{"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":"mlx-na-jablecnem-kremiku-jako-mistni-ki-ve-srovnani-s-ollama-co","status":"publish","type":"post","link":"https:\/\/www.markus-schall.de\/cs\/2025\/09\/mlx-na-jablecnem-kremiku-jako-mistni-ki-ve-srovnani-s-ollama-co\/","title":{"rendered":"MLX na Apple Silicon jako m\u00edstn\u00ed AI ve srovn\u00e1n\u00ed s Ollama &amp; Co."},"content":{"rendered":"<p>V dob\u011b, kdy na tituln\u00edch str\u00e1nk\u00e1ch novin dominuj\u00ed centralizovan\u00e9 slu\u017eby AI, jako jsou ChatGPT, Claude nebo Gemini, roste u mnoha profesion\u00e1ln\u00edch u\u017eivatel\u016f pot\u0159eba alternativy - lok\u00e1ln\u00ed, samostatn\u011b ovladateln\u00e9 infrastruktury AI. Zejm\u00e9na v p\u0159\u00edpad\u011b kreativn\u00edch proces\u016f, citliv\u00fdch dat nebo opakuj\u00edc\u00edch se pracovn\u00edch postup\u016f je lok\u00e1ln\u00ed \u0159e\u0161en\u00ed \u010dasto udr\u017eiteln\u011bj\u0161\u00ed a bezpe\u010dn\u011bj\u0161\u00ed variantou.<\/p>\n<p>Ka\u017ed\u00fd, kdo pracuje s po\u010d\u00edta\u010dem Mac - zejm\u00e9na s Apple Silicon (M1, M2, M3 nebo M4) - m\u016f\u017ee nyn\u00ed naj\u00edt \u00fa\u017easn\u011b v\u00fdkonn\u00e9 n\u00e1stroje pro spou\u0161t\u011bn\u00ed vlastn\u00edch jazykov\u00fdch model\u016f p\u0159\u00edmo v za\u0159\u00edzen\u00ed. Jejich st\u0159edobodem je nov\u00e1, do zna\u010dn\u00e9 m\u00edry nezn\u00e1m\u00e1 komponenta: MLX, framework pro strojov\u00e9 u\u010den\u00ed vyvinut\u00fd spole\u010dnost\u00ed Apple, kter\u00fd bude v p\u0159\u00ed\u0161t\u00edch letech pravd\u011bpodobn\u011b hr\u00e1t v ekosyst\u00e9mu um\u011bl\u00e9 inteligence spole\u010dnosti st\u00e1le v\u011bt\u0161\u00ed roli.<!--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-103 { --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-103 { --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\">Aktu\u00e1ln\u00ed \u010dl\u00e1nky o um\u011bl\u00e9 inteligenci<\/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-103\" 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\/cs\/2025\/12\/ki-pro-zacatecniky-jak-zacit-s-umelou-inteligenci-bez-predchozich-znalosti\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">AI pro za\u010d\u00e1te\u010dn\u00edky: Jak za\u010d\u00edt s um\u011blou inteligenc\u00ed bez p\u0159edchoz\u00edch znalost\u00ed<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Um\u011bl\u00e1 inteligence pro za\u010d\u00e1te\u010dn\u00edky\" 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\/cs\/2025\/12\/ki-pro-zacatecniky-jak-zacit-s-umelou-inteligenci-bez-predchozich-znalosti\/\" rel=\"bookmark\">AI pro za\u010d\u00e1te\u010dn\u00edky: Jak za\u010d\u00edt s um\u011blou inteligenc\u00ed bez p\u0159edchoz\u00edch znalost\u00ed<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"ki-studio 2025: welche hardware wirklich lohnt \u2013 vom mac studio bis zur rtx 3090\" data-id=\"3704\"  data-category=\"apple macos featured hardware ki-systeme\" data-post_tag=\"apple digitales eigentum k\u00fcnstliche intelligenz llm mlx neo4j sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/ki-studio-2025-ktery-hardware-se-opravdu-vyplati-z-mac-studia-na-rtx-3090\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">AI Studio 2025: Kter\u00fd hardware se opravdu vyplat\u00ed - od Mac Studia po RTX 3090<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Hardware 2025 pro studio AI\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/ki-studio-2025-ktery-hardware-se-opravdu-vyplati-z-mac-studia-na-rtx-3090\/\" rel=\"bookmark\">AI Studio 2025: Kter\u00fd hardware se opravdu vyplat\u00ed - od Mac Studia po RTX 3090<\/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=\"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\/cs\/2025\/08\/ollama-splnuje-qdrant-mistni-pamet-pro-vase-ki-na-macu\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Ollama a Qdrant: M\u00edstn\u00ed pam\u011b\u0165 pro va\u0161i um\u011blou inteligenci na Macu<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1440\" height=\"980\" class=\"attachment-full size-full\" alt=\"Pam\u011b\u0165 pro m\u00edstn\u00ed um\u011blou inteligenci s Ollama a Qdrant\" 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-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\/cs\/2025\/08\/ollama-splnuje-qdrant-mistni-pamet-pro-vase-ki-na-macu\/\" rel=\"bookmark\">Ollama a Qdrant: M\u00edstn\u00ed pam\u011b\u0165 pro va\u0161i um\u011blou inteligenci na Macu<\/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 ohne hype: warum weniger ki-tools oft bessere arbeit bedeuten\" data-id=\"4402\"  data-category=\"apple macos hardware ki-systeme tipps &amp; anleitungen\" data-post_tag=\"denkmodelle erfahrungen k\u00fcnstliche intelligenz llm mac mlx ollama prozesse sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/01\/umela-inteligence-bez-humbuku-proc-mene-nastroju-ki-casto-znamena-lepsi-praci\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Um\u011bl\u00e1 inteligence bez humbuku: pro\u010d m\u00e9n\u011b n\u00e1stroj\u016f AI \u010dasto znamen\u00e1 lep\u0161\u00ed pr\u00e1ci<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Um\u011bl\u00e1 inteligence bez humbuku\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-ohne-Hype-Titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-ohne-Hype-Titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-ohne-Hype-Titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-ohne-Hype-Titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-ohne-Hype-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\/cs\/2026\/01\/umela-inteligence-bez-humbuku-proc-mene-nastroju-ki-casto-znamena-lepsi-praci\/\" rel=\"bookmark\">Um\u011bl\u00e1 inteligence bez humbuku: pro\u010d m\u00e9n\u011b n\u00e1stroj\u016f AI \u010dasto znamen\u00e1 lep\u0161\u00ed pr\u00e1ci<\/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>Nejnov\u011bj\u0161\u00ed zpr\u00e1vy o MLX a Ollama<\/h2>\n<p><strong>02.05.2026<\/strong>: Aktu\u00e1ln\u00ed video se t\u00e9matu v\u011bnuje podrobn\u011bji a podrobn\u011b kategorizuje nejd\u016fle\u017eit\u011bj\u0161\u00ed odvozovac\u00ed motory. Je z\u0159ejm\u00e9, \u017ee rozhoduj\u00edc\u00ed nen\u00ed jen samotn\u00fd model, ale p\u0159edev\u0161\u00edm \u201eengine\u201c, kter\u00fd za n\u00edm stoj\u00ed - tedy engine, kter\u00fd \u0159\u00edd\u00ed v\u00fdpo\u010det, p\u0159\u00edstupy do pam\u011bti a komunikaci. Srovn\u00e1n\u00ed Ollama, MLX, llama.cpp a vLLM ukazuje, jak se v\u00fdkon a oblasti pou\u017eit\u00ed mohou v z\u00e1vislosti na hardwaru a c\u00edlech zna\u010dn\u011b li\u0161it. \u00daloha MLX na za\u0159\u00edzen\u00edch Apple-Silicon je obzvl\u00e1\u0161t\u011b zaj\u00edmav\u00e1, proto\u017ee d\u00edky t\u00e9to architektu\u0159e je zde mo\u017en\u00e9 dos\u00e1hnout nov\u00e9ho zv\u00fd\u0161en\u00ed efektivity. Z\u00e1rove\u0148 je z\u0159ejm\u00e9, \u017ee neexistuje \u017e\u00e1dn\u00e9 univerz\u00e1ln\u00ed \u0159e\u0161en\u00ed: V z\u00e1vislosti na sc\u00e9n\u00e1\u0159i - lok\u00e1ln\u00edm, serverov\u00e9m nebo \u0161k\u00e1lovac\u00edm - maj\u00ed smysl r\u016fzn\u00e9 motory. Video proto p\u0159id\u00e1v\u00e1 k sou\u010dasn\u00e9mu v\u00fdvoji MLX d\u016fle\u017eitou strategickou perspektivu.<\/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=\"Miniatura videa na YouTube\" width=\"640\" height=\"340\" \/><br \/>Pod\u00edvejte se na toto video na YouTube<\/a><\/noscript><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:640px;margin:5px;\"><\/div><br \/>\nOllama, MLX, llama.cpp nebo vLLM? Jak vybrat motor pro VA\u0160E UI! | <a href=\"https:\/\/www.youtube.com\/@giorgi-ki\" target=\"_blank\" rel=\"nofollow noopener\">Giorgi Lomidze<\/a><\/p>\n<p><strong>30.03.2026<\/strong>: S <a href=\"https:\/\/ollama.com\/blog\/mlx\" target=\"_blank\" rel=\"noopener\"><strong>aktu\u00e1ln\u00ed verze n\u00e1hledu<\/strong><\/a> Ollama poprv\u00e9 integruje r\u00e1mec MLX Apple jako backend pro po\u010d\u00edta\u010de Mac Apple-Silicon. C\u00edlem je v\u00fdrazn\u011b zrychlit m\u00edstn\u00ed um\u011blou inteligenci a l\u00e9pe vyu\u017e\u00edt hardware. MLX vyu\u017e\u00edv\u00e1 sjednocenou pam\u011b\u0165ovou architekturu modern\u00edch Mac\u016f, kter\u00e1 umo\u017e\u0148uje efektivn\u00ed sd\u00edlen\u00ed dat mezi CPU a GPU bez neust\u00e1l\u00e9ho kop\u00edrov\u00e1n\u00ed. V\u00fdsledkem je znateln\u00e9 zlep\u0161en\u00ed \u201etime to first token\u201c a rychlosti generov\u00e1n\u00ed.<\/p>\n<p>Prvn\u00ed benchmarky a zpr\u00e1vy hovo\u0159\u00ed o v\u00fdrazn\u00e9m n\u00e1r\u016fstu v\u00fdkonu d\u00edky v\u00fdrazn\u011b vy\u0161\u0161\u00edmu po\u010dtu token\u016f a efektivn\u011bj\u0161\u00edmu vyu\u017eit\u00ed pam\u011bti. Video, na kter\u00e9 odkazujeme v \u010dl\u00e1nku, jasn\u011b ukazuje, pro\u010d je tato zm\u011bna tak d\u016fle\u017eit\u00e1: p\u0159edchoz\u00ed z\u00e1sobn\u00edk llama.cpp je nahrazen z\u00e1sobn\u00edkem MLX, tak\u017ee lok\u00e1ln\u00ed um\u011bl\u00e1 inteligence na Macu je poprv\u00e9 skute\u010dn\u011b plynul\u00e1 a vhodn\u00e1 pro ka\u017edodenn\u00ed pou\u017eit\u00ed. Funkce z\u00e1rove\u0148 z\u016fst\u00e1v\u00e1 preview, tak\u017ee je t\u0159eba po\u010d\u00edtat s omezen\u00edmi a dal\u0161\u00edmi optimalizacemi. Celkov\u011b tento krok znamen\u00e1 d\u016fle\u017eit\u00fd p\u0159echod k rychl\u00e9 lok\u00e1ln\u011b b\u011b\u017e\u00edc\u00ed AI na spot\u0159ebitelsk\u00e9m hardwaru.<\/p>\n<hr \/>\n<h2>Co je MLX a co nov\u00fd form\u00e1t znamen\u00e1?<\/h2>\n<p>MLX je open source framework od Apple pro strojov\u00e9 u\u010den\u00ed, kter\u00fd je speci\u00e1ln\u011b p\u0159izp\u016fsoben hardwarov\u00e9 architektu\u0159e Apple Silicon. Na rozd\u00edl od jin\u00fdch backend\u016f pro um\u011blou inteligenci, jako je PyTorch nebo TensorFlow, MLX p\u0159\u00edmo vyu\u017e\u00edv\u00e1 v\u00fdhod takzvan\u00e9 \"unifikovan\u00e9 pam\u011bti\" Apple - tj. sd\u00edlen\u00e9ho p\u0159\u00edstupu CPU a GPU ke stejn\u00e9 oblasti RAM. To zaji\u0161\u0165uje v\u00fdrazn\u011b efektivn\u011bj\u0161\u00ed zpracov\u00e1n\u00ed dat a model\u016f - zejm\u00e9na u velk\u00fdch jazykov\u00fdch model\u016f, kter\u00e9 mohou obsahovat i n\u011bkolik gigabajt\u016f.<\/p>\n<p>P\u0159idru\u017een\u00fd form\u00e1t MLX obvykle popisuje modely, jejich\u017e v\u00e1hy jsou ulo\u017eeny v komprimovan\u00e9m form\u00e1tu souboru .npz (NumPy Zip). Modely jako Mistral, Phi-2 nebo LLaMA 3 lze do tohoto form\u00e1tu p\u0159ev\u00e9st pomoc\u00ed p\u0159\u00edslu\u0161n\u00fdch n\u00e1stroj\u016f a spustit p\u0159\u00edmo na po\u010d\u00edta\u010di Mac - bez cloudu, bez API, bez omezen\u00ed.<\/p>\n<p>V jin\u00e9m \u010dl\u00e1nku uv\u00e1d\u00edm <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/apple-mlx-vs-nvidia-jak-funguje-lokalni-odvozovani-ki-na-macu\/\"><strong>Srovn\u00e1n\u00ed mezi Apple Silicon a NVIDIA<\/strong><\/a> a vysv\u011btlit, jak\u00fd hardware je vhodn\u00fd pro provozov\u00e1n\u00ed m\u00edstn\u00edch jazykov\u00fdch model\u016f na Macu.<\/p>\n<h3>Sou\u010dasn\u00e1 situace: Co ji\u017e Apple nab\u00edz\u00ed<\/h3>\n<p>S ozn\u00e1men\u00edm <a href=\"https:\/\/en.wikipedia.org\/wiki\/Apple_Intelligence\" target=\"_blank\" rel=\"noopener\"><strong>Apple Intelligence<\/strong><\/a> V roce 2024 za\u010dala spole\u010dnost Apple integrovat funkce um\u011bl\u00e9 inteligence p\u0159\u00edmo do opera\u010dn\u00edho syst\u00e9mu. Asistenti pro psan\u00ed, zpracov\u00e1n\u00ed obrazu, s\u00e9mantick\u00e9 vyhled\u00e1v\u00e1n\u00ed, inteligentn\u00ed po\u0161tovn\u00ed funkce - v\u011bt\u0161ina z toho b\u011b\u017e\u00ed zcela lok\u00e1ln\u011b, zejm\u00e9na v za\u0159\u00edzen\u00edch s \u010dipem M1 nebo nov\u011bj\u0161\u00edm. Na star\u0161\u00edch po\u010d\u00edta\u010d\u00edch Mac s procesorem Intel v\u0161ak \u017e\u00e1dn\u00e1 z nov\u00fdch funkc\u00ed nen\u00ed k dispozici.<\/p>\n<p>Sou\u010dasn\u011b spole\u010dnost Apple d\u00e1le rozvinula r\u00e1mec MLX a zve\u0159ejnila jej pod otev\u0159enou licenc\u00ed. V kombinaci s n\u00e1stroji, jako je mlx-lm nebo nov\u00e9 rozhran\u00ed MLX Swift API, je ji\u017e mo\u017en\u00e9 lok\u00e1ln\u011b spou\u0161t\u011bt textov\u00e9 modely, nastavovat vlastn\u00ed pracovn\u00ed postupy nebo tr\u00e9novat modely - p\u0159\u00edmo na vlastn\u00edm po\u010d\u00edta\u010di Mac, ani\u017e by data opustila za\u0159\u00edzen\u00ed.<\/p>\n<p>Zejm\u00e9na profesion\u00e1ln\u00ed u\u017eivatel\u00e9 - nap\u0159\u00edklad z oblasti v\u00fdvoje softwaru, vydavatelstv\u00ed, marketingu nebo v\u00fdzkumu - z toho mohou m\u00edt velk\u00fd prosp\u011bch, proto\u017ee MLX jim poskytuje zcela nov\u00e9 mo\u017enosti integrace model\u016f AI do jejich pracovn\u00edch postup\u016f, ani\u017e by se museli spol\u00e9hat na extern\u00ed poskytovatele.<\/p>\n<h2>Jak funguje MLX v praxi<\/h2>\n<p>Pokud chcete MLX pou\u017e\u00edvat ji\u017e dnes, pot\u0159ebujete pouze termin\u00e1l, Python (ide\u00e1ln\u011b v samostatn\u00e9m virtu\u00e1ln\u00edm prost\u0159ed\u00ed) a bal\u00ed\u010dek mlx-lm, kter\u00fd obsahuje v\u0161echny pot\u0159ebn\u00e9 funkce: Sta\u017een\u00ed modelu, kvantifikace, inference a chat. Po instalaci lze spustit hotov\u00e9 modely z komunity Hugging Face - nap\u0159:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">mlx_lm.chat --model mlx-community\/Mistral-7B-Instruct-v0.3-4bit<\/pre>\n<p>K rozhran\u00ed API m\u016f\u017eete p\u0159istupovat tak\u00e9 pomoc\u00ed skriptu Python. Modely se automaticky na\u010d\u00edtaj\u00ed, ukl\u00e1daj\u00ed do mezipam\u011bti a spou\u0161t\u011bj\u00ed se lok\u00e1ln\u011b - bez p\u0159ipojen\u00ed k internetu po prvn\u00edm sta\u017een\u00ed.<\/p>\n<p>Snadno lze tak\u00e9 p\u0159ev\u00e9st vlastn\u00ed modely. Jedin\u00fdm p\u0159\u00edkazem m\u016f\u017eete st\u00e1hnout modely z centra Hugging Face Hub, kvantifikovat je a zp\u0159\u00edstupnit pro MLX:<\/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>V\u00fdsledn\u00e9 soubory .npz pak lze trvale ulo\u017eit na m\u00edst\u011b a znovu pou\u017e\u00edt.<\/p>\n<h3>Srovn\u00e1n\u00ed: MLX vs. Ollama, Llama.cpp a LM Studio<\/h3>\n<p>Krom\u011b MLX existuje n\u011bkolik zaveden\u00fdch alternativ pro lok\u00e1ln\u00ed pou\u017eit\u00ed AI na Macu - p\u0159edev\u0161\u00edm Ollama, Llama.cpp a LM Studio. Ka\u017ed\u00fd z t\u011bchto n\u00e1stroj\u016f m\u00e1 sv\u00e9 siln\u00e9 str\u00e1nky, ale tak\u00e9 specifick\u00e1 omezen\u00ed.<\/p>\n<h4>Ollama<\/h4>\n<p><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/08\/local-ki-na-macu-takto-1tp12vytvoreni-jazykoveho-modelu-pomoci-ollama\/\"><strong>Ollama<\/strong><\/a> je mezi v\u00fdvoj\u00e1\u0159i obzvl\u00e1\u0161t\u011b obl\u00edben\u00fd, proto\u017ee nab\u00edz\u00ed jednoduch\u00fd p\u0159\u00edkazov\u00fd \u0159\u00e1dek a rozhran\u00ed REST API. Modely jsou zde k dispozici ve form\u00e1tu GGUF, co\u017e je optimalizovan\u00fd form\u00e1t soubor\u016f pro rychl\u00e9 spou\u0161t\u011bn\u00ed na m\u00edstn\u00edch po\u010d\u00edta\u010d\u00edch. Ollama se rychle nastavuje, je flexibiln\u00ed a podporuje \u0161irokou \u0161k\u00e1lu model\u016f. V sou\u010dasn\u00e9 dob\u011b v\u0161ak Ollama neb\u011b\u017e\u00ed na po\u010d\u00edta\u010di Mac s enginem MLX, ale pou\u017e\u00edv\u00e1 p\u0159edev\u0161\u00edm backend zalo\u017een\u00fd na metalu prost\u0159ednictv\u00edm souboru llama.cpp.<\/p>\n<p>Pro pracovn\u00ed postupy, kter\u00e9 vy\u017eaduj\u00ed automatizaci nebo bezhlav\u00fd provoz (nap\u0159. procesy b\u011b\u017e\u00edc\u00ed na pozad\u00ed), je v sou\u010dasn\u00e9 dob\u011b prvn\u00ed volbou Ollama. Pokud v\u0161ak chcete pou\u017e\u00edvat vlastn\u00ed optimalizace Apple, budete si muset po\u010dkat na budouc\u00ed integrace MLX.<\/p>\n<h4>Llama.cpp<\/h4>\n<p>Tento projekt tvo\u0159\u00ed z\u00e1klad pro mnoho dal\u0161\u00edch n\u00e1stroj\u016f (v\u010detn\u011b Ollama) a nab\u00edz\u00ed velmi v\u00fdkonn\u00fd inferen\u010dn\u00ed engine pro modely GGUF. Je mimo\u0159\u00e1dn\u011b flexibiln\u00ed, ale jeho pou\u017eit\u00ed a ovl\u00e1d\u00e1n\u00ed nen\u00ed v\u017edy snadn\u00e9 - zejm\u00e9na pro za\u010d\u00e1te\u010dn\u00edky. Velk\u00e1 v\u00fdhoda: existuje obrovsk\u00e1 komunita, mnoho roz\u0161\u00ed\u0159en\u00ed a stabiln\u00ed v\u00fdvoj.<\/p>\n<h4>LM Studio<\/h4>\n<p>Kdo hled\u00e1 grafick\u00e9 u\u017eivatelsk\u00e9 rozhran\u00ed, obvykle skon\u010d\u00ed u LM Studia. Tento n\u00e1stroj kombinuje stahov\u00e1n\u00ed, spr\u00e1vu a spou\u0161t\u011bn\u00ed jazykov\u00fdch model\u016f ve \u0161t\u00edhl\u00e9 aplikaci pro Mac - v\u010detn\u011b chatovac\u00edho rozhran\u00ed, konfigurace a spr\u00e1vy model\u016f. Zaj\u00edmavost: LM Studio ji\u017e n\u011bkolik m\u011bs\u00edc\u016f podporuje tak\u00e9 engine MLX, kter\u00fd umo\u017e\u0148uje pln\u011b vyu\u017e\u00edvat optimalizace Apple na po\u010d\u00edta\u010d\u00edch Mac M1 nebo M2 - a to s v\u00fdrazn\u011b ni\u017e\u0161\u00ed spot\u0159ebou pam\u011bti RAM ne\u017e srovnateln\u00e9 n\u00e1stroje.<\/p>\n<p>LM Studio je ide\u00e1ln\u00edm vstupn\u00edm bodem do sv\u011bta lok\u00e1ln\u00ed um\u011bl\u00e9 inteligence, zejm\u00e9na pro u\u017eivatele, kte\u0159\u00ed se necht\u011bj\u00ed obt\u011b\u017eovat s termin\u00e1lov\u00fdmi p\u0159\u00edkazy - a v kombinaci s MLX je to skute\u010dn\u011b \u0161pi\u010dkov\u00fd n\u00e1stroj.<\/p>\n<h3>Snadn\u00e9 vylad\u011bn\u00ed: Jak FileMaker 2025 p\u0159en\u00e1\u0161\u00ed \u0161kolen\u00ed LoRA do ka\u017edodenn\u00edho \u017eivota<\/h3>\n<p><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/10\/skoleni-lora-jak-filemaker-2025-zjednodusuje-jemne-ladeni-rozsahlych-jazykovych-modelu\/\"><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=\"Jemn\u00e9 lad\u011bn\u00ed LoRA - 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>Zat\u00edmco MLX a Ollama ukazuj\u00ed, jak lze jazykov\u00e9 modely provozovat lok\u00e1ln\u011b a integrovat je do st\u00e1vaj\u00edc\u00edch proces\u016f, dal\u0161\u00ed krok jde mnohem d\u00e1l: c\u00edlen\u00e9 p\u0159izp\u016fsoben\u00ed t\u011bchto model\u016f vlastn\u00edm dat\u016fm. Pr\u00e1v\u011b v tom spo\u010d\u00edv\u00e1 p\u0159\u00edstup s <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/10\/skoleni-lora-jak-filemaker-2025-zjednodusuje-jemne-ladeni-rozsahlych-jazykovych-modelu\/\"><strong>FileMaker 2025 z dce\u0159in\u00e9 spole\u010dnosti Apple Claris<\/strong><\/a> na. M\u00edsto izolovan\u00fdch tr\u00e9ninkov\u00fdch prost\u0159ed\u00ed je vytvo\u0159eno strukturovan\u00e9 rozhran\u00ed, ve kter\u00e9m lze centr\u00e1ln\u011b spravovat datov\u00e9 z\u00e1znamy, parametry tr\u00e9ninku a verze modelu. \u0160kolen\u00ed LoRA lze p\u0159ipravovat, spou\u0161t\u011bt a reprodukovat pomoc\u00ed jasn\u011b definovan\u00fdch proces\u016f - bez nutnosti \u0159\u00eddit ka\u017ed\u00fd krok ru\u010dn\u011b pomoc\u00ed skript\u016f nebo p\u0159\u00edkazov\u00fdch \u0159\u00e1dk\u016f. Experiment\u00e1ln\u00ed lad\u011bn\u00ed se tak m\u011bn\u00ed v reprodukovateln\u00fd pracovn\u00ed postup, kter\u00fd lze integrovat do st\u00e1vaj\u00edc\u00edch obchodn\u00edch proces\u016f. To je rozhoduj\u00edc\u00ed v\u00fdhoda zejm\u00e9na pro spole\u010dnosti, kter\u00e9 pracuj\u00ed s vlastn\u00edmi daty: UI nez\u016fst\u00e1v\u00e1 obecn\u00e1, ale je vy\u0161kolena specificky pro jejich vlastn\u00ed kontext.<\/p>\n<h3>Kdy je MLX na Silicon lep\u0161\u00ed volbou<\/h3>\n<p>Zat\u00edmco \u0159e\u0161en\u00ed zalo\u017een\u00e1 na GGUF (Ollama, Llama.cpp) jsou velmi flexibiln\u00ed a funguj\u00ed na mnoha platform\u00e1ch, MLX boduje svou hlubokou integrac\u00ed do sv\u011bta Apple. Za zm\u00ednku stoj\u00ed zejm\u00e9na:<\/p>\n<ul>\n<li>Efektivn\u00ed vyu\u017eit\u00ed pam\u011bti d\u00edky sjednocen\u00e9 pam\u011bti<\/li>\n<li>Optimalizace pro Metal\/GPU bez slo\u017eit\u00e9 konfigurace<\/li>\n<li>Bezprobl\u00e9mov\u00e1 integrace do projekt\u016f Swift a r\u00e1mc\u016f Apple<\/li>\n<li>Odolnost v\u016f\u010di budoucnosti, proto\u017ee Apple tento r\u00e1mec d\u00e1le aktivn\u011b rozv\u00edj\u00ed.<\/li>\n<li>Mo\u017enost roz\u0161\u00ed\u0159en\u00ed, nap\u0159. prost\u0159ednictv\u00edm model\u016f na m\u00edru, jemn\u00e9ho dolad\u011bn\u00ed a syst\u00e9mov\u00e9 integrace.<\/li>\n<\/ul>\n<p>Pro u\u017eivatele Macu, kte\u0159\u00ed cht\u011bj\u00ed dlouhodob\u011b pl\u00e1novat a zachovat si plnou kontrolu nad sv\u00fdmi daty, je MLX ji\u017e nyn\u00ed slibn\u00fdm vstupem do sv\u011bta m\u00edstn\u00ed um\u011bl\u00e9 inteligence - s potenci\u00e1lem st\u00e1t se v budoucnu standardem.<\/p>\n<h3>Od lok\u00e1ln\u00ed um\u011bl\u00e9 inteligence ke skute\u010dn\u00fdm podnikov\u00fdm proces\u016fm: Kde vstupuj\u00ed do hry syst\u00e9my ERP<\/h3>\n<p><a href=\"https:\/\/www.markus-schall.de\/cs\/software-erp\/\"><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=\"Software ERP\" 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>Co se v t\u00e9to souvislosti \u010dasto podce\u0148uje: Skute\u010dn\u00e1 s\u00edla lok\u00e1ln\u00edch syst\u00e9m\u016f um\u011bl\u00e9 inteligence, jako je MLX nebo Ollama, nespo\u010d\u00edv\u00e1 pouze v samotn\u00e9m modelu, ale tak\u00e9 v jejich integraci do st\u00e1vaj\u00edc\u00edch pracovn\u00edch postup\u016f. Zejm\u00e9na rozhran\u00ed a API umo\u017e\u0148uj\u00ed nepou\u017e\u00edvat AI izolovan\u011b, ale integrovat ji p\u0159\u00edmo do provozn\u00edch proces\u016f - nap\u0159\u00edklad p\u0159i anal\u00fdze dat, automatizaci text\u016f nebo podpo\u0159e rozhodov\u00e1n\u00ed.<\/p>\n<p>Pr\u00e1v\u011b zde se st\u00e1v\u00e1 \u00fast\u0159edn\u00edm \u010dl\u00e1nkem v\u00fdkonn\u00fd syst\u00e9m ERP: poskytuje data, strukturuje procesy a zaji\u0161\u0165uje, aby v\u00fdsledky AI byly nejen generov\u00e1ny, ale tak\u00e9 smyslupln\u011b zpracov\u00e1ny. Ka\u017ed\u00fd, kdo chce v\u00e1\u017en\u011b a produktivn\u011b vyu\u017e\u00edvat lok\u00e1ln\u00ed AI, proto bude dlouhodob\u011b pot\u0159ebovat promy\u0161lenou syst\u00e9movou krajinu. Dal\u0161\u00ed informace na str\u00e1nce <a href=\"https:\/\/www.markus-schall.de\/cs\/software-erp\/\"><strong>Software ERP<\/strong><\/a>, kde bude p\u0159edstaven syst\u00e9m ERP zalo\u017een\u00fd na FileMaker. FileMaker Server podporuje hostov\u00e1n\u00ed jazykov\u00fdch model\u016f MLX od verze 2025. <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/09\/integrace-mlx-do-filemakeru-2025-local-ki-jako-novy-standard\/\">p\u0159\u00edmo na datab\u00e1zov\u00e9m serveru<\/a> a poskytuje odpov\u00eddaj\u00edc\u00ed p\u0159\u00edkazy skriptu. Software od dce\u0159in\u00e9 spole\u010dnosti Apple Claris b\u011b\u017e\u00ed na Apple Mac, Windows a mobiln\u00edch za\u0159\u00edzen\u00edch iOS.<\/p>\n<h3>V\u00fdhled: Kam chce Apple s MLX a Apple Intelligence sm\u011b\u0159ovat?<\/h3>\n<p><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/pokud-mac-nasloucha-tomu-co-bude-pro-uzivatele-v-budoucnu-znamenat-integrovana-ki-od-applu-s-gemini-a-siri\/\"><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 a 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>S konferenc\u00ed WWDC 2025 spole\u010dnost Apple jasn\u011b nazna\u010dila, \u017ee MLX nen\u00ed trik, ale strategick\u00e1 sou\u010d\u00e1st rostouc\u00edho ekosyst\u00e9mu Apple kolem um\u011bl\u00e9 inteligence. Integrace nov\u00fdch \u201eFoundation Models\u201c p\u0159\u00edmo do syst\u00e9m\u016f macOS a iOS, nativn\u00ed podpora Swiftu a dal\u0161\u00ed v\u00fdvoj MLX sm\u011brem k tr\u00e9nov\u00e1n\u00ed, kvantifikaci a inferenci jasn\u011b ukazuj\u00ed, \u017ee se Apple chce zapojit - ale po sv\u00e9m. V jin\u00e9m \u010dl\u00e1nku ukazuji, kde <a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/pokud-mac-nasloucha-tomu-co-bude-pro-uzivatele-v-budoucnu-znamenat-integrovana-ki-od-applu-s-gemini-a-siri\/\"><strong>Apple se Siri a Gemini<\/strong><\/a> v r\u00e1mci partnerstv\u00ed se spole\u010dnost\u00ed Google.<\/p>\n<p>Apple z\u016fst\u00e1v\u00e1 v\u011brn\u00fd sv\u00e9 linii: \u017e\u00e1dn\u00e9 velkolep\u00e9 sliby, ale solidn\u00ed, lok\u00e1ln\u011b funguj\u00edc\u00ed technologie, kter\u00e1 se dlouhodob\u011b osv\u011bd\u010duje. Pro profesion\u00e1ln\u00ed u\u017eivatele je to nejen atraktivn\u00ed, ale tak\u00e9 strategicky velmi zaj\u00edmav\u00e9.<\/p>\n<p>MLX je na dobr\u00e9 cest\u011b st\u00e1t se standardn\u00edm \u0159e\u0161en\u00edm pro m\u00edstn\u00ed um\u011blou inteligenci na Macu. Ti, kdo s n\u00edm pracuj\u00ed u\u017e dnes, z\u00edsk\u00e1vaj\u00ed cenn\u00fd n\u00e1skok - a\u0165 u\u017e pro kreativn\u00ed, technick\u00e9 nebo analytick\u00e9 aplikace. V kombinaci s n\u00e1stroji, jako je mlx-lm, LM Studio nebo nov\u00e9 rozhran\u00ed Swift API, lze vytvo\u0159it robustn\u00ed, spolehliv\u00e9 a na budoucnost odoln\u00e9 prost\u0159ed\u00ed AI - v souladu s \u0159\u00edzen\u00fdm, datov\u011b suver\u00e9nn\u00edm zp\u016fsobem pr\u00e1ce, kter\u00fd bude v budoucnu st\u00e1le d\u016fle\u017eit\u011bj\u0161\u00ed.<\/p>\n<hr \/>\n<h3>Aktu\u00e1ln\u00ed pr\u016fzkum um\u011bl\u00e9 inteligence<\/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=\"1965247589b7628f2e6effa6c78cc281\" data-pid=\"4402\" 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=\"f946d374fd\" autocomplete=\"off\"><div class=\"basic-elements\"><div class=\"basic-element basic-question basic-question-text-vertical\" data-id=\"9\" data-uid=\"9d9929ef89ca818aaef6272375b65da8\" 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;\">Co si mysl\u00edte o lok\u00e1ln\u011b provozovan\u00e9m softwaru AI, jako je MLX nebo Ollama?<\/h5><\/div><ul class=\"basic-answers\"><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"45\" data-type=\"text\" data-vn=\"142\" 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;\">D\u016fmysln\u00e9 - kone\u010dn\u011b nez\u00e1visl\u00e9 na cloudu<\/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;\">Zaj\u00edmav\u00e9, ale (st\u00e1le) p\u0159\u00edli\u0161 slo\u017eit\u00e9<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"47\" data-type=\"text\" data-vn=\"28\" 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;\">Brzy to vyzkou\u0161\u00edm<\/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;\">Nepot\u0159ebuji ho - cloud mi sta\u010d\u00ed.<\/span><\/label><\/div><\/li><li class=\"basic-answer\" style=\"padding:0px 0px;\" data-id=\"49\" data-type=\"text\" data-vn=\"4\" 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;\">Nev\u00edm p\u0159esn\u011b, o \u010dem to je.<\/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;\">Hlasujte na<\/a><\/div><input type=\"hidden\" name=\"trp-form-language\" value=\"cs\"\/><\/form><\/div><\/div><\/div><\/div>\n\t\t\t\t\t\t<\/div>\n<hr \/>\n<h2>Pou\u017e\u00edv\u00e1n\u00ed MLX na Macu - jednoduch\u00e9 pokyny pro za\u010d\u00e1te\u010dn\u00edky<\/h2>\n<p>S MLX vytvo\u0159ila spole\u010dnost Apple nov\u00fd syst\u00e9m, kter\u00fd umo\u017e\u0148uje pou\u017e\u00edvat um\u011blou inteligenci (AI) p\u0159\u00edmo na vlastn\u00edm Macu - bez p\u0159ipojen\u00ed k internetu, bez cloudu, bez z\u00e1vislosti na Googlu nebo OpenAI. Skv\u011bl\u00e9 na tom je, \u017ee pokud m\u00e1te Mac s procesorem M1, M2, M3 nebo M4 (tj. Apple Silicon), m\u016f\u017eete si MLX vyzkou\u0161et v n\u011bkolika m\u00e1lo kroc\u00edch. V\u0161e b\u011b\u017e\u00ed lok\u00e1ln\u011b - va\u0161e texty, ot\u00e1zky a data nikdy neopust\u00ed v\u00e1\u0161 po\u010d\u00edta\u010d.<\/p>\n<p>Zde vysv\u011btl\u00edm krok za krokem, jak st\u00e1hnout a pou\u017e\u00edvat takzvan\u00fd jazykov\u00fd model pomoc\u00ed MLX. Zn\u00ed to technicky - ale uvid\u00edte, \u017ee je to snadn\u00e9.<\/p>\n<h3>Krok 1: Zkontrolujte po\u017eadavky<\/h3>\n<p>Nejprve pot\u0159ebujete:<\/p>\n<ul>\n<li>Mac Apple Silicon (M1 nebo nov\u011bj\u0161\u00ed). Tuto informaci najdete v nastaven\u00ed syst\u00e9mu v \u010d\u00e1sti \"O tomto Macu\".<\/li>\n<li>macOS 13 (Ventura) nebo nov\u011bj\u0161\u00ed.<\/li>\n<li>Funguj\u00edc\u00ed p\u0159ipojen\u00ed k internetu - pouze pro sta\u017een\u00ed modelu, pot\u00e9 v\u0161e b\u011b\u017e\u00ed offline.<\/li>\n<li>Ur\u010dit\u00fd \u00falo\u017en\u00fd prostor, alespo\u0148 cca 8-10 GB u mal\u00e9ho modelu.<\/li>\n<\/ul>\n<p>Pot\u0159ebujete tak\u00e9 program \"Terminal\", kter\u00fd je ji\u017e nainstalov\u00e1n na ka\u017ed\u00e9m Macu. Pou\u017eijeme ho k zad\u00e1n\u00ed n\u011bkolika p\u0159\u00edkaz\u016f. Najdete ho na sv\u00e9m Macu pod polo\u017ekou \"Aplikace\/Utility\" nebo jednodu\u0161e napi\u0161te  a pot\u00e9 \"Terminal\" a potvr\u010fte kl\u00e1vesou \"Enter\". Nebojte se - sta\u010d\u00ed pouze zkop\u00edrovat a vlo\u017eit.<\/p>\n<h3>Krok 2: Zv\u00ed\u0159ata Python 1TP12 (pouze v p\u0159\u00edpad\u011b pot\u0159eby)<\/h3>\n<p>MLX pracuje s programovac\u00edm jazykem Python. Mnoho Mac\u016f ji\u017e Python installiert m\u00e1. Zda je k dispozici, si m\u016f\u017eete ov\u011b\u0159it zad\u00e1n\u00edm n\u00e1sleduj\u00edc\u00edho p\u0159\u00edkazu do termin\u00e1lu:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">python3 --version<\/pre>\n<p>Pokud z\u00edsk\u00e1te \u010d\u00edslo verze (nap\u0159. Python 3.10.6), m\u016f\u017eete pokra\u010dovat p\u0159\u00edmo.<\/p>\n<p>Pokud ne, doporu\u010duji pou\u017e\u00edt Homebrew to installieren (obl\u00edben\u00fd n\u00e1stroj pro programy na Macu). To provedete tak, \u017ee do termin\u00e1lu zad\u00e1te:<\/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>Pak installier Python s:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">brew install python<\/pre>\n<h3>Krok 3: N\u00e1stroj MLX-Tool 1TP12Animal<\/h3>\n<p>Nyn\u00ed si st\u00e1hneme n\u00e1stroj MLX, s n\u00edm\u017e m\u016f\u017eete pozd\u011bji pou\u017e\u00edvat jazykov\u00fd model. K tomu slou\u017e\u00ed mal\u00fd program installier s n\u00e1zvem mlx-lm. Zadejte jej do termin\u00e1lu:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">pip3 install mlx-lm<\/pre>\n<p>To zabere n\u011bkolik sekund. Po dokon\u010den\u00ed m\u016f\u017eete na\u010d\u00edst model.<\/p>\n<p>Krok 4: Sta\u017een\u00ed a spu\u0161t\u011bn\u00ed modelu<\/p>\n<p>Nyn\u00ed p\u0159ich\u00e1z\u00ed ta vzru\u0161uj\u00edc\u00ed \u010d\u00e1st: Na Macu z\u00edsk\u00e1te skute\u010dn\u00fd jazykov\u00fd model - nap\u0159\u00edklad verzi Mistral, velmi v\u00fdkonn\u00fd, voln\u011b dostupn\u00fd model um\u011bl\u00e9 inteligence. Jednodu\u0161e jej zadejte do termin\u00e1lu:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">mlx_lm.chat --model mlx-community\/Mistral-7B-Instruct-v0.3-4bit<\/pre>\n<p>Tento p\u0159\u00edkaz prov\u00e1d\u00ed t\u0159i \u010dinnosti:<\/p>\n<ul>\n<li>Model se stahuje automaticky (jednor\u00e1zov\u011b).<\/li>\n<li>Je p\u0159ipraven a spu\u0161t\u011bn.<\/li>\n<li>V termin\u00e1lu se zobraz\u00ed okno chatu, ve kter\u00e9m m\u016f\u017eete kl\u00e1st ot\u00e1zky - podobn\u011b jako v ChatGPT.<\/li>\n<\/ul>\n<p>Po dokon\u010den\u00ed stahov\u00e1n\u00ed (m\u016f\u017ee trvat n\u011bkolik minut v z\u00e1vislosti na rychlosti internetu) se zobraz\u00ed blikaj\u00edc\u00ed kurzor. Nyn\u00ed m\u016f\u017eete ps\u00e1t nap\u0159:<\/p>\n<p><em>Pov\u011bzte mi n\u011bco o historii Ben\u00e1tek.<\/em><\/p>\n<p>...a model reaguje p\u0159\u00edmo - zcela offline.<\/p>\n<h3>Krok 5: Pokra\u010dujte v pr\u00e1ci s modelem<\/h3>\n<p>Po ukon\u010den\u00ed m\u016f\u017eete chat ukon\u010dit zad\u00e1n\u00edm p\u0159\u00edkazu exit nebo zav\u0159en\u00edm okna. Pozd\u011bji m\u016f\u017eete stejn\u00fd model znovu pou\u017e\u00edt, ani\u017e byste jej museli znovu stahovat, sta\u010d\u00ed znovu zadat stejn\u00fd p\u0159\u00edkaz. Model je nyn\u00ed ulo\u017een lok\u00e1ln\u011b v po\u010d\u00edta\u010di Mac a z\u016fstane tam.<br \/>\nPokud si chcete vyzkou\u0161et r\u016fzn\u00e9 modely, m\u016f\u017eete tak u\u010dinit prost\u0159ednictv\u00edm <strong><a href=\"https:\/\/huggingface.co\" target=\"_blank\" rel=\"noopener\">Obj\u00edm\u00e1n\u00ed obli\u010deje<\/a><\/strong> nebo zm\u011bnit n\u00e1zev modelu p\u0159\u00edmo v termin\u00e1lov\u00e9m \u0159\u00e1dku - nap\u0159:<\/p>\n<pre class=\"notranslate\" data-no-translation=\"\">mlx_lm.chat --model mlx-community\/Phi-2-4bit<\/pre>\n<p>Ka\u017ed\u00fd model m\u00e1 jin\u00fd styl - n\u011bkter\u00e9 jsou v\u011bcn\u00e9, jin\u00e9 v\u00edce kreativn\u00ed nebo zam\u011b\u0159en\u00e9 na dialog.<\/p>\n<h2>Je\u0161t\u011b jednodu\u0161\u0161\u00ed? Pou\u017eijte LM Studio jako rozhran\u00ed<\/h2>\n<p>Pokud d\u00e1v\u00e1te p\u0159ednost pr\u00e1ci s my\u0161\u00ed a oknem, m\u016f\u017eete vyzkou\u0161et program LM Studio. M\u00e1 p\u0159\u00edjemn\u00e9 rozhran\u00ed, podporuje MLX (na Apple Silicon) a umo\u017e\u0148uje stahovat a pou\u017e\u00edvat modely jedn\u00edm kliknut\u00edm.<\/p>\n<p>Aplikaci LM Studio m\u016f\u017eete z\u00edskat zde:<\/p>\n<p>\ud83d\udc49 <a href=\"https:\/\/lmstudio.ai\/\" target=\"_blank\" rel=\"noopener\"><strong>https:\/\/lmstudio.ai\/<\/strong><\/a><\/p>\n<p>Po instalaci m\u016f\u017eete v nastaven\u00ed zvolit jako motor \"MLX\" - program pak pou\u017e\u00edv\u00e1 stejnou technologii jako v\u00fd\u0161e, ale v p\u011bkn\u00e9m okn\u011b s polem pro chat.<\/p>\n<p>Dok\u00e1zali jste to - nyn\u00ed pou\u017e\u00edv\u00e1te modern\u00ed UI zcela lok\u00e1ln\u011b na sv\u00e9m Macu, bez cloudu nebo p\u0159edplatn\u00e9ho. Apple MLX umo\u017e\u0148uje efektivn\u011b, bezpe\u010dn\u011b a s ohledem na ochranu dat provozovat jazykov\u00e9 modely.<\/p>\n<p>Pokud chcete pozd\u011bji j\u00edt je\u0161t\u011b hloub\u011bji - nap\u0159\u00edklad tr\u00e9novat vlastn\u00ed modely, vylep\u0161ovat je pomoc\u00ed vlastn\u00edch text\u016f nebo je integrovat do vlastn\u00edho softwaru (nap\u0159\u00edklad FileMaker) - pak je pro v\u00e1s MLX tou spr\u00e1vnou volbou. Prvn\u00ed krok je v\u0161ak hotov\u00fd: m\u00e1te zp\u011bt kontrolu - a v\u00fdkonnou um\u011blou inteligenci p\u0159\u00edmo ve sv\u00e9m po\u010d\u00edta\u010di.<\/p>\n<h3>Od lok\u00e1ln\u00edho modelu ke skute\u010dn\u00e9 pam\u011bti AI<\/h3>\n<p><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/03\/export-dat-chatgpt-vysvetluje-jak-se-vase-chaty-ki-stavaji-osobnim-znalostnim-systemem\/\"><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=\"Export dat ChatGPT\" 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>\u010cl\u00e1nek o MLX jasn\u011b ukazuje, jak v\u00fdkonnou se stala lok\u00e1ln\u00ed um\u011bl\u00e1 inteligence p\u0159\u00edmo na hardwaru Apple - zejm\u00e9na d\u00edky \u00fazk\u00e9 integraci s architekturou Apple Silicon a optimalizovan\u00fdm r\u00e1mc\u016fm. Ollama se zam\u011b\u0159uje sp\u00ed\u0161e na jednoduchou integraci, rozhran\u00ed API a flexibiln\u00ed pracovn\u00ed postupy, zat\u00edmco MLX je hluboce zakotven v ekosyst\u00e9mu Apple a nab\u00edz\u00ed obrovsk\u00fd dlouhodob\u00fd potenci\u00e1l. Pr\u00e1v\u011b k tomu slou\u017e\u00ed nov\u00e1 s\u00e9rie \u010dl\u00e1nk\u016f: Jde o krok d\u00e1le a ukazuje, jak lze tyto lok\u00e1ln\u00ed modely AI roz\u0161\u00ed\u0159it o skute\u010dnou \u201epam\u011b\u0165\u201c. Nam\u00edsto pouh\u00e9ho prov\u00e1d\u011bn\u00ed model\u016f se vytv\u00e1\u0159\u00ed znalostn\u00ed b\u00e1ze, kter\u00e1 <a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/03\/export-dat-chatgpt-vysvetluje-jak-se-vase-chaty-ki-stavaji-osobnim-znalostnim-systemem\/\"><strong>export dat z historie vlastn\u00edho chatu z ChatGPT.<\/strong><\/a>\u00a0a umo\u017e\u0148uje s\u00e9mantick\u00e9 vyhled\u00e1v\u00e1n\u00ed. M\u00edstn\u00ed um\u011bl\u00e1 inteligence tak nen\u00ed jen n\u00e1strojem, ale osobn\u00edm syst\u00e9mem, kter\u00fd roste spolu s va\u0161imi znalostmi.<\/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-104 { --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-104 { --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\">Soci\u00e1ln\u00ed ot\u00e1zky sou\u010dasnosti<\/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-104\" 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=\"gelenkt im alltag &#8211; wie moderne verkaufstricks unser verhalten steuern\" data-id=\"5750\"  data-category=\"allgemein gesellschaft stories &amp; humor\" data-post_tag=\"denkmodelle erfahrungen 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\/cs\/2026\/04\/jak-moderni-prodejni-triky-ovladaji-nase-chovani-v-kazdodennim-zivote\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Pr\u016fvodce ka\u017edodenn\u00edm \u017eivotem - Jak modern\u00ed prodejn\u00ed triky ovl\u00e1daj\u00ed na\u0161e chov\u00e1n\u00ed<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Prodejn\u00ed triky v supermarketu a online\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Verkaufstricks.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Verkaufstricks.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Verkaufstricks-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Verkaufstricks-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Verkaufstricks-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\/cs\/2026\/04\/jak-moderni-prodejni-triky-ovladaji-nase-chovani-v-kazdodennim-zivote\/\" rel=\"bookmark\">Pr\u016fvodce ka\u017edodenn\u00edm \u017eivotem - Jak modern\u00ed prodejn\u00ed triky ovl\u00e1daj\u00ed na\u0161e chov\u00e1n\u00ed<\/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=\"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\/cs\/2026\/04\/fracking-lng-a-energeticka-politika-strizliva-analyza-rizik-prilezitosti-a-reality\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Fracking, LNG a energetick\u00e1 politika: st\u0159\u00edzliv\u00e1 anal\u00fdza rizik, p\u0159\u00edle\u017eitost\u00ed a reality<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"\u0160t\u011bpen\u00ed zemn\u00edho plynu a energetick\u00e1 politika\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Fracking-Energiepolitik.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Fracking-Energiepolitik.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Fracking-Energiepolitik-300x200.jpg 300w, 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\/cs\/2026\/04\/fracking-lng-a-energeticka-politika-strizliva-analyza-rizik-prilezitosti-a-reality\/\" rel=\"bookmark\">Fracking, LNG a energetick\u00e1 politika: st\u0159\u00edzliv\u00e1 anal\u00fdza rizik, p\u0159\u00edle\u017eitost\u00ed a reality<\/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=\"zukunft mit ladeger\u00e4t \u2013 herr von l&#8217;oreot kauft einen e-scooter\" data-id=\"3229\"  data-category=\"allgemein gesellschaft kunst &amp; kultur stories &amp; humor\" data-post_tag=\"erfahrungen\">\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\/cs\/2025\/10\/budoucnost-s-nabijeckou-pan-von-loreot-si-koupi-elektronicky-skutr\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Budoucnost s nab\u00edje\u010dkou - pan von L'oreot kupuje e-kolob\u011b\u017eku<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"747\" class=\"attachment-full size-full\" alt=\"\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/loereot-e-scooter-1.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/loereot-e-scooter-1.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loereot-e-scooter-1-300x219.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loereot-e-scooter-1-768x560.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loereot-e-scooter-1-16x12.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\/cs\/2025\/10\/budoucnost-s-nabijeckou-pan-von-loreot-si-koupi-elektronicky-skutr\/\" rel=\"bookmark\">Budoucnost s nab\u00edje\u010dkou - pan von L'oreot kupuje e-kolob\u011b\u017eku<\/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=\"zustand der deutschen wirtschaft 2025: f\u00fcnf jahre krise, zahlen, trends und ausblick\" data-id=\"3773\"  data-category=\"allgemein gesellschaft\" data-post_tag=\"auswandern deutschland energiepolitik erfahrungen geopolitik krisen 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\/cs\/2025\/12\/stav-nemecke-ekonomiky-2025-pet-let-krize-cisla-trendy-a-vyhled\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Stav n\u011bmeck\u00e9ho hospod\u00e1\u0159stv\u00ed v roce 2025: p\u011bt let krize, \u010d\u00edsla, trendy a v\u00fdhled<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Stav n\u011bmeck\u00e9ho hospod\u00e1\u0159stv\u00ed v roce 2025\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/zustand-deutschland-2025.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/zustand-deutschland-2025.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/zustand-deutschland-2025-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/zustand-deutschland-2025-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/zustand-deutschland-2025-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/stav-nemecke-ekonomiky-2025-pet-let-krize-cisla-trendy-a-vyhled\/\" rel=\"bookmark\">Stav n\u011bmeck\u00e9ho hospod\u00e1\u0159stv\u00ed v roce 2025: p\u011bt let krize, \u010d\u00edsla, trendy a v\u00fdhled<\/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>\u010casto kladen\u00e9 ot\u00e1zky<\/h2>\n<ol>\n<li><strong>Co p\u0159esn\u011b je MLX a jak se li\u0161\u00ed od PyTorchu nebo TensorFlow?<\/strong><br \/>\nMLX je r\u00e1mec pro strojov\u00e9 u\u010den\u00ed vyvinut\u00fd spole\u010dnost\u00ed Apple, kter\u00fd byl speci\u00e1ln\u011b optimalizov\u00e1n pro Apple Silicon (M1-M4). Na rozd\u00edl od PyTorch nebo TensorFlow, kter\u00e9 se zam\u011b\u0159uj\u00ed na mnoho platforem, MLX vyu\u017e\u00edv\u00e1 speci\u00e1ln\u011b architekturu \u010dip\u016f Apple - nap\u0159. spole\u010dnou strukturu pam\u011bti (unified memory) a kovovou akceleraci GPU. V d\u016fsledku toho pracuje na po\u010d\u00edta\u010d\u00edch Mac s v\u011bt\u0161\u00ed pam\u011b\u0165ovou \u00faspornost\u00ed a rychleji - ov\u0161em pouze na hardwaru Apple.<\/li>\n<li><strong>Pro\u010d byste si m\u011bli vybrat MLX a ne n\u00e1stroj jako Ollama nebo Llama.cpp?<\/strong><br \/>\nMLX m\u00e1 v\u00fdhodu, pokud pracujete konkr\u00e9tn\u011b s Apple Silicon a chcete ze za\u0159\u00edzen\u00ed z\u00edskat maxim\u00e1ln\u00ed v\u00fdkon. Modely Ollama a Llama.cpp jsou velmi flexibiln\u00ed, ale na po\u010d\u00edta\u010di Mac \u010dasto pracuj\u00ed m\u00e9n\u011b efektivn\u011b. MLX lze tak\u00e9 integrovat p\u0159\u00edmo do projekt\u016f Swift - ide\u00e1ln\u00ed pro v\u00fdvoj\u00e1\u0159e, kte\u0159\u00ed vytv\u00e1\u0159ej\u00ed aplikace bl\u00edzk\u00e9 Apple. Nejedn\u00e1 se o konkurenta Ollama - ale o specializovan\u00fd n\u00e1stroj pro profesion\u00e1ly.<\/li>\n<li><strong>Kter\u00e9 modely jsou kompatibiln\u00ed s MLX?<\/strong><br \/>\nMnoho otev\u0159en\u00fdch jazykov\u00fdch model\u016f je kompatibiln\u00edch - nap\u0159\u00edklad Mistral, LLaMA 2 a 3, Phi-2 nebo TinyLLaMA - kter\u00e9 jsou bu\u010f ji\u017e p\u0159evedeny, nebo je lze p\u0159ev\u00e9st pomoc\u00ed n\u00e1stroje mlx-lm.convert. D\u016fle\u017eit\u00e9 je, aby byly k dispozici ve form\u00e1tu NumPy-ZIP (.npz) a byly p\u0159ipraveny pro MLX. Pro modely kompatibiln\u00ed s MLX je nyn\u00ed k dispozici samostatn\u00e1 sekce Objet\u00ed tv\u00e1\u0159e.<\/li>\n<li><strong>Jak snadn\u00e9 je za\u010d\u00edt? Mus\u00edm b\u00fdt v\u00fdvoj\u00e1\u0159?<\/strong><br \/>\nTrocha technick\u00fdch znalost\u00ed je u\u017eite\u010dn\u00e1 - nap\u0159. pro termin\u00e1l, prost\u0159ed\u00ed Pythonu nebo n\u00e1zvy model\u016f. Ale za\u010d\u00e1tek je d\u00edky mlx-lm pom\u011brn\u011b snadn\u00fd: jeden instala\u010dn\u00ed p\u0159\u00edkaz, jeden p\u0159\u00edkaz ke spu\u0161t\u011bn\u00ed, hotovo. Pokud d\u00e1v\u00e1te p\u0159ednost pr\u00e1ci s u\u017eivatelsk\u00fdm rozhran\u00edm, m\u016f\u017eete pou\u017e\u00edt LM Studio - to nyn\u00ed podporuje MLX i na Macu.<\/li>\n<li><strong>Mohu MLX tr\u00e9novat i pro sv\u00e9 vlastn\u00ed projekty - nap\u0159. s vlastn\u00edmi texty?<\/strong><br \/>\nAno, m\u016f\u017eete - ale \u0161kolen\u00ed je v sou\u010dasn\u00e9 dob\u011b ur\u010deno sp\u00ed\u0161e pro pokro\u010dil\u00e9 u\u017eivatele. V\u011bt\u0161ina u\u017eivatel\u016f pou\u017e\u00edv\u00e1 modely MLX pro odvozov\u00e1n\u00ed (tj. pro odpov\u011bdi, generov\u00e1n\u00ed textu atd.). Pro tr\u00e9nov\u00e1n\u00ed nebo dola\u010fov\u00e1n\u00ed je t\u0159eba zn\u00e1t LoRA, datov\u00e9 form\u00e1ty (JSONL) a pam\u011b\u0165ov\u00e9 n\u00e1roky - nebo pou\u017e\u00edvat n\u00e1stroje, jako je FileMaker 2025, kter\u00e9 tento proces zjednodu\u0161uj\u00ed.<\/li>\n<li><strong>Jak je to s bezpe\u010dnost\u00ed a ochranou dat ve spole\u010dnosti MLX?<\/strong><br \/>\nVelmi dob\u0159e - proto\u017ee MLX b\u011b\u017e\u00ed zcela lok\u00e1ln\u011b. V\u0161echna data, vstupy a odpov\u011bdi modelu z\u016fst\u00e1vaj\u00ed na va\u0161em po\u010d\u00edta\u010di. Neexistuje \u017e\u00e1dn\u00fd cloudov\u00fd p\u0159enos, \u017e\u00e1dn\u00e9 extern\u00ed rozhran\u00ed API - ide\u00e1ln\u00ed pro projekty citliv\u00e9 na data, intern\u00ed dokumenty, chr\u00e1n\u011bn\u00e1 data z\u00e1kazn\u00edk\u016f nebo d\u016fv\u011brn\u00e9 pozn\u00e1mky.<\/li>\n<li><strong>Jakou roli v tom hraje samotn\u00fd Apple? Bude MLX d\u00e1le rozv\u00edjen?<\/strong><br \/>\nSpole\u010dnost Apple zve\u0159ejnila MLX pod otev\u0159enou licenc\u00ed a aktivn\u011b jej d\u00e1le rozv\u00edj\u00ed - zejm\u00e9na ve spojen\u00ed se syst\u00e9mem Apple Intelligence, syst\u00e9mem um\u011bl\u00e9 inteligence pro macOS, iOS a iPadOS. Na konferenci WWDC 2025 byl MLX p\u0159edstaven jako ofici\u00e1ln\u00ed r\u00e1mec pro integraci vlastn\u00edch jazykov\u00fdch model\u016f do softwaru Apple. Lze p\u0159edpokl\u00e1dat, \u017ee MLX bude ve sv\u011bt\u011b Apple nad\u00e1le nab\u00fdvat na v\u00fdznamu.<\/li>\n<li><strong>Mohu MLX kombinovat i s jin\u00fdmi n\u00e1stroji, nap\u0159. Neo4j, n8n nebo FileMaker?<\/strong><br \/>\nAno - MLX je \u010dist\u00fd ML framework, ale lze jej p\u0159ipojit k dal\u0161\u00edm n\u00e1stroj\u016fm prost\u0159ednictv\u00edm REST API, vlastn\u00edch slu\u017eeb Pythonu nebo lok\u00e1ln\u00edch obal\u016f. M\u016f\u017eete jej nap\u0159\u00edklad integrovat do vlastn\u00ed automatizace (n8n), s\u00e9mantick\u00e9 datab\u00e1ze (Neo4j) nebo \u0159e\u0161en\u00ed FileMaker - posledn\u00ed jmenovan\u00e9 je nyn\u00ed dokonce nativn\u011b dostupn\u00e9 s FileMaker 2025.<\/li>\n<\/ol>\n<p>Obr\u00e1zek (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-105 { --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-105 { --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\">Aktu\u00e1ln\u00ed \u010dl\u00e1nky o um\u011bn\u00ed a kultu\u0159e<\/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-105\" 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=\"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\/cs\/2026\/01\/metody-propagandy-historie-moderni-formy-a-jak-je-rozpoznat\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Propaganda: historie, metody, modern\u00ed formy a jak je rozpoznat<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Co je to propaganda?\" 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\/cs\/2026\/01\/metody-propagandy-historie-moderni-formy-a-jak-je-rozpoznat\/\" rel=\"bookmark\">Propaganda: historie, metody, modern\u00ed formy a jak je rozpoznat<\/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=\"dieter bohlen im klartext: warum deutschland an der eigenen b\u00fcrokratie scheitert\" data-id=\"3546\"  data-category=\"allgemein b\u00fccher gesellschaft kunst &amp; kultur\" data-post_tag=\"buch deutschland erfahrungen krisen meinungsfreiheit musik\">\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\/cs\/2025\/11\/dieter-bohlen-srozumitelne-o-tom-proc-nemecko-selhava-kvuli-vlastni-byrokracii\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Dieter Bohlen srozumiteln\u011b: Pro\u010d N\u011bmecko selh\u00e1v\u00e1 kv\u016fli vlastn\u00ed byrokracii<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1536\" height=\"1024\" class=\"attachment-full size-full\" alt=\"Dieter Bohlen v rozhovoru s Dominikem Kettnerem\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/bohlen-kettner-germany.jpg\" data-dpt-sizes=\"(max-width: 1536px) 100vw, 1536px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/bohlen-kettner-germany.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/bohlen-kettner-germany-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/bohlen-kettner-germany-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/bohlen-kettner-germany-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/bohlen-kettner-germany-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\/cs\/2025\/11\/dieter-bohlen-srozumitelne-o-tom-proc-nemecko-selhava-kvuli-vlastni-byrokracii\/\" rel=\"bookmark\">Dieter Bohlen srozumiteln\u011b: Pro\u010d N\u011bmecko selh\u00e1v\u00e1 kv\u016fli vlastn\u00ed byrokracii<\/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 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\/cs\/2025\/12\/krymsti-tatari-historie-puvod-a-soucasnost-zapomenuteho-naroda\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Krym\u0161t\u00ed Tata\u0159i - historie, p\u016fvod a sou\u010dasnost zapomenut\u00e9ho n\u00e1roda<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Krymsko-tatarsk\u00e1 step\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Krimtartaren-Steppe-300x200.jpg 300w, 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\/cs\/2025\/12\/krymsti-tatari-historie-puvod-a-soucasnost-zapomenuteho-naroda\/\" rel=\"bookmark\">Krym\u0161t\u00ed Tata\u0159i - historie, p\u016fvod a sou\u010dasnost zapomenut\u00e9ho n\u00e1roda<\/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=\"zukunft mit ladeger\u00e4t \u2013 herr von l&#8217;oreot kauft einen e-scooter\" data-id=\"3229\"  data-category=\"allgemein gesellschaft kunst &amp; kultur stories &amp; humor\" data-post_tag=\"erfahrungen\">\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\/cs\/2025\/10\/budoucnost-s-nabijeckou-pan-von-loreot-si-koupi-elektronicky-skutr\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Budoucnost s nab\u00edje\u010dkou - pan von L'oreot kupuje e-kolob\u011b\u017eku<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"747\" class=\"attachment-full size-full\" alt=\"\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/loereot-e-scooter-1.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/loereot-e-scooter-1.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loereot-e-scooter-1-300x219.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loereot-e-scooter-1-768x560.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loereot-e-scooter-1-16x12.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\/cs\/2025\/10\/budoucnost-s-nabijeckou-pan-von-loreot-si-koupi-elektronicky-skutr\/\" rel=\"bookmark\">Budoucnost s nab\u00edje\u010dkou - pan von L'oreot kupuje e-kolob\u011b\u017eku<\/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>V dob\u011b, kdy na tituln\u00edch str\u00e1nk\u00e1ch novin dominuj\u00ed centralizovan\u00e9 slu\u017eby AI, jako jsou ChatGPT, Claude nebo Gemini, roste u mnoha profesion\u00e1ln\u00edch u\u017eivatel\u016f pot\u0159eba alternativy - lok\u00e1ln\u00ed, samostatn\u011b ovladateln\u00e9 infrastruktury AI. Zejm\u00e9na v p\u0159\u00edpad\u011b kreativn\u00edch proces\u016f, citliv\u00fdch dat nebo opakuj\u00edc\u00edch se pracovn\u00edch postup\u016f je lok\u00e1ln\u00ed \u0159e\u0161en\u00ed \u010dasto udr\u017eiteln\u011bj\u0161\u00ed a bezpe\u010dn\u011bj\u0161\u00ed variantou. Ka\u017ed\u00fd, kdo pracuje s po\u010d\u00edta\u010dem Mac ... <a title=\"Budoucnost s nab\u00edje\u010dkou - pan von L&#039;oreot kupuje e-kolob\u011b\u017eku\" class=\"read-more\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/10\/budoucnost-s-nabijeckou-pan-von-loreot-si-koupi-elektronicky-skutr\/\" aria-label=\"\u010c\u00edst v\u00edce o budoucnosti s nab\u00edje\u010dkou - pan z L&#039;oreot si koupil e-sk\u00fatr\">\u010c\u00edst d\u00e1l<\/a><\/p>","protected":false},"author":1,"featured_media":2865,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":8160,"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\/cs\/wp-json\/wp\/v2\/posts\/2857","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/comments?post=2857"}],"version-history":[{"count":24,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/2857\/revisions"}],"predecessor-version":[{"id":5975,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/2857\/revisions\/5975"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media\/2865"}],"wp:attachment":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media?parent=2857"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/categories?post=2857"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/tags?post=2857"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}