\n<p>Otomasyon veya ba\u015fs\u0131z \u00e7al\u0131\u015fma gerektiren i\u015f ak\u0131\u015flar\u0131 i\u00e7in (\u00f6rn. arka planda \u00e7al\u0131\u015fan i\u015flemler), Ollama \u015fu anda ilk tercihtir. Ancak, Apple'nin kendi optimizasyonlar\u0131n\u0131 kullanmak istiyorsan\u0131z, gelecekteki MLX entegrasyonlar\u0131n\u0131 beklemeniz gerekecektir.<\/p>\n<h4>Llama.cpp<\/h4>\n<p>Bu proje di\u011fer bir\u00e7ok arac\u0131n (Ollama dahil) temelini olu\u015fturur ve GGUF modelleri i\u00e7in \u00e7ok y\u00fcksek performansl\u0131 bir \u00e7\u0131kar\u0131m motoru sunar. Son derece esnektir, ancak kullan\u0131m\u0131 veya \u00e7al\u0131\u015ft\u0131r\u0131lmas\u0131 her zaman kolay de\u011fildir - \u00f6zellikle yeni ba\u015flayanlar i\u00e7in. En b\u00fcy\u00fck avantaj\u0131: b\u00fcy\u00fck bir topluluk, bir\u00e7ok uzant\u0131 ve istikrarl\u0131 bir geli\u015fme var.<\/p>\n<h4>LM St\u00fcdyo<\/h4>\n<p>Grafiksel bir kullan\u0131c\u0131 aray\u00fcz\u00fc arayan herkes genellikle LM Studio'yu tercih eder. Ara\u00e7, dil modellerinin indirilmesini, y\u00f6netilmesini ve y\u00fcr\u00fct\u00fclmesini, sohbet aray\u00fcz\u00fc, yap\u0131land\u0131rma ve model y\u00f6netimi de dahil olmak \u00fczere yal\u0131n, Mac'e \u00f6zg\u00fc bir uygulamada birle\u015ftiriyor. En \u00f6nemlisi: LM Studio birka\u00e7 ayd\u0131r MLX motorunu da destekliyor ve Apple'nin optimizasyonlar\u0131ndan bir M1 veya M2 Mac'te tam olarak yararlanman\u0131za olanak tan\u0131yor - ve benzer ara\u00e7lardan \u00f6nemli \u00f6l\u00e7\u00fcde daha d\u00fc\u015f\u00fck RAM t\u00fcketimi ile.<\/p>\n<p>LM Studio, \u00f6zellikle terminal komutlar\u0131yla u\u011fra\u015fmak istemeyen kullan\u0131c\u0131lar i\u00e7in yerel yapay zeka d\u00fcnyas\u0131na ideal bir giri\u015f noktas\u0131d\u0131r ve MLX ile birlikte ger\u00e7ek bir y\u00fcksek performans sergiler.<\/p>\n<h3>\u0130nce ayar yapmak art\u0131k \u00e7ok kolay: FileMaker 2025 LoRA e\u011fitimini g\u00fcnl\u00fck hayata nas\u0131l ta\u015f\u0131yor?<\/h3>\n<p><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\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright size-medium wp-image-3222\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker-300x200.jpg\" alt=\"LoRA \u0130nce Ayar - FileMaker 2025\" width=\"300\" height=\"200\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker-18x12.jpg 18w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker.jpg 1024w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>MLX ve Ollama, dil modellerinin yerel olarak nas\u0131l \u00e7al\u0131\u015ft\u0131r\u0131labilece\u011fini ve mevcut s\u00fcre\u00e7lere nas\u0131l entegre edilebilece\u011fini g\u00f6sterirken, bir sonraki ad\u0131m \u00e7ok daha ileri gidiyor: bu modellerin kendi verilerinize hedefli bir \u015fekilde uyarlanmas\u0131. \u0130\u015fte tam da bu noktada <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>Apple i\u015ftiraki Claris'ten FileMaker 2025<\/strong><\/a> \u00fczerinde. \u0130zole e\u011fitim ortamlar\u0131 yerine, veri kay\u0131tlar\u0131n\u0131n, e\u011fitim parametrelerinin ve model s\u00fcr\u00fcmlerinin merkezi olarak y\u00f6netilebildi\u011fi yap\u0131land\u0131r\u0131lm\u0131\u015f bir aray\u00fcz olu\u015fturulur. A\u00e7\u0131k\u00e7a tan\u0131mlanm\u0131\u015f s\u00fcre\u00e7ler, komut dosyalar\u0131 veya komut sat\u0131rlar\u0131 arac\u0131l\u0131\u011f\u0131yla her ad\u0131m\u0131 manuel olarak kontrol etmek zorunda kalmadan LoRA e\u011fitim oturumlar\u0131n\u0131 haz\u0131rlamak, ba\u015flatmak ve yeniden izlemek i\u00e7in kullan\u0131labilir. Bu, deneysel ince ayar\u0131 mevcut i\u015f s\u00fcre\u00e7lerine entegre edilebilen tekrarlanabilir bir i\u015f ak\u0131\u015f\u0131na d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Bu, \u00f6zellikle kendi verileriyle \u00e7al\u0131\u015fan \u015firketler i\u00e7in belirleyici bir avantajd\u0131r: Yapay zeka genel kalmaz, ancak kendi ba\u011flamlar\u0131 i\u00e7in \u00f6zel olarak e\u011fitilir.<\/p>\n<h3>Silicon \u00fczerinde MLX daha iyi bir se\u00e7im oldu\u011funda<\/h3>\n<p>GGUF tabanl\u0131 \u00e7\u00f6z\u00fcmler (Ollama, Llama.cpp) \u00e7ok esnektir ve bir\u00e7ok platformda \u00e7al\u0131\u015fabilirken, MLX Apple d\u00fcnyas\u0131na derin entegrasyonuyla \u00f6ne \u00e7\u0131kmaktad\u0131r. \u00d6zellikle dikkate de\u011fer olanlar:<\/p>\n<ul>\n<li>Birle\u015fik bellek sayesinde verimli bellek kullan\u0131m\u0131<\/li>\n<li>Karma\u015f\u0131k yap\u0131land\u0131rma olmadan Metal\/GPU i\u00e7in optimizasyon<\/li>\n<li>Swift projelerine ve Apple \u00e7er\u00e7evelerine sorunsuz entegrasyon<\/li>\n<li>Apple aktif olarak \u00e7er\u00e7eveyi daha da geli\u015ftirdi\u011fi i\u00e7in gelece\u011fe haz\u0131r<\/li>\n<li>Geni\u015fletilebilirlik, \u00f6rne\u011fin \u00f6zelle\u015ftirilmi\u015f modeller, ince ayar ve sistem entegrasyonu yoluyla<\/li>\n<\/ul>\n<p>Uzun vadeli plan yapmak ve verileri \u00fczerinde tam kontrol sahibi olmak isteyen Mac kullan\u0131c\u0131lar\u0131 i\u00e7in MLX, gelecekte standart haline gelme potansiyeline sahip yerel yapay zeka d\u00fcnyas\u0131na \u015fimdiden umut verici bir giri\u015f.<\/p>\n<h3>Yerel yapay zekadan ger\u00e7ek i\u015f s\u00fcre\u00e7lerine: ERP sistemlerinin devreye girdi\u011fi yer<\/h3>\n<p><a href=\"https:\/\/www.markus-schall.de\/tr\/erp-yazilimi\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-3182 size-medium\" 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-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 1024w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>Bu ba\u011flamda genellikle hafife al\u0131nan \u015fey: MLX veya Ollama gibi yerel yapay zeka sistemlerinin ger\u00e7ek g\u00fcc\u00fc sadece modelin kendisinde de\u011fil, ayn\u0131 zamanda mevcut i\u015f ak\u0131\u015flar\u0131na entegrasyonunda da yatmaktad\u0131r. \u00d6zellikle aray\u00fczler ve API'ler, yapay zekan\u0131n izole bir \u015fekilde kullan\u0131lmas\u0131n\u0131 de\u011fil, do\u011frudan operasyonel s\u00fcre\u00e7lere entegre edilmesini m\u00fcmk\u00fcn k\u0131lar - \u00f6rne\u011fin verileri analiz ederken, metinleri otomatikle\u015ftirirken veya kararlar\u0131 desteklerken.<\/p>\n<p>\u0130\u015fte tam da bu noktada g\u00fc\u00e7l\u00fc bir ERP sistemi merkezi ba\u011flant\u0131 haline gelir: verileri sa\u011flar, s\u00fcre\u00e7leri yap\u0131land\u0131r\u0131r ve YZ sonu\u00e7lar\u0131n\u0131n yaln\u0131zca \u00fcretilmesini de\u011fil, ayn\u0131 zamanda anlaml\u0131 bir \u015fekilde i\u015flenmesini de sa\u011flar. Bu nedenle, yerel yapay zekay\u0131 verimli bir \u015fekilde kullanmak isteyen herkesin uzun vadede iyi d\u00fc\u015f\u00fcn\u00fclm\u00fc\u015f bir sistem ortam\u0131na ihtiyac\u0131 olacakt\u0131r. Sayfada daha fazla bilgi <a href=\"https:\/\/www.markus-schall.de\/tr\/erp-yazilimi\/\"><strong>ERP yaz\u0131l\u0131m\u0131<\/strong><\/a>, burada FileMaker tabanl\u0131 bir ERP sistemi sunulacakt\u0131r. FileMaker Server, 2025 s\u00fcr\u00fcm\u00fcnden itibaren MLX dil modellerinin bar\u0131nd\u0131r\u0131lmas\u0131n\u0131 destekler <a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/09\/mlxi%cc%87n-yeni%cc%87-standart-olarak-fi%cc%87lemaker-2025-local-kiye-entegrasyonu\/\">do\u011frudan veritaban\u0131 sunucusu \u00fczerinde<\/a> ve ilgili komut dosyas\u0131 komutlar\u0131n\u0131 sa\u011flar. Apple'nin yan kurulu\u015fu Claris'in yaz\u0131l\u0131m\u0131 Apple Mac, Windows ve mobil iOS cihazlar\u0131nda \u00e7al\u0131\u015f\u0131r.<\/p>\n<h3>Bir bak\u0131\u015f a\u00e7\u0131s\u0131: Apple, MLX ve Apple Intelligence ile nereye gitmek istiyor?<\/h3>\n<p><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/02\/mac-applein-gemini-ve-siri-i%cc%87le-entegre-kini%cc%87n-gelecekte-kullanicilar-i%cc%87ci%cc%87n-ne-anlama-gelecegi%cc%87ni%cc%87-di%cc%87nlerse\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright size-medium wp-image-4859\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-300x200.jpg\" alt=\"Apple, Siri ve Gemini\" width=\"300\" height=\"200\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-18x12.jpg 18w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini.jpg 1024w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>WWDC 2025 ile Apple, MLX'in bir hile de\u011fil, yapay zeka etraf\u0131nda b\u00fcy\u00fcyen Apple ekosisteminde stratejik bir bile\u015fen oldu\u011funun sinyalini a\u00e7\u0131k\u00e7a verdi. Yeni \u201eTemel Modellerin\u201c do\u011frudan macOS ve iOS'a entegrasyonu, yerel Swift deste\u011fi ve MLX'in e\u011fitim, niceleme ve \u00e7\u0131kar\u0131m y\u00f6n\u00fcnde daha da geli\u015ftirilmesi, Apple'nin dahil olmak istedi\u011fini a\u00e7\u0131k\u00e7a g\u00f6steriyor - ancak kendi yolunda. Ba\u015fka bir makalede, nerede <a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/02\/mac-applein-gemini-ve-siri-i%cc%87le-entegre-kini%cc%87n-gelecekte-kullanicilar-i%cc%87ci%cc%87n-ne-anlama-gelecegi%cc%87ni%cc%87-di%cc%87nlerse\/\"><strong>Siri ve Gemini ile Apple<\/strong><\/a> Google ile ortakl\u0131\u011f\u0131n bir par\u00e7as\u0131 olarak.<\/p>\n<p>Apple, \u00e7izgisine sad\u0131k kal\u0131yor: muhte\u015fem vaatler yok, ancak uzun vadede kendini kan\u0131tlayan sa\u011flam, yerel olarak i\u015fleyen bir teknoloji. Profesyonel kullan\u0131c\u0131lar i\u00e7in bu sadece cazip de\u011fil, ayn\u0131 zamanda stratejik olarak da olduk\u00e7a ilgi \u00e7ekici.<\/p>\n<p>MLX, Mac'te yerel yapay zeka i\u00e7in standart \u00e7\u00f6z\u00fcm olma yolunda ilerliyor. \u0130ster yarat\u0131c\u0131, ister teknik veya analitik uygulamalar i\u00e7in olsun, MLX ile bug\u00fcnden \u00e7al\u0131\u015fmaya ba\u015flayanlar de\u011ferli bir avantaj elde ediyor. mlx-lm, LM Studio veya yeni Swift API gibi ara\u00e7larla birlikte, gelecekte giderek daha \u00f6nemli hale gelecek olan kontroll\u00fc, veri egemen \u00e7al\u0131\u015fma bi\u00e7imine uygun, sa\u011flam, g\u00fcvenilir ve gelece\u011fe d\u00f6n\u00fck bir yapay zeka ortam\u0131 olu\u015fturulabilir.<\/p>\n<hr \/>\n<h3>Yapay zeka \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=\"f138024c3accc9954c0f760a299ce336\" data-pid=\"2898\" 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=\"4be87a0dbe\" autocomplete=\"off\"><div class=\"basic-elements\"><div class=\"basic-element basic-question basic-question-text-vertical\" data-id=\"9\" data-uid=\"7967f9fe165f909c2a48232a4478de0c\" 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=\"156\" 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=\"31\" 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=\"31\" 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=\"6\" 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>Mac'te MLX kullan\u0131m\u0131 - yeni ba\u015flayanlar i\u00e7in basit talimatlar<\/h2>\n<p>MLX ile Apple, yapay zekay\u0131 (AI) do\u011frudan kendi Mac'inizde kullanman\u0131za olanak tan\u0131yan yeni bir sistem yaratt\u0131 - internet ba\u011flant\u0131s\u0131 olmadan, bulut olmadan, Google veya OpenAI'ye ba\u011f\u0131ml\u0131 olmadan. \u0130\u015fin en g\u00fczel yan\u0131: M1, M2, M3 veya M4 i\u015flemcili bir Mac'iniz varsa (yani Apple Silicon), MLX'i sadece birka\u00e7 ad\u0131mda deneyebilirsiniz. Her \u015fey yerel olarak \u00e7al\u0131\u015f\u0131r - metinleriniz, sorular\u0131n\u0131z ve verileriniz asla bilgisayar\u0131n\u0131zdan ayr\u0131lmaz.<\/p>\n<p>Burada MLX ile s\u00f6zde bir dil modelinin nas\u0131l indirilece\u011fini ve kullan\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131kl\u0131yorum. Kula\u011fa teknik geliyor - ama yapman\u0131n kolay oldu\u011funu g\u00f6receksiniz.<\/p>\n<h3>Ad\u0131m 1: Gereksinimleri kontrol edin<\/h3>\n<p>\u00d6nce ihtiyac\u0131n olan:<\/p>\n<ul>\n<li>Bir Apple Silicon Mac (M1 veya daha yeni). Bunu sistem ayarlar\u0131nda \"Bu Mac Hakk\u0131nda\" alt\u0131nda bulabilirsiniz.<\/li>\n<li>macOS 13 (Ventura) veya daha yeni bir s\u00fcr\u00fcm.<\/li>\n<li>\u00c7al\u0131\u015fan bir internet ba\u011flant\u0131s\u0131 - sadece modeli indirmek i\u00e7in, ondan sonra her \u015fey \u00e7evrimd\u0131\u015f\u0131 \u00e7al\u0131\u015f\u0131r.<\/li>\n<li>Bir miktar depolama alan\u0131, k\u00fc\u00e7\u00fck bir model i\u00e7in en az yakla\u015f\u0131k 8-10 GB.<\/li>\n<\/ul>\n<p>Ayr\u0131ca, her Mac'te 1TP12 \u00f6ncesinde zaten y\u00fckl\u00fc olan \u201eTerminal\u201c adl\u0131 programa da ihtiyac\u0131n\u0131z var. Biz bunu birka\u00e7 komut girmek i\u00e7in kullan\u0131yoruz. Mac'inizde \u201eApplications\/Utilities\u201c alt\u0131nda bulabilir ya da sadece  ve ard\u0131ndan \u201eTerminal\u201c yaz\u0131p \u201eEnter\u201c ile onaylayabilirsiniz. Endi\u015felenmeyin - sadece kopyalay\u0131p yap\u0131\u015ft\u0131rman\u0131z gerekiyor.<\/p>\n<h3>Ad\u0131m 2: Python 1TP12 hayvanlar\u0131 (sadece gerekliyse)<\/h3>\n<p>MLX, Python programlama dili ile \u00e7al\u0131\u015f\u0131r. Bir\u00e7ok Mac zaten Python installiert'e sahiptir. Terminalde a\u015fa\u011f\u0131dakileri girerek mevcut olup olmad\u0131\u011f\u0131n\u0131 kontrol edebilirsiniz:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">python3 --version<\/pre>\n<p>E\u011fer bir s\u00fcr\u00fcm numaras\u0131 al\u0131rsan\u0131z (\u00f6rne\u011fin Python 3.10.6), do\u011frudan devam edebilirsiniz.<\/p>\n<p>E\u011fer de\u011filse, Homebrew to installieren (Mac'teki programlar i\u00e7in pop\u00fcler bir ara\u00e7) kullanman\u0131z\u0131 tavsiye ederim. Bunu yapmak i\u00e7in terminale girin:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">\/bin\/bash -c \"$(curl -fsSL https:\/\/raw.githubusercontent.com\/Homebrew\/install\/HEAD\/install.sh)\"<\/pre>\n<p>Sonra installier ile Python:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">brew install python<\/pre>\n<h3>Ad\u0131m 3: MLX-Tool 1TP12Animal<\/h3>\n<p>\u015eimdi daha sonra dil modelini kullanabilece\u011finiz MLX arac\u0131n\u0131 indiriyoruz. Bunu yapmak i\u00e7in, installier mlx-lm ad\u0131nda k\u00fc\u00e7\u00fck bir program. Program\u0131 terminale girin:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">pip3 install mlx-lm<\/pre>\n<p>Bu i\u015flem birka\u00e7 saniye s\u00fcrecektir. \u0130\u015flem tamamland\u0131\u011f\u0131nda, bir model y\u00fcklemeye haz\u0131rs\u0131n\u0131z demektir.<\/p>\n<p>Ad\u0131m 4: Bir model indirin ve ba\u015flat\u0131n<\/p>\n<p>\u015eimdi heyecan verici k\u0131s\u0131m geliyor: Mac'inizde ger\u00e7ek bir dil modeli elde edersiniz - \u00f6rne\u011fin, \u00e7ok g\u00fc\u00e7l\u00fc, \u00fccretsiz olarak kullan\u0131labilen bir AI modeli olan Mistral'nin bir s\u00fcr\u00fcm\u00fc. Basit\u00e7e terminale girin:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">mlx_lm.chat --model mlx-community\/Mistral-7B-Instruct-v0.3-4bit<\/pre>\n<p>Bu komut \u00fc\u00e7 \u015fey yapar:<\/p>\n<ul>\n<li>Model otomatik olarak indirilir (tek seferlik).<\/li>\n<li>Haz\u0131rland\u0131 ve ba\u015flat\u0131ld\u0131.<\/li>\n<li>Terminalde soru sorabilece\u011finiz bir sohbet penceresine girersiniz - ChatGPT'ye benzer.<\/li>\n<\/ul>\n<p>\u0130ndirme i\u015flemi tamamland\u0131\u011f\u0131nda (internet h\u0131z\u0131n\u0131za ba\u011fl\u0131 olarak birka\u00e7 dakika s\u00fcrebilir) yan\u0131p s\u00f6nen bir imle\u00e7 g\u00f6receksiniz. \u015eimdi \u00f6rne\u011fin yazabilirsiniz:<\/p>\n<p><em>Bana Venedik'in tarihi hakk\u0131nda bir \u015feyler anlat\u0131n.<\/em><\/p>\n<p>...ve model do\u011frudan yan\u0131t verir - tamamen \u00e7evrimd\u0131\u015f\u0131.<\/p>\n<h3>Ad\u0131m 5: Model ile \u00e7al\u0131\u015fmaya devam edin<\/h3>\n<p>\u0130\u015finiz bitti\u011finde, exit yazarak veya pencereyi kapatarak sohbeti sonland\u0131rabilirsiniz. Daha sonra, ayn\u0131 komutu tekrar girerek ayn\u0131 modeli tekrar indirmeden tekrar kullanabilirsiniz. Model art\u0131k Mac'inizde yerel olarak depolan\u0131r ve orada kal\u0131r.<br \/>\nFarkl\u0131 modelleri denemek isterseniz, bunu \u015fu yolla yapabilirsiniz <strong><a href=\"https:\/\/huggingface.co\" target=\"_blank\" rel=\"noopener\">Kucaklayan Y\u00fcz<\/a><\/strong> veya model ad\u0131n\u0131 do\u011frudan terminal sat\u0131r\u0131nda de\u011fi\u015ftirin - \u00f6rn:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">mlx_lm.chat --model mlx-community\/Phi-2-4bit<\/pre>\n<p>Her modelin farkl\u0131 bir tarz\u0131 vard\u0131r - baz\u0131lar\u0131 ger\u00e7eklere dayan\u0131rken, di\u011ferleri daha yarat\u0131c\u0131 veya diyalog odakl\u0131d\u0131r.<\/p>\n<h2>Daha da m\u0131 kolay? LM Studio'yu bir aray\u00fcz olarak kullan\u0131n<\/h2>\n<p>E\u011fer fare ve pencere ile \u00e7al\u0131\u015fmay\u0131 tercih ediyorsan\u0131z, LM Studio program\u0131n\u0131 da deneyebilirsiniz. G\u00fczel bir aray\u00fcze sahiptir, MLX'i destekler (Apple Silicon'de) ve modelleri bir t\u0131klamayla indirmenize ve kullanman\u0131za olanak tan\u0131r.<\/p>\n<p>LM Studio'yu buradan edinebilirsiniz:<\/p>\n<p>\ud83d\udc49 <a href=\"https:\/\/lmstudio.ai\/\" target=\"_blank\" rel=\"noopener\"><strong>https:\/\/lmstudio.ai\/<\/strong><\/a><\/p>\n<p>Kurulumdan sonra, ayarlarda motor olarak \u201eMLX\u201c se\u00e7ebilirsiniz - program daha sonra yukar\u0131daki ile ayn\u0131 teknolojiyi kullan\u0131r, ancak bir sohbet alan\u0131 ile g\u00fczel bir pencerede.<\/p>\n<p>Ba\u015fard\u0131n\u0131z - art\u0131k Mac'inizde herhangi bir bulut veya abonelik olmadan tamamen yerel olarak modern bir yapay zeka kullan\u0131yorsunuz. Apple MLX, dil modellerini verimli, g\u00fcvenli ve veri koruma dostu bir \u015fekilde \u00e7al\u0131\u015ft\u0131rmay\u0131 m\u00fcmk\u00fcn k\u0131lar.<\/p>\n<p>Daha sonra daha da derine inmek isterseniz - \u00f6rne\u011fin, kendi modellerinizi e\u011fitmek, metinlerinizle geli\u015ftirmek veya kendi yaz\u0131l\u0131m\u0131n\u0131za (FileMaker gibi) entegre etmek - o zaman MLX sizin i\u00e7in do\u011fru se\u00e7imdir. Ancak ilk ad\u0131m tamamland\u0131: kontrol sizde - ve do\u011frudan bilgisayar\u0131n\u0131zda g\u00fc\u00e7l\u00fc bir yapay zeka.<\/p>\n<h3>Yerel modelden ger\u00e7ek yapay zeka belle\u011fine<\/h3>\n<p><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/03\/chatgpt-veri%cc%87-i%cc%87hraci-ki%cc%87-sohbeti%cc%87ni%cc%87zi%cc%87n-nasil-ki%cc%87si%cc%87sel-bi%cc%87lgi%cc%87-si%cc%87stemi%cc%87ne-doenuestueguenue-acikliyor\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-5296 size-medium\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport-300x200.jpg\" alt=\"ChatGPT veri aktar\u0131m\u0131\" width=\"300\" height=\"200\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport-18x12.jpg 18w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ChatGPT-Datenexport.jpg 1024w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a>MLX ile ilgili makale, \u00f6zellikle Apple Silicon mimarisi ve optimize edilmi\u015f \u00e7er\u00e7evelerle yak\u0131n entegrasyon sayesinde yerel yapay zekan\u0131n do\u011frudan Apple donan\u0131m\u0131nda ne kadar g\u00fc\u00e7l\u00fc hale geldi\u011fini a\u00e7\u0131k\u00e7a g\u00f6stermektedir. Ollama daha \u00e7ok basit entegrasyona, API'lere ve esnek i\u015f ak\u0131\u015flar\u0131na odaklan\u0131rken, MLX Apple ekosistemine derinlemesine g\u00f6m\u00fcl\u00fcd\u00fcr ve muazzam bir uzun vadeli potansiyel sunar. \u0130\u015fte yeni makale dizisi tam da bu noktada devreye giriyor: Bir ad\u0131m daha ileri gidiyor ve bu yerel yapay zeka modellerinin ger\u00e7ek bir \u201ehaf\u0131za\u201c i\u00e7erecek \u015fekilde nas\u0131l geni\u015fletilebilece\u011fini g\u00f6steriyor. Sadece modelleri \u00e7al\u0131\u015ft\u0131rmak yerine, bir bilgi taban\u0131 olu\u015fturulur. <a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/03\/chatgpt-veri%cc%87-i%cc%87hraci-ki%cc%87-sohbeti%cc%87ni%cc%87zi%cc%87n-nasil-ki%cc%87si%cc%87sel-bi%cc%87lgi%cc%87-si%cc%87stemi%cc%87ne-doenuestueguenue-acikliyor\/\"><strong>ChatGPT'den kendi sohbet ge\u00e7mi\u015flerinizin veri aktar\u0131m\u0131<\/strong><\/a>\u00a0ve semantik olarak aranabilir hale getirir. Bu, yerel yapay zekay\u0131 sadece bir ara\u00e7 de\u011fil, kendi bilginizle b\u00fcy\u00fcyen ki\u015fisel bir sistem haline getirir.<\/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-115 { --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-115 { --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-115\" 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=\"taiwan verstehen: geschichte, statusfrage und die risiken einer vernetzten welt\" data-id=\"4314\"  data-category=\"allgemein gesellschaft hardware\" data-post_tag=\"europa geopolitik krisen prozesse 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\/tayvan-tari%cc%87hi%cc%87ni%cc%87-anlamak-statue-sorunu-ve-aga-bagli-bi%cc%87r-duenyanin-ri%cc%87skleri%cc%87\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Tayvan'\u0131 Anlamak: Tarih, stat\u00fc sorunlar\u0131 ve birbirine ba\u011fl\u0131 bir d\u00fcnyan\u0131n riskleri<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Bir d\u00f6n\u00fcm noktas\u0131 olarak Tayvan\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Taiwan-Kippunkt-Titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Taiwan-Kippunkt-Titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Taiwan-Kippunkt-Titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Taiwan-Kippunkt-Titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Taiwan-Kippunkt-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\/tayvan-tari%cc%87hi%cc%87ni%cc%87-anlamak-statue-sorunu-ve-aga-bagli-bi%cc%87r-duenyanin-ri%cc%87skleri%cc%87\/\" rel=\"bookmark\">Tayvan'\u0131 Anlamak: Tarih, stat\u00fc sorunlar\u0131 ve birbirine ba\u011fl\u0131 bir d\u00fcnyan\u0131n riskleri<\/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=\"dauerkrise als normalzustand: wie narrative unsere wahrnehmung verzerren\" data-id=\"3840\"  data-category=\"allgemein b\u00fccher gesellschaft\" data-post_tag=\"buch deutschland energiepolitik erfahrungen europa krisen meinungsfreiheit pers\u00f6nlichkeitsentwicklung\">\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\/normal-bi%cc%87r-durum-olarak-kalici-kri%cc%87z-anlatilar-algimizi-nasil-carpitiyor\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Normal bir durum olarak s\u00fcrekli kriz: Anlat\u0131lar alg\u0131m\u0131z\u0131 nas\u0131l \u00e7arp\u0131t\u0131yor?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Kal\u0131c\u0131 kriz, anlat\u0131lar\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/dauerkrise-narrative.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/dauerkrise-narrative.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/dauerkrise-narrative-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/dauerkrise-narrative-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/dauerkrise-narrative-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\/normal-bi%cc%87r-durum-olarak-kalici-kri%cc%87z-anlatilar-algimizi-nasil-carpitiyor\/\" rel=\"bookmark\">Normal bir durum olarak s\u00fcrekli kriz: Anlat\u0131lar alg\u0131m\u0131z\u0131 nas\u0131l \u00e7arp\u0131t\u0131yor?<\/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=\"stress ist keine naturgewalt &#8211; wie man sich freir\u00e4ume zur\u00fcckholt, schritt f\u00fcr schritt\" data-id=\"3152\"  data-category=\"allgemein gesellschaft gesundheit tipps &amp; anleitungen\" data-post_tag=\"cmd erfahrungen gesundheit krisen pers\u00f6nlichkeitsentwicklung 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\/10\/stres-doga-guecue-degi%cc%87ldi%cc%87r-oezguerlueguenuezue-adim-adim-nasil-geri%cc%87-kazanirsiniz\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Stres do\u011fan\u0131n bir g\u00fcc\u00fc de\u011fildir - Ad\u0131m ad\u0131m \u00f6zg\u00fcrl\u00fc\u011f\u00fcn\u00fcz\u00fc nas\u0131l geri kazanabilirsiniz?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Stres do\u011fan\u0131n bir g\u00fcc\u00fc de\u011fildir\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/stress-naturgewalt-titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/stress-naturgewalt-titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/stress-naturgewalt-titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/stress-naturgewalt-titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/stress-naturgewalt-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\/2025\/10\/stres-doga-guecue-degi%cc%87ldi%cc%87r-oezguerlueguenuezue-adim-adim-nasil-geri%cc%87-kazanirsiniz\/\" rel=\"bookmark\">Stres do\u011fan\u0131n bir g\u00fcc\u00fc de\u011fildir - Ad\u0131m ad\u0131m \u00f6zg\u00fcrl\u00fc\u011f\u00fcn\u00fcz\u00fc nas\u0131l geri kazanabilirsiniz?<\/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=\"ulrike gu\u00e9rot: eine europ\u00e4erin zwischen idee, universit\u00e4t und \u00f6ffentlichem diskurs\" data-id=\"4039\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"denkmodelle deutschland europa geopolitik krisen meinungsfreiheit portrait 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\/2025\/12\/ulrike-guerot-ueni%cc%87versi%cc%87te-fi%cc%87kri%cc%87-ve-kamusal-soeylem-arasinda-bi%cc%87r-avrupali\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Ulrike Gu\u00e9rot: Fikir, \u00fcniversite ve kamusal s\u00f6ylem aras\u0131nda bir Avrupal\u0131<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Ulrike Gu\u00e9rot ve Avrupa\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-portrait-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/ulrike-guerot-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\/2025\/12\/ulrike-guerot-ueni%cc%87versi%cc%87te-fi%cc%87kri%cc%87-ve-kamusal-soeylem-arasinda-bi%cc%87r-avrupali\/\" rel=\"bookmark\">Ulrike Gu\u00e9rot: Fikir, \u00fcniversite ve kamusal s\u00f6ylem aras\u0131nda bir Avrupal\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 \/>\n<h2>S\u0131k\u00e7a sorulan sorular<\/h2>\n<ol>\n<li><strong>MLX tam olarak nedir ve PyTorch veya TensorFlow'dan fark\u0131 nedir?<\/strong><br \/>\nMLX, Apple taraf\u0131ndan geli\u015ftirilen ve Apple Silicon (M1-M4) i\u00e7in \u00f6zel olarak optimize edilmi\u015f bir makine \u00f6\u011frenimi \u00e7er\u00e7evesidir. Bir\u00e7ok platformu hedefleyen PyTorch veya TensorFlow'un aksine MLX, \u00f6zellikle Apple yongalar\u0131n\u0131n mimarisini kullan\u0131r - \u00f6rne\u011fin ortak bellek yap\u0131s\u0131 (birle\u015fik bellek) ve metal GPU h\u0131zland\u0131rmas\u0131. Sonu\u00e7 olarak, Mac'lerde bellek a\u00e7\u0131s\u0131ndan daha verimli ve daha h\u0131zl\u0131 \u00e7al\u0131\u015f\u0131r - ancak yaln\u0131zca Apple donan\u0131m\u0131nda.<\/li>\n<li><strong>Neden Ollama veya Llama.cpp gibi bir ara\u00e7 yerine MLX'i se\u00e7melisiniz?<\/strong><br \/>\n\u00d6zellikle Apple Silicon \u00fczerinde \u00e7al\u0131\u015f\u0131yorsan\u0131z ve cihazdan maksimum performans elde etmek istiyorsan\u0131z MLX'in bir avantaj\u0131 vard\u0131r. Ollama ve Llama.cpp \u00e7ok esnektir, ancak genellikle Mac'te daha az verimli \u00e7al\u0131\u015f\u0131r. MLX ayr\u0131ca do\u011frudan Swift projelerine entegre edilebilir - Apple'ye yak\u0131n uygulamalar geli\u015ftiren geli\u015ftiriciler i\u00e7in idealdir. Ollama'ye rakip de\u011fildir - ancak profesyoneller i\u00e7in \u00f6zel bir ara\u00e7t\u0131r.<\/li>\n<li><strong>Hangi modeller MLX ile uyumludur?<\/strong><br \/>\nBir\u00e7ok a\u00e7\u0131k dil modeli uyumludur - Mistral, LLaMA 2 ve 3, Phi-2 veya TinyLLaMA gibi - bunlar ya zaten d\u00f6n\u00fc\u015ft\u00fcr\u00fclm\u00fc\u015ft\u00fcr ya da mlx-lm.convert arac\u0131 kullan\u0131larak d\u00f6n\u00fc\u015ft\u00fcr\u00fclebilir. NumPy-ZIP format\u0131nda (.npz) mevcut olmalar\u0131 ve MLX i\u00e7in haz\u0131rlanm\u0131\u015f olmalar\u0131 \u00f6nemlidir. MLX uyumlu modeller i\u00e7in art\u0131k Hugging Face'de ayr\u0131 bir b\u00f6l\u00fcm bulunmaktad\u0131r.<\/li>\n<li><strong>Ba\u015flamak ne kadar kolay? Bir geli\u015ftirici olmak zorunda m\u0131y\u0131m?<\/strong><br \/>\nTerminal, Python ortamlar\u0131 veya model adlar\u0131 gibi konularda biraz teknik bilgi sahibi olmak faydal\u0131 olacakt\u0131r. Ancak mlx-lm sayesinde ba\u015flamak nispeten kolayd\u0131r: bir kurulum komutu, ba\u015flatmak i\u00e7in bir komut, bitti. Bir kullan\u0131c\u0131 aray\u00fcz\u00fc ile \u00e7al\u0131\u015fmay\u0131 tercih ediyorsan\u0131z, LM Studio'yu kullanabilirsiniz - art\u0131k Mac'te MLX'i de destekliyor.<\/li>\n<li><strong>MLX'i kendi projelerim i\u00e7in de e\u011fitebilir miyim - \u00f6rne\u011fin kendi metinlerimle?<\/strong><br \/>\nEvet, yapabilirsiniz - ancak e\u011fitim \u015fu anda daha \u00e7ok ileri d\u00fczey kullan\u0131c\u0131lar i\u00e7in tasarlanm\u0131\u015ft\u0131r. \u00c7o\u011fu kullan\u0131c\u0131 MLX modellerini \u00e7\u0131kar\u0131m i\u00e7in kullan\u0131r (yani cevaplar, metin olu\u015fturma vb. i\u00e7in). E\u011fitim veya ince ayar i\u00e7in LoRA, veri formatlar\u0131 (JSONL) ve bellek gereksinimleri hakk\u0131nda bilgi sahibi olman\u0131z veya bu s\u00fcreci basitle\u015ftiren FileMaker 2025 gibi ara\u00e7lar\u0131 kullanman\u0131z gerekir.<\/li>\n<li><strong>MLX'te g\u00fcvenlik ve veri korumas\u0131 ne durumda?<\/strong><br \/>\n\u00c7ok iyi - \u00e7\u00fcnk\u00fc MLX tamamen yerel olarak \u00e7al\u0131\u015f\u0131r. T\u00fcm veriler, girdiler ve model yan\u0131tlar\u0131 kendi bilgisayar\u0131n\u0131zda kal\u0131r. Bulut aktar\u0131m\u0131 ve harici API yoktur - veri hassasiyeti olan projeler, dahili belgeler, korunan m\u00fc\u015fteri verileri veya gizli notlar i\u00e7in idealdir.<\/li>\n<li><strong>Apple'nin kendisi bu konuda nas\u0131l bir rol oynuyor? MLX daha da geli\u015ftirilecek mi?<\/strong><br \/>\nApple, MLX'i a\u00e7\u0131k bir lisans alt\u0131nda yay\u0131nlad\u0131 ve \u00f6zellikle macOS, iOS ve iPadOS i\u00e7in yapay zeka sistemi olan Apple Intelligence ile ba\u011flant\u0131l\u0131 olarak aktif bir \u015fekilde daha da geli\u015ftiriyor. WWDC 2025'te MLX, \u00f6zel dil modellerinin Apple yaz\u0131l\u0131m\u0131na entegre edilmesine y\u00f6nelik resmi \u00e7er\u00e7eve olarak sunuldu. MLX'in Apple d\u00fcnyas\u0131nda \u00f6nem kazanmaya devam edece\u011fi varsay\u0131labilir.<\/li>\n<li><strong>MLX'i Neo4j, n8n veya FileMaker gibi di\u011fer ara\u00e7larla da birle\u015ftirebilir miyim?<\/strong><br \/>\nEvet - MLX saf bir makine \u00f6\u011frenimi \u00e7er\u00e7evesidir, ancak REST API'leri, \u00f6zel Python hizmetleri veya yerel sarmalay\u0131c\u0131lar arac\u0131l\u0131\u011f\u0131yla di\u011fer ara\u00e7lara ba\u011flanabilir. \u00d6rne\u011fin, kendi otomasyonunuza (n8n), semantik bir veritaban\u0131na (Neo4j) veya FileMaker \u00e7\u00f6z\u00fcmlerine entegre edebilirsiniz - ikincisi art\u0131k FileMaker 2025 ile yerel olarak bile kullan\u0131labilir<\/li>\n<\/ol>\n<p>Resim (c) Monoar_CGI_Artist @ pixabay<\/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-116 { --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-116 { --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-116\" 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=\"spieltheorie erkl\u00e4rt 25 jahre geopolitik: wie europa seine strategische rolle verlor\" data-id=\"3850\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"denkmodelle deutschland energiepolitik eu-gesetze europa geopolitik krisen 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\/2025\/12\/oyun-teori%cc%87si%cc%87-25-yillik-jeopoli%cc%87ti%cc%87gi%cc%87-acikliyor-avrupa-strateji%cc%87k-roluenue-nasil-kaybetti%cc%87\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Oyun teorisi jeopoliti\u011fin 25 y\u0131l\u0131n\u0131 a\u00e7\u0131kl\u0131yor: Avrupa stratejik rol\u00fcn\u00fc nas\u0131l kaybetti?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"765\" class=\"attachment-full size-full\" alt=\"Oyun teorisi jeopoliti\u011fin 25 y\u0131l\u0131n\u0131 a\u00e7\u0131kl\u0131yor\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie-300x224.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie-768x574.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/europa-russland-spieltheorie-16x12.jpg 16w\" \/><\/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\/oyun-teori%cc%87si%cc%87-25-yillik-jeopoli%cc%87ti%cc%87gi%cc%87-acikliyor-avrupa-strateji%cc%87k-roluenue-nasil-kaybetti%cc%87\/\" rel=\"bookmark\">Oyun teorisi jeopoliti\u011fin 25 y\u0131l\u0131n\u0131 a\u00e7\u0131kl\u0131yor: Avrupa stratejik rol\u00fcn\u00fc nas\u0131l kaybetti?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"jan-josef liefers: ein portr\u00e4t \u00fcber haltung, herkunft und k\u00fcnstlerische freiheit\" data-id=\"3854\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"deutschland erfahrungen krisen lernen meinungsfreiheit musik pers\u00f6nlichkeitsentwicklung portrait\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/jan-josef-liefers-bi%cc%87r-tutum-koeken-ve-sanatsal-oezguerluek-portresi%cc%87\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Jan-Josef Liefers: Tav\u0131r, k\u00f6ken ve sanatsal \u00f6zg\u00fcrl\u00fck \u00fczerine bir portre<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Jan-Josef Liefers\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2025\/12\/jan-josef-liefers-bi%cc%87r-tutum-koeken-ve-sanatsal-oezguerluek-portresi%cc%87\/\" rel=\"bookmark\">Jan-Josef Liefers: Tav\u0131r, k\u00f6ken ve sanatsal \u00f6zg\u00fcrl\u00fck \u00fczerine bir portre<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"propaganda: geschichte, methoden, moderne formen und wie man sie erkennt\" data-id=\"4229\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"denkmodelle energiepolitik europa geopolitik krisen meinungsfreiheit pers\u00f6nlichkeitsentwicklung sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/propaganda-tari%cc%87hi%cc%87-yoentemleri%cc%87-modern-formlar-ve-bunlarin-nasil-taninacagi\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Propaganda: tarihi, y\u00f6ntemleri, modern bi\u00e7imleri ve bunlar\u0131n nas\u0131l tan\u0131naca\u011f\u0131<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Propaganda nedir?\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Propaganda-titel-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/propaganda-tari%cc%87hi%cc%87-yoentemleri%cc%87-modern-formlar-ve-bunlarin-nasil-taninacagi\/\" rel=\"bookmark\">Propaganda: tarihi, y\u00f6ntemleri, modern bi\u00e7imleri ve bunlar\u0131n nas\u0131l tan\u0131naca\u011f\u0131<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"gr\u00f6nland, trump und die frage der zugeh\u00f6rigkeit: geschichte, recht und realit\u00e4t\" data-id=\"4325\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"europa geopolitik krisen meinungsfreiheit sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/groenland-trump-ve-ai%cc%87di%cc%87yet-sorunu-tari%cc%87h-hukuk-ve-gercekli%cc%87k\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Gr\u00f6nland, Trump ve aidiyet sorunu: tarih, hukuk ve ger\u00e7eklik<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Gr\u00f6nland hedefte: ABD ve Trump\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Groenland-USA-Trump-Titel-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/groenland-trump-ve-ai%cc%87di%cc%87yet-sorunu-tari%cc%87h-hukuk-ve-gercekli%cc%87k\/\" rel=\"bookmark\">Gr\u00f6nland, Trump ve aidiyet sorunu: tarih, hukuk ve ger\u00e7eklik<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\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>In einer Zeit, in der zentrale KI-Dienste wie ChatGPT, Claude oder Gemini die Schlagzeilen beherrschen, w\u00e4chst bei vielen professionellen Anwendern das Bed\u00fcrfnis nach einem Gegenpol &#8211; einer lokalen, selbst kontrollierbaren KI-Infrastruktur. Gerade f\u00fcr kreative Prozesse, sensible Daten oder wiederkehrende Arbeitsabl\u00e4ufe ist eine lokale L\u00f6sung oft die nachhaltigere und sicherere Option. Wer mit einem Mac arbeitet &#8230; <a title=\"Gr\u00f6nland, Trump ve aidiyet sorunu: tarih, hukuk ve ger\u00e7eklik\" class=\"read-more\" href=\"https:\/\/www.markus-schall.de\/tr\/2026\/01\/groenland-trump-ve-ai%cc%87di%cc%87yet-sorunu-tari%cc%87h-hukuk-ve-gercekli%cc%87k\/\" aria-label=\"Gr\u00f6nland, Trump ve aidiyet sorunu: tarih, hukuk ve ger\u00e7eklik hakk\u0131nda devam\u0131n\u0131 oku\">Devam\u0131n\u0131 oku<\/a><\/p>","protected":false},"author":1,"featured_media":2865,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":9291,"footnotes":""},"categories":[15,431],"tags":[469,471,435,433,437,465,432,434],"class_list":["post-2857","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-apple-macos","category-ki-systeme","tag-datenschutz","tag-kuenstliche-intelligenz","tag-llama","tag-llm","tag-mistral","tag-mlx","tag-ollama","tag-sprachmodell"],"_links":{"self":[{"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts\/2857","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=2857"}],"version-history":[{"count":24,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts\/2857\/revisions"}],"predecessor-version":[{"id":5975,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/posts\/2857\/revisions\/5975"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/media\/2865"}],"wp:attachment":[{"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/media?parent=2857"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/categories?post=2857"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.markus-schall.de\/tr\/wp-json\/wp\/v2\/tags?post=2857"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}