{"id":3461,"date":"2025-11-12T08:31:02","date_gmt":"2025-11-12T08:31:02","guid":{"rendered":"https:\/\/www.markus-schall.de\/?p=3461"},"modified":"2026-04-23T08:58:38","modified_gmt":"2026-04-23T08:58:38","slug":"apple-mlx-vs-nvidia-jak-funguje-lokalni-odvozovani-ki-na-macu","status":"publish","type":"post","link":"https:\/\/www.markus-schall.de\/cs\/2025\/11\/apple-mlx-vs-nvidia-jak-funguje-lokalni-odvozovani-ki-na-macu\/","title":{"rendered":"Apple MLX vs. NVIDIA: Jak funguje m\u00edstn\u00ed odvozov\u00e1n\u00ed um\u011bl\u00e9 inteligence na Macu"},"content":{"rendered":"<p>Ka\u017ed\u00fd, kdo dnes pracuje s um\u011blou inteligenc\u00ed, si \u010dasto nejprve vybav\u00ed ChatGPT nebo podobn\u00e9 online slu\u017eby. Zad\u00e1te ot\u00e1zku, po\u010dk\u00e1te n\u011bkolik sekund - a dostanete odpov\u011b\u010f, jako by na druh\u00e9m konci linky sed\u011bl velmi se\u010dt\u011bl\u00fd a trp\u011bliv\u00fd partner pro dialog. Na co se v\u0161ak snadno zapom\u00edn\u00e1: Ka\u017ed\u00fd vstup, ka\u017ed\u00e1 v\u011bta, ka\u017ed\u00e9 slovo je odes\u00edl\u00e1no na extern\u00ed servery prost\u0159ednictv\u00edm internetu. Tam se odehr\u00e1v\u00e1 skute\u010dn\u00e1 pr\u00e1ce - na obrovsk\u00fdch po\u010d\u00edta\u010d\u00edch, kter\u00e9 sami nikdy neuvid\u00edte.<\/p>\n<p>Model m\u00edstn\u00edho jazyka funguje v z\u00e1sad\u011b stejn\u011b, ale bez internetu. Model je ulo\u017een jako soubor na vlastn\u00edm po\u010d\u00edta\u010di u\u017eivatele, p\u0159i spu\u0161t\u011bn\u00ed se na\u010dte do pracovn\u00ed pam\u011bti a odpov\u00edd\u00e1 na ot\u00e1zky p\u0159\u00edmo v za\u0159\u00edzen\u00ed. Technologie, kter\u00e1 za n\u00edm stoj\u00ed, je stejn\u00e1: neuronov\u00e1 s\u00ed\u0165, kter\u00e1 rozum\u00ed jazyku, generuje texty a rozpozn\u00e1v\u00e1 vzory. Jedin\u00fd rozd\u00edl je v tom, \u017ee cel\u00fd v\u00fdpo\u010det z\u016fst\u00e1v\u00e1 ve vlastn\u00ed re\u017eii. Dalo by se \u0159\u00edct: ChatGPT bez cloudu.<!--more--><\/p>\n<p>Zvl\u00e1\u0161tnost\u00ed je, \u017ee technologie se dnes vyvinula natolik, \u017ee ji\u017e nen\u00ed z\u00e1visl\u00e1 na obrovsk\u00fdch datov\u00fdch centrech. Modern\u00ed po\u010d\u00edta\u010de Apple s procesory M (nap\u0159\u00edklad M3 nebo M4) maj\u00ed obrovsk\u00fd v\u00fdpo\u010detn\u00ed v\u00fdkon, rychl\u00e9 pam\u011b\u0165ov\u00e9 p\u0159ipojen\u00ed a specializovan\u00fd neuronov\u00fd engine pro strojov\u00e9 u\u010den\u00ed. D\u00edky tomu lze nyn\u00ed mnoho model\u016f provozovat p\u0159\u00edmo na po\u010d\u00edta\u010d\u00edch Mac Mini nebo Mac Studio - bez serverov\u00e9 farmy, bez slo\u017eit\u00e9ho nastavov\u00e1n\u00ed a bez v\u00fdrazn\u00e9ho hluku.<\/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-740 { --dpt-text-align: left;--dpt-image-crop: center;--dpt-border-radius: 5px;--dpt-small-grid-column: 33.33%;--dpt-large-grid-column: 33.3333333333%;--dpt-h-gutter: 10px;--dpt-v-gutter: 10px; }\t\t\t<\/style>\n\t\t\t<style type=\"text\/css\">#dpt-wrapper-740 { --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 t\u00e9mata um\u011bl\u00e9 inteligence<\/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-740\" class=\"dpt-wrapper dpt-grid1 multi-col dpt-mason-wrap\" >\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"cloud-ki als oberlehrer: warum die zukunft des arbeitens bei lokaler ki liegt\" data-id=\"3887\"  data-category=\"apple macos hardware ki-systeme\" data-post_tag=\"datenschutz digitales eigentum k\u00fcnstliche intelligenz llama llm meinungsfreiheit mistral mlx neo4j ollama sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/cloud-ki-jako-spickovy-ucitel-proc-je-budoucnost-prace-s-mistnimi-ki\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Cloudov\u00e1 um\u011bl\u00e1 inteligence jako \u0159editel: pro\u010d je budoucnost pr\u00e1ce v lok\u00e1ln\u00ed um\u011bl\u00e9 inteligenci<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Cloudov\u00e1 um\u011bl\u00e1 inteligence se st\u00e1v\u00e1 hlavn\u00edm u\u010ditelem\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/cloud-ki-oberlehrer.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/cloud-ki-oberlehrer.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/cloud-ki-oberlehrer-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/cloud-ki-oberlehrer-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/cloud-ki-oberlehrer-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/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\/cloud-ki-jako-spickovy-ucitel-proc-je-budoucnost-prace-s-mistnimi-ki\/\" rel=\"bookmark\">Cloudov\u00e1 um\u011bl\u00e1 inteligence jako \u0159editel: pro\u010d je budoucnost pr\u00e1ce v lok\u00e1ln\u00ed um\u011bl\u00e9 inteligenci<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"rag mit ollama und qdrant als universelle suchmaschine f\u00fcr eigene daten\" data-id=\"2764\"  data-category=\"filemaker &amp; erp ki-systeme\" data-post_tag=\"datenbanken docker k\u00fcnstliche intelligenz llama llm mistral ollama qdrant vektordatenbank\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/08\/rag-s-ollama-a-qdrant-jako-univerzalni-vyhledavac-vlastnich-dat\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">RAG s Ollama a Qdrant jako univerz\u00e1ln\u00ed vyhled\u00e1va\u010d vlastn\u00edch dat<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1920\" height=\"640\" class=\"attachment-full size-full\" alt=\"Roz\u0161\u00ed\u0159en\u00ed m\u00edstn\u00ed um\u011bl\u00e9 inteligence o datab\u00e1ze pomoc\u00ed RAG, Ollama a Qdrant\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant.jpg\" data-dpt-sizes=\"(max-width: 1920px) 100vw, 1920px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant.jpg 1920w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-300x100.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-1024x341.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-768x256.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-1536x512.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lokale-ki-rag-ollama-qdrant-18x6.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 33%\"><\/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\/rag-s-ollama-a-qdrant-jako-univerzalni-vyhledavac-vlastnich-dat\/\" rel=\"bookmark\">RAG s Ollama a Qdrant jako univerz\u00e1ln\u00ed vyhled\u00e1va\u010d vlastn\u00edch dat<\/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=\"wie k\u00fcnstliche intelligenz die softwareentwicklung und filemaker ver\u00e4ndert\" data-id=\"6029\"  data-category=\"apple iphone &amp; ipad apple macos filemaker &amp; erp ki-systeme\" data-post_tag=\"datenbanken datenlogik denkmodelle erp-software filemaker gfm-business k\u00fcnstliche intelligenz llm 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\/05\/jak-umela-inteligence-meni-vyvoj-softwaru-a-filemaker\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Jak um\u011bl\u00e1 inteligence m\u011bn\u00ed v\u00fdvoj softwaru a FileMaker<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"682\" class=\"attachment-full size-full\" alt=\"V\u00fdvoj um\u011bl\u00e9 inteligence p\u0159i v\u00fdvoji datab\u00e1z\u00ed FileMaker\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Evolution-Entwickler.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Evolution-Entwickler.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Evolution-Entwickler-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Evolution-Entwickler-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Evolution-Entwickler-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 67%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/05\/jak-umela-inteligence-meni-vyvoj-softwaru-a-filemaker\/\" rel=\"bookmark\">Jak um\u011bl\u00e1 inteligence m\u011bn\u00ed v\u00fdvoj softwaru a FileMaker<\/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 Apple MLX a NVIDIA<\/h2>\n<p><strong>26.03.2026<\/strong>: Apple pokra\u010duje ve strategick\u00e9m rozvoji sv\u00e9ho r\u00e1mce MLX AI a st\u00e1le v\u00edce jej otev\u00edr\u00e1 dal\u0161\u00edm platform\u00e1m. P\u016fvodn\u011b byl optimalizov\u00e1n v\u00fdhradn\u011b pro Apple Silicon, <a href=\"https:\/\/www.ad-hoc-news.de\/boerse\/news\/ueberblick\/apple-mlx-ki-framework-ueberwindet-hardware-grenzen\/68647549\" target=\"_blank\" rel=\"noopener\"><strong>MLX nyn\u00ed podporuje tak\u00e9 grafick\u00e9 procesory CUDA<\/strong><\/a> a tedy klasick\u00fd hardware Nvidia. To odstra\u0148uje kl\u00ed\u010dovou p\u0159ek\u00e1\u017eku pro v\u00fdvoj\u00e1\u0159e: dosud se modely \u010dasto musely vyv\u00edjet na Macu a pot\u00e9 tr\u00e9novat na samostatn\u00fdch v\u00fdkonn\u00fdch syst\u00e9mech. Otev\u0159en\u00edm se MLX st\u00e1v\u00e1 flexibiln\u011bj\u0161\u00ed v\u00fdvojovou platformou, kter\u00e1 umo\u017e\u0148uje jak lok\u00e1ln\u00ed AI na za\u0159\u00edzen\u00edch Apple, tak \u0161k\u00e1lovateln\u00e9 tr\u00e9nov\u00e1n\u00ed na extern\u00edm hardwaru. Z\u00e1rove\u0148 z\u016fst\u00e1v\u00e1 zachov\u00e1na v\u00fdhoda \u00fazk\u00e9 integrace s vlastn\u00ed architekturou Apple, nap\u0159\u00edklad d\u00edky efektivn\u00ed spr\u00e1v\u011b pam\u011bti a p\u0159\u00edm\u00e9mu vyu\u017eit\u00ed GPU. V\u00fdvoj nazna\u010duje strategickou zm\u011bnu kurzu: Apple postupn\u011b opou\u0161t\u00ed sv\u016fj uzav\u0159en\u00fd ekosyst\u00e9m a stav\u00ed MLX do pozice seri\u00f3zn\u00ed alternativy k zaveden\u00fdm framework\u016fm AI - s potenci\u00e1ln\u00edm dopadem na v\u00fdvoj AI jako celku.<\/p>\n<hr \/>\n<p>To otev\u00edr\u00e1 nov\u00e9 dve\u0159e nejen v\u00fdvoj\u00e1\u0159\u016fm, ale tak\u00e9 podnikatel\u016fm, autor\u016fm, pr\u00e1vn\u00edk\u016fm, l\u00e9ka\u0159\u016fm, u\u010ditel\u016fm a \u0159emesln\u00edk\u016fm. Ka\u017ed\u00fd nyn\u00ed m\u016f\u017ee m\u00edt svou vlastn\u00ed malou um\u011blou inteligenci - na sv\u00e9m pracovn\u00edm stole, pln\u011b pod kontrolou, p\u0159ipravenou kdykoli k pou\u017eit\u00ed. M\u00edstn\u00ed jazykov\u00fd model m\u016f\u017ee:<\/p>\n<ul>\n<li><strong>Texty<\/strong> shrnout nebo opravit,<\/li>\n<li><strong>E-maily<\/strong> formulovat nebo strukturovat,<\/li>\n<li><strong>Ot\u00e1zky<\/strong> odpov\u00eddat na ot\u00e1zky a analyzovat znalosti,<\/li>\n<li><strong>Procesy<\/strong> podpora v programech,<\/li>\n<li><strong>Dokumenty<\/strong> vyhled\u00e1vat nebo klasifikovat,<\/li>\n<li>nebo jednodu\u0161e jako <strong>osobn\u00ed asistent<\/strong> ani\u017e by do\u0161lo k \u00faniku dat do vn\u011bj\u0161\u00edho sv\u011bta.<\/li>\n<\/ul>\n<p>Tento p\u0159\u00edstup je st\u00e1le d\u016fle\u017eit\u011bj\u0161\u00ed, zejm\u00e9na v dob\u011b, kdy se do pop\u0159ed\u00ed z\u00e1jmu op\u011bt dost\u00e1v\u00e1 ochrana dat a digit\u00e1ln\u00ed suverenita. Nemus\u00edte b\u00fdt program\u00e1to\u0159i, abyste ho mohli pou\u017e\u00edvat - sta\u010d\u00ed v\u00e1m modern\u00ed Mac. Modely lze jednodu\u0161e spustit prost\u0159ednictv\u00edm aplikace nebo termin\u00e1lov\u00e9ho okna a pak reaguj\u00ed t\u00e9m\u011b\u0159 stejn\u011b p\u0159irozen\u011b jako chatovac\u00ed okno v prohl\u00ed\u017ee\u010di.<\/p>\n<p>V tomto \u010dl\u00e1nku se dozv\u00edte, kter\u00e9 modely lze dnes provozovat na kter\u00fdch po\u010d\u00edta\u010d\u00edch Mac, co je k tomu pot\u0159eba za hardware a pro\u010d jsou po\u010d\u00edta\u010de Apple Silicon pro tento \u00fa\u010del obzvl\u00e1\u0161t\u011b vhodn\u00e9. Stru\u010dn\u011b \u0159e\u010deno, jde o to, jak p\u0159evz\u00edt v\u00fdkon um\u011bl\u00e9 inteligence zp\u011bt do vlastn\u00edch rukou - ti\u0161e, efektivn\u011b a lok\u00e1ln\u011b.<\/p>\n<h2>M\u00edstn\u00ed jazykov\u00e9 modely na Macu - Pro\u010d to m\u00e1 smysl pr\u00e1v\u011b te\u010f<\/h2>\n<p>Spu\u0161t\u011bn\u00ed jazykov\u00e9ho modelu \u201elok\u00e1ln\u011b\u201c znamen\u00e1, \u017ee je provozov\u00e1n v\u00fdhradn\u011b na va\u0161em po\u010d\u00edta\u010di - bez p\u0159ipojen\u00ed ke cloudov\u00e9 slu\u017eb\u011b. V\u00fdpo\u010det, anal\u00fdza vstup\u016f, generov\u00e1n\u00ed text\u016f nebo odpov\u011bd\u00ed - v\u0161e prob\u00edh\u00e1 p\u0159\u00edmo na va\u0161em vlastn\u00edm za\u0159\u00edzen\u00ed. Model je tedy ulo\u017een jako soubor na disku SSD, p\u0159i spu\u0161t\u011bn\u00ed se na\u010dte do pam\u011bti RAM a tam pracuje s pln\u00fdm v\u00fdkonem syst\u00e9mu.<\/p>\n<p>Kl\u00ed\u010dov\u00fdm rozd\u00edlem oproti cloudov\u00e9 variant\u011b je nez\u00e1vislost. \u017d\u00e1dn\u00e1 data neproud\u00ed p\u0159es internet, nepou\u017e\u00edvaj\u00ed se \u017e\u00e1dn\u00e9 extern\u00ed servery a nikdo nem\u016f\u017ee sledovat, co se intern\u011b zpracov\u00e1v\u00e1. To poskytuje zna\u010dnou m\u00edru ochrany a kontroly dat - zejm\u00e9na v dob\u011b, kdy je st\u00e1le obt\u00ed\u017en\u011bj\u0161\u00ed vysledovat pohyb dat.<\/p>\n<p>V minulosti bylo lok\u00e1ln\u00ed provozov\u00e1n\u00ed takov\u00fdch model\u016f nemysliteln\u00e9. K tomu, aby neuronov\u00e1 s\u00ed\u0165 takov\u00e9 velikosti v\u016fbec b\u011b\u017eela, bylo zapot\u0159eb\u00ed s\u00e1lov\u00e9ho po\u010d\u00edta\u010de nebo farmy grafick\u00fdch procesor\u016f. Dnes, s v\u00fdpo\u010detn\u00edm v\u00fdkonem modern\u00edch \u010dip\u016f Apple-Silicon, to lze realizovat na stoln\u00edm za\u0159\u00edzen\u00ed - efektivn\u011b, ti\u0161e a s n\u00edzkou spot\u0159ebou energie.<\/p>\n<h3>Pro\u010d je ide\u00e1ln\u00ed Apple Silicon<\/h3>\n<p>S p\u0159echodem na Apple Silicon Apple p\u0159ehodila karty. M\u00edsto klasick\u00e9 architektury Intel s odd\u011blen\u00fdm CPU a GPU s\u00e1z\u00ed Apple na tzv. unifikovanou pam\u011b\u0165ovou konstrukci: procesor, grafika a neur\u00e1ln\u00ed engine p\u0159istupuj\u00ed do stejn\u00e9 rychl\u00e9 hlavn\u00ed pam\u011bti. T\u00edm odpad\u00e1 nutnost kop\u00edrov\u00e1n\u00ed dat mezi jednotliv\u00fdmi komponentami - co\u017e je pro v\u00fdpo\u010dty um\u011bl\u00e9 inteligence rozhoduj\u00edc\u00ed v\u00fdhoda.<\/p>\n<p>Samotn\u00fd neuronov\u00fd engine je specializovan\u00e9 v\u00fdpo\u010detn\u00ed j\u00e1dro pro strojov\u00e9 u\u010den\u00ed, kter\u00e9 je integrov\u00e1no p\u0159\u00edmo v \u010dipech. Umo\u017e\u0148uje miliardy v\u00fdpo\u010detn\u00edch operac\u00ed za sekundu - s velmi n\u00edzkou spot\u0159ebou energie. Spolu s knihovnou MLX (Machine Learning for Apple Silicon) a modern\u00edmi frameworky, jako je OLaMA, mohou nyn\u00ed modely b\u011b\u017eet p\u0159\u00edmo v syst\u00e9mu macOS bez slo\u017eit\u00fdch ovlada\u010d\u016f GPU nebo z\u00e1vislost\u00ed na CUDA.<\/p>\n<p>\u010cip M4 v Macu Mini ji\u017e posta\u010duje k bezprobl\u00e9mov\u00e9mu b\u011bhu kompaktn\u00edch jazykov\u00fdch model\u016f (nap\u0159. 3-7 miliard parametr\u016f). Na Mac Studiu s \u010dipem M4 Max nebo M3 Ultra m\u016f\u017eete spustit i modely s 30 miliardami parametr\u016f - zcela lok\u00e1ln\u011b.<\/p>\n<h3>Srovn\u00e1n\u00ed: Apple Silicon vs. hardware NVIDIA<\/h3>\n<p>Grafick\u00e9 karty RTX spole\u010dnosti NVIDIA jsou tradi\u010dn\u011b zlat\u00fdm standardem pro v\u00fdpo\u010dty um\u011bl\u00e9 inteligence. Nap\u0159\u00edklad aktu\u00e1ln\u00ed RTX 5090 nab\u00edz\u00ed obrovsk\u00fd hrub\u00fd v\u00fdkon a st\u00e1le je prvn\u00ed volbou pro mnoho tr\u00e9ninkov\u00fdch syst\u00e9m\u016f. P\u0159esto se vyplat\u00ed podrobn\u00e9 srovn\u00e1n\u00ed - priority se toti\u017e li\u0161\u00ed.<\/p>\n<div style=\"overflow-x: auto;\">\n<table style=\"width: 100%; border-collapse: collapse; font-family: system-ui; font-size: 15px;\">\n<thead style=\"background-color: #f5f5f5;\">\n<tr>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Aspekt<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Apple Silicon (M4 \/ M4 Max \/ M3 Ultra)<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Grafick\u00fd procesor NVIDIA (5090 &amp; Co.)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Spot\u0159eba energie<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Velmi efektivn\u00ed - obvykle m\u00e9n\u011b ne\u017e 100 W celkov\u00e9 spot\u0159eby<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">A\u017e 450 W pro samotn\u00fd GPU<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>V\u00fdvoj hluku<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Prakticky tich\u00fd<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Z\u0159eteln\u011b sly\u0161iteln\u00e9 p\u0159i zat\u00ed\u017een\u00ed<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Z\u00e1sobn\u00edk softwaru<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">MLX \/ J\u00e1dro ML \/ Kov<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">CUDA \/ cuDNN \/ PyTorch<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>\u00dadr\u017eba<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Bez \u0159idi\u010de a stabiln\u00ed<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u010cast\u00e9 aktualizace a probl\u00e9my s kompatibilitou<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Pom\u011br cena\/v\u00fdkon<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Vysok\u00e1 \u00fa\u010dinnost za rozumnou cenu<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Lep\u0161\u00ed \u0161pi\u010dkov\u00fd v\u00fdkon, ale dra\u017e\u0161\u00ed<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Ide\u00e1ln\u00ed pro<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Lok\u00e1ln\u00ed odvozov\u00e1n\u00ed a spojit\u00e9 operace<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u0160kolen\u00ed a velk\u00e9 modely<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>Stru\u010dn\u011b \u0159e\u010deno: NVIDIA je volbou pro datov\u00e1 centra a extr\u00e9mn\u00ed \u0161kolen\u00ed. Apple Silicon je naproti tomu ide\u00e1ln\u00ed pro lok\u00e1ln\u00ed, dlouhodob\u00e9 pou\u017eit\u00ed - bez hluku, bez zah\u0159\u00edv\u00e1n\u00ed, se stabiln\u00edm softwarov\u00fdm z\u00e1kladem a zvl\u00e1dnutelnou spot\u0159ebou energie.<\/p>\n<h2>Apple Silicon ve srovn\u00e1n\u00ed s NVIDIA pro odvozov\u00e1n\u00ed<\/h2>\n<p>M3 Ultra p\u0159edstavuje v\u00fdznamn\u00fd krok vp\u0159ed pro Apple Silicon: krom\u011b vysoce integrovan\u00e9ho n\u00e1vrhu \u010dipu s CPU, GPU a Neural Engine v jednom balen\u00ed se spol\u00e9h\u00e1 na jednotnou pam\u011b\u0165ovou architekturu, v n\u00ed\u017e je RAM vyu\u017e\u00edv\u00e1na v\u0161emi v\u00fdpo\u010detn\u00edmi jednotkami sou\u010dasn\u011b - bez klasick\u00e9ho odd\u011blen\u00ed RAM a GPU VRAM. Podle benchmark\u016f ji\u017e tento p\u0159\u00edstup dosahuje v \u00faloh\u00e1ch lok\u00e1ln\u00ed inference srovnateln\u00e9ho nebo v n\u011bkter\u00fdch p\u0159\u00edpadech dokonce lep\u0161\u00edho v\u00fdkonu ne\u017e \u0161pi\u010dkov\u00e9 grafick\u00e9 karty NVIDIA. Jeden z p\u0159\u00edklad\u016f: V testu dos\u00e1hl M3 Ultra se 4bitov\u00fdm modelem Qwen3-30B p\u0159ibli\u017en\u011b 2 320 token\u016f\/s ve srovn\u00e1n\u00ed s RTX 3090 s 2 157 tokeny\/s.<\/p>\n<p>Srovn\u00e1n\u00ed Apple Silicon vs. NVIDIA v z\u00e1t\u011b\u017ei AI nav\u00edc nazna\u010duje, \u017ee syst\u00e9m M3\/M4 Max dos\u00e1hne v z\u00e1t\u011b\u017ei p\u0159ibli\u017en\u011b 40-80 W, zat\u00edmco RTX 4090 bude obvykle odeb\u00edrat a\u017e 450 W.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-3467 alignnone\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich-1024x570.png\" alt=\"NVIDIA a Apple Silicon v porovn\u00e1n\u00ed\" width=\"1024\" height=\"570\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich-1024x570.png 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich-300x167.png 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich-768x427.png 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich-1536x855.png 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich-18x10.png 18w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/NVIDIA-Apple-Silicon-Vergleich.png 1779w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>To ukazuje, \u017ee pokud se pod\u00edv\u00e1te nejen na \u0161pi\u010dkov\u00fd v\u00fdkon, ale tak\u00e9 na \u00fa\u010dinnost na watt, je Apple Silicon ve vynikaj\u00edc\u00ed pozici. Na druh\u00e9 stran\u011b jsou karty NVIDIA (nap\u0159. 3090, 4090, 5090) s obrovskou paralelizovanou architekturou GPU, velmi vysokou hustotou CUDA\/tensorov\u00fdch jader a specializovan\u00fdmi knihovnami (CUDA, cuDNN, TensorRT). Zde se \u010dasto p\u0159edb\u00edh\u00e1 hrub\u00fd v\u00fdkon top-flops - ov\u0161em s rozhoduj\u00edc\u00edmi omezen\u00edmi pro modely v lok\u00e1ln\u00edm jazyce: dostupn\u00e1 pam\u011b\u0165 VRAM (nap\u0159. 24-32 GB u hern\u00edch karet) se rychle st\u00e1v\u00e1 \u00fazk\u00fdm hrdlem, pokud je t\u0159eba na\u010d\u00edst modely s 20-30 miliardami parametr\u016f nebo v\u00edce. Jedna u\u017eivatelsk\u00e1 zpr\u00e1va nap\u0159\u00edklad uv\u00e1d\u00ed, \u017ee s RTX 5090 s cca 32 GB VRAM je ji\u017e obt\u00ed\u017en\u00e9 pojmout model s 20-22 miliardami parametr\u016f.<\/p>\n<p>V tomto ohledu byste se m\u011bli zam\u011b\u0159it nejen na j\u00e1dra GPU, ale tak\u00e9 na dostupnou velikost pam\u011bti, \u0161\u00ed\u0159ku p\u00e1sma a architekturu pam\u011bti. Nap\u0159\u00edklad M3 Ultra s a\u017e 512 GB unifikovan\u00e9 pam\u011bti (v nejvy\u0161\u0161\u00edch konfigurac\u00edch) zde nab\u00edz\u00ed v\u00fdhody v mnoha sc\u00e9n\u00e1\u0159\u00edch lok\u00e1ln\u00edho nasazen\u00ed - zejm\u00e9na pokud modely nemaj\u00ed b\u011b\u017eet v cloudu, ale trvale lok\u00e1ln\u011b.<\/p>\n<div style=\"overflow-x: auto;\">\n<table style=\"width: 100%; border-collapse: collapse; font-family: system-ui; font-size: 15px;\">\n<thead style=\"background-color: #f5f5f5;\">\n<tr>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Hardware<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Model \/ nastaven\u00ed<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Tokeny za sekundu (p\u0159ibli\u017en\u011b)<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Pozn\u00e1mka<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Apple M3 Ultra (Mac Studio)<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">z. nap\u0159. Gemma-3-27B-Q4 na M3 Ultra<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u2248 41 tok\/s :contentReference[oaicite:2]{index=2}<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">LLM Inference, kontext 4k token\u016f, kvantifikovan\u00e9<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>NVIDIA RTX 5090<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">8 B model (kvantifikovan\u00fd) podle studie<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u2248 213 tok\/s :contentReference[oaicite:3]{index=3}<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Model 8 B, 4bitov\u00fd, prost\u0159ed\u00ed RLHF<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>NVIDIA RTX 4090<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">8 B Odkaz na model<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u2248 128 tok\/s :contentReference[oaicite:4]{index=4}<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">24 GB VRAM Prost\u0159ed\u00ed<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>NVIDIA RTX 3090<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Rozpo\u010det HighEnd v porovn\u00e1n\u00ed<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u2248 112 tok\/s :contentReference[oaicite:5]{index=5}<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Trh s pou\u017eit\u00fdm zbo\u017e\u00edm, 24 GB VRAM<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>Praktick\u00fd v\u00fdznam: Kde maj\u00ed m\u00edstn\u00ed jazykov\u00e9 modely smysl<\/h3>\n<p>Mo\u017enosti vyu\u017eit\u00ed lok\u00e1ln\u00ed um\u011bl\u00e9 inteligence jsou dnes t\u00e9m\u011b\u0159 neomezen\u00e9. Kdykoli je t\u0159eba zachovat d\u016fv\u011brnost dat nebo procesy b\u011b\u017eet v re\u00e1ln\u00e9m \u010dase, vyplat\u00ed se lok\u00e1ln\u00ed verze. P\u0159\u00edklady z praxe:<\/p>\n<ul>\n<li><strong>Syst\u00e9my ERP<\/strong>Automatick\u00e1 anal\u00fdza textu, n\u00e1vrhy, p\u0159edpov\u011bdi nebo komunika\u010dn\u00ed pom\u016fcky - p\u0159\u00edmo ze softwaru.<\/li>\n<li><strong>V\u00fdroba knih a m\u00e9di\u00ed<\/strong>Kontrola stylu, p\u0159eklad, shrnut\u00ed, roz\u0161\u00ed\u0159en\u00ed textu - v\u0161e lok\u00e1ln\u011b, bez z\u00e1vislosti na cloudu.<\/li>\n<li><strong>Advok\u00e1ti a not\u00e1\u0159i<\/strong>Anal\u00fdza dokument\u016f, n\u00e1vrhy p\u00edsemn\u00fdch pod\u00e1n\u00ed, re\u0161er\u0161e - v r\u00e1mci nejp\u0159\u00edsn\u011bj\u0161\u00edho utajen\u00ed.<\/li>\n<li><strong>L\u00e9ka\u0159i a terapeuti<\/strong>Vyhodnocen\u00ed p\u0159\u00edpadu, dokumentace nebo automatizovan\u00e9 zpr\u00e1vy - ani\u017e by \u00fadaje o pacientovi opustily syst\u00e9m.<\/li>\n<li><strong>In\u017een\u00fdrsk\u00e9 kancel\u00e1\u0159e a architekti<\/strong>Pr\u016fvodci textem, projektem a v\u00fdpo\u010dty, kte\u0159\u00ed funguj\u00ed i bez internetu.<\/li>\n<li><strong>Spole\u010dnost obecn\u011b<\/strong>Spr\u00e1va znalost\u00ed, asistenti intern\u00edho chatu, anal\u00fdza protokol\u016f, klasifikace e-mail\u016f - to v\u0161e v r\u00e1mci vlastn\u00ed s\u00edt\u011b.<\/li>\n<\/ul>\n<p>To je velk\u00fd krok, zejm\u00e9na v komer\u010dn\u00edm sektoru: m\u00edsto placen\u00ed za extern\u00ed slu\u017eby AI a pos\u00edl\u00e1n\u00ed dat do cloudu m\u016f\u017eete nyn\u00ed spou\u0161t\u011bt p\u0159izp\u016fsoben\u00e9 modely na vlastn\u00edch stroj\u00edch. Ty lze p\u0159izp\u016fsobovat, dola\u010fovat a roz\u0161i\u0159ovat o vlastn\u00ed znalosti - zcela pod kontrolou.<\/p>\n<p>V\u00fdsledkem je modern\u00ed, ale tradi\u010dn\u011b suver\u00e9nn\u00ed IT prost\u0159ed\u00ed, kter\u00e9 vyu\u017e\u00edv\u00e1 technologie, ani\u017e by se vzdalo suverenity nad vlastn\u00edmi daty. P\u0159\u00edstup, kter\u00fd p\u0159ipom\u00edn\u00e1 star\u00e9 ctnosti: udr\u017eet v\u011bci ve vlastn\u00edch rukou.<\/p>\n<hr \/>\n<h3>Aktu\u00e1ln\u00ed pr\u016fzkum m\u00edstn\u00edch syst\u00e9m\u016f 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=\"d61591e47cab6c353e274b0aff92465d\" data-pid=\"6029\" 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=\"ee83542a09\" autocomplete=\"off\"><div class=\"basic-elements\"><div class=\"basic-element basic-question basic-question-text-vertical\" data-id=\"9\" data-uid=\"80b30aedde0357974943cfe4611bfc10\" 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=\"150\" 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=\"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;\">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=\"29\" 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=\"5\" 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>P\u0159ehled: Mac Mini a Mac Studio - co je aktu\u00e1ln\u011b k dispozici<\/h2>\n<p>Chceme-li dnes provozovat m\u00edstn\u00ed jazykov\u00e9 modely na po\u010d\u00edta\u010di Mac, pak jsou v centru pozornosti zejm\u00e9na dv\u011b t\u0159\u00eddy stoln\u00edch po\u010d\u00edta\u010d\u016f: Mac mini a Mac Studio.<\/p>\n<ul>\n<li><strong>Mac Mini<\/strong>Nejnov\u011bj\u0161\u00ed generace nab\u00edz\u00ed \u010dip Apple M4 nebo voliteln\u011b M4 Pro. Podle technick\u00fdch specifikac\u00ed jsou k dispozici varianty s unifikovanou pam\u011bt\u00ed 24 GB nebo 32 GB, varianta Pro je nab\u00edzena s konfigurovatelnou unifikovanou pam\u011bt\u00ed a\u017e 48 GB nebo 64 GB. D\u00edky tomu je Mac Mini vhodn\u00fd pro mnoho aplikac\u00ed - zejm\u00e9na pokud se nejedn\u00e1 o extr\u00e9mn\u011b rozs\u00e1hl\u00fd model nebo pokud nen\u00ed t\u0159eba paraleln\u011b spou\u0161t\u011bt n\u011bkolik velmi rozs\u00e1hl\u00fdch \u00faloh.<\/li>\n<li><strong>Mac Studio<\/strong>Zde se dost\u00e1v\u00e1me o krok v\u00fd\u0161. Nap\u0159\u00edklad s \u010dipem Apple M4 Max nebo M3 Ultra - v z\u00e1vislosti na modelu. U verze M4 Max je mo\u017en\u00e9 vyu\u017e\u00edt 48 GB, 64 GB nebo a\u017e 128 GB unifikovan\u00e9 pam\u011bti. Mac Studio ve verzi M3 Ultra m\u016f\u017ee b\u00fdt vybaveno a\u017e 512 GB unifikovan\u00e9 pam\u011bti. V\u00fdrazn\u011b se tak\u00e9 zv\u011bt\u0161uj\u00ed velikosti SSD disk\u016f a \u0161\u00ed\u0159ka pam\u011b\u0165ov\u00e9ho p\u00e1sma. Mac Studio je tak vhodn\u00e9 pro n\u00e1ro\u010dn\u011bj\u0161\u00ed modely nebo paraleln\u00ed procesy.<\/li>\n<\/ul>\n<p>Kr\u00e1tk\u00e1 pozn\u00e1mka: The <strong>Mac Pro<\/strong> Existuje tak\u00e9 a \u010dasto nab\u00edz\u00ed \u201ev\u00edce \u0161asi\u201c nebo sloty PCI-e na vn\u011bj\u0161\u00ed stran\u011b - ale pokud jde o jazykov\u00e9 modely, nenab\u00edz\u00ed oproti Mac Studiu pro m\u00edstn\u00ed verzi p\u0159\u00edli\u0161 v\u00fdhod, pokud nem\u00e1te \u017e\u00e1dn\u00e9 dal\u0161\u00ed roz\u0161i\u0159uj\u00edc\u00ed karty nebo speci\u00e1ln\u00ed po\u017eadavky na PCIe.<\/p>\n<p>Tak\u00e9 <strong>Notebooky<\/strong> (nap\u0159. MacBook Pro), ale s omezen\u00edmi: Chladic\u00ed syst\u00e9my jsou men\u0161\u00ed, tepeln\u00fd v\u00fdkon je omezen\u011bj\u0161\u00ed a rozpo\u010det na opera\u010dn\u00ed pam\u011b\u0165 je \u010dasto ni\u017e\u0161\u00ed. Dlouhodob\u00e9 vyu\u017e\u00edv\u00e1n\u00ed (jako u model\u016f s um\u011blou inteligenc\u00ed) m\u016f\u017ee sn\u00ed\u017eit v\u00fdkon.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_q1UM6grX-IM\"><div id=\"lyte_q1UM6grX-IM\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2Fq1UM6grX-IM%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\/q1UM6grX-IM\" 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%2Fq1UM6grX-IM%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 \/>\nAI: Apple lep\u0161\u00ed ne\u017e Nvidia! \ud83d\ude2e | <a href=\"https:\/\/www.youtube.com\/@ct3003\" target=\"_blank\" rel=\"noopener\">c't 3003<\/a><\/p>\n<h3>Pro\u010d je pam\u011b\u0165 RAM \/ sjednocen\u00e1 pam\u011b\u0165 tak d\u016fle\u017eit\u00e1<\/h3>\n<p>P\u0159i lok\u00e1ln\u00edm b\u011bhu jazykov\u00e9ho modelu nen\u00ed zapot\u0159eb\u00ed pouze v\u00fdkon CPU nebo GPU - rozhoduj\u00edc\u00ed je tak\u00e9 pam\u011b\u0165 RAM (nebo \u201eunifikovan\u00e1 pam\u011b\u0165\u201c v p\u0159\u00edpad\u011b Apple). Pro\u010d?<\/p>\n<p>Samotn\u00fd model (v\u00e1hy, aktivace, meziv\u00fdsledky) mus\u00ed b\u00fdt ulo\u017een v pam\u011bti. \u010c\u00edm v\u011bt\u0161\u00ed je model, t\u00edm v\u00edce pam\u011bti je pot\u0159eba. \u010cipy Apple-Silicon vyu\u017e\u00edvaj\u00ed \"unifikovanou pam\u011b\u0165\", tj. CPU, GPU a neuronov\u00fd engine p\u0159istupuj\u00ed ke stejn\u00e9mu fondu pam\u011bti. T\u00edm odpad\u00e1 nutnost kop\u00edrov\u00e1n\u00ed dat mezi jednotliv\u00fdmi komponentami, co\u017e zvy\u0161uje efektivitu a rychlost.<\/p>\n<p>Pokud nen\u00ed dostatek pam\u011bti RAM, mus\u00ed se syst\u00e9m vym\u011bnit nebo modely nejsou pln\u011b vyt\u00ed\u017eeny - co\u017e m\u016f\u017ee znamenat pokles v\u00fdkonu, nestabilitu nebo zru\u0161en\u00ed. Zejm\u00e9na u inferen\u010dn\u00edch aplikac\u00ed (generov\u00e1n\u00ed odpov\u011bd\u00ed, zad\u00e1v\u00e1n\u00ed textu, roz\u0161i\u0159ov\u00e1n\u00ed model\u016f) je rozhoduj\u00edc\u00ed doba odezvy a propustnost - zde v\u00fdrazn\u011b pom\u00e1h\u00e1 dostatek pam\u011bti. Tradi\u010dn\u00ed stoln\u00ed po\u010d\u00edta\u010d byl zvykl\u00fd uva\u017eovat v pojmech \u201epam\u011b\u0165 RAM CPU\u201c a \u201esamostatn\u00e1 pam\u011b\u0165 RAM GPU\u201c - u Apple Silicon je to elegantn\u011b spojeno, co\u017e \u010din\u00ed b\u011bh jazykov\u00fdch model\u016f obzvl\u00e1\u0161t\u011b atraktivn\u00edm.<\/p>\n<h3>Odhadovan\u00e9 hodnoty: Jak\u00fd \u0159\u00e1d je re\u00e1ln\u00fd?<\/h3>\n<p>Abyste mohli odhadnout, jak\u00fd hardware budete pot\u0159ebovat, uv\u00e1d\u00edme n\u011bkolik hrub\u00fdch orienta\u010dn\u00edch hodnot:<\/p>\n<ul>\n<li><strong>Pro men\u0161\u00ed modely<\/strong> (nap\u0159. n\u011bkolik miliard parametr\u016f), mohlo by sta\u010dit 16 GB a\u017e 32 GB RAM - zejm\u00e9na pokud se maj\u00ed zpracov\u00e1vat pouze jednotliv\u00e9 dotazy. Mac Mini s 16\/32 GB by proto byl dobr\u00fdm za\u010d\u00e1tkem.<\/li>\n<li><strong>Pro st\u0159edn\u00ed modely<\/strong> (nap\u0159. 3-10 miliard parametr\u016f) nebo \u00falohy s n\u011bkolika paraleln\u00edmi chaty \u010di velk\u00fdm mno\u017estv\u00edm textu, m\u011bli byste zv\u00e1\u017eit 32 GB RAM nebo v\u00edce - nap\u0159. Mac Studio s 32 nebo 48 GB.<\/li>\n<li><strong>Pro velk\u00e9 modely<\/strong> (&gt;20 miliard parametr\u016f) nebo pokud m\u00e1 paraleln\u011b b\u011b\u017eet v\u00edce model\u016f, m\u016f\u017eete zvolit 64 GB nebo v\u00edce - zde jsou mo\u017en\u00e9 varianty Mac mini a Mac Studio s 64 GB nebo v\u00edce.<\/li>\n<\/ul>\n<p>D\u016fle\u017eit\u00e9: Nezapome\u0148te si napl\u00e1novat ur\u010ditou rezervu - nejen model, ale i provoz (nap\u0159. opera\u010dn\u00ed syst\u00e9m, vstup\/v\u00fdstup soubor\u016f, jin\u00e9 aplikace) vy\u017eaduje pam\u011b\u0165ovou rezervu.<\/p>\n<div style=\"overflow-x: auto;\">\n<table style=\"width: 100%; border-collapse: collapse; font-family: system-ui; font-size: 15px;\">\n<thead style=\"background-color: #f5f5f5;\">\n<tr>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Kategorie<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Typick\u00e1 velikost modelu<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Doporu\u010den\u00fd rozpo\u010det na pam\u011b\u0165 RAM<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">P\u0159\u00edklad pou\u017eit\u00ed<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Mal\u00e9<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">1-3 miliardy parametr\u016f<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">16-32 GB<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Jednoduch\u00fd asistent, rozpozn\u00e1v\u00e1n\u00ed textu<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>St\u0159edn\u00ed<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">7-13 miliard Parametry<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">32-64 GB<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Chat, anal\u00fdza, tvorba textu<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Velk\u00e9<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">30-70 miliard parametr\u016f<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">64 GB +<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Odborn\u00e9 texty, pr\u00e1vn\u00ed dokumenty<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>Zpochybn\u011bn\u00ed tradi\u010dn\u00edho p\u0159\u00edstupu \"server vs. desktop\"<\/h3>\n<p>Tradi\u010dn\u011b si lid\u00e9 mysleli, \u017ee um\u011bl\u00e1 inteligence vy\u017eaduje serverov\u00e9 farmy, spoustu grafick\u00fdch procesor\u016f, hodn\u011b energie a datov\u00e9 centrum. Situace se v\u0161ak m\u011bn\u00ed: stoln\u00ed po\u010d\u00edta\u010de, jako je Mac Mini nebo Mac Studio, nyn\u00ed nab\u00edzej\u00ed dostate\u010dn\u00fd v\u00fdkon pro mnoho lok\u00e1ln\u011b provozovan\u00fdch jazykov\u00fdch model\u016f - bez obrovsk\u00e9 infrastruktury. M\u00edsto vysok\u00fdch n\u00e1klad\u016f na elekt\u0159inu, n\u00e1ro\u010dn\u00e9ho chlazen\u00ed a slo\u017eit\u00e9 \u00fadr\u017eby z\u00edsk\u00e1te tich\u00e9 a v\u00fdkonn\u00e9 za\u0159\u00edzen\u00ed na sv\u00e9m stole.<\/p>\n<p>Samoz\u0159ejm\u011b, pokud chcete tr\u00e9novat modely ve velk\u00e9m m\u011b\u0159\u00edtku nebo pou\u017e\u00edvat velk\u00fd po\u010det parametr\u016f, pak maj\u00ed serverov\u00e1 \u0159e\u0161en\u00ed st\u00e1le smysl. Pro inferenci, p\u0159izp\u016fsoben\u00ed a ka\u017edodenn\u00ed pou\u017eit\u00ed v\u0161ak \u010dasto posta\u010duje hardware stoln\u00edch po\u010d\u00edta\u010d\u016f. To souvis\u00ed s tradi\u010dn\u00edm p\u0159\u00edstupem: pou\u017e\u00edvejte technologie, ale nep\u0159edimenzov\u00e1vejte je - sp\u00ed\u0161e je pou\u017e\u00edvejte c\u00edlen\u011b a efektivn\u011b. Pokud dnes vybudujete solidn\u00ed lok\u00e1ln\u00ed z\u00e1kladnu, vytvo\u0159\u00edte z\u00e1klad pro to, co bude mo\u017en\u00e9 z\u00edtra.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_nwIZ5VI3Eus\"><div id=\"lyte_nwIZ5VI3Eus\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2FnwIZ5VI3Eus%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\/nwIZ5VI3Eus\" 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%2FnwIZ5VI3Eus%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 \/>\nM3 Ultra vs RTX 5090 | Fin\u00e1ln\u00ed bitva (\u010cesky)<\/p>\n<h2>Technick\u00e1 charakteristika jazykov\u00fdch model\u016f<\/h2>\n<p>Jazykov\u00e9 modely se dnes li\u0161\u00ed nejen sv\u00fdmi schopnostmi, ale tak\u00e9 technickou podobou, v n\u00ed\u017e jsou k dispozici. Tyto form\u00e1ty ur\u010duj\u00ed, jak se model ukl\u00e1d\u00e1, na\u010d\u00edt\u00e1 a pou\u017e\u00edv\u00e1 - a zda v\u016fbec m\u016f\u017ee v dan\u00e9m syst\u00e9mu b\u011b\u017eet.<\/p>\n<p><strong>GGUF (GPT-Generated Unified Format)<\/strong><\/p>\n<p>Tento form\u00e1t byl vyvinut pro praktick\u00e9 pou\u017eit\u00ed v n\u00e1stroj\u00edch, jako je Ollama, LM Studio nebo Llama.cpp. Je kompaktn\u00ed, p\u0159enosn\u00fd a vysoce optimalizovan\u00fd pro lok\u00e1ln\u00ed odvozov\u00e1n\u00ed. Modely GGUF jsou obvykle kvantifikovan\u00e9, co\u017e znamen\u00e1, \u017ee spot\u0159ebuj\u00ed podstatn\u011b m\u00e9n\u011b pam\u011bti, proto\u017ee vnit\u0159n\u00ed \u010d\u00edseln\u00e9 hodnoty jsou ulo\u017eeny v redukovan\u00e9 podob\u011b (nap\u0159. 4bitov\u00e9 nebo 8bitov\u00e9). D\u00edky tomu lze modely, kter\u00e9 m\u011bly p\u016fvodn\u011b velikost 30-50 GB, zkomprimovat na 5-10 GB - a to jen s nepatrnou ztr\u00e1tou kvality.<\/p>\n<ul>\n<li><strong>V\u00fdhoda<\/strong>B\u011b\u017e\u00ed t\u00e9m\u011b\u0159 na jak\u00e9mkoli syst\u00e9mu (macOS, Windows, Linux), nen\u00ed pot\u0159eba \u017e\u00e1dn\u00fd speci\u00e1ln\u00ed GPU.<\/li>\n<li><strong>Nev\u00fdhoda<\/strong>Nen\u00ed ur\u010deno k tr\u00e9ninku nebo dola\u010fov\u00e1n\u00ed - \u010dist\u00e1 inference (tj. vyu\u017eit\u00ed).<\/li>\n<\/ul>\n<p><strong>MLX (strojov\u00e9 u\u010den\u00ed pro Apple Silicon)<\/strong><\/p>\n<p>MLX je vlastn\u00ed open source framework Apple pro strojov\u00e9 u\u010den\u00ed na Apple Silicon. Byl vyvinut speci\u00e1ln\u011b pro vyu\u017eit\u00ed pln\u00e9ho v\u00fdkonu CPU, GPU a Neural Engine v M-Chips. Modely MLX jsou obvykle k dispozici v nativn\u00edm form\u00e1tu MLX nebo jsou p\u0159evedeny z jin\u00fdch form\u00e1t\u016f.<\/p>\n<ul>\n<li><strong>V\u00fdhoda<\/strong>Maxim\u00e1ln\u00ed v\u00fdkon a energetick\u00e1 \u00fa\u010dinnost na hardwaru Apple.<\/li>\n<li><strong>Nev\u00fdhoda<\/strong>St\u00e1le relativn\u011b mlad\u00fd ekosyst\u00e9m, m\u00e9n\u011b dostupn\u00fdch komunitn\u00edch model\u016f ne\u017e u GGUF nebo PyTorch.<\/li>\n<\/ul>\n<p><strong>Safetensors (.safetensors)<\/strong><\/p>\n<p>Tento form\u00e1t poch\u00e1z\u00ed ze sv\u011bta PyTorch (a je siln\u011b propagov\u00e1n spole\u010dnost\u00ed Hugging Face). Jedn\u00e1 se o bezpe\u010dn\u00fd, bin\u00e1rn\u00ed form\u00e1t pro ukl\u00e1d\u00e1n\u00ed velk\u00fdch model\u016f, kter\u00fd neumo\u017e\u0148uje spou\u0161t\u011bn\u00ed k\u00f3du - odtud n\u00e1zev \u201esafe\u201c.<\/p>\n<ul>\n<li><strong>V\u00fdhoda<\/strong>Velmi rychl\u00e9 na\u010d\u00edt\u00e1n\u00ed, \u00faspora pam\u011bti, standardizace.<\/li>\n<li><strong>Nev\u00fdhoda<\/strong>: Ur\u010deno hlavn\u011b pro frameworky jako PyTorch nebo TensorFlow - tj. \u010dast\u011bji ve v\u00fdvoj\u00e1\u0159sk\u00e9m prost\u0159ed\u00ed a pro tr\u00e9ninkov\u00e9 procesy.<\/li>\n<\/ul>\n<div style=\"overflow-x: auto;\">\n<table style=\"width: 100%; border-collapse: collapse; font-family: system-ui; font-size: 15px;\">\n<thead style=\"background-color: #f5f5f5;\">\n<tr>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Form\u00e1t<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Platforma<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">\u00da\u010del<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">V\u00fdhody<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Nev\u00fdhody<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>GGUF<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">macOS, Windows, Linux<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Odvozen\u00ed<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Kompaktn\u00ed, rychl\u00fd, univerz\u00e1ln\u00ed<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u0160kolen\u00ed nen\u00ed mo\u017en\u00e9<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>MLX<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">macOS (Apple Silicon)<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Odvozov\u00e1n\u00ed + \u0161kolen\u00ed<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Optimalizov\u00e1no pro M-Chips, vysok\u00e1 \u00fa\u010dinnost<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">M\u00e9n\u011b dostupn\u00fdch model\u016f<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Safetov\u00e9 sn\u00edma\u010de<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Nap\u0159\u00ed\u010d platformami (PyTorch \/ TensorFlow)<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">\u0160kolen\u00ed a v\u00fdzkum<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Bezpe\u010dn\u00e9, standardizovan\u00e9, rychl\u00e9<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Nen\u00ed p\u0159\u00edmo kompatibiln\u00ed s Ollama \/ MLX<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>Objet\u00ed tv\u00e1\u0159e - hlavn\u00ed zdroj z\u00e1sobov\u00e1n\u00ed<\/h3>\n<p>Dnes je Hugging Face n\u011bco jako \"knihovna\" sv\u011bta um\u011bl\u00e9 inteligence. Na adrese <a href=\"https:\/\/huggingface.co\" target=\"_blank\" rel=\"noopener\"><strong>huggingface.co<\/strong><\/a> najdete des\u00edtky tis\u00edc model\u016f, datov\u00fdch sad a n\u00e1stroj\u016f, z nich\u017e mnoh\u00e9 jsou k dispozici zdarma. Filtrovat m\u016f\u017eete podle n\u00e1zvu, architektury, typu licence nebo form\u00e1tu souboru. A\u0165 u\u017e se jedn\u00e1 o Mistral, LLaMA, Falcon, Gemma nebo Phi-3 - jsou zde zastoupeny t\u00e9m\u011b\u0159 v\u0161echny zn\u00e1m\u00e9 modely. \u0158ada v\u00fdvoj\u00e1\u0159\u016f ji\u017e nab\u00edz\u00ed verze p\u0159izp\u016fsoben\u00e9 pro lok\u00e1ln\u00ed pou\u017eit\u00ed s GGUF nebo MLX.<\/p>\n<p>D\u00edky tomu je Hugging Face pro v\u011bt\u0161inu u\u017eivatel\u016f prvn\u00ed volbou, pokud cht\u011bj\u00ed vyzkou\u0161et n\u011bjak\u00fd model nebo naj\u00edt vhodnou variantu pro macOS.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-3464 alignnone\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-1024x644.jpg\" alt=\"Webov\u00e9 str\u00e1nky Huggingface\" width=\"1024\" height=\"644\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-1024x644.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-300x189.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-768x483.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-1536x966.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-2048x1288.jpg 2048w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/huggingface-website-18x12.jpg 18w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<h3>Typick\u00e9 modely a oblasti jejich pou\u017eit\u00ed<\/h3>\n<p>Po\u010det dostupn\u00fdch model\u016f je nyn\u00ed t\u00e9m\u011b\u0159 nemo\u017en\u00e9 sledovat. P\u0159esto existuje n\u011bkolik hlavn\u00edch rodin, kter\u00e9 se pro m\u00edstn\u00ed pou\u017eit\u00ed obzvl\u00e1\u0161t\u011b osv\u011bd\u010dily:<\/p>\n<ul>\n<li><strong>Rodina LLaMA (Meta)<\/strong>: Jeden z nejzn\u00e1m\u011bj\u0161\u00edch model\u016f open source. Tvo\u0159\u00ed z\u00e1klad pro nespo\u010det deriv\u00e1t\u016f (nap\u0159. Vicuna, WizardLM, Open-Hermes). Siln\u00e9 str\u00e1nky: Porozum\u011bn\u00ed jazyku, dialog, v\u0161estrann\u00e9 pou\u017eit\u00ed. Oblast pou\u017eit\u00ed: Obecn\u00e9 chatovac\u00ed aplikace, generov\u00e1n\u00ed obsahu, asisten\u010dn\u00ed syst\u00e9my.<\/li>\n<li><strong>Mistral &amp; Mixtral (Mistral AI)<\/strong>Zn\u00e1m\u00fd vysokou \u00fa\u010dinnost\u00ed a dobrou kvalitou p\u0159i mal\u00e9 velikosti modelu. Mixtral 8x7B kombinuje n\u011bkolik expertn\u00edch model\u016f (architektura Mixture-of-Experts). Siln\u00e9 str\u00e1nky: Rychl\u00e9 a p\u0159esn\u00e9 odpov\u011bdi, \u00faspora zdroj\u016f. Oblast pou\u017eit\u00ed: Intern\u00ed asistenti spole\u010dnosti, anal\u00fdza textu, p\u0159\u00edprava dat.<\/li>\n<li><strong>Phi-3 (Microsoft Research)<\/strong>Kompaktn\u00ed model optimalizovan\u00fd pro vysokou kvalitu hlasu navzdory n\u00edzk\u00e9mu po\u010dtu parametr\u016f. Siln\u00e9 str\u00e1nky: Efektivita, dobr\u00e1 gramatika, strukturovan\u00e9 odpov\u011bdi. Oblast pou\u017eit\u00ed: Men\u0161\u00ed syst\u00e9my, lok\u00e1ln\u00ed znalostn\u00ed modely, integrovan\u00ed asistenti.<\/li>\n<li><strong>Gemma (Google)<\/strong>: Zve\u0159ejn\u011bno spole\u010dnost\u00ed Google Research jako otev\u0159en\u00fd model. Vhodn\u00fd pro shrnuj\u00edc\u00ed a vysv\u011btluj\u00edc\u00ed \u00falohy. Siln\u00e9 str\u00e1nky: Soudr\u017enost, vysv\u011btlen\u00ed v souvislostech. Oblast pou\u017eit\u00ed: Zpracov\u00e1n\u00ed znalost\u00ed, \u0161kolen\u00ed, poradensk\u00e9 syst\u00e9my.<\/li>\n<li><strong>Modely GPT-OSS \/ OpenHermes<\/strong>Spolu s modifikacemi LLaMA tvo\u0159\u00ed \"most\" mezi modely s otev\u0159en\u00fdm zdrojov\u00fdm k\u00f3dem a funk\u010dn\u00edm rozsahem komer\u010dn\u00edch syst\u00e9m\u016f. Siln\u00e9 str\u00e1nky: \u0160irok\u00e1 jazykov\u00e1 z\u00e1kladna, flexibiln\u00ed pou\u017eit\u00ed. Oblast pou\u017eit\u00ed: Tvorba obsahu, chatov\u00e9 a analytick\u00e9 \u00falohy, intern\u00ed asistence AI.<\/li>\n<li><strong>Claude \/ Command R \/ Falcon \/ Yi \/ Zephyr<\/strong>Tyto a mnoh\u00e9 dal\u0161\u00ed modely (v\u011bt\u0161inou z v\u00fdzkumn\u00fdch projekt\u016f nebo otev\u0159en\u00fdch komunit) nab\u00edzej\u00ed speci\u00e1ln\u00ed funkce, jako je vyhled\u00e1v\u00e1n\u00ed znalost\u00ed, generov\u00e1n\u00ed k\u00f3du nebo v\u00edcejazy\u010dnost.<\/li>\n<\/ul>\n<p>Nejd\u016fle\u017eit\u011bj\u0161\u00ed je, \u017ee \u017e\u00e1dn\u00fd model nem\u016f\u017ee d\u011blat v\u0161echno dokonale. Ka\u017ed\u00fd z nich m\u00e1 sv\u00e9 siln\u00e9 a slab\u00e9 str\u00e1nky - a v z\u00e1vislosti na pou\u017eit\u00ed se vyplat\u00ed prov\u00e9st c\u00edlen\u00e9 srovn\u00e1n\u00ed.<\/p>\n<h3>Kter\u00fd model je vhodn\u00fd pro jak\u00fd \u00fa\u010del?<\/h3>\n<p>Pro realistick\u00e9 posouzen\u00ed lze modely zhruba rozd\u011blit do v\u00fdkonnostn\u00edch a aplika\u010dn\u00edch t\u0159\u00edd:<\/p>\n<p>Pro v\u011bt\u0161inu realistick\u00fdch desktopov\u00fdch aplikac\u00ed - jako jsou souhrny, korespondence, p\u0159eklady, anal\u00fdzy - jsou st\u0159edn\u00ed modely (<strong>7-13 B<\/strong>) jsou zcela dosta\u010duj\u00edc\u00ed. Poskytuj\u00ed \u00fa\u017easn\u011b dobr\u00e9 v\u00fdsledky, b\u011b\u017e\u00ed hladce na <strong>Mac Mini M4 Pro s 32-48 GB RAM<\/strong> a nevy\u017eaduj\u00ed t\u00e9m\u011b\u0159 \u017e\u00e1dn\u00e9 \u00fapravy.<\/p>\n<p><strong>Velk\u00e9 modely<\/strong> uk\u00e1zat sv\u00e9 siln\u00e9 str\u00e1nky, kdy\u017e je d\u016fle\u017eit\u00e9 hlub\u0161\u00ed porozum\u011bn\u00ed nebo del\u0161\u00ed souvislosti - nap\u0159\u00edklad p\u0159i zpracov\u00e1n\u00ed pr\u00e1vn\u00edch text\u016f nebo technick\u00e9 dokumentace. M\u011bli byste v\u0161ak m\u00edt alespo\u0148 jeden <strong>Mac Studio s kapacitou 64-128 GB<\/strong> Pou\u017e\u00edvejte pracovn\u00ed pam\u011b\u0165.<\/p>\n<div style=\"overflow-x: auto;\">\n<table style=\"width: 100%; border-collapse: collapse; font-family: system-ui; font-size: 15px;\">\n<thead style=\"background-color: #f5f5f5;\">\n<tr>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Modelov\u00e1 \u0159ada<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">P\u016fvod<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Siln\u00e9 str\u00e1nky<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px;\">Oblast pou\u017eit\u00ed<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>LLaMA<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Meta<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Porozum\u011bn\u00ed jazyku, dialog<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Obecn\u00e9 chatovac\u00ed aplikace<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Mistral \/ Mixtral<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Mistral AI<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Efektivita, vysok\u00e1 p\u0159esnost<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Asistenti spole\u010dnosti, anal\u00fdza<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Phi-3<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Microsoft Research<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Kompaktn\u00ed, jazykov\u011b siln\u00fd<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Mal\u00e9 syst\u00e9my, m\u00edstn\u00ed UI<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Gemma<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">V\u00fdzkum Google<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Soudr\u017enost, vysv\u011btlitelnost<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Poradenstv\u00ed, v\u00fduka, v\u00fdklad textu<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2>Mo\u017enosti lok\u00e1ln\u00edho provozov\u00e1n\u00ed jazykov\u00fdch model\u016f<\/h2>\n<p>Chcete-li dnes pou\u017e\u00edvat jazykov\u00fd model na vlastn\u00edm Macu, existuje n\u011bkolik pou\u017eiteln\u00fdch mo\u017enost\u00ed - v z\u00e1vislosti na va\u0161ich technick\u00fdch po\u017eadavc\u00edch a po\u017eadovan\u00e9m \u00fa\u010delu. Skv\u011bl\u00e9 je, \u017ee pro za\u010d\u00e1tek ji\u017e nepot\u0159ebujete slo\u017eit\u00e9 v\u00fdvojov\u00e9 prost\u0159ed\u00ed.<\/p>\n<h3>Ollama - nekomplikovan\u00fd start<\/h3>\n<p><a href=\"https:\/\/ollama.com\" target=\"_blank\" rel=\"noopener\"><strong>Ollama<\/strong><\/a> se rychle stala standardn\u00edm n\u00e1strojem pro m\u00edstn\u00ed modely um\u011bl\u00e9 inteligence. B\u011b\u017e\u00ed nativn\u011b v syst\u00e9mu macOS, optim\u00e1ln\u011b vyu\u017e\u00edv\u00e1 v\u00fdkon Apple Silicon a umo\u017e\u0148uje spustit model jedin\u00fdm p\u0159\u00edkazem:<\/p>\n<p><code data-no-translation=\"\">ollama run mistral<\/code><\/p>\n<p>T\u00edm se automaticky na\u010dte a p\u0159iprav\u00ed po\u017eadovan\u00fd model, kter\u00fd je pak k dispozici v termin\u00e1lu nebo prost\u0159ednictv\u00edm m\u00edstn\u00edch rozhran\u00ed. Ollama podporuje form\u00e1t GGUF, umo\u017e\u0148uje stahov\u00e1n\u00ed model\u016f z Hugging Face a lze jej integrovat prost\u0159ednictv\u00edm rozhran\u00ed REST API nebo p\u0159\u00edmo do jin\u00fdch program\u016f.<\/p>\n<p>Jak pracovat s <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/08\/local-ki-na-macu-takto-1tp12vytvoreni-jazykoveho-modelu-pomoci-ollama\/\"><strong>Ollama m\u00edstn\u00ed jazykov\u00fd model installiert<\/strong><\/a> a dal\u0161\u00ed mo\u017enosti, kter\u00e9 s n\u00edm m\u00e1te, jsou podrobn\u011b pops\u00e1ny v jin\u00e9m \u010dl\u00e1nku. K dispozici jsou tak\u00e9 dal\u0161\u00ed \u010dl\u00e1nky o tom, jak pou\u017e\u00edvat <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/08\/rag-s-ollama-a-qdrant-jako-univerzalni-vyhledavac-vlastnich-dat\/\"><strong>Qdrant flexibiln\u00ed pam\u011b\u0165<\/strong><\/a> pro svou m\u00edstn\u00ed um\u011blou inteligenci.<\/p>\n<h3>LM Studio - grafick\u00e9 u\u017eivatelsk\u00e9 rozhran\u00ed a spr\u00e1va<\/h3>\n<p><a href=\"https:\/\/lmstudio.ai\" target=\"_blank\" rel=\"noopener\"><strong>LM Studio<\/strong><\/a> je ur\u010den v\u0161em, kte\u0159\u00ed d\u00e1vaj\u00ed p\u0159ednost grafick\u00e9mu u\u017eivatelsk\u00e9mu rozhran\u00ed. Nab\u00edz\u00ed stahov\u00e1n\u00ed model\u016f, okna chatu, ovl\u00e1d\u00e1n\u00ed teploty, syst\u00e9mov\u00e9 v\u00fdzvy a spr\u00e1vu pam\u011bti v jedn\u00e9 aplikaci. To je ide\u00e1ln\u00ed zejm\u00e9na pro za\u010d\u00e1te\u010dn\u00edky: m\u016f\u017eete zkou\u0161et, porovn\u00e1vat, ukl\u00e1dat a p\u0159ep\u00ednat mezi r\u016fzn\u00fdmi modely, ani\u017e byste museli pracovat s p\u0159\u00edkazov\u00fdm \u0159\u00e1dkem. Software b\u011b\u017e\u00ed stabiln\u011b na Apple Silicon a podporuje tak\u00e9 modely GGUF.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3465 size-full\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lm-studio-modelle-scaled.jpg\" alt=\"Stahov\u00e1n\u00ed model\u016f v aplikaci LM-Studio\" width=\"1024\" height=\"681\" \/><\/p>\n<h3>MLX \/ Python - pro v\u00fdvoj\u00e1\u0159e a integr\u00e1tory<\/h3>\n<p>Pokud chcete j\u00edt hloub\u011bji nebo integrovat modely do vlastn\u00edch program\u016f, m\u016f\u017eete pou\u017e\u00edt r\u00e1mec MLX spole\u010dnosti Apple. Ten umo\u017e\u0148uje vkl\u00e1dat modely p\u0159\u00edmo do aplikac\u00ed Python nebo Swift. V\u00fdhoda spo\u010d\u00edv\u00e1 v maxim\u00e1ln\u00ed kontrole a integraci do st\u00e1vaj\u00edc\u00edch pracovn\u00edch postup\u016f - nap\u0159\u00edklad pokud chce spole\u010dnost p\u0159idat funkce AI do sv\u00e9ho vlastn\u00edho softwaru.<\/p>\n<h3>FileMaker Server 2025 - Um\u011bl\u00e1 inteligence v podnikov\u00e9m kontextu<\/h3>\n<p>Vzhledem k tomu, \u017ee <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/10\/skoleni-lora-jak-filemaker-2025-zjednodusuje-jemne-ladeni-rozsahlych-jazykovych-modelu\/\"><strong>FileMaker Server 2025<\/strong><\/a> Jazykov\u00e9 modely zalo\u017een\u00e9 na MLX lze \u0159e\u0161it tak\u00e9 na stran\u011b serveru. D\u00edky tomu je poprv\u00e9 mo\u017en\u00e9 vybavit centr\u00e1ln\u00ed podnikovou aplikaci (nap\u0159. syst\u00e9m ERP nebo CRM) vlastn\u00ed lok\u00e1ln\u00ed um\u011blou inteligenc\u00ed. Nap\u0159\u00edklad lze automaticky klasifikovat tikety podpory, vyhodnocovat dotazy z\u00e1kazn\u00edk\u016f nebo analyzovat obsah dokument\u016f - ani\u017e by data opustila firmu.<\/p>\n<p>To je zaj\u00edmav\u00e9 zejm\u00e9na pro odv\u011btv\u00ed, kter\u00e1 maj\u00ed p\u0159\u00edsn\u00e9 po\u017eadavky na ochranu \u00fadaj\u016f nebo dodr\u017eov\u00e1n\u00ed p\u0159edpis\u016f (medic\u00edna, pr\u00e1vo, administrativa, pr\u016fmysl).<\/p>\n<h2>Typick\u00e9 p\u0159ek\u00e1\u017eky a jak se jim vyhnout<\/h2>\n<p>I kdy\u017e je vstupn\u00ed p\u0159ek\u00e1\u017eka n\u00edzk\u00e1, m\u011bli byste si uv\u011bdomit n\u011bkolik bod\u016f:<br \/>\nOmezen\u00ed pam\u011bti: Pokud je model p\u0159\u00edli\u0161 velk\u00fd na dostupnou pam\u011b\u0165, v\u016fbec se nespust\u00ed nebo bude velmi pomal\u00fd. Zde m\u016f\u017ee pomoci kvantifikace (nap\u0159. 4bitov\u00e1) nebo men\u0161\u00ed model.<\/p>\n<ul>\n<li><strong>V\u00fdpo\u010det zat\u00ed\u017een\u00ed a v\u00fdvoje tepla<\/strong>: Mac se m\u016f\u017ee p\u0159i del\u0161\u00edch sezen\u00edch znateln\u011b zah\u0159\u00e1t. Doporu\u010duje se dobr\u00e9 v\u011btr\u00e1n\u00ed a sledov\u00e1n\u00ed displeje aktivity.<\/li>\n<li><strong>Chyb\u011bj\u00edc\u00ed podpora GPU pro software t\u0159et\u00edch stran<\/strong>N\u011bkter\u00e9 star\u0161\u00ed n\u00e1stroje nebo porty nevyu\u017e\u00edvaj\u00ed Neural Engine efektivn\u011b. V takov\u00fdch p\u0159\u00edpadech m\u016f\u017ee MLX poskytovat lep\u0161\u00ed v\u00fdsledky.<\/li>\n<li><strong>S\u00ed\u0165ov\u00e9 porty a pr\u00e1va<\/strong>Pokud m\u00e1 ke stejn\u00e9mu modelu p\u0159istupovat v\u00edce klient\u016f (nap\u0159. v r\u00e1mci podnikov\u00e9 s\u00edt\u011b), je t\u0159eba uvolnit m\u00edstn\u00ed porty - nejl\u00e9pe zabezpe\u010den\u00e9 prost\u0159ednictv\u00edm protokolu HTTPS nebo intern\u00edho proxy serveru.<\/li>\n<li><strong>Zabezpe\u010den\u00ed dat<\/strong>I kdy\u017e modely b\u011b\u017e\u00ed lok\u00e1ln\u011b, citliv\u00e9 texty by nem\u011bly b\u00fdt ukl\u00e1d\u00e1ny v nezabezpe\u010den\u00fdch prost\u0159ed\u00edch. M\u00edstn\u00ed protokoly a protokoly chatu se snadno zapomenou, ale \u010dasto obsahuj\u00ed cenn\u00e9 informace.<\/li>\n<\/ul>\n<p>Pokud v\u011bnujete pozornost t\u011bmto bod\u016fm, m\u016f\u017eete provozovat v\u00fdkonn\u00fd m\u00edstn\u00ed syst\u00e9m um\u011bl\u00e9 inteligence, kter\u00fd pracuje bezpe\u010dn\u011b, ti\u0161e a efektivn\u011b s p\u0159ekvapiv\u011b mal\u00fdm \u00fasil\u00edm.<\/p>\n<h3>\u010casov\u00e1 osa a strategick\u00e9 \u00favahy<\/h3>\n<p>Jsme teprve na za\u010d\u00e1tku v\u00fdvoje, kter\u00fd v p\u0159\u00ed\u0161t\u00edch letech zm\u011bn\u00ed ka\u017edodenn\u00ed \u017eivot mnoha profes\u00ed. Lok\u00e1ln\u00ed modely um\u011bl\u00e9 inteligence budou st\u00e1le men\u0161\u00ed, rychlej\u0161\u00ed a efektivn\u011bj\u0161\u00ed, p\u0159i\u010dem\u017e jejich kvalita se bude st\u00e1le zlep\u0161ovat. To, co dnes je\u0161t\u011b vy\u017eaduje 30 GB pam\u011bti, m\u016f\u017ee za rok vy\u017eadovat jen 10 GB - p\u0159i stejn\u00e9 kvalit\u011b hlasu. Z\u00e1rove\u0148 se objevuj\u00ed nov\u00e1 rozhran\u00ed, kter\u00e1 lze vyu\u017e\u00edt k integraci model\u016f p\u0159\u00edmo do program\u016f Office, prohl\u00ed\u017ee\u010d\u016f nebo firemn\u00edho softwaru.<\/p>\n<p>Spole\u010dnosti, kter\u00e9 dnes u\u010din\u00ed krok sm\u011brem k m\u00edstn\u00ed infrastruktu\u0159e um\u011bl\u00e9 inteligence, si vytv\u00e1\u0159ej\u00ed n\u00e1skok. Vybuduj\u00ed si odborn\u00e9 znalosti, zajist\u00ed si datovou suverenitu a stanou se nez\u00e1visl\u00fdmi na cenov\u00fdch v\u00fdkyvech nebo omezen\u00edch pou\u017e\u00edv\u00e1n\u00ed ze strany extern\u00edch poskytovatel\u016f. Rozumn\u00e1 strategie by mohla vypadat n\u00e1sledovn\u011b:<\/p>\n<ul>\n<li>Nejprve prove\u010fte experiment s mal\u00fdm modelem (nap\u0159. 3-7 miliard parametr\u016f, prost\u0159ednictv\u00edm Ollama nebo LM Studia).<\/li>\n<li>Pak konkr\u00e9tn\u011b zkontrolujte, kter\u00e9 \u00falohy lze automatizovat.<\/li>\n<li>V p\u0159\u00edpad\u011b pot\u0159eby integrujte v\u011bt\u0161\u00ed modely nebo z\u0159i\u010fte centr\u00e1ln\u00ed Mac Studio jako \"server um\u011bl\u00e9 inteligence\".<\/li>\n<li>Ve st\u0159edn\u011bdob\u00e9m horizontu reorganizujte intern\u00ed procesy (nap\u0159. dokumentace, anal\u00fdza text\u016f, komunikace) s podporou AI.<\/li>\n<\/ul>\n<p>Tento postupn\u00fd p\u0159\u00edstup je nejen ekonomicky smyslupln\u00fd, ale tak\u00e9 udr\u017eiteln\u00fd - \u0159\u00edd\u00ed se z\u00e1sadou zav\u00e1d\u011bn\u00ed technologi\u00ed vlastn\u00edm tempem, nikoli podle trend\u016f.<\/p>\n<p>V samostatn\u00e9m \u010dl\u00e1nku jsem podrobn\u011b popsal, jak se nov\u011bj\u0161\u00ed <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/09\/mlx-na-jablecnem-kremiku-jako-mistni-ki-ve-srovnani-s-ollama-co\/\"><strong>Form\u00e1t MLX ve srovn\u00e1n\u00ed s form\u00e1tem GGUF<\/strong><\/a> prost\u0159ednictv\u00edm Ollama v po\u010d\u00edta\u010di Mac.<\/p>\n<h2>M\u00edstn\u00ed um\u011bl\u00e1 inteligence jako tich\u00e1 cesta k digit\u00e1ln\u00ed suverenit\u011b<\/h2>\n<p>M\u00edstn\u00ed jazykov\u00e9 modely znamenaj\u00ed n\u00e1vrat k sebeur\u010den\u00ed v digit\u00e1ln\u00edm sv\u011bt\u011b.<br \/>\nM\u00edsto odes\u00edl\u00e1n\u00ed dat a n\u00e1pad\u016f do vzd\u00e1len\u00fdch cloudov\u00fdch datov\u00fdch center m\u016f\u017eete nyn\u00ed op\u011bt pracovat s vlastn\u00edmi n\u00e1stroji - p\u0159\u00edmo na sv\u00e9m stole a pod vlastn\u00ed kontrolou.<\/p>\n<p>Na Mac Mini, Mac Studiu nebo v\u00fdkonn\u00e9m notebooku - pokud m\u00e1te spr\u00e1vn\u00fd hardware, m\u016f\u017eete nyn\u00ed pou\u017e\u00edvat, tr\u00e9novat a d\u00e1le rozv\u00edjet vlastn\u00ed um\u011blou inteligenci. A\u0165 u\u017e jako osobn\u00ed asistent, jako sou\u010d\u00e1st syst\u00e9mu ERP, jako pom\u016fcka pro v\u00fdzkum v nakladatelstv\u00ed nebo jako \u0159e\u0161en\u00ed pro ochranu dat v pr\u00e1vnick\u00e9 firm\u011b - mo\u017enosti jsou p\u0159ekvapiv\u011b \u0161irok\u00e9.<\/p>\n<p>A to nejlep\u0161\u00ed na tom je, \u017ee n\u00e1m p\u0159ipom\u00edn\u00e1 starou s\u00edlu po\u010d\u00edta\u010de - toti\u017e to, \u017ee je to n\u00e1stroj, kter\u00fd sami ovl\u00e1d\u00e1te, a ne slu\u017eba, kter\u00e1 n\u00e1m diktuje, jak m\u00e1me pracovat. D\u00edky tomu je m\u00edstn\u00ed AI symbolem modern\u00ed autonomie - tich\u00e1, efektivn\u00ed a p\u0159itom s p\u016fsobiv\u00fdm efektem.<\/p>\n<h3>M\u00edstn\u00ed um\u011bl\u00e1 inteligence ve firm\u011b rozv\u00edj\u00ed svou hodnotu se spr\u00e1vn\u00fdm syst\u00e9mov\u00fdm z\u00e1kladem<\/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>Diskuse o m\u00edstn\u00ed um\u011bl\u00e9 inteligenci se \u010dasto soust\u0159ed\u00ed na hardware, modely a rychlost, ale skute\u010dn\u00e9 v\u00fdhody se projev\u00ed a\u017e p\u0159i interakci s vlastn\u00edmi daty a procesy. Pokud chcete um\u011blou inteligenci skute\u010dn\u011b smyslupln\u011b vyu\u017e\u00edvat, pot\u0159ebujete stabiln\u00ed, kontrolovan\u00e9 prost\u0159ed\u00ed, ve kter\u00e9m nejsou informace rozpt\u00fdlen\u00e9, ale jsou k dispozici ve strukturovan\u00e9 podob\u011b. Pr\u00e1v\u011b v tomto p\u0159\u00edpad\u011b je <a href=\"https:\/\/www.markus-schall.de\/cs\/software-erp\/\"><strong>lok\u00e1ln\u011b provozovan\u00e9 \u0159e\u0161en\u00ed ERP<\/strong><\/a> Tvo\u0159\u00ed p\u00e1te\u0159 pro data, procesy a korelace v r\u00e1mci spole\u010dnosti. V kombinaci s \u0159e\u0161en\u00edm, jako je gFM Business ERP, tak vznik\u00e1 uzav\u0159en\u00e1 smy\u010dka, v n\u00ed\u017e m\u00edstn\u00ed AI nejen poskytuje odpov\u011bdi, ale tak\u00e9 pracuje kontextu\u00e1ln\u011b - nap\u0159\u00edklad integrac\u00ed vlastn\u00edho znalostn\u00edho grafu. Rozhodnut\u00ed pak ji\u017e nejsou zalo\u017eena na obecn\u00fdch modelech, ale na skute\u010dn\u00fdch podnikov\u00fdch datech. V\u00fdsledkem je nen\u00e1padn\u00fd, ale \u00fa\u010dinn\u00fd krok ke skute\u010dn\u00e9 digit\u00e1ln\u00ed suverenit\u011b: v\u011bt\u0161\u00ed kontrola, v\u011bt\u0161\u00ed efektivita a syst\u00e9m, kter\u00fd se p\u0159izp\u016fsobuje firm\u011b - nikoli naopak.<\/p>\n<h2>Doporu\u010den\u00e9 zdroje<\/h2>\n<ul>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2508.08531\" target=\"_blank\" rel=\"noopener\"><strong>Profilov\u00e1n\u00ed odvozov\u00e1n\u00ed velk\u00e9ho jazykov\u00e9ho modelu na Apple Silicon<\/strong><\/a>A Quantisation Perspective (Benazir &amp; Lin et al., 2025) - podrobn\u011b zkoum\u00e1 v\u00fdkon inference na Apple Silicon ve srovn\u00e1n\u00ed s grafick\u00fdmi procesory NVIDIA, konkr\u00e9tn\u011b se zam\u011b\u0159en\u00edm na kvantifikaci.<\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2511.05502\" target=\"_blank\" rel=\"noopener\"><strong>M\u00edstn\u00ed odvozov\u00e1n\u00ed LLM na \u00farovni v\u00fdroby na Apple Silicon<\/strong><\/a>: Srovn\u00e1vac\u00ed studie MLX, MLC-LLM, Ollama, llama.cpp a PyTorch MPS (Rajesh et al., 2025) - Srovn\u00e1n\u00ed r\u016fzn\u00fdch platforem na Apple Silicon v\u010detn\u011b MLX s ohledem na propustnost, latenci a d\u00e9lku kontextu.<\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2510.18921\" target=\"_blank\" rel=\"noopener\"><strong>Srovn\u00e1vac\u00ed testov\u00e1n\u00ed strojov\u00e9ho u\u010den\u00ed na za\u0159\u00edzen\u00ed Apple Silicon s MLX<\/strong><\/a> (Ajayi &amp; Odunayo, 2025) - Zam\u011b\u0159eno na MLX a Apple Silicon, se srovn\u00e1vac\u00edmi daty se syst\u00e9my NVIDIA.<\/li>\n<\/ul>\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-741 { --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-741 { --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-741\" 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=\"woher stammt sars-cov-2? ein sachlicher \u00dcberblick \u00fcber alle corona-theorien\" data-id=\"3521\"  data-category=\"allgemein gesellschaft gesundheit\" data-post_tag=\"deutschland gesundheit krisen sicherheitspolitik\">\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\/odkud-pochazi-sars-cov-2-vecny-prehled-vsech-teorii-o-korone\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Odkud SARS-CoV-2 poch\u00e1z\u00ed? V\u011bcn\u00fd p\u0159ehled v\u0161ech teori\u00ed o koron\u011b<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"728\" class=\"attachment-full size-full\" alt=\"SARS-CoV-2 - Corona\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/sars-covii-corona.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/sars-covii-corona.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/sars-covii-corona-300x213.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/sars-covii-corona-768x546.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/sars-covii-corona-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\/odkud-pochazi-sars-cov-2-vecny-prehled-vsech-teorii-o-korone\/\" rel=\"bookmark\">Odkud SARS-CoV-2 poch\u00e1z\u00ed? V\u011bcn\u00fd p\u0159ehled v\u0161ech teori\u00ed o koron\u011b<\/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=\"nord stream sprengung: sabotage, machtpolitik und die unbequemen offenen fragen\" data-id=\"4441\"  data-category=\"allgemein gesellschaft\" data-post_tag=\"deutschland energiepolitik europa geopolitik krisen meinungsfreiheit sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/01\/severni-proud-odstrelovani-sabotazni-politika-moci-a-neprijemne-otevrene-otazky\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Demolice Nord Streamu: sabot\u00e1\u017e, mocensk\u00e1 politika a nep\u0159\u00edjemn\u00e9 nezodpov\u011bzen\u00e9 ot\u00e1zky<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Odst\u0159el plynovodu Nord Stream\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/nordstream-sprengung.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/nordstream-sprengung.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/nordstream-sprengung-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/nordstream-sprengung-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/nordstream-sprengung-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/01\/severni-proud-odstrelovani-sabotazni-politika-moci-a-neprijemne-otevrene-otazky\/\" rel=\"bookmark\">Demolice Nord Streamu: sabot\u00e1\u017e, mocensk\u00e1 politika a nep\u0159\u00edjemn\u00e9 nezodpov\u011bzen\u00e9 ot\u00e1zky<\/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=\"b\u00fccher mit tiefgang zu medizin, pers\u00f6nlichkeit und technik beim m. schall verlag\" data-id=\"2401\"  data-category=\"allgemein b\u00fccher gesellschaft gesundheit\" data-post_tag=\"buch cmd datenbanken krisen pers\u00f6nlichkeitsentwicklung verlag\">\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\/07\/hloubkove-knihy-o-lekarske-osobnosti-a-technice-v-nakladatelstvi-m-schall-verlag\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Podrobn\u00e9 knihy o medic\u00edn\u011b, osobnosti a technice z nakladatelstv\u00ed M. Schall Verlag<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"2400\" height=\"1260\" class=\"attachment-full size-full\" alt=\"Schall Verlag - Knihy s obsahem\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/image-sv.jpg\" data-dpt-sizes=\"(max-width: 2400px) 100vw, 2400px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/image-sv.jpg 2400w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/image-sv-300x158.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/image-sv-1024x538.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/image-sv-768x403.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/image-sv-1536x806.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/image-sv-2048x1075.jpg 2048w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/image-sv-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\/cs\/2025\/07\/hloubkove-knihy-o-lekarske-osobnosti-a-technice-v-nakladatelstvi-m-schall-verlag\/\" rel=\"bookmark\">Podrobn\u00e9 knihy o medic\u00edn\u011b, osobnosti a technice z nakladatelstv\u00ed M. Schall Verlag<\/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=\"unsterblichkeit durch technik: wie weit forschung und ki wirklich sind\" data-id=\"3624\"  data-category=\"allgemein gesellschaft ki-systeme\" data-post_tag=\"denkmodelle k\u00fcnstliche intelligenz lernen llm 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\/2025\/11\/nesmrtelnost-prostrednictvim-technologie-jak-daleko-vyzkum-a-ki-jsou-skutecne\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Nesmrtelnost d\u00edky technologi\u00edm: jak daleko se v\u00fdzkum a um\u011bl\u00e1 inteligence skute\u010dn\u011b dostaly<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Digit\u00e1ln\u00ed nesmrtelnost\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-unsterblichkeit.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-unsterblichkeit.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-unsterblichkeit-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-unsterblichkeit-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/digitale-unsterblichkeit-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\/nesmrtelnost-prostrednictvim-technologie-jak-daleko-vyzkum-a-ki-jsou-skutecne\/\" rel=\"bookmark\">Nesmrtelnost d\u00edky technologi\u00edm: jak daleko se v\u00fdzkum a um\u011bl\u00e1 inteligence skute\u010dn\u011b dostaly<\/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 m\u00edstn\u00ed jazykov\u00fd model?<\/strong><br \/>\nModel m\u00edstn\u00edho jazyka je um\u011bl\u00e1 inteligence, kter\u00e1 dok\u00e1\u017ee porozum\u011bt text\u016fm a generovat je - podobn\u011b jako ChatGPT. Rozd\u00edl je v tom, \u017ee neb\u011b\u017e\u00ed p\u0159es internet, ale p\u0159\u00edmo na va\u0161em po\u010d\u00edta\u010di. V\u0161echny v\u00fdpo\u010dty prob\u00edhaj\u00ed lok\u00e1ln\u011b a \u017e\u00e1dn\u00e1 data se neodes\u00edlaj\u00ed na extern\u00ed servery. To znamen\u00e1, \u017ee si zachov\u00e1v\u00e1te plnou kontrolu nad vlastn\u00edmi informacemi.<\/li>\n<li><strong>Jak\u00e9 v\u00fdhody nab\u00edz\u00ed lok\u00e1ln\u00ed UI oproti cloudov\u00e9mu \u0159e\u0161en\u00ed, jako je ChatGPT?<\/strong><br \/>\nT\u0159i nejv\u011bt\u0161\u00ed v\u00fdhody jsou ochrana dat, nez\u00e1vislost a kontrola n\u00e1klad\u016f.<br \/>\n- Ochrana dat: \u017d\u00e1dn\u00e9 texty neopou\u0161t\u011bj\u00ed po\u010d\u00edta\u010d.<br \/>\n- Nez\u00e1vislost: Nen\u00ed nutn\u00e9 p\u0159ipojen\u00ed k internetu, \u017e\u00e1dn\u00e1 zm\u011bna poskytovatele ani riziko selh\u00e1n\u00ed.<br \/>\n- N\u00e1klady: \u017d\u00e1dn\u00e9 pr\u016fb\u011b\u017en\u00e9 poplatky za dotaz. Jednou zaplat\u00edte za hardware - to je v\u0161e.<\/li>\n<li><strong>Pot\u0159ebujete k lok\u00e1ln\u00edmu pou\u017e\u00edv\u00e1n\u00ed jazykov\u00e9ho modelu program\u00e1torsk\u00e9 dovednosti?<\/strong><br \/>\nNe. S modern\u00edmi n\u00e1stroji, jako je Ollama nebo LM Studio, lze model spustit na n\u011bkolik kliknut\u00ed. I za\u010d\u00e1te\u010dn\u00edci dnes mohou spustit lok\u00e1ln\u00ed UI b\u011bhem n\u011bkolika minut, ani\u017e by napsali jedin\u00fd \u0159\u00e1dek k\u00f3du.<\/li>\n<li><strong>Kter\u00e1 za\u0159\u00edzen\u00ed Apple jsou obzvl\u00e1\u0161t\u011b vhodn\u00e1?<\/strong><br \/>\nZa\u010d\u00e1te\u010dn\u00edk\u016fm \u010dasto sta\u010d\u00ed Mac Mini s M4 nebo M4 Pro a alespo\u0148 32 GB RAM. Pokud chcete pou\u017e\u00edvat v\u011bt\u0161\u00ed modely nebo n\u011bkolik model\u016f najednou, je lep\u0161\u00ed zvolit Mac Studio s 64 GB nebo 128 GB RAM. Mac Pro nenab\u00edz\u00ed t\u00e9m\u011b\u0159 \u017e\u00e1dn\u00e9 v\u00fdhody, pokud nepot\u0159ebujete sloty PCI-e. Notebooky jsou vhodn\u00e9, ale rychleji dosahuj\u00ed sv\u00fdch tepeln\u00fdch limit\u016f.<\/li>\n<li><strong>Jak\u00e9 je minim\u00e1ln\u00ed mno\u017estv\u00ed pam\u011bti RAM, kter\u00e9 byste m\u011bli m\u00edt?<\/strong><br \/>\nTo z\u00e1vis\u00ed na velikosti modelu.<br \/>\n- Mal\u00e9 modely (1-3 miliardy parametr\u016f): sta\u010d\u00ed 16-32 GB.<br \/>\n- St\u0159edn\u00ed modely (7-13 miliard): lep\u0161\u00ed 48-64 GB.<br \/>\n- Velk\u00e9 modely (nad 30 miliard): 128 GB nebo v\u00edce.<br \/>\nJe d\u016fle\u017eit\u00e9 napl\u00e1novat si ur\u010ditou rezervu - jinak se budou tvo\u0159it \u010dekac\u00ed doby nebo se bude muset letadlo zru\u0161it.<\/li>\n<li><strong>Co znamen\u00e1 \"Unified Memory\" pro Apple Silicon?<\/strong><br \/>\nSjednocen\u00e1 pam\u011b\u0165 je sd\u00edlen\u00e1 pam\u011b\u0165, ke kter\u00e9 p\u0159istupuj\u00ed sou\u010dasn\u011b CPU, GPU a neuronov\u00fd engine. To \u0161et\u0159\u00ed \u010das a energii, proto\u017ee nen\u00ed t\u0159eba kop\u00edrovat data mezi r\u016fzn\u00fdmi oblastmi pam\u011bti. To je obrovsk\u00e1 v\u00fdhoda zejm\u00e9na pro v\u00fdpo\u010dty um\u011bl\u00e9 inteligence, proto\u017ee v\u0161e funguje v jednom toku.<\/li>\n<li><strong>Jak\u00fd je rozd\u00edl mezi GGUF, MLX a Safetensors?<\/strong><br \/>\n- GGUF: Kompaktn\u00ed form\u00e1t pro m\u00edstn\u00ed pou\u017eit\u00ed (nap\u0159. v Ollama nebo LM Studiu). Ide\u00e1ln\u00ed pro inferenci, tj. prov\u00e1d\u011bn\u00ed hotov\u00fdch model\u016f.<br \/>\n- MLX: vlastn\u00ed form\u00e1t Apple, zejm\u00e9na pro \u010dipy M. Velmi efektivn\u00ed, ale st\u00e1le mlad\u00fd.<br \/>\n- Safetensors: Form\u00e1t ze sv\u011bta PyTorch, ur\u010den\u00fd p\u0159edev\u0161\u00edm pro \u0161kolen\u00ed a v\u00fdzkum.<br \/>\nGGUF nebo MLX jsou ide\u00e1ln\u00ed pro m\u00edstn\u00ed pou\u017eit\u00ed na Macu.<\/li>\n<li><strong>Odkud m\u00e1te modely?<\/strong><br \/>\nNejzn\u00e1m\u011bj\u0161\u00ed platformou je huggingface.co - obrovsk\u00e1 knihovna model\u016f um\u011bl\u00e9 inteligence. Najdete zde varianty LLaMA, Mistral, Gemma, Phi-3 a mnoho dal\u0161\u00edch. Mnoho model\u016f je ji\u017e k dispozici ve form\u00e1tu GGUF a lze je na\u010d\u00edst p\u0159\u00edmo do Ollama.<\/li>\n<li><strong>S jak\u00fdmi n\u00e1stroji je nejjednodu\u0161\u0161\u00ed za\u010d\u00edt?<\/strong><br \/>\nPro za\u010d\u00e1tek jsou ide\u00e1ln\u00ed Ollama a LM Studio. Ollama b\u011b\u017e\u00ed v termin\u00e1lu a je lehk\u00fd. LM Studio nab\u00edz\u00ed grafick\u00e9 u\u017eivatelsk\u00e9 rozhran\u00ed s oknem chatu. Oba programy na\u010d\u00edtaj\u00ed a spou\u0161t\u011bj\u00ed modely automaticky a nevy\u017eaduj\u00ed \u017e\u00e1dn\u00e9 slo\u017eit\u00e9 nastavov\u00e1n\u00ed.<\/li>\n<li><strong>Lze jazykov\u00e9 modely pou\u017e\u00edvat tak\u00e9 se serverem FileMaker?<\/strong><br \/>\nAno - od verze FileMaker Server 2025 lze modely MLX adresovat p\u0159\u00edmo. To umo\u017e\u0148uje nap\u0159\u00edklad textov\u00e9 anal\u00fdzy, klasifikace nebo automatick\u00e9 vyhodnocov\u00e1n\u00ed v r\u00e1mci syst\u00e9m\u016f ERP nebo CRM. D\u016fv\u011brn\u00e1 obchodn\u00ed data tak lze zpracov\u00e1vat lok\u00e1ln\u011b, ani\u017e by bylo nutn\u00e9 je pos\u00edlat extern\u00edm poskytovatel\u016fm.<\/li>\n<li><strong>Jak velk\u00e9 jsou takov\u00e9 modely obvykle?<\/strong><br \/>\nMal\u00e9 modely maj\u00ed jen n\u011bkolik gigabajt\u016f, velk\u00e9 mohou m\u00edt 20 - 30 GB a v\u00edce. Jejich velikost lze v\u00fdrazn\u011b zmen\u0161it kvantifikac\u00ed (nap\u0159. 4bitovou), \u010dasto s minim\u00e1ln\u00ed ztr\u00e1tou kvality. Nap\u0159\u00edklad komprimovan\u00fd 13-B model m\u016f\u017ee zab\u00edrat pouze 7 GB - ide\u00e1ln\u00ed pro Mac Mini M4 Pro.<\/li>\n<li><strong>Je mo\u017en\u00e9 tr\u00e9novat nebo p\u0159izp\u016fsobovat m\u00edstn\u00ed modely?<\/strong><br \/>\nV podstat\u011b ano - ale tr\u00e9nink je velmi n\u00e1ro\u010dn\u00fd na v\u00fdpo\u010detn\u00ed v\u00fdkon. Pro lok\u00e1ln\u00ed dolad\u011bn\u00ed men\u0161\u00edch model\u016f lze pou\u017e\u00edt r\u00e1mce MLX nebo Python. V sou\u010dasn\u00e9 dob\u011b obsahuje FileMaker integrovanou funkci pro <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/10\/skoleni-lora-jak-filemaker-2025-zjednodusuje-jemne-ladeni-rozsahlych-jazykovych-modelu\/\"><strong>P\u0159\u00edm\u00e9 dolad\u011bn\u00ed jazykov\u00fdch model\u016f<\/strong><\/a> aby to bylo mo\u017en\u00e9. Pro rozs\u00e1hl\u00e9 tr\u00e9nov\u00e1n\u00ed (nap\u0159. 50 miliard parametr\u016f) by v\u0161ak byla nutn\u00e1 specializovan\u00e1 farma GPU. Pro v\u011bt\u0161inu aplikac\u00ed sta\u010d\u00ed pou\u017e\u00edt st\u00e1vaj\u00edc\u00ed modely a ovl\u00e1dat je specificky pomoc\u00ed v\u00fdzev.<\/li>\n<li><strong>Kolik energie spot\u0159ebuje Mac p\u0159i v\u00fdpo\u010dtech um\u011bl\u00e9 inteligence?<\/strong><br \/>\nP\u0159ekvapiv\u011b m\u00e1lo. Mac Studio m\u00e1 v pln\u00e9m provozu \u010dasto spot\u0159ebu pod 100 W, zat\u00edmco jedna grafick\u00e1 karta NVIDIA (nap\u0159. RTX 5090) odeb\u00edr\u00e1 a\u017e 450 W - bez procesoru a periferi\u00ed. To znamen\u00e1, \u017ee m\u00edstn\u00ed UI na hardwaru Apple je nejen ti\u0161\u0161\u00ed, ale tak\u00e9 v\u00fdrazn\u011b energeticky \u00fasporn\u011bj\u0161\u00ed.<\/li>\n<li><strong>Je MacBook Pro vhodn\u00fd pro m\u00edstn\u00ed um\u011blou inteligenci?<\/strong><br \/>\nAno, ale s omezen\u00edmi.<br \/>\nP\u0159esto\u017ee je v\u00fdkon vysok\u00fd, tepeln\u00e1 zat\u00ed\u017eitelnost je omezen\u00e1. Procesor se p\u0159i del\u0161\u00edch sezen\u00edch \u0161krtil. MacBook Pro M3\/M4 je ide\u00e1ln\u00ed pro kr\u00e1tk\u00e9 konverzace, textov\u00e9 \u00falohy nebo anal\u00fdzy - ne v\u0161ak pro dlouhodob\u00e9 pou\u017e\u00edv\u00e1n\u00ed.<\/li>\n<li><strong>Jak bezpe\u010dn\u00e9 jsou m\u00edstn\u00ed modely?<\/strong><br \/>\nStejn\u011b bezpe\u010dn\u00e9 jako syst\u00e9m, na kter\u00e9m jsou spu\u0161t\u011bny. Proto\u017ee se \u017e\u00e1dn\u00e1 data neodes\u00edlaj\u00ed p\u0159es internet, prakticky nehroz\u00ed \u017e\u00e1dn\u00e9 riziko ze strany t\u0159et\u00edch stran. M\u011bli byste se v\u0161ak ujistit, \u017ee do\u010dasn\u00e9 soubory, protokoly nebo historie chatu n\u00e1hodou neskon\u010d\u00ed v cloudov\u00fdch slo\u017ek\u00e1ch (nap\u0159. iCloud Drive). Ide\u00e1ln\u00ed je m\u00edstn\u00ed \u00falo\u017ei\u0161t\u011b na intern\u00edm disku SSD.<\/li>\n<li><strong>Jak\u00e9 jsou typick\u00e9 chyby za\u010d\u00e1te\u010dn\u00edk\u016f?<\/strong><br \/>\n- Na\u010d\u00edt\u00e1n\u00ed p\u0159\u00edli\u0161 velk\u00fdch model\u016f, p\u0159esto\u017ee nen\u00ed k dispozici dostatek pam\u011bti RAM.<br \/>\n- Pou\u017eijte star\u0161\u00ed verze programu Ollama nebo LM Studio.<br \/>\n- Neaktivujte akceleraci GPU (nap\u0159. MLX).<br \/>\n- P\u0159\u00edli\u0161 mnoho proces\u016f spu\u0161t\u011bn\u00fdch na pozad\u00ed.<br \/>\n- Na\u010d\u00edt\u00e1n\u00ed model\u016f z pochybn\u00fdch zdroj\u016f.<br \/>\nN\u00e1prava: Pou\u017e\u00edvejte pouze d\u016fv\u011bryhodn\u00e9 zdroje (nap\u0159. Hugging Face) a sledujte syst\u00e9mov\u00e9 prost\u0159edky.<\/li>\n<li><strong>Jak se bude v p\u0159\u00ed\u0161t\u00edch letech vyv\u00edjet m\u00edstn\u00ed technologie um\u011bl\u00e9 inteligence?<\/strong><br \/>\nModely jsou st\u00e1le kompaktn\u011bj\u0161\u00ed a p\u0159esn\u011bj\u0161\u00ed. Spole\u010dnosti Apple, Mistral a Meta ji\u017e pracuj\u00ed na architektur\u00e1ch, kter\u00e9 p\u0159i stejn\u00e9 kvalit\u011b vy\u017eaduj\u00ed m\u00e9n\u011b pam\u011bti a energie. Sou\u010dasn\u011b se vyv\u00edjej\u00ed pohodln\u00e1 rozhran\u00ed - nap\u0159\u00edklad z\u00e1suvn\u00e9 moduly AI pro textov\u00e9 editory, po\u0161tovn\u00ed programy nebo aplikace pro pozn\u00e1mky. V dlouhodob\u00e9m horizontu bude m\u00edt pravd\u011bpodobn\u011b ka\u017ed\u00fd profesion\u00e1ln\u00ed syst\u00e9m jakousi \u201evestav\u011bnou lok\u00e1ln\u00ed AI\u201c.<\/li>\n<li><strong>Pro\u010d se vyplat\u00ed za\u010d\u00edt pr\u00e1v\u011b te\u010f?<\/strong><br \/>\nProto\u017ee z\u00e1klady pro nadch\u00e1zej\u00edc\u00ed roky se vytv\u00e1\u0159ej\u00ed pr\u00e1v\u011b te\u010f. Ka\u017ed\u00fd, kdo se dnes nau\u010d\u00ed lok\u00e1ln\u011b spou\u0161t\u011bt model, strukturovan\u011b zpracov\u00e1vat data a c\u00edlen\u011b formulovat podn\u011bty, bude pozd\u011bji schopen jednat samostatn\u011b - ani\u017e by se musel spol\u00e9hat na drah\u00e9 poskytovatele cloudov\u00fdch slu\u017eeb. Stru\u010dn\u011b \u0159e\u010deno: lok\u00e1ln\u00ed um\u011bl\u00e1 inteligence je klidn\u00e1 a jist\u00e1 cesta k digit\u00e1ln\u00ed budoucnosti, v n\u00ed\u017e m\u016f\u017eete m\u00edt sv\u00e1 data a n\u00e1stroje op\u011bt ve vlastn\u00edch rukou.<\/li>\n<\/ol>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-742 { --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-742 { --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-742\" 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=\"iran verstehen: alltag, proteste und interessen jenseits der schlagzeilen\" data-id=\"4462\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"erfahrungen europa geopolitik krisen meinungsfreiheit sicherheitspolitik spieltheorie\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/01\/porozumeni-iranskemu-kazdodennimu-zivotu-protesty-a-zajmy-mimo-titulky-novin\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Porozum\u011bn\u00ed \u00cdr\u00e1nu: V\u0161edn\u00ed \u017eivot, protesty a z\u00e1jmy mimo titulky novin.<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Porozum\u011bn\u00ed \u00cdr\u00e1nu\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Iran-Titel-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/01\/porozumeni-iranskemu-kazdodennimu-zivotu-protesty-a-zajmy-mimo-titulky-novin\/\" rel=\"bookmark\">Porozum\u011bn\u00ed \u00cdr\u00e1nu: V\u0161edn\u00ed \u017eivot, protesty a z\u00e1jmy mimo titulky novin.<\/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=\"apple im wandel: fr\u00fche ger\u00e4te, eigene erfahrungen und eine ausstellung im ocm\" data-id=\"5480\"  data-category=\"allgemein apple iphone &amp; ipad apple macos hardware kunst &amp; kultur stories &amp; humor\" data-post_tag=\"apple erfahrungen filemaker mac prozesse publishing\">\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\/03\/jablko-v-prechodu-early-devices-vlastni-zkusenosti-a-vystava-na-ocm\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Apple v p\u0159echodu: ran\u00e1 za\u0159\u00edzen\u00ed, osobn\u00ed zku\u0161enosti a v\u00fdstava v OCM<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Apple Macintosh Classic a Colour Classic\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-OCM-Titel.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-OCM-Titel.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-OCM-Titel-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-OCM-Titel-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-OCM-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\/03\/jablko-v-prechodu-early-devices-vlastni-zkusenosti-a-vystava-na-ocm\/\" rel=\"bookmark\">Apple v p\u0159echodu: ran\u00e1 za\u0159\u00edzen\u00ed, osobn\u00ed zku\u0161enosti a v\u00fdstava v OCM<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"wenn pflicht wieder pflicht wird. eine art essay von herrn von l&#8217;oreot.\" data-id=\"3010\"  data-category=\"allgemein gesellschaft kunst &amp; kultur stories &amp; humor\" data-post_tag=\"deutschland erfahrungen geopolitik krisen pers\u00f6nlichkeitsentwicklung sicherheitspolitik\">\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\/kdyz-se-povinnost-opet-stava-povinnosti-druh-eseje-pana-von-loreota\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Kdy\u017e se povinnost op\u011bt stane povinnost\u00ed. Jak\u00e1si esej pana von L'oreota.<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Ne\u010dekan\u00fd telefon\u00e1t\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/loreot-pflicht-anruf-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\/10\/kdyz-se-povinnost-opet-stava-povinnosti-druh-eseje-pana-von-loreota\/\" rel=\"bookmark\">Kdy\u017e se povinnost op\u011bt stane povinnost\u00ed. Jak\u00e1si esej pana von L'oreota.<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"johann sebastian bach &#8211; ordnung, haltung und das fundament unserer musik\" data-id=\"5033\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"deutschland musik portrait\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/johann-sebastian-bach-order-postoj-a-zaklad-nasi-hudby\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Johann Sebastian Bach - \u0159\u00e1d, postoj a z\u00e1klad na\u0161\u00ed hudby<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Johann Sebastian Bach Portr\u00e9t\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Johann-Sebastian-Bach-Portrait-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/johann-sebastian-bach-order-postoj-a-zaklad-nasi-hudby\/\" rel=\"bookmark\">Johann Sebastian Bach - \u0159\u00e1d, postoj a z\u00e1klad na\u0161\u00ed hudby<\/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>Wer heute mit K\u00fcnstlicher Intelligenz arbeitet, denkt oft zuerst an ChatGPT oder \u00e4hnliche Online-Dienste. Man tippt eine Frage ein, wartet ein paar Sekunden &#8211; und erh\u00e4lt eine Antwort, als s\u00e4\u00dfe ein sehr belesener, geduldiger Gespr\u00e4chspartner am anderen Ende der Leitung. Doch was dabei leicht vergessen wird: Jede Eingabe, jeder Satz, jedes Wort wandert \u00fcber das &#8230; <a title=\"Johann Sebastian Bach - \u0159\u00e1d, postoj a z\u00e1klad na\u0161\u00ed hudby\" class=\"read-more\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/johann-sebastian-bach-order-postoj-a-zaklad-nasi-hudby\/\" aria-label=\"\u010c\u00edst v\u00edce o Johannu Sebastianu Bachovi - \u0158\u00e1d, postoj a z\u00e1klad na\u0161\u00ed hudby\">\u010c\u00edst d\u00e1l<\/a><\/p>","protected":false},"author":1,"featured_media":3462,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":4531,"footnotes":""},"categories":[15,3,147,431],"tags":[10,469,410,471,435,433,11,437,465,432,434],"class_list":["post-3461","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-apple-macos","category-filemaker","category-hardware","category-ki-systeme","tag-apple","tag-datenschutz","tag-filemaker","tag-kuenstliche-intelligenz","tag-llama","tag-llm","tag-mac","tag-mistral","tag-mlx","tag-ollama","tag-sprachmodell"],"_links":{"self":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/3461","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=3461"}],"version-history":[{"count":21,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/3461\/revisions"}],"predecessor-version":[{"id":5873,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/3461\/revisions\/5873"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media\/3462"}],"wp:attachment":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media?parent=3461"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/categories?post=3461"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/tags?post=3461"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}