{"id":3704,"date":"2025-11-27T12:46:51","date_gmt":"2025-11-27T12:46:51","guid":{"rendered":"https:\/\/www.markus-schall.de\/?p=3704"},"modified":"2026-05-06T09:56:26","modified_gmt":"2026-05-06T09:56:26","slug":"ki-studio-2025-ktery-hardware-se-opravdu-vyplati-z-mac-studia-na-rtx-3090","status":"publish","type":"post","link":"https:\/\/www.markus-schall.de\/cs\/2025\/11\/ki-studio-2025-ktery-hardware-se-opravdu-vyplati-z-mac-studia-na-rtx-3090\/","title":{"rendered":"AI Studio 2025: Kter\u00fd hardware se opravdu vyplat\u00ed - od Mac Studia po RTX 3090"},"content":{"rendered":"<p>Ka\u017ed\u00fd, kdo dnes pracuje s um\u011blou inteligenc\u00ed, je t\u00e9m\u011b\u0159 automaticky odsunut do cloudu: OpenAI, Microsoft, Google, jak\u00e1koli webov\u00e1 u\u017eivatelsk\u00e1 rozhran\u00ed, tokeny, limity, podm\u00ednky. Zd\u00e1 se to b\u00fdt modern\u00ed - ale v podstat\u011b jde o n\u00e1vrat k z\u00e1vislosti: jin\u00ed ur\u010duj\u00ed, kter\u00e9 modely m\u016f\u017eete pou\u017e\u00edvat, jak \u010dasto, s jak\u00fdmi filtry a za jakou cenu. Z\u00e1m\u011brn\u011b jdu opa\u010dnou cestou: v sou\u010dasn\u00e9 dob\u011b si doma buduji vlastn\u00ed mal\u00e9 studio um\u011bl\u00e9 inteligence. S vlastn\u00edm hardwarem, vlastn\u00edmi modely a vlastn\u00edmi pracovn\u00edmi postupy.<\/p>\n<p>M\u016fj c\u00edl je jasn\u00fd: lok\u00e1ln\u00ed textov\u00e1 AI, lok\u00e1ln\u00ed obrazov\u00e1 AI, u\u010den\u00ed vlastn\u00edch model\u016f (LoRA, dola\u010fov\u00e1n\u00ed) a to v\u0161e tak, abych jako freelancer a pozd\u011bji i z\u00e1kazn\u00edk SME nebyl z\u00e1visl\u00fd na ka\u017edodenn\u00edch rozmarech n\u011bjak\u00e9ho poskytovatele cloudu. Dalo by se \u0159\u00edci, \u017ee je to n\u00e1vrat ke star\u00e9mu p\u0159\u00edstupu, kter\u00fd b\u00fdval zcela b\u011b\u017en\u00fd: \u201eD\u016fle\u017eit\u00e9 v\u011bci si d\u011bl\u00e1\u0161 s\u00e1m\u201c. Jen\u017ee tentokr\u00e1t nejde o vlastn\u00ed pracovn\u00ed st\u016fl, ale o v\u00fdpo\u010detn\u00ed v\u00fdkon a suverenitu dat.<!--more--><\/p>\n<hr \/>\n\n\t\t\t<div class=\"display-post-types\">\n\n\t\t\t\t\t\t\t<style type=\"text\/css\">\n\t\t\t#dpt-wrapper-384 { --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-384 { --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-384\" 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=\"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=\"wie ich in vier monaten f\u00fcnf b\u00fccher in zwei sprachen geschrieben habe\" data-id=\"2775\"  data-category=\"allgemein b\u00fccher gesellschaft tipps &amp; anleitungen\" data-post_tag=\"buch digitales eigentum lernen prozesse publishing 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\/09\/jak-jsem-za-ctyri-mesice-napsal-pet-knih-ve-dvou-jazycich\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Jak jsem za \u010dty\u0159i m\u011bs\u00edce napsal p\u011bt knih ve dvou jazyc\u00edch<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1920\" height=\"1280\" class=\"attachment-full size-full\" alt=\"Psan\u00ed knih pomoc\u00ed Affinity a BoD\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/buecher-affinity-bod-selfpublishing.jpg\" data-dpt-sizes=\"(max-width: 1920px) 100vw, 1920px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/buecher-affinity-bod-selfpublishing.jpg 1920w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/buecher-affinity-bod-selfpublishing-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/buecher-affinity-bod-selfpublishing-1024x683.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/buecher-affinity-bod-selfpublishing-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/buecher-affinity-bod-selfpublishing-1536x1024.jpg 1536w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/buecher-affinity-bod-selfpublishing-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\/09\/jak-jsem-za-ctyri-mesice-napsal-pet-knih-ve-dvou-jazycich\/\" rel=\"bookmark\">Jak jsem za \u010dty\u0159i m\u011bs\u00edce napsal p\u011bt knih ve dvou jazyc\u00edch<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"die digitale id der eu: verkn\u00fcpfung, kontrolle und risiken im alltag\" data-id=\"3486\"  data-category=\"allgemein gesellschaft tipps &amp; anleitungen\" data-post_tag=\"datenschutz eu-gesetze europa prozesse ratgeber\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/digitalni-identita-eu-propojuje-kontrolu-a-riziko-v-kazdodennim-zivote\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Digit\u00e1ln\u00ed ID EU: propojen\u00ed, kontrola a rizika v ka\u017edodenn\u00edm \u017eivot\u011b<\/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 ID EU\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Digitale-ID-der-EU.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Digitale-ID-der-EU.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Digitale-ID-der-EU-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Digitale-ID-der-EU-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Digitale-ID-der-EU-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\/digitalni-identita-eu-propojuje-kontrolu-a-riziko-v-kazdodennim-zivote\/\" rel=\"bookmark\">Digit\u00e1ln\u00ed ID EU: propojen\u00ed, kontrola a rizika v ka\u017edodenn\u00edm \u017eivot\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=\"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 \/>\n<h2>Nejnov\u011bj\u0161\u00ed zpr\u00e1vy o m\u00edstn\u00ed um\u011bl\u00e9 inteligenci a hardwaru<\/h2>\n<p><strong>06.05.2026<\/strong>Apple z\u0159ejm\u011b d\u00e1le omezuje nab\u00eddku sv\u00fdch v\u00fdkonn\u011bj\u0161\u00edch stoln\u00edch po\u010d\u00edta\u010d\u016f Mac. <a href=\"https:\/\/www.heise.de\/news\/Apple-streicht-weitere-RAM-Konfigurationen-beim-Mac-mini-und-Mac-Studio-11283772.html\" target=\"_blank\" rel=\"noopener\"><strong>Jak uv\u00e1d\u00ed Heise<\/strong><\/a>, n\u011bkolik d\u0159\u00edve dostupn\u00fdch konfigurac\u00ed RAM pro Mac mini Apple a Mac Studio Apple se z nab\u00eddky vytr\u00e1c\u00ed nebo je nyn\u00ed obt\u00ed\u017en\u00e9 je dodat. T\u00fdk\u00e1 se to zejm\u00e9na model\u016f s vysokou kapacitou pam\u011bti, kter\u00e9 se v posledn\u00ed dob\u011b staly zaj\u00edmav\u00fdmi zejm\u00e9na pro lok\u00e1ln\u00ed aplikace um\u011bl\u00e9 inteligence. Podle zpr\u00e1v se p\u0159estanou vyr\u00e1b\u011bt varianty Mac mini s 32 GB a 64 GB RAM a konfigurace Mac Studio se 128 GB nebo 256 GB RAM. Spole\u010dnost Apple ji\u017e d\u0159\u00edve zru\u0161ila variantu Mac Studio s 512 GB RAM. Z\u00e1rove\u0148 se v\u00fdrazn\u011b prodlu\u017euj\u00ed dodac\u00ed lh\u016fty ostatn\u00edch variant. Pozorovatel\u00e9 maj\u00ed podez\u0159en\u00ed, \u017ee jde o kombinaci vysok\u00e9 popt\u00e1vky ze strany pracovn\u00edch z\u00e1t\u011b\u017e\u00ed v oblasti um\u011bl\u00e9 inteligence, mo\u017en\u00e9ho nedostatku pam\u011bti a p\u0159\u00edpravy nov\u00fdch model\u016f M5. Zejm\u00e9na v oblasti lok\u00e1ln\u00edch model\u016f AI je st\u00e1le z\u0159eteln\u011bj\u0161\u00ed, jak v\u00fdrazn\u011b se hardwarov\u00e9 strategie orientuj\u00ed na rostouc\u00ed po\u017eadavky modern\u00edho softwaru AI.<\/p>\n<p><strong>04.05.2026<\/strong>Apple zru\u0161il dosud nejlevn\u011bj\u0161\u00ed vstup do sv\u00e9ho sv\u011bta stoln\u00edch po\u010d\u00edta\u010d\u016f Mac: . <a href=\"https:\/\/www.heise.de\/news\/Apple-streicht-kleinsten-Mac-mini-aus-dem-Programm-11279398.html\" target=\"_blank\" rel=\"noopener\"><strong>Model Mac mini s 256 GB SSD u\u017e nen\u00ed k dispozici<\/strong><\/a>. V budoucnu bude konfigurace za\u010d\u00ednat pouze na 512 GB pam\u011bti, co\u017e zv\u00fd\u0161\u00ed z\u00e1kladn\u00ed cenu na p\u0159ibli\u017en\u011b 949 eur. Na prvn\u00ed pohled se toto rozhodnut\u00ed zd\u00e1 jako drobn\u00e1 \u00faprava produktu, ale ukazuje jasnou strategickou linii: Apple posouv\u00e1 z\u00e1kladnu sm\u011brem nahoru a v\u00edce se zam\u011b\u0159uje na v\u00fdkonn\u011bj\u0161\u00ed minim\u00e1ln\u00ed konfigurace.<\/p>\n<p>Pro u\u017eivatele v kontextu um\u011bl\u00e9 inteligence - nap\u0159\u00edklad p\u0159i lok\u00e1ln\u00ed pr\u00e1ci s modely, embeddingy nebo n\u00e1stroji, jako je MLX - je to zcela pochopiteln\u00e9, proto\u017ee 16 GB unifikovan\u00e9 pam\u011bti a 256 GB \u00falo\u017ei\u0161t\u011b rychle dos\u00e1hnou sv\u00fdch limit\u016f. Z\u00e1rove\u0148 se t\u00edm v\u0161ak odstra\u0148uje d\u0159\u00edve n\u00edzkoprahov\u00fd vstupn\u00ed bod do ekosyst\u00e9mu Mac. Tento krok zapad\u00e1 do \u0161ir\u0161\u00edho kontextu: rostou hardwarov\u00e9 n\u00e1roky kv\u016fli pracovn\u00ed z\u00e1t\u011b\u017ei s um\u011blou inteligenc\u00ed a st\u00e1le v\u011bt\u0161\u00ed d\u016fraz se klade na v\u00fdkonn\u011bj\u0161\u00ed syst\u00e9my nam\u00edsto minim\u00e1ln\u00edch vstupn\u00edch cen. Pro u\u017eivatele to v dlouhodob\u00e9m horizontu znamen\u00e1 v\u011bt\u0161\u00ed v\u00fdkonnostn\u00ed rezervy - ale v kr\u00e1tkodob\u00e9m horizontu vy\u0161\u0161\u00ed investi\u010dn\u00ed n\u00e1klady.<\/p>\n<p><strong>11.04.2026<\/strong>Ned\u00e1vn\u00fd d\u00edl po\u0159adu \u201eInside AI\u201c z Fraunhoferova institutu IEM poskytuje ucelen\u00fd p\u0159ehled kl\u00ed\u010dov\u00fdch ud\u00e1lost\u00ed v oblasti um\u011bl\u00e9 inteligence. Odborn\u00edk na AI Tommy Falkowski se zab\u00fdv\u00e1 nov\u00fdmi p\u0159\u00edstupy k velk\u00fdm jazykov\u00fdm model\u016fm, jako jsou tzv. rekurzivn\u00ed jazykov\u00e9 modely, a pokroky v oblasti generov\u00e1n\u00ed vide\u00ed AI. Dal\u0161\u00ed pozornost bude v\u011bnov\u00e1na syst\u00e9m\u016fm zalo\u017een\u00fdm na agentech a efektivn\u011bj\u0161\u00edm metod\u00e1m zpracov\u00e1n\u00ed velk\u00e9ho mno\u017estv\u00ed dat. Zvl\u00e1\u0161tn\u00ed praktick\u00fd v\u00fdznam m\u00e1 rostouc\u00ed v\u00fdznam lok\u00e1ln\u00edch infrastruktur AI, kter\u00e9 jsou st\u00e1le v\u00fdkonn\u011bj\u0161\u00ed a otev\u00edraj\u00ed nov\u00e9 mo\u017enosti vyu\u017eit\u00ed - tento aspekt hraje rozhoduj\u00edc\u00ed roli i p\u0159i v\u00fdb\u011bru vhodn\u00e9ho hardwaru.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_8nqoJORzOc8\"><div id=\"lyte_8nqoJORzOc8\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2F8nqoJORzOc8%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\"><\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/8nqoJORzOc8\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2F8nqoJORzOc8%2F0.jpg\" alt=\"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 \/>\nTlak na um\u011blou inteligenci: nejd\u016fle\u017eit\u011bj\u0161\u00ed trendy, n\u00e1stroje a modely um\u011bl\u00e9 inteligence v roce 2026 | INSIDE AI #33 | <a href=\"https:\/\/www.youtube.com\/@FraunhoferIEM\" target=\"_blank\" rel=\"nofollow noopener\">Fraunhofer IEM<\/a><\/p>\n<p>D\u00e1le jsou p\u0159edstaveny sou\u010dasn\u00e9 n\u00e1stroje, modely a technologie, kter\u00e9 dlouhodob\u011b m\u011bn\u00ed in\u017een\u00fdrstv\u00ed i aplikaci um\u011bl\u00e9 inteligence. Z\u00e1rove\u0148 ukazuje, jak dynamicky se tento obor vyv\u00edj\u00ed: Nov\u011bj\u0161\u00ed modely s otev\u0159en\u00fdm zdrojov\u00fdm k\u00f3dem a ned\u00e1vn\u00e1 ozn\u00e1men\u00ed zd\u016fraz\u0148uj\u00ed, \u017ee kl\u00ed\u010dov\u00e9 trendy se v sou\u010dasn\u00e9 dob\u011b v kr\u00e1tk\u00e9m \u010dasov\u00e9m \u00faseku st\u00e1le m\u011bn\u00ed.<\/p>\n<hr \/>\n<h2>Rychlost z\u016fst\u00e1v\u00e1 na m\u00edstn\u00ed \u00farovni bezkonkuren\u010dn\u00ed<\/h2>\n<p>Cloudov\u00e9 modely jsou p\u016fsobiv\u00e9 - pokud je linka v provozu, servery nejsou p\u0159et\u00ed\u017een\u00e9 a rozhran\u00ed API nen\u00ed op\u011bt p\u0159i\u0161krceno. Ale ka\u017ed\u00fd, kdo v\u00e1\u017en\u011b pracuje s um\u011blou inteligenc\u00ed, si rychle uv\u011bdom\u00ed, \u017ee nejpoctiv\u011bj\u0161\u00ed forma rychlosti je lok\u00e1ln\u00ed. Pokud model b\u011b\u017e\u00ed na va\u0161em vlastn\u00edm Mac Studiu nebo na va\u0161em vlastn\u00edm GPU, pak je to pravda:<\/p>\n<ul>\n<li>\u017d\u00e1dn\u00e9 zpo\u017ed\u011bn\u00ed s\u00edt\u011b<\/li>\n<li>\u017d\u00e1dn\u00e9 \u010dek\u00e1n\u00ed na to, a\u017e budou p\u0159ipraveni \u201eostatn\u00ed\u201c.<\/li>\n<li>\u017d\u00e1dn\u00e9 ru\u0161en\u00ed hodin<\/li>\n<li>\u017d\u00e1dn\u00e9 \u201eRate limit reached\u201c uprost\u0159ed pracovn\u00edho postupu<\/li>\n<\/ul>\n<p>Za\u017e\u00edv\u00e1m to ka\u017ed\u00fd den: na sv\u00e9m <a href=\"https:\/\/de.wikipedia.org\/wiki\/Mac_Studio\" target=\"_blank\" rel=\"noopener\">Mac Studio<\/a> paraleln\u011b provozuje 120B model (GPT-OSS) a 27B model Gemma - plus FileMaker server a v\u0161echny m\u00e9 datab\u00e1ze. P\u0159esto syst\u00e9m z\u016fst\u00e1v\u00e1 tak svi\u017en\u00fd, \u017ee mohu pracovat rychlost\u00ed, kter\u00e9 je u cloudov\u00fdch syst\u00e9m\u016f t\u00e9m\u011b\u0159 nemo\u017en\u00e9 dos\u00e1hnout. Zvl\u00e1\u0161t\u011b kdy\u017e prov\u00e1d\u00edte mnoho drobn\u00fdch operac\u00ed za sebou - p\u0159eklady, reformulace, anal\u00fdzy, obrazov\u00e9 podn\u011bty - zpo\u017ed\u011bn\u00ed se rychle s\u010d\u00edtaj\u00ed. M\u00edstn\u00ed UI nep\u016fsob\u00ed jako \u201eserverov\u00fd provoz\u201c, ale jako p\u0159\u00edm\u00fd n\u00e1stroj: stisknete, stane se.<\/p>\n<h3>Suverenita dat: kdy\u017e citliv\u00e9 informace nepat\u0159\u00ed na internet<\/h3>\n<p>Jeden bod, kter\u00fd se \u010dasto opom\u00edj\u00ed, ale pro podnikatele je z\u00e1sadn\u00ed: data. Jakmile za\u010dnete pou\u017e\u00edvat cloudovou um\u011blou inteligenci, nevyhnuteln\u011b si budete kl\u00e1st ot\u00e1zky:<\/p>\n<ul>\n<li>Mohu tam zad\u00e1vat \u00fadaje o z\u00e1kazn\u00edc\u00edch?<\/li>\n<li>Co se stane s intern\u00edmi dokumenty?<\/li>\n<li>Jak dlouho se protokoly uchov\u00e1vaj\u00ed?<\/li>\n<li>Kdo m\u00e1 teoreticky p\u0159\u00edstup - dnes a za dva roky?<\/li>\n<li>Jak\u00e9 pr\u00e1vn\u00ed d\u016fsledky by m\u011bl \u00fanik informac\u00ed?<\/li>\n<\/ul>\n<p>Velc\u00ed poskytovatel\u00e9 samoz\u0159ejm\u011b slibuj\u00ed ochranu dat. Nakonec v\u0161ak p\u0159ed\u00e1v\u00e1te sv\u016fj obsah. A to je p\u0159esn\u011b to, \u010demu jste se v minulosti cht\u011bli ve sv\u00e9 vlastn\u00ed firm\u011b vyhnout: Intern\u00ed v\u011bci z\u016fstaly intern\u00ed. V m\u00edstn\u00edm studiu um\u011bl\u00e9 inteligence je situace jin\u00e1:<\/p>\n<ul>\n<li>Data z\u016fst\u00e1vaj\u00ed ve va\u0161\u00ed s\u00edti.<\/li>\n<li>\u017d\u00e1dn\u00e1 \u017e\u00e1dost neopust\u00ed d\u016fm.<\/li>\n<li>Modely b\u011b\u017e\u00ed bez p\u0159\u00edstupu k internetu.<\/li>\n<li>Protokoly, tr\u00e9ninkov\u00e1 data a pr\u016fb\u011b\u017en\u00e9 v\u00fdsledky jsou ulo\u017eeny na vlastn\u00edch disc\u00edch.<\/li>\n<\/ul>\n<p>A\u017e budu v budoucnu proch\u00e1zet sv\u00e9 knihy, \u010dl\u00e1nky, pozn\u00e1mky, PR texty, intern\u00ed strategick\u00e9 dokumenty nebo data o z\u00e1kazn\u00edc\u00edch p\u0159es svou um\u011blou inteligenci, chci m\u00edt jistotu, \u017ee nic z toho neskon\u010d\u00ed v tr\u00e9ninkov\u00e9 sad\u011b n\u011bkoho jin\u00e9ho. Tuto d\u016fv\u011bru mohu m\u00edt pouze tehdy, pokud infrastruktura pat\u0159\u00ed mn\u011b.<\/p>\n<h3>Kontrola n\u00e1klad\u016f nam\u00edsto pl\u00ed\u017eiv\u00e9ho p\u0159edplatn\u00e9ho<\/h3>\n<p>Cloudov\u00e9 um\u011bl\u00e9 inteligence se na prvn\u00ed pohled zdaj\u00ed b\u00fdt levn\u00e9: p\u00e1r cent\u016f za 1 000 token\u016f, m\u011bs\u00ed\u010dn\u00ed p\u0159edplatn\u00e9 tady, mal\u00fd tarif tam. Probl\u00e9m je v tom, \u017ee n\u00e1klady rostou s va\u0161\u00ed \u00fasp\u011b\u0161nost\u00ed. \u010c\u00edm jste produktivn\u011bj\u0161\u00ed, t\u00edm je infrastruktura dra\u017e\u0161\u00ed - ka\u017ed\u00fd m\u011bs\u00edc. M\u00edstn\u00ed um\u011bl\u00e1 inteligence funguje jinak:<\/p>\n<ul>\n<li>Do hardwaru investujete jednou.<\/li>\n<li>Pak modely spou\u0161t\u011bjte tak \u010dasto a tak \u010dasto, jak chcete.<\/li>\n<li>\u017d\u00e1dn\u00e9 \u201et\u0159esouc\u00ed se prsty p\u0159i objedn\u00e1v\u00e1n\u00ed\u201c, proto\u017ee ka\u017ed\u00fd hovor stoj\u00ed pen\u00edze.<\/li>\n<li>M\u016f\u017eete voln\u011bji experimentovat, ani\u017e byste museli po\u010d\u00edtat ka\u017ed\u00fd vstup.<\/li>\n<\/ul>\n<p>Svou RTX 3090 jsem koupil z druh\u00e9 ruky za p\u0159ibli\u017en\u011b 750 eur - prakticky jako novou. Mac Studio se 128 GB RAM jsem po\u0159\u00eddil za zhruba 2 750 eur, v origin\u00e1ln\u00edm balen\u00ed a nikdy neotev\u0159en\u00e9. To jsou pen\u00edze, to ano - ale:<\/p>\n<ul>\n<li>Tyto stroje m\u011b budou prov\u00e1zet mnoho let.<\/li>\n<li>Vytv\u00e1\u0159\u00edte p\u0159\u00edmo pou\u017eiteln\u00e9 zdroje: knihy, \u010dl\u00e1nky, obr\u00e1zky, LoRA, pracovn\u00ed postupy.<\/li>\n<li>Krom\u011b elekt\u0159iny jim nevznikaj\u00ed \u017e\u00e1dn\u00e9 dal\u0161\u00ed m\u011bs\u00ed\u010dn\u00ed n\u00e1klady.<\/li>\n<\/ul>\n<p>Pro vydavatele, konzultanta, v\u00fdvoj\u00e1\u0159e nebo malou spole\u010dnost to m\u016f\u017ee znamenat rozd\u00edl mezi \u201eMus\u00edme si spo\u010d\u00edtat, zda si to m\u016f\u017eeme dovolit\u201c a \u201ePou\u017eijeme AI, a\u017e ji budeme pot\u0159ebovat\u201c.<\/p>\n<h3>Star\u00e9 ctnosti, nov\u00e9 v\u00fdhody: Pro\u010d se op\u011bt vyplat\u00ed vlastnit vlastn\u00ed stroje?<\/h3>\n<p>V minulosti se pova\u017eovalo za samoz\u0159ejm\u00e9, \u017ee \u0159emesln\u00edk m\u00e1 ve sv\u00e9 d\u00edln\u011b dobr\u00e9 n\u00e1\u0159ad\u00ed. Truhl\u00e1\u0159sk\u00e1 d\u00edlna bez po\u0159\u00e1dn\u00e9ho pracovn\u00edho stolu a pil by byla nemysliteln\u00e1. Dnes jsme si zvykli na opak: m\u00edsto vlastn\u00edch stroj\u016f si naj\u00edm\u00e1me slu\u017eby. Vlastn\u00ed truhl\u00e1\u0159sk\u00e1 d\u00edlna nen\u00ed v podstat\u011b nic jin\u00e9ho ne\u017e modern\u00ed verze klasick\u00e9 d\u00edlny:<\/p>\n<ul>\n<li>Na str\u00e1nk\u00e1ch <strong>Mac Studio<\/strong> je \u00fast\u0159edn\u00edm n\u00e1strojem pro jazykov\u00e9 modely.<\/li>\n<li>Na str\u00e1nk\u00e1ch <strong>Grafick\u00e1 karta RTX<\/strong> je fr\u00e9zka pro sn\u00edmky a \u0161kolen\u00ed.<\/li>\n<li>A <strong>Dal\u0161\u00ed po\u010d\u00edta\u010d<\/strong> (nap\u0159. Mac mini) p\u0159eb\u00edr\u00e1 speci\u00e1ln\u00ed \u00falohy, jako je hlasov\u00e1 komunikace nebo mal\u00e9 modely.<\/li>\n<li>Software jako FileMaker slou\u017e\u00ed jako \u0159\u00eddic\u00ed panel: organizuje, ukl\u00e1d\u00e1 a dokumentuje.<\/li>\n<\/ul>\n<p>Stav\u00edm si takovou sestavu, proto\u017ee chci b\u00fdt schopen dlouhodob\u011b d\u011blat v\u0161echno s\u00e1m:<\/p>\n<ul>\n<li>Psan\u00ed a p\u0159ekl\u00e1d\u00e1n\u00ed knih,<\/li>\n<li>Generov\u00e1n\u00ed s\u00e9rie obr\u00e1zk\u016f,<\/li>\n<li>tr\u00e9novat vlastn\u00ed modely LoRA,<\/li>\n<li>Automatizujte pracovn\u00ed postupy,<\/li>\n<li>a pozd\u011bji tak\u00e9 nab\u00edzet z\u00e1kaznick\u00e1 \u0159e\u0161en\u00ed, kter\u00e1 mohou b\u011b\u017eet zcela lok\u00e1ln\u011b.<\/li>\n<\/ul>\n<p>Nejde o nostalgii, ale o st\u0159\u00edzliv\u00e9 rozhodnut\u00ed: \u010d\u00edm hloub\u011bji zasahuje um\u011bl\u00e1 inteligence do ka\u017edodenn\u00edho \u017eivota, t\u00edm rozumn\u011bj\u0161\u00ed je udr\u017eet si nad touto technologi\u00ed kontrolu. M\u00edstn\u00ed AI nen\u00ed \u201ehobbystickou alternativou\u201c k m\u00f3dn\u00edmu cloudu, ale v\u011bdom\u00fdm n\u00e1vratem k nez\u00e1vislosti:<\/p>\n<ul>\n<li>Z\u00edsk\u00e1te rychlost.<\/li>\n<li>Sv\u00e1 data si ponech\u00e1te.<\/li>\n<li>Sv\u00e9 n\u00e1klady m\u00e1te pod kontrolou.<\/li>\n<li>Vybudujete infrastrukturu, kter\u00e1 v\u00e1m pat\u0159\u00ed.<\/li>\n<\/ul>\n<p>Kdy\u017e to domysl\u00edte do konce, dom\u00e1c\u00ed studio um\u011bl\u00e9 inteligence se st\u00e1le v\u00edce podob\u00e1 klasick\u00e9, dob\u0159e vybaven\u00e9 d\u00edln\u011b: Nespol\u00e9h\u00e1te se na to, co d\u011blaj\u00ed ostatn\u00ed n\u011bkde v pozad\u00ed, ale budujete si vlastn\u00ed stabiln\u00ed z\u00e1kladnu.<\/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=\"9c4b3ac4ebb251c7bf359231d674e45c\" data-pid=\"5033\" 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=\"02452cd573\" autocomplete=\"off\"><div class=\"basic-elements\"><div class=\"basic-element basic-question basic-question-text-vertical\" data-id=\"9\" data-uid=\"85a223e10d06c41d46ff0a65f30b3a67\" 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=\"153\" 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=\"30\" 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=\"6\" data-color=\"#000000\" data-make-link=\"no\" data-link=\"\"><div class=\"basic-answer-content basic-text-vertical\"><label for=\"answer[49]\" class=\"basic-answer-label\"><input type=\"radio\" id=\"answer[49]\" name=\"answer[9]\" value=\"49\"><span class=\"basic-text\" style=\"color: #000000; font-size: 14px; font-weight: normal;\">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>T\u0159i pil\u00ed\u0159e modern\u00edho studia um\u011bl\u00e9 inteligence<\/h2>\n<p>Dnes u\u017e studio um\u011bl\u00e9 inteligence netvo\u0159\u00ed \u201ejeden velk\u00fd po\u010d\u00edta\u010d\u201c, kter\u00fd d\u011bl\u00e1 v\u0161echno. Modern\u00ed pracovn\u00ed postupy pot\u0159ebuj\u00ed r\u016fzn\u00e9 s\u00edly: v\u00fdpo\u010detn\u00ed v\u00fdkon pro texty, spoustu VRAM pro obr\u00e1zky a tr\u00e9ninkov\u00e9 b\u011bhy a men\u0161\u00ed syst\u00e9my, kter\u00e9 se postaraj\u00ed o vedlej\u0161\u00ed \u00fakoly. V\u00fdsledkem nen\u00ed chaotick\u00e1 flotila za\u0159\u00edzen\u00ed, ale promy\u0161len\u00e1 mal\u00e1 infrastruktura - jako v minulosti dob\u0159e vybaven\u00e1 d\u00edlna, kde ka\u017ed\u00fd stroj pln\u00ed sv\u016fj \u00fa\u010del.<\/p>\n<p>S\u00e1m buduji sv\u016fj ateli\u00e9r p\u0159esn\u011b podle tohoto principu. A \u010d\u00edm hloub\u011bji se do t\u00e9to problematiky no\u0159\u00edm, t\u00edm je to jasn\u011bj\u0161\u00ed: T\u0159i pil\u00ed\u0159e sta\u010d\u00ed k provozov\u00e1n\u00ed kompletn\u00ed lok\u00e1ln\u00ed v\u00fdroby um\u011bl\u00e9 inteligence.<\/p>\n<h3>Pil\u00ed\u0159 1: V\u00fdpo\u010detn\u00ed j\u00e1dro pro jazykov\u00e9 modely (LLM)<\/h3>\n<p>Velk\u00e9 jazykov\u00e9 modely dnes ji\u017e nevy\u017eaduj\u00ed server datov\u00e9ho centra, ale p\u0159edev\u0161\u00edm jednu v\u011bc: hodn\u011b rychlou pam\u011b\u0165 RAM. P\u0159esn\u011b to dok\u00e1\u017e\u00ed modern\u00ed syst\u00e9my Apple-Silicon nebo podobn\u011b vybaven\u00e9 linuxov\u00e9 stroje s velk\u00fdm mno\u017estv\u00edm pam\u011bti RAM. V\u00fdpo\u010detn\u00ed j\u00e1dro je st\u0159edobodem studia. Pr\u00e1v\u011b zde b\u011b\u017e\u00ed:<\/p>\n<ul>\n<li><strong>Velk\u00e9 LLM<\/strong> (20B, 30B, 70B, 120B MoE...)<\/li>\n<li><strong>Analytick\u00e9 modely<\/strong><\/li>\n<li><strong>Modely p\u0159ekladu<\/strong><\/li>\n<li>Intern\u00ed <strong>Znalostn\u00ed syst\u00e9my<\/strong> (neo4j, RAG)<\/li>\n<li>tak\u00e9 dlouhodob\u00fd <strong>Pam\u011b\u0165 s podporou um\u011bl\u00e9 inteligence<\/strong><\/li>\n<li><strong>\u0158\u00eddic\u00ed syst\u00e9my<\/strong> jako je n8n<\/li>\n<li><strong>FileMaker<\/strong>-Automatiza\u010dn\u00ed a serverov\u00e9 procesy<\/li>\n<\/ul>\n<p>V m\u00e9 sestav\u011b tuto roli zast\u00e1v\u00e1 Mac Studio M1 Ultra se 128 GB RAM. A d\u011bl\u00e1 to \u00fa\u017easn\u011b dob\u0159e. Spou\u0161t\u00edm na n\u011bm:<\/p>\n<ul>\n<li><strong>GPT-OSS 120B MoE<\/strong> (pro hlubok\u00e9 my\u0161len\u00ed, dlouh\u00e9 texty a anal\u00fdzy)<\/li>\n<li><strong>Gemma-3 27B<\/strong> (pro technickou pr\u00e1ci, jako je FileMaker, k\u00f3d, p\u0159esn\u00e9 strukturov\u00e1n\u00ed)<\/li>\n<li><strong>FileMaker Server<\/strong> + datab\u00e1ze<\/li>\n<li>a celou infrastrukturu shellu a webov\u00e9ho serveru<\/li>\n<\/ul>\n<p>Neuv\u011b\u0159iteln\u00e9 je, \u017ee i p\u0159i dvou velk\u00fdch modelech sou\u010dasn\u011b z\u016fst\u00e1v\u00e1 voln\u00fdch 10-15 GB pam\u011bti RAM. To je v\u00fdhoda architektury, kter\u00e1 je kompletn\u011b navr\u017eena pro sjednocenou pam\u011b\u0165. Zjednodu\u0161en\u011b \u0159e\u010deno: v\u00fdpo\u010detn\u00ed j\u00e1dro je mozkem studia AI. Zde se odehr\u00e1v\u00e1 v\u0161e, co ch\u00e1pe, generuje nebo transformuje text.<\/p>\n<h3>Pil\u00ed\u0159 2: Syst\u00e9m GPU pro obrazovou um\u011blou inteligenci a tr\u00e9ninkov\u00e9 b\u011bhy<\/h3>\n<p>Druh\u00fdm pil\u00ed\u0159em je pracovn\u00ed stanice s GPU, optimalizovan\u00e1 pro tr\u00e9nink stabiln\u00ed dif\u00faze, ComfyUI, ControlNet a LoRA. Zat\u00edmco textov\u00e9 modely vy\u017eaduj\u00ed p\u0159edev\u0161\u00edm pam\u011b\u0165 RAM, obrazov\u00e1 um\u011bl\u00e1 inteligence pot\u0159ebuje pam\u011b\u0165 VRAM. A to hodn\u011b. Pro\u010d? Proto\u017ee obrazov\u00e9 modely p\u0159ehazuj\u00ed p\u0159es pam\u011b\u0165 gigantick\u00e9 mno\u017estv\u00ed dat na jeden sn\u00edmek. A na to jsou grafick\u00e9 karty stav\u011bn\u00e9. V m\u00e9m studiu se o to star\u00e1 NVIDIA RTX 3090 s 24 GB VRAM - a t\u011bchto 24 GB m\u00e1 cenu zlata. Umo\u017e\u0148uj\u00ed toti\u017e:<\/p>\n<ul>\n<li>SDXL s p\u0159im\u011b\u0159enou velikost\u00ed d\u00e1vky<\/li>\n<li>Pracovn\u00ed postupy ComfyUI<\/li>\n<li>Synt\u00e9za videa<\/li>\n<li>S\u00e9rie obr\u00e1zk\u016f<\/li>\n<li>\u0160kolen\u00ed o materi\u00e1lu a stylu<\/li>\n<li>Tr\u00e9nink LoRA s rozli\u0161en\u00edm 896\u00d7896 nebo dokonce 1024\u00d71024<\/li>\n<\/ul>\n<p>Pro obrazovou um\u011blou inteligenci je pam\u011b\u0165 VRAM d\u016fle\u017eit\u011bj\u0161\u00ed ne\u017e nejnov\u011bj\u0161\u00ed \u010dip. Solidn\u00ed 3090 toho dnes zvl\u00e1dne v\u00edce ne\u017e drah\u00e9 karty st\u0159edn\u00ed t\u0159\u00eddy z roku 2025. Kolona GPU je tedy \u201et\u011b\u017ek\u00fdm vybaven\u00edm\u201c ve studiu - fr\u00e9zou, kter\u00e1 odpiluje v\u0161e, co znamen\u00e1 v\u00fdpo\u010detn\u00ed z\u00e1t\u011b\u017e. Bez n\u00ed je seri\u00f3zn\u00ed tvorba sn\u00edmk\u016f jen st\u011b\u017e\u00ed mo\u017en\u00e1.<\/p>\n<h3>Pil\u00ed\u0159 3: Druh\u00fd syst\u00e9m pro audio, hlas a sekund\u00e1rn\u00ed modely<\/h3>\n<p>T\u0159et\u00ed pil\u00ed\u0159 se m\u016f\u017ee zd\u00e1t nen\u00e1padn\u00fd, ale je kl\u00ed\u010dov\u00fd: men\u0161\u00ed, energeticky \u00fa\u010dinn\u00fd syst\u00e9m, kter\u00fd p\u0159eb\u00edr\u00e1 sekund\u00e1rn\u00ed \u00fakoly. Mezi n\u011b pat\u0159\u00ed:<\/p>\n<ul>\n<li><strong>TTS<\/strong> (p\u0159evod textu na \u0159e\u010d)<\/li>\n<li><strong>STT<\/strong> (p\u0159epis)<\/li>\n<li><strong>men\u0161\u00ed modely<\/strong> (4B, 7B, 8B, 14B)<\/li>\n<li>statick\u00e9 <strong>Z\u00e1kladn\u00ed procesy<\/strong><\/li>\n<li>mal\u00e9 <strong>Agentsk\u00e9 syst\u00e9my<\/strong><\/li>\n<li><strong>N\u00e1stroje<\/strong>, kter\u00e9 chcete provozovat odd\u011blen\u011b od hlavn\u00edho syst\u00e9mu.<\/li>\n<\/ul>\n<p>Pou\u017e\u00edv\u00e1m mal\u00fd Mac mini M4 s 32 GB RAM. Perfektn\u011b se hod\u00ed pro:<\/p>\n<ul>\n<li><strong>Whisper<\/strong>-P\u0159epis<\/li>\n<li><strong>Hlas<\/strong>-modely<\/li>\n<li>sv\u011btlo <strong>Optimaliza\u010dn\u00ed modely<\/strong><\/li>\n<li>rychl\u00e1 reakce <strong>Asistenti<\/strong><\/li>\n<li>Experimenty a <strong>Zku\u0161ebn\u00ed j\u00edzdy<\/strong><\/li>\n<li>paraleln\u00ed <strong>Modelov\u00fd kontejner<\/strong><\/li>\n<\/ul>\n<p>T\u00edm se hlavn\u00edmu syst\u00e9mu velmi ulev\u00ed. Koneckonc\u016f nem\u00e1 smysl na\u010d\u00edtat velk\u00e9 modely pro ka\u017edou malou \u00falohu. Stejn\u011b jako jste d\u0159\u00edve v d\u00edln\u011b na ka\u017ed\u00fd \u0159ez nezap\u00ednali velkou kotou\u010dovou pilu, ale pou\u017e\u00edvali m\u00edsto n\u00ed mal\u00fd stroj. T\u0159et\u00ed pil\u00ed\u0159 zaji\u0161\u0165uje organizaci a stabilitu.<br \/>\nOdd\u011bluje velk\u00e9 modely od mal\u00fdch \u00fakol\u016f - a d\u00edky tomu je cel\u00e9 studio odoln\u00e9, flexibiln\u00ed a bezpe\u010dn\u00e9.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3716\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-3-saeulen.jpg\" alt=\"T\u0159i pil\u00ed\u0159e studia um\u011bl\u00e9 inteligence\" width=\"1536\" height=\"1024\" srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-3-saeulen.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-3-saeulen-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-3-saeulen-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-3-saeulen-18x12.jpg 18w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<h2>Inteligentn\u00ed rozd\u011blen\u00ed pracovn\u00edch z\u00e1t\u011b\u017e\u00ed<\/h2>\n<p>Studio AI prosperuje d\u00edky tomu, \u017ee ka\u017ed\u00fd stroj d\u011bl\u00e1 to, k \u010demu byl zkonstruov\u00e1n. V\u00fdsledkem je logick\u00fd \u0159\u00e1d:<\/p>\n<ul>\n<li><strong>V\u00fdpo\u010detn\u00ed j\u00e1dro<\/strong> \u2192 P\u0159em\u00fd\u0161len\u00ed, psan\u00ed, p\u0159ekl\u00e1d\u00e1n\u00ed, analyzov\u00e1n\u00ed<\/li>\n<li><strong>Syst\u00e9m GPU<\/strong> \u2192 Obr\u00e1zky, v\u00fdukov\u00e9 modely, ComfyUI, video<\/li>\n<li><strong>Subsyst\u00e9m<\/strong> \u2192 Zvuk, hlas, mal\u00e9 modely, agenti<\/li>\n<\/ul>\n<p>Po p\u0159id\u00e1n\u00ed dal\u0161\u00edho softwaru - nap\u0159\u00edklad FileMaker jako m\u00e9ho centr\u00e1ln\u00edho \u0159\u00eddic\u00edho syst\u00e9mu - se vytvo\u0159\u00ed skute\u010dn\u00fd v\u00fdrobn\u00ed okruh. U\u017e \u017e\u00e1dn\u00fd chaos, \u017e\u00e1dn\u00e9 \u201epod\u00edv\u00e1me se, kde je je\u0161t\u011b m\u00edsto\u201c, ale organizovan\u00fd syst\u00e9m, kter\u00fd b\u011b\u017e\u00ed stabiln\u011b ka\u017ed\u00fd den.<\/p>\n<h3>T\u0159i pil\u00ed\u0159e jsou z\u00e1kladem - ne voln\u00fdm stylem.<\/h3>\n<p>Mnoho lid\u00ed se domn\u00edv\u00e1, \u017ee studio um\u011bl\u00e9 inteligence pot\u0159ebujete a\u017e ve chv\u00edli, kdy se stanete \u201espole\u010dnost\u00ed s um\u011blou inteligenc\u00ed\u201c. Ve skute\u010dnosti je opak pravdou: solidn\u00ed AI studio JE z\u00e1kladem pro to, abyste se j\u00edm stali. D\u00edky t\u011bmto t\u0159em pil\u00ed\u0159\u016fm m\u00e1te v\u0161e, co pot\u0159ebujete:<\/p>\n<ul>\n<li>Vytv\u00e1\u0159en\u00ed obsahu (text a obr\u00e1zek)<\/li>\n<li>V\u00fduka vlastn\u00edch model\u016f<\/li>\n<li>Automatizace pracovn\u00edch postup\u016f<\/li>\n<li>Pr\u00e1ce nez\u00e1visle na cloudu<\/li>\n<li>vyv\u00edjet vlastn\u00ed \u0159e\u0161en\u00ed pro z\u00e1kazn\u00edky<\/li>\n<li>dlouhodob\u011b provozovat digit\u00e1ln\u00ed \u201epracovn\u00ed stoly\u201c.<\/li>\n<\/ul>\n<p>Pro podnikatele, tv\u016frce, samovydavatele a v\u00fdvoj\u00e1\u0159e je to nyn\u00ed strategick\u00e9 rozhodnut\u00ed, kter\u00e9 jim zajist\u00ed svobodu, rychlost a dlouhodobou kontrolu.<\/p>\n<h2>Rozumn\u00fd z\u00e1kladn\u00ed hardware pro mal\u00e9 AI studio<\/h2>\n<p>Pokud v dne\u0161n\u00ed dob\u011b sledujete reklamy, m\u016f\u017eete si myslet, \u017ee mus\u00edte neust\u00e1le kupovat nejnov\u011bj\u0161\u00ed hardware, abyste mohli pracovat s um\u011blou inteligenc\u00ed na m\u00edst\u011b. \u010casto je to v\u0161ak naopak: rozhoduj\u00edc\u00ed nejsou nejnov\u011bj\u0161\u00ed modely, ale spr\u00e1vn\u00e1 kombinace pam\u011bti RAM, VRAM a stability. Mnoh\u00e1 star\u0161\u00ed za\u0159\u00edzen\u00ed - zejm\u00e9na v oblasti GPU - jsou dnes skute\u010dn\u00fdmi monstry v pom\u011bru cena\/v\u00fdkon. A pokud jste ochotni p\u0159em\u00fd\u0161let jinak, m\u016f\u017eete vybudovat studio s UI, kter\u00e9 bude d\u011blat \u010dest mal\u00e9 firm\u011b, ani\u017e byste se finan\u010dn\u011b p\u0159ehnali. P\u0159esn\u011b to te\u010f d\u011bl\u00e1m j\u00e1 s\u00e1m a funguje to p\u0159ekvapiv\u011b dob\u0159e. Tato kapitola v\u00e1m uk\u00e1\u017ee t\u0159i t\u0159\u00eddy hardwaru: Za\u010d\u00e1te\u010dn\u00edk, Standard a Profesion\u00e1l. A samoz\u0159ejm\u011b tak\u00e9 vysv\u011btluji, pro\u010d jsou dnes n\u011bkter\u00e9 star\u0161\u00ed syst\u00e9my cenn\u011bj\u0161\u00ed, ne\u017e si mo\u017en\u00e1 mysl\u00edte.<\/p>\n<h3>1. z\u00e1kladn\u00ed t\u0159\u00edda (1500-2500 \u20ac)<\/h3>\n<p>Pro ka\u017ed\u00e9ho, kdo chce za\u010d\u00edt na m\u00edst\u011b - bez velk\u00fdch investic. V t\u00e9to t\u0159\u00edd\u011b se dozv\u00edte, jak ud\u011blat prvn\u00ed solidn\u00ed kroky:<\/p>\n<ul>\n<li><strong>Mac mini M2 nebo M4<\/strong> s 16-32 GB RAM<\/li>\n<li>nebo <strong>PC s RTX 3060\/3070<\/strong> (12-16 GB VRAM)<\/li>\n<li>a voliteln\u011b mal\u00fd <strong>NAS<\/strong> nebo extern\u00ed <strong>SSD<\/strong><\/li>\n<\/ul>\n<p>To je dobr\u00fd zp\u016fsob, jak:<\/p>\n<ul>\n<li>Provoz model\u016f 7B a\u017e 14B<\/li>\n<li>Prov\u00e1d\u011bt m\u00edstn\u00ed p\u0159eklady<\/li>\n<li>B\u011bh Whisper<\/li>\n<li>Pou\u017eijte men\u0161\u00ed obrazov\u00e9 modely, nap\u0159\u00edklad SD 1,5\/2,1<\/li>\n<li>Vyzkou\u0161ejte ComfyUI ve zmen\u0161en\u00e9 podob\u011b<\/li>\n<li>Testov\u00e1n\u00ed vlastn\u00edch agent\u016f nebo pracovn\u00edch postup\u016f<\/li>\n<\/ul>\n<p>Pro mnoho kreativn\u00edch lid\u00ed nebo osob samostatn\u011b v\u00fdd\u011ble\u010dn\u011b \u010dinn\u00fdch je to v\u00edce ne\u017e dost, aby se stali produktivn\u00edmi. D\u016fle\u017eit\u00e9 je, abyste si za\u010d\u00e1tky p\u0159\u00edli\u0161 nekomplikovali. Nejv\u011bt\u0161\u00edm nebezpe\u010d\u00edm nen\u00ed m\u00edt p\u0159\u00edli\u0161 m\u00e1lo v\u00fdkonu - ale zab\u0159ednout do p\u0159\u00edli\u0161 mnoha technick\u00fdch detail\u016f. Nap\u0159\u00edklad s po\u010d\u00edta\u010dem Mac mini M4 toho zvl\u00e1dnete neuv\u011b\u0159iteln\u011b mnoho: P\u0159eklady, v\u00fdzkum, strukturu, dokonce i men\u0161\u00ed modely psan\u00ed - a to s minim\u00e1ln\u00ed spot\u0159ebou energie.<\/p>\n<h3>2. standardn\u00ed t\u0159\u00edda (2500-4000 \u20ac)<\/h3>\n<p>Sladk\u00e9 m\u00edsto pro seri\u00f3zn\u00ed pr\u00e1ci s texty a obr\u00e1zky. Zde za\u010d\u00edn\u00e1 to, co bych nazval \u201cskute\u010dn\u00fdm AI studiem\u201c: nastaven\u00ed, kter\u00e9 zvl\u00e1dne jak velk\u00e9 textov\u00e9 modely, tak pevn\u00e9 obrazov\u00e9 modely. Typick\u00e1 kombinace:<\/p>\n<ul>\n<li><strong>Mac Studio<\/strong> M1 Ultra nebo M2 Max s 64 GB RAM<\/li>\n<li><strong>Pracovn\u00ed stanice PC\/GPU<\/strong> s RTX 3080, 3090 nebo 3090 Ti<\/li>\n<li>voliteln\u011b mal\u00fd <strong>Dal\u0161\u00ed po\u010d\u00edta\u010d<\/strong> pro zvuk nebo hlas<\/li>\n<\/ul>\n<p>V t\u00e9to t\u0159\u00edd\u011b m\u016f\u017eete:<\/p>\n<ul>\n<li>Spolehliv\u00fd pohon model\u016f 20-40B<\/li>\n<li>Pou\u017eijte Stable Diffusion XL v dobr\u00e9 kvalit\u011b<\/li>\n<li>Prove\u010fte tr\u00e9nink LoRA ve st\u0159edn\u00edm rozsahu datov\u00fdch sad<\/li>\n<li>Distribuce paraleln\u00edch pracovn\u00edch z\u00e1t\u011b\u017e\u00ed na v\u00edce za\u0159\u00edzen\u00ed<\/li>\n<li>Nastaven\u00ed automatizace (nap\u0159. prost\u0159ednictv\u00edm FileMaker)<\/li>\n<\/ul>\n<p>A to odhaluje zaj\u00edmavou pravdu: star\u0161\u00ed GPU, jako je RTX 3090, st\u00e1le rozb\u00edjej\u00ed mnoho nov\u00fdch karet st\u0159edn\u00ed t\u0159\u00eddy. Pro\u010d? Maj\u00ed v\u00edce VRAM (24 GB), zat\u00edmco nov\u00e9 karty byly \u010dasto vykastrov\u00e1ny. Maj\u00ed \u0161irok\u00e9 pam\u011b\u0165ov\u00e9 rozhran\u00ed, ide\u00e1ln\u00ed pro modely s velk\u00fdm roz\u0161\u00ed\u0159en\u00edm. Maj\u00ed vysp\u011bl\u00e9 a stabiln\u00ed ovlada\u010de CUDA. \u010casto se prod\u00e1vaj\u00ed jako pou\u017eit\u00e9 za \u00fa\u017easn\u00e9 ceny. Karta 3090 dok\u00e1\u017ee za 700-900 EUR pou\u017eit\u00e1 v\u00edce ne\u017e sou\u010dasn\u00e1 4070 nebo 4070 Ti za 1100 EUR - jednodu\u0161e proto, \u017ee VRAM a pam\u011b\u0165ov\u00e1 konektivita jsou d\u016fle\u017eit\u011bj\u0161\u00ed ne\u017e p\u00e1r procent hrub\u00e9ho v\u00fdkonu.<\/p>\n<h3>3. profesion\u00e1ln\u00ed t\u0159\u00edda (4000-8000 \u20ac)<\/h3>\n<p>Pro v\u0161echny, kte\u0159\u00ed to s v\u00fdrobou mysl\u00ed v\u00e1\u017en\u011b - a usiluj\u00ed o naprostou nez\u00e1vislost. V t\u00e9to t\u0159\u00edd\u011b je k dispozici skute\u010dn\u00fd v\u00fdrobn\u00ed v\u00fdkon. Typick\u00e9 nastaven\u00ed:<\/p>\n<ul>\n<li><strong>Mac Studio<\/strong> M1 \/ M2 \/ M3 Ultra se 128 GB RAM nebo v\u00edce<\/li>\n<li><strong>Syst\u00e9m PC-GPU<\/strong> s RTX 3090 nebo 4090<\/li>\n<li>jeden <strong>druh\u00fd po\u010d\u00edta\u010d<\/strong> pro audio\/agenty<\/li>\n<li>Voliteln\u00fd server FileMaker jako automatiza\u010dn\u00ed centrum<\/li>\n<\/ul>\n<p>To v\u00e1m umo\u017en\u00ed:<\/p>\n<ul>\n<li>Plynul\u00e9 pou\u017e\u00edv\u00e1n\u00ed model\u016f 70B<\/li>\n<li>Stabiln\u00ed provoz model\u016f MoE, jako je GPT-OSS 120B<\/li>\n<li>Koordinace paraleln\u00edch agent\u016f AI<\/li>\n<li>SDXL, video AI, ComfyUI pracuj\u00edc\u00ed na pln\u00fd v\u00fdkon<\/li>\n<li>Spou\u0161t\u011bn\u00ed \u0161kolen\u00ed LoRA s rozli\u0161en\u00edm 896\u00d7896 nebo 1024\u00d71024<\/li>\n<li>P\u0159ipravte si vlastn\u00ed datab\u00e1ze pro \u0161kolen\u00ed<\/li>\n<li>Mapujte kompletn\u00ed potrub\u00ed (n\u00e1pov\u011bdy \u2192 obr\u00e1zky \u2192 PDF \u2192 knihy)<\/li>\n<\/ul>\n<p>A tady je vid\u011bt to nejzaj\u00edmav\u011bj\u0161\u00ed: nejlep\u0161\u00ed hardware s um\u011blou inteligenc\u00ed v roce 2025 \u010dasto pou\u017e\u00edv\u00e1 pr\u00e9miov\u00fd hardware z let 2020-2022. Pro\u010d? Proto\u017ee byl tehdy vyvinut pro \u0161pi\u010dkov\u00e9 pracovn\u00ed z\u00e1t\u011b\u017ee. Dnes je za zlomek ceny. Technologie je vysp\u011bl\u00e1. \u017d\u00e1dn\u00e9 probl\u00e9my s beta ovlada\u010di. M\u00e1 p\u0159esn\u011b ty vlastnosti, kter\u00e9 AI pot\u0159ebuje: spoustu VRAM, \u0161irok\u00e9 pam\u011b\u0165ov\u00e9 sb\u011brnice, stabiln\u00ed tenzorov\u00e1 j\u00e1dra.<\/p>\n<h3>Pro\u010d selh\u00e1v\u00e1te s p\u0159\u00edli\u0161 malou pam\u011bt\u00ed VRAM - a ne s p\u0159\u00edli\u0161 mal\u00fdm v\u00fdkonem GPU<\/h3>\n<p>Tento bod mnoz\u00ed podce\u0148uj\u00ed: VRAM je rozhoduj\u00edc\u00edm faktorem pro um\u011blou inteligenci obrazu, nikoliv \u010dist\u00fd v\u00fdkon. P\u0159\u00edklady:<\/p>\n<ul>\n<li>Jeden <strong>RTX 4060<\/strong> (8 GB VRAM) je pro SDXL prakticky nepou\u017eiteln\u00fd.<\/li>\n<li>Jeden <strong>RTX 4070<\/strong> Ti (12 GB VRAM) je pro tr\u00e9nink jen nespolehliv\u011b dosta\u010duj\u00edc\u00ed.<\/li>\n<li>Jeden <strong>RTX 3090<\/strong> (24 GB VRAM) naopak b\u011b\u017e\u00ed plynule po cel\u00e9 roky.<\/li>\n<\/ul>\n<p>Stru\u010dn\u011b \u0159e\u010deno: velk\u00e9 modely pot\u0159ebuj\u00ed pam\u011b\u0165 - ne marketing. A pam\u011b\u0165 je to, co star\u0161\u00ed karty vy\u0161\u0161\u00ed t\u0159\u00eddy maj\u00ed a nov\u00e9 karty st\u0159edn\u00ed t\u0159\u00eddy ne.<\/p>\n<h3>Jak modul\u00e1rn\u011b roz\u0161\u00ed\u0159it studio um\u011bl\u00e9 inteligence<\/h3>\n<p>Nejv\u011bt\u0161\u00ed v\u00fdhodou t\u0159\u00edsloupov\u00e9ho studia je jeho modularita:<\/p>\n<ul>\n<li>Pracovn\u00ed stanici s GPU lze upgradovat nez\u00e1visle.<\/li>\n<li>Mac Studio si m\u016f\u017eete ponechat n\u011bkolik let.<\/li>\n<li>Pod\u0159\u00edzen\u00fd po\u010d\u00edta\u010d m\u016f\u017eete vym\u011bnit bez naru\u0161en\u00ed syst\u00e9mu.<\/li>\n<li>Pevn\u00e9 disky nebo disky SSD m\u016f\u017eete roz\u0161\u00ed\u0159it samostatn\u011b.<\/li>\n<li>Jako orchestraci m\u016f\u017eete pou\u017e\u00edt FileMaker, Python nebo Bash.<\/li>\n<\/ul>\n<p>Je to jako d\u00edlna: Nebudujete v\u0161echno najednou, ale jen to, co je v danou chv\u00edli pot\u0159eba.<\/p>\n<div class=\"lyte-wrapper\" style=\"width:640px;max-width:100%;margin:5px;\"><div class=\"lyMe\" id=\"WYL_ii8Npn8H2BQ\"><div id=\"lyte_ii8Npn8H2BQ\" data-src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=%2F%2Fi.ytimg.com%2Fvi%2Fii8Npn8H2BQ%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\"><\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/ii8Npn8H2BQ\" rel=\"nofollow noopener\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.markus-schall.de\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fii8Npn8H2BQ%2F0.jpg\" alt=\"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 \/>\nM\u00edstn\u00ed um\u011bl\u00e1 inteligence je nyn\u00ed skute\u010dn\u011b pou\u017eiteln\u00e1 (a b\u011b\u017e\u00ed na tomto hardwaru) | <a href=\"https:\/\/www.youtube.com\/@ct3003\" target=\"_blank\" rel=\"noopener\">c't 3003<\/a><\/p>\n<h2>Doporu\u010den\u00ed pro rok 2025 - Tento hardware se opravdu vyplat\u00ed<\/h2>\n<p>V d\u017eungli reklam a specifikac\u00ed je snadn\u00e9 ztratit p\u0159ehled. Pro pou\u017eit\u00ed UI v dom\u00e1cnosti nebo mal\u00e9m studiu v\u0161ak existuj\u00ed t\u0159\u00eddy hardwaru, kter\u00e9 budou v roce 2025 obzvl\u00e1\u0161t\u011b u\u017eite\u010dn\u00e9 - nab\u00edzej\u00ed toti\u017e dobr\u00fd pom\u011br ceny a v\u00fdkonu, jsou robustn\u00ed a posta\u010duj\u00ed sou\u010dasn\u00fdm model\u016fm. Na \u010dem dnes z\u00e1le\u017e\u00ed:<\/p>\n<ul>\n<li><strong>Dostate\u010dn\u00e1 pam\u011b\u0165 VRAM (pro \u00falohy GPU)<\/strong>: Pro um\u011blou inteligenci obrazu, tr\u00e9ninkov\u00e9 b\u011bhy, stabiln\u00ed dif\u00fazi atd. by grafick\u00e1 karta m\u011bla m\u00edt alespo\u0148 16 GB, nejl\u00e9pe 24 GB VRAM. Nad touto hranic\u00ed se obrazov\u00e1 AI st\u00e1v\u00e1 pohodlnou a stabiln\u00ed.<\/li>\n<li><strong>Dobr\u00e1 pracovn\u00ed pam\u011b\u0165 a kapacita RAM<\/strong> (pro studenty LLM): Pro velk\u00e9 LLM, multitasking se serverov\u00fdmi slu\u017ebami a paraleln\u00edmi procesy m\u00e1 smysl co nejv\u00edce RAM - ide\u00e1ln\u011b 64-128 GB pro Apple-Silicon.<\/li>\n<li><strong>Stabiln\u00ed, osv\u011bd\u010den\u00fd hardware nam\u00edsto nejnov\u011bj\u0161\u00edho marketingov\u00e9ho zbo\u017e\u00ed<\/strong>Zejm\u00e9na star\u0161\u00ed high-endov\u00e9 karty maj\u00ed \u010dasto vynikaj\u00edc\u00ed specifikace (VRAM, pam\u011b\u0165ov\u00e1 sb\u011brnice, vysp\u011blost ovlada\u010d\u016f) za m\u00edrnou cenu.<\/li>\n<li><strong>Modularita a m\u00edch\u00e1n\u00ed m\u00edsto monobloku<\/strong>Kombinace po\u010d\u00edta\u010de LLM, pracovn\u00ed stanice s GPU a sekund\u00e1rn\u00edho\/agentn\u00edho syst\u00e9mu je flexibiln\u011bj\u0161\u00ed a odoln\u011bj\u0161\u00ed ne\u017e jedin\u00fd stroj \u201ev\u0161e v jednom\u201c.<\/li>\n<\/ul>\n<div style=\"overflow-x: auto;\">\n<table style=\"border-collapse: collapse; width: 100%;\">\n<tbody>\n<tr style=\"background-color: #f2f2f2;\">\n<th style=\"border: 1px solid #ccc; padding: 8px; text-align: left;\">T\u0159\u00edda<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px; text-align: left;\">Typick\u00e9 sou\u010d\u00e1sti<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px; text-align: left;\">Vhodn\u00e9 pro koho<\/th>\n<th style=\"border: 1px solid #ccc; padding: 8px; text-align: left;\">Siln\u00e9 str\u00e1nky \/ kompromisy<\/th>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Vstupn\u00ed \u00farove\u0148 (cca 1 500-2 500 \u20ac)<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Mac mini (16-32 GB RAM) nebo PC s GPU (nap\u0159. RTX 3060 \/ 3060 Ti \/ 4060 Ti s \u2265 12-16 GB VRAM)<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Hobby, prvn\u00ed pokusy, mal\u00e9 modely, zvl\u00e1dnuteln\u00fd obraz AI<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">P\u0159\u00edzniv\u00e1 vstupn\u00ed \u00farove\u0148, dostate\u010dn\u00e1 pro men\u0161\u00ed LLM, lehk\u00e9 stabiln\u00ed dif\u00fazn\u00ed pracovn\u00ed postupy a audio\/textovou AI. Omezen\u00ed u velk\u00fdch model\u016f, slo\u017eit\u00fdch pipeline ComfyUI a tr\u00e9ninku LoRA.<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Standardn\u00ed (cca 2 500-4 000 \u20ac)<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Pracovn\u00ed stanice s GPU st\u0159edn\u00ed t\u0159\u00eddy (nap\u0159. s RTX 3080 nebo RTX 3090), po\u010d\u00edta\u010d s 64 GB RAM<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Kreativci, samovydavatel\u00e9, ambici\u00f3zn\u00ed u\u017eivatel\u00e9 AI, mal\u00e9 t\u00fdmy<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Solidn\u00ed v\u00fdkon pro text a obr\u00e1zky, dobr\u00fd pom\u011br cena\/v\u00fdkon. Dostate\u010dn\u00e1 pam\u011b\u0165 VRAM a RAM pro v\u0161estrann\u00e9 vyu\u017eit\u00ed AI, v\u010detn\u011b SDXL a po\u010d\u00e1te\u010dn\u00edho tr\u00e9ninku LoRA. P\u0159i extr\u00e9mn\u00edch projektech nebo mnoha paraleln\u00edch pracovn\u00edch postupech syst\u00e9m v ur\u010dit\u00e9m okam\u017eiku dos\u00e1hne sv\u00fdch limit\u016f.<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #ccc; padding: 8px;\"><strong>Profesion\u00e1ln\u00ed \/ Studio (cca 4 000-8 000 \u20ac)<\/strong><\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Syst\u00e9m s velk\u00fdm mno\u017estv\u00edm pam\u011bti (nap\u0159. Mac Studio se 128 GB RAM nebo v\u00fdkonn\u00e1 pracovn\u00ed stanice s Linuxem) + GPU s \u2265 24 GB VRAM (nap\u0159. RTX 3090, 4090) + samostatn\u00fd sekund\u00e1rn\u00ed\/agentn\u00ed syst\u00e9m.<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Svobodn\u00ed povol\u00e1n\u00ed, vydavatel\u00e9, medi\u00e1ln\u00ed produkce, v\u00fdvoj\u00e1\u0159i s v\u00edce projekty, mal\u00e1 studia um\u011bl\u00e9 inteligence.<\/td>\n<td style=\"border: 1px solid #ccc; padding: 8px;\">Maxim\u00e1ln\u00ed flexibilita, velk\u00e9 modely (70B, MoE), paraleln\u00ed obrazov\u00e1 a textov\u00e1 AI, automatizace a dlouhodob\u00e9 pracovn\u00ed postupy. Velmi perspektivn\u00ed, ale vy\u0161\u0161\u00ed po\u010d\u00e1te\u010dn\u00ed investice a o n\u011bco v\u011bt\u0161\u00ed n\u00e1roky na pl\u00e1nov\u00e1n\u00ed p\u0159i nastavov\u00e1n\u00ed.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>Pro\u010d jsou dnes pou\u017eit\u00e9 a star\u0161\u00ed grafick\u00e9 procesory vy\u0161\u0161\u00ed t\u0159\u00eddy \u010dasto lep\u0161\u00ed ne\u017e nov\u00e9 karty st\u0159edn\u00ed t\u0159\u00eddy?<\/h3>\n<p>Mnoho nov\u011bj\u0161\u00edch karet je nab\u00edzeno s omezenou pam\u011bt\u00ed VRAM - ta je v\u0161ak pro um\u011blou inteligenci kl\u00ed\u010dov\u00e1. Star\u0161\u00ed \u0161pi\u010dkov\u00e9 modely, jako je RTX 3090, \u010dasto nab\u00edzej\u00ed 24 GB VRAM, co\u017e je dnes velmi cenn\u00e9 pro SDXL, tr\u00e9nink LoRA nebo video AI. Hardware byl p\u016fvodn\u011b navr\u017een pro v\u00fdkon a stabilitu - s kvalitn\u00edmi komponenty, pam\u011b\u0165ovou sb\u011brnic\u00ed, chlazen\u00edm a dobrou podporou ovlada\u010d\u016f.<\/p>\n<p>To znamen\u00e1: \u010dasto je k dispozici dlouh\u00e1 \u017eivotnost a robustn\u00ed v\u00fdkon. Pou\u017eit\u00e9 karty jsou \u010dasto v\u00fdrazn\u011b levn\u011bj\u0161\u00ed, a proto cenov\u011b velmi dostupn\u00e9 - ide\u00e1ln\u00ed pro nez\u00e1visl\u00e9 pracovn\u00edky nebo mal\u00e1 studia s omezen\u00fdm rozpo\u010dtem.<\/p>\n<h3>Moje aktu\u00e1ln\u00ed doporu\u010den\u00ed pro rok 2025 (a pro\u010d)<\/h3>\n<p>Kdybych dnes stav\u011bl studio a neusiloval o maxim\u00e1ln\u00ed v\u00fdkon superpo\u010d\u00edta\u010de, rozhodl bych se:<\/p>\n<ul>\n<li><strong>Pro obrazovou um\u011blou inteligenci<\/strong>Alespo\u0148 jeden grafick\u00fd procesor s 24 GB VRAM - nap\u0159. RTX 3090 nebo 4090.<\/li>\n<li><strong>Pro text\/LLM<\/strong>128 GB RAM ve v\u00fdkonn\u00e9m syst\u00e9mu Apple-Silicon.<\/li>\n<li><strong>Pro pr\u00e1ci na \u010d\u00e1ste\u010dn\u00fd \u00favazek<\/strong> (zvuk, hlas, mal\u00e9 modely, automatizace): mal\u00fd samostatn\u00fd po\u010d\u00edta\u010d (nap\u0159. mini PC nebo levn\u00fd server).<\/li>\n<li><strong>Pro koordinaci<\/strong>: softwarov\u00e1 vrstva - pro m\u011b je to FileMaker, pro ostatn\u00ed to m\u016f\u017ee b\u00fdt jednoduch\u00fd shell nebo pipeline v Pythonu.<\/li>\n<\/ul>\n<p>Toto nastaven\u00ed nen\u00ed p\u0159ehnan\u00e9, nen\u00ed z\u00e1visl\u00e9 na drah\u00fdch cloudov\u00fdch licenc\u00edch - a posta\u010d\u00ed t\u00e9m\u011b\u0159 na v\u0161e, co lze v roce 2025 s um\u011blou inteligenc\u00ed v kreativn\u00edm, publika\u010dn\u00edm nebo v\u00fdvojov\u00e9m odv\u011btv\u00ed d\u011blat.<\/p>\n<h3>ERP intelligent: Spou\u0161t\u011bn\u00ed m\u00edstn\u00edch jazykov\u00fdch model\u016f pomoc\u00ed serveru FileMaker<\/h3>\n<p><a href=\"https:\/\/www.markus-schall.de\/cs\/software-erp\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignright size-medium wp-image-3182\" src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/ERP-Software-300x200.jpg\" alt=\"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>Ot\u00e1zka spr\u00e1vn\u00e9ho hardwaru pro um\u011blou inteligenci je opr\u00e1vn\u011bn\u00e1, ale pokud se posuzuje izolovan\u011b, je nedostate\u010dn\u00e1. V\u00fdkonn\u00e9 syst\u00e9my, jako je Mac Studio nebo pracovn\u00ed stanice na b\u00e1zi RTX, se skute\u010dn\u011b uplatn\u00ed, a\u017e kdy\u017e jsou integrov\u00e1ny do promy\u0161len\u00e9 softwarov\u00e9 struktury. S nadch\u00e1zej\u00edc\u00edm v\u00fdvojem kolem serveru Claris FileMaker se pr\u00e1v\u011b tento krok stane hmatateln\u011bj\u0161\u00edm: poprv\u00e9 lze lok\u00e1ln\u00ed jazykov\u00e9 modely provozovat p\u0159\u00edmo na serveru a integrovat je do st\u00e1vaj\u00edc\u00edch aplikac\u00ed. To znamen\u00e1, \u017ee i p\u0159\u00edm\u00e9 <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/10\/skoleni-lora-jak-filemaker-2025-zjednodusuje-jemne-ladeni-rozsahlych-jazykovych-modelu\/\"><strong>\u0160kolen\u00ed LoRA v r\u00e1mci FileMaker<\/strong><\/a> mo\u017en\u00e9. To v\u0161ak tak\u00e9 znamen\u00e1, \u017ee se v\u00fdrazn\u011b zvy\u0161uj\u00ed n\u00e1roky na opera\u010dn\u00ed pam\u011b\u0165, grafick\u00fd procesor a cel\u00fd syst\u00e9m - prost\u00fd provoz serveru bez odpov\u00eddaj\u00edc\u00edch rezerv ji\u017e nebude dlouhodob\u011b dosta\u010duj\u00edc\u00ed. Ve spojen\u00ed s m\u00edstn\u00edm <a href=\"https:\/\/www.markus-schall.de\/cs\/software-erp\/\"><strong>\u0158e\u0161en\u00ed ERP zalo\u017een\u00e9 na FileMaker<\/strong><\/a> jako je gFM Business, vznik\u00e1 v\u00fdkonn\u00fd celkov\u00fd syst\u00e9m, v n\u011bm\u017e um\u011bl\u00e1 inteligence nepracuje izolovan\u011b, ale m\u00e1 p\u0159\u00edm\u00fd p\u0159\u00edstup k podnikov\u00fdm proces\u016fm. \u010cist\u00fd v\u00fdpo\u010detn\u00ed v\u00fdkon se tak m\u011bn\u00ed ve skute\u010dn\u00fd produktivn\u00ed faktor - strukturovan\u00fd, kontrolovateln\u00fd a p\u0159\u00edmo ukotven\u00fd ve vlastn\u00edm syst\u00e9mu.<\/p>\n<h2>Hardware pro um\u011blou inteligenci nemus\u00ed b\u00fdt nov\u00fd, ale vhodn\u00fd.<\/h2>\n<p>Dnes kon\u010d\u00ed doba, kdy byla \u201eum\u011bl\u00e1 inteligence\u201c pouze z\u00e1le\u017eitost\u00ed velk\u00fdch korporac\u00ed nebo cloudov\u00fdch laborato\u0159\u00ed. Do roku 2025 si m\u016f\u017ee t\u00e9m\u011b\u0159 ka\u017ed\u00fd - s p\u0159ijateln\u00fdm rozpo\u010dtem a trochou technick\u00fdch znalost\u00ed - zalo\u017eit vlastn\u00ed mal\u00e9 studio AI. Stane se tak nez\u00e1visl\u00fdm na drah\u00fdch m\u011bs\u00ed\u010dn\u00edch p\u0159edplatn\u00fdch, podm\u00ednk\u00e1ch ochrany dat t\u0159et\u00edch stran, front\u00e1ch, \u00fazk\u00fdch hrdlech server\u016f a nejistot\u011b, jak dlouho budou cloudov\u00e9 slu\u017eby je\u0161t\u011b existovat. M\u00edsto toho z\u00edsk\u00e1te:<\/p>\n<ul>\n<li><strong>Pln\u00e1 kontrola<\/strong> o va\u0161ich datech a pracovn\u00edch postupech,<\/li>\n<li>stabiln\u00ed, rychl\u00e9 a <strong>\u0160k\u00e1lovateln\u00fd v\u00fdkon<\/strong>,<\/li>\n<li>jeden <strong>Udr\u017eiteln\u00e9 investice<\/strong>, kter\u00e1 vydr\u017e\u00ed roky,<\/li>\n<li>a <strong>Freedom<\/strong>, b\u00fdt kreativn\u00ed, kdy chcete a jak chcete - bez vn\u011bj\u0161\u00edch omezen\u00ed.<\/li>\n<\/ul>\n<p>Pokud tedy uva\u017eujete o pou\u017eit\u00ed um\u011bl\u00e9 inteligence pro sv\u00e9 knihy, texty, obr\u00e1zky nebo projekty, je v\u00fdhodn\u011bj\u0161\u00ed ne\u017e kdy jindy zalo\u017eit si vlastn\u00ed studio. Nemus\u00edte b\u00fdt hardwarov\u00fdm in\u017een\u00fdrem. Nepot\u0159ebujete obrovsk\u00fd rozpo\u010det. Nepot\u0159ebujete nejnov\u011bj\u0161\u00ed hardware.<\/p>\n<p>P\u0159edev\u0161\u00edm pot\u0159ebujete m\u00edt jasnou p\u0159edstavu o c\u00edli, ke kter\u00e9mu sm\u011b\u0159ujete, a v\u016fli udr\u017eet si kontrolu nad vlastn\u00edmi procesy.<\/p>\n<p>Uk\u00e1\u017eu v\u00e1m, jak nastavit m\u00edstn\u00ed LLM s Ollama na Macu installier v. <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/08\/local-ki-na-macu-takto-1tp12vytvoreni-jazykoveho-modelu-pomoci-ollama\/\"><strong>tento \u010dl\u00e1nek<\/strong><\/a>.<\/p>\n<p>Zde najdete srovn\u00e1n\u00ed <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/apple-mlx-vs-nvidia-jak-funguje-lokalni-odvozovani-ki-na-macu\/\"><strong>Apple MLX na Silicon vs. NVIDIA<\/strong><\/a>.<\/p>\n<p>Jak pracovat s <a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/08\/ollama-splnuje-qdrant-mistni-pamet-pro-vase-ki-na-macu\/\"><strong>Qdrant m\u00edstn\u00ed pam\u011b\u0165<\/strong><\/a> pro m\u00edstn\u00ed AI naleznete zde.<\/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-385 { --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-385 { --dpt-title-font-style:normal;--dpt-title-font-weight:600;--dpt-title-line-height:1.5;--dpt-title-text-decoration:none;--dpt-title-text-transform:none;--dpt-excerpt-font-style:normal;--dpt-excerpt-font-weight:400;--dpt-excerpt-line-height:1.5;--dpt-excerpt-text-decoration:none;--dpt-excerpt-text-transform:none;--dpt-meta1-font-style:normal;--dpt-meta1-font-weight:400;--dpt-meta1-line-height:1.9;--dpt-meta1-text-decoration:none;--dpt-meta1-text-transform:none;--dpt-meta2-font-style:normal;--dpt-meta2-font-weight:400;--dpt-meta2-line-height:1.9;--dpt-meta2-text-decoration:none;--dpt-meta2-text-transform:none; }<\/style><div class=\"dpt-main-header\">\n\t\t\t\t\t\t<div class=\"dpt-main-title\">\n\t\t\t\t\t\t\t<span class=\"dpt-main-title-text\">Aktu\u00e1ln\u00ed \u010dl\u00e1nky o um\u011bl\u00e9 inteligenci<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t\n\t\t\t\t\t\t<\/div>\t\t\t\n\t\t\t\t<div id=\"dpt-wrapper-385\" 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=\"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\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"ki-studio 2025: welche hardware wirklich lohnt &#8211; vom mac studio bis zur rtx 3090\" data-id=\"3704\"  data-category=\"apple macos featured hardware ki-systeme\" data-post_tag=\"apple digitales eigentum k\u00fcnstliche intelligenz llm mlx neo4j sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/ki-studio-2025-ktery-hardware-se-opravdu-vyplati-z-mac-studia-na-rtx-3090\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">AI Studio 2025: Kter\u00fd hardware se opravdu vyplat\u00ed - od Mac Studia po RTX 3090<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Hardware 2025 pro studio AI\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/KI-Studio-Hardware-2025-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/11\/ki-studio-2025-ktery-hardware-se-opravdu-vyplati-z-mac-studia-na-rtx-3090\/\" rel=\"bookmark\">AI Studio 2025: Kter\u00fd hardware se opravdu vyplat\u00ed - od Mac Studia po RTX 3090<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"wenn der mac zuh\u00f6rt: was apples integrierte ki mit gemini und siri k\u00fcnftig f\u00fcr nutzer bedeutet\" data-id=\"4813\"  data-category=\"apple iphone &amp; ipad apple macos ki-systeme\" data-post_tag=\"apple datenlogik datenschutz k\u00fcnstliche intelligenz llm mac prozesse sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/pokud-mac-nasloucha-tomu-co-bude-pro-uzivatele-v-budoucnu-znamenat-integrovana-ki-od-applu-s-gemini-a-siri\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Kdy\u017e Mac naslouch\u00e1: Co bude integrovan\u00e1 um\u011bl\u00e1 inteligence Apple s Gemini a Siri znamenat pro u\u017eivatele v budoucnu?<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Apple, Siri a Gemini\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Apple-Siri-Gemini-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2026\/02\/pokud-mac-nasloucha-tomu-co-bude-pro-uzivatele-v-budoucnu-znamenat-integrovana-ki-od-applu-s-gemini-a-siri\/\" rel=\"bookmark\">Kdy\u017e Mac naslouch\u00e1: Co bude integrovan\u00e1 um\u011bl\u00e1 inteligence Apple s Gemini a Siri znamenat pro u\u017eivatele v budoucnu?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"lora-training: wie filemaker 2025 das feintuning gro\u00dfer sprachmodelle vereinfacht\" data-id=\"3220\"  data-category=\"filemaker &amp; erp ki-systeme\" data-post_tag=\"datenbanken filemaker k\u00fcnstliche intelligenz llm mlx sprachmodell\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/10\/skoleni-lora-jak-filemaker-2025-zjednodusuje-jemne-ladeni-rozsahlych-jazykovych-modelu\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Tr\u00e9nink LoRA: Jak FileMaker 2025 zjednodu\u0161uje lad\u011bn\u00ed velk\u00fdch jazykov\u00fdch model\u016f<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Jemn\u00e9 lad\u011bn\u00ed LoRA - FileMaker 2025\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/lora-finetuning-filemaker-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/10\/skoleni-lora-jak-filemaker-2025-zjednodusuje-jemne-ladeni-rozsahlych-jazykovych-modelu\/\" rel=\"bookmark\">Tr\u00e9nink LoRA: Jak FileMaker 2025 zjednodu\u0161uje lad\u011bn\u00ed velk\u00fdch jazykov\u00fdch model\u016f<\/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>Pro\u010d v\u016fbec stoj\u00ed za to m\u00edt vlastn\u00ed studio AI, kdy\u017e existuje tolik poskytovatel\u016f cloudov\u00fdch slu\u017eeb?<\/strong><br \/>\nVlastn\u00ed studio um\u011bl\u00e9 inteligence je nez\u00e1vislej\u0161\u00ed, stabiln\u011bj\u0161\u00ed a dlouhodob\u011b levn\u011bj\u0161\u00ed. Cloudov\u00e9 slu\u017eby jsou pohodln\u00e9, ale stoj\u00ed ka\u017ed\u00fd m\u011bs\u00edc pen\u00edze, vytv\u00e1\u0159ej\u00ed z\u00e1vislost a \u010dasto jsou omezeny omezen\u00edmi pou\u017e\u00edv\u00e1n\u00ed. M\u00edstn\u00ed AI je rychl\u00e1, trvale dostupn\u00e1 a lze ji pou\u017e\u00edvat bez variabiln\u00edch n\u00e1klad\u016f. V\u0161echna data nav\u00edc z\u016fst\u00e1vaj\u00ed ve firm\u011b, co\u017e je obrovsk\u00e1 v\u00fdhoda pro \u017eivnostn\u00edky, firmy, vydavatele nebo tv\u016fr\u010d\u00ed profese.<\/li>\n<li><strong>Jak\u00fd minim\u00e1ln\u00ed hardware pot\u0159ebuji, abych mohl za\u010d\u00edt pracovat s AI na m\u00edstn\u00ed \u00farovni?<\/strong><br \/>\nPro za\u010d\u00e1tek v\u00e1m posta\u010d\u00ed Mac mini s 16-32 GB RAM nebo PC s GPU s alespo\u0148 12 GB VRAM. To v\u00e1m umo\u017en\u00ed spou\u0161t\u011bt mal\u00e9 jazykov\u00e9 modely, lehk\u00e9 obrazov\u00e9 modely a po\u010d\u00e1te\u010dn\u00ed automatizace. Pokud si to chcete jen vyzkou\u0161et, nemus\u00edte investovat n\u011bkolik tis\u00edc eur.<\/li>\n<li><strong>Opravdu pot\u0159ebuji Mac Studio, nebo je levn\u011bj\u0161\u00ed?<\/strong><br \/>\nRozhodn\u011b je to levn\u011bj\u0161\u00ed. Mac Studio se vyplat\u00ed, pokud chcete provozovat velk\u00e9 jazykov\u00e9 modely (20-120B), pracovat hodn\u011b paraleln\u011b nebo m\u00e1te dlouhodob\u00e9 v\u00fdrobn\u00ed procesy. Pro va\u0161e prvn\u00ed kroky je Mac mini nebo solidn\u00ed po\u010d\u00edta\u010d s Windows naprosto dosta\u010duj\u00edc\u00ed. Studio je investic\u00ed do pohodl\u00ed a budoucnosti - ale ne nutnost\u00ed.<\/li>\n<li><strong>Pro\u010d je pam\u011b\u0165 VRAM pro um\u011blou inteligenci obrazu d\u016fle\u017eit\u011bj\u0161\u00ed ne\u017e modern\u00ed generace grafick\u00fdch karet?<\/strong><br \/>\nProto\u017ee obrazov\u00e9 modely, jako je stabiln\u00ed dif\u00faze, p\u0159en\u00e1\u0161ej\u00ed do pam\u011bti obrovsk\u00e9 mno\u017estv\u00ed dat. Pokud pam\u011b\u0165 VRAM nesta\u010d\u00ed, proces se zastav\u00ed nebo je extr\u00e9mn\u011b pomal\u00fd. Star\u0161\u00ed karta, jako je RTX 3090 s 24 GB VRAM, \u010dasto p\u0159ekon\u00e1v\u00e1 nov\u00e9 modely st\u0159edn\u00ed t\u0159\u00eddy s pouh\u00fdmi 8-12 GB VRAM - jednodu\u0161e proto, \u017ee nab\u00edz\u00ed v\u00edce prostoru pro velk\u00e9 modely a tr\u00e9ninkov\u00e9 b\u011bhy.<\/li>\n<li><strong>Mohu spustit studio AI kompletn\u011b s hardwarem Apple bez NVIDIA?<\/strong><br \/>\nPro jazykov\u00e9 modely ano. Pro obrazovou um\u011blou inteligenci ne. Apple-Silicon je extr\u00e9mn\u011b efektivn\u00ed pro LLM, ale pro stabiln\u00ed dif\u00fazi, tr\u00e9nov\u00e1n\u00ed LoRA a mnoho obrazov\u00fdch model\u016f jsou karty NVIDIA (d\u00edky CUDA\/Tensor j\u00e1dr\u016fm) st\u00e1le referen\u010dn\u00ed. Mnoho studi\u00ed proto pro sn\u00edmky pou\u017e\u00edv\u00e1 kombinaci Apple\/LLM a Linux+NVIDIA.<\/li>\n<li><strong>Je RTX 4080 nebo 4070 Ti dostate\u010dn\u00e1 i pro obrazovou AI?<\/strong><br \/>\nTeoreticky ano - v praxi z\u00e1le\u017e\u00ed na zam\u00fd\u0161len\u00e9m pou\u017eit\u00ed. Pro jednoduch\u00e9 sn\u00edmky nebo mal\u00e9 pracovn\u00ed postupy to sta\u010d\u00ed. Ale pro SDXL, slo\u017eit\u00e9 pipeline ComfyUI nebo \u0161kolen\u00ed LoRA dos\u00e1hne limit 12-16 GB VRAM rychle sv\u00fdch hranic. RTX 3090 nebo 4090 proto d\u00e1v\u00e1 z dlouhodob\u00e9ho hlediska v\u011bt\u0161\u00ed smysl.<\/li>\n<li><strong>Pro\u010d se jazykov\u00e9 modely nespou\u0161t\u011bj\u00ed na GPU, ale v pam\u011bti RAM?<\/strong><br \/>\nJazykov\u00e9 modely jsou orientov\u00e1ny na pam\u011b\u0165. Pot\u0159ebuj\u00ed uchov\u00e1vat velk\u00e9 mno\u017estv\u00ed textu a kontextu v pam\u011bti RAM, nikoli nutn\u011b prov\u00e1d\u011bt grafick\u00e9 operace. Grafick\u00e9 procesory jsou konstruov\u00e1ny pro zpracov\u00e1n\u00ed obrazu, ne pro anal\u00fdzu textu. Proto maj\u00ed syst\u00e9my LLM obrovsk\u00fd prosp\u011bch z velk\u00e9ho mno\u017estv\u00ed pam\u011bti RAM, ale men\u0161\u00ed z pam\u011bti VRAM.<\/li>\n<li><strong>Kolik pam\u011bti RAM by m\u011bl m\u00edt po\u010d\u00edta\u010d LLM?<\/strong><br \/>\nU men\u0161\u00edch model\u016f posta\u010d\u00ed 32-64 GB. Pro st\u0159edn\u011b velk\u00e9 modely (20-30B) je ide\u00e1ln\u00ed 64-128 GB. Pro velk\u00e9 modely, jako je 70B, nebo modely MoE, jako je GPT-OSS 120B, je ide\u00e1ln\u00ed 128-192 GB RAM. \u010c\u00edm v\u00edce pam\u011bti RAM, t\u00edm stabiln\u011bji a rychleji v\u0161e b\u011b\u017e\u00ed.<\/li>\n<li><strong>Je mo\u017en\u00e9 provozovat studio um\u011bl\u00e9 inteligence zcela bez Linuxu?<\/strong><br \/>\nAno - ale s omezen\u00edmi. macOS je ide\u00e1ln\u00ed pro LLM, ale pro obrazovou AI mu chyb\u00ed n\u011bkter\u00e9 n\u00e1stroje, kter\u00e9 existuj\u00ed pouze v Linuxu\/NVIDIA. Windows funguje dob\u0159e pro obrazovou AI, ale je m\u00e9n\u011b stabiln\u00ed a obt\u00ed\u017en\u011bji se automatizuje. Pragmatick\u00fd mix je tedy \u010dasto n\u00e1sleduj\u00edc\u00ed: MacOS \u2192 LLM, Linux \u2192 obrazov\u00e1 AI, mal\u00fd po\u010d\u00edta\u010d \u2192 zvuk\/skripty.<\/li>\n<li><strong>Jak hlasit\u00e9 je takov\u00e9 studio AI v provozu?<\/strong><br \/>\nM\u00e9n\u011b, ne\u017e si mysl\u00edte. Mac Studio je prakticky bezhlu\u010dn\u00e9. U linuxov\u00e9ho po\u010d\u00edta\u010de z\u00e1le\u017e\u00ed na chlazen\u00ed - kvalitn\u00ed GPU jsou p\u0159i n\u00edzk\u00e9 z\u00e1t\u011b\u017ei tich\u00e9, ale p\u0159i tr\u00e9ninkov\u00e9m b\u011bhu mohou b\u00fdt sly\u0161et. Pokud d\u00e1v\u00e1te p\u0159ednost tich\u00fdm sestav\u00e1m, m\u016f\u017eete pou\u017e\u00edt pracovn\u00ed stanice s vodn\u00edm chlazen\u00edm GPU.<\/li>\n<li><strong>Jakou roli hraje Mac mini jako t\u0159et\u00ed sou\u010d\u00e1st?<\/strong><br \/>\nSlou\u017e\u00ed jako sekund\u00e1rn\u00ed stanice pro p\u0159epis, TTS, mal\u00e9 modely AI, procesy na pozad\u00ed, automatizaci a sekund\u00e1rn\u00ed \u00falohy pro p\u0159eklady. D\u00edky tomu jsou dva velk\u00e9 stroje voln\u00e9 a je zaji\u0161t\u011bn stabiln\u00ed pracovn\u00ed postup. T\u0159et\u00ed po\u010d\u00edta\u010d nen\u00ed nezbytn\u011b nutn\u00fd, ale vytv\u00e1\u0159\u00ed \u0159\u00e1d a spolehlivost.<\/li>\n<li><strong>Mohu sv\u00e9 studio AI postupn\u011b roz\u0161i\u0159ovat?<\/strong><br \/>\nRozhodn\u011b. To je vlastn\u011b ide\u00e1ln\u00ed p\u0159\u00edpad. Koup\u011b syst\u00e9mu LLM, pak p\u0159id\u00e1n\u00ed pracovn\u00ed stanice s GPU a pozd\u011bji mal\u00e9ho sekund\u00e1rn\u00edho po\u010d\u00edta\u010de - to je velmi p\u0159irozen\u00e1 konfigurace, kterou lze rozlo\u017eit na m\u011bs\u00edce nebo roky. Studia um\u011bl\u00e9 inteligence rostou stejn\u011b jako tradi\u010dn\u00ed d\u00edlny.<\/li>\n<li><strong>Kter\u00e9 opera\u010dn\u00ed syst\u00e9my jsou nejvhodn\u011bj\u0161\u00ed pro studio um\u011bl\u00e9 inteligence?<\/strong><br \/>\n- macOS \u2192 optim\u00e1ln\u00ed pro modely LLM a Apple-Silicon<br \/>\n- Linux (Ubuntu, Debian) \u2192 nejlep\u0161\u00ed volba pro AI obr\u00e1zk\u016f, ComfyUI, Stable Diffusion<br \/>\n- Windows \u2192 funguje dob\u0159e pro SD\/ComfyUI, ale m\u00e9n\u011b ide\u00e1ln\u011b pro automatiza\u010dn\u00ed procesy.<br \/>\nMnoho studi\u00ed dnes pou\u017e\u00edv\u00e1 kombinovan\u00e9 sestavy - ka\u017ed\u00fd syst\u00e9m d\u011bl\u00e1 to, k \u010demu se nejl\u00e9pe hod\u00ed.<\/li>\n<li><strong>Kolik energie spot\u0159ebuje studio um\u011bl\u00e9 inteligence?<\/strong><br \/>\nMac Studio je \u00fa\u017easn\u011b \u00fasporn\u00e9 a jeho spot\u0159eba se obvykle pohybuje mezi 50 a 100 W. Pracovn\u00ed stanice s GPU RTX 3090 m\u016f\u017ee odeb\u00edrat 250-350 W v z\u00e1vislosti na z\u00e1t\u011b\u017ei. Mac mini m\u00e1 spot\u0159ebu kolem 10-30 W. Celkov\u011b mnohem m\u00e9n\u011b, ne\u017e byste \u010dekali - a \u010dasto levn\u011bji ne\u017e p\u0159edplatn\u00e9 cloudu.<\/li>\n<li><strong>Je obt\u00ed\u017en\u00e9 zalo\u017eit si studio um\u011bl\u00e9 inteligence?<\/strong><br \/>\nNe tak docela. Pot\u0159ebujete ur\u010dit\u00e9 technick\u00e9 znalosti, ale ne titul z informatiky. Mnoho dne\u0161n\u00edch n\u00e1stroj\u016f m\u00e1 webov\u00e9 rozhran\u00ed, instala\u010dn\u00ed skripty a automatickou konfiguraci. A pokud jasn\u011b odd\u011bl\u00edte syst\u00e9my (LLM \/ GPU \/ vedlej\u0161\u00ed \u00falohy), z\u016fstane v\u0161e jasn\u00e9.<\/li>\n<li><strong>Mohu s n\u00edm skute\u010dn\u011b pokr\u00fdt kompletn\u00ed publika\u010dn\u00ed procesy?<\/strong><br \/>\nAno - a pr\u00e1v\u011b k tomu je studio um\u011bl\u00e9 inteligence ide\u00e1ln\u00ed. Od n\u00e1pad\u016f na knihu p\u0159es texty, n\u00e1vrhy ob\u00e1lek, s\u00e9rie obr\u00e1zk\u016f, korektury, p\u0159eklady a\u017e po fin\u00e1ln\u00ed soubor pro tisk nebo e-knihu - mnoho v\u011bc\u00ed lze automatizovat a vyrobit p\u0159\u00edmo ve firm\u011b. To je pro samonakladatele obrovsk\u00e1 svoboda.<\/li>\n<li><strong>Jak je dnes studio AI odoln\u00e9 v\u016f\u010di budoucnosti?<\/strong><br \/>\nVelmi. LLM se st\u00e1vaj\u00ed efektivn\u011bj\u0161\u00edmi, image modely modul\u00e1rn\u011bj\u0161\u00edmi, hardware odoln\u011bj\u0161\u00edm - a lok\u00e1ln\u00ed AI se st\u00e1v\u00e1 na trhu op\u011bt d\u016fle\u017eit\u011bj\u0161\u00ed, proto\u017ee z\u00e1kony, ochrana dat a n\u00e1klady na cloud sni\u017euj\u00ed jeho atraktivitu. Ka\u017ed\u00fd, kdo dnes investuje do mal\u00e9ho studia AI, buduje infrastrukturu, kter\u00e1 bude v letech 2026-2030 sp\u00ed\u0161e d\u016fle\u017eit\u00e1 ne\u017e zastaral\u00e1.<\/li>\n<li><strong>Lze modely um\u011bl\u00e9 inteligence pozd\u011bji tr\u00e9novat nebo roz\u0161i\u0159ovat?<\/strong><br \/>\nAno, syst\u00e9m GPU (nap\u0159. RTX 3090 nebo 4090) lze pou\u017e\u00edt pro \u0161kolen\u00ed LoRA, \u0161kolen\u00ed stylu, \u0161kolen\u00ed materi\u00e1lu a proces\u016f. To znamen\u00e1, \u017ee m\u016f\u017eete \u010dasem tr\u00e9novat vlastn\u00ed \u201evizu\u00e1ln\u00ed jazyk AI\u201c nebo \u201etextov\u00fd sm\u011br AI\u201c. To je nejv\u011bt\u0161\u00ed strategick\u00e1 v\u00fdhoda studia AI: stanete se nez\u00e1visl\u00fdmi na obecn\u00fdch modelech a vytvo\u0159\u00edte si vlastn\u00ed styl.<\/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-386 { --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-386 { --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-386\" 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=\"wie war syrien vor dem krieg? wer regiert heute? was bedeutet das f\u00fcr gefl\u00fcchtete in deutschland?\" data-id=\"4628\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"deutschland europa geopolitik krisen meinungsfreiheit 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\/2026\/01\/jak-vypadala-syrie-pred-valkou-kdo-dnes-vladne-co-to-znamena-pro-uprchliky-v-nemecku\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Jak\u00e1 byla S\u00fdrie p\u0159ed v\u00e1lkou? Kdo vl\u00e1dne dnes? 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Kdo vl\u00e1dne dnes? Co to znamen\u00e1 pro uprchl\u00edky v N\u011bmecku?<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"dieter hallervorden &#8211; mehr als didi: portr\u00e4t eines unbequemen freigeists\" data-id=\"4347\"  data-category=\"gesellschaft kunst &amp; kultur stories &amp; humor\" data-post_tag=\"erfahrungen meinungsfreiheit 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\/01\/dieter-hallervorden-vice-nez-didi-portret-nepohodlneho-svobodneho-ducha\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Dieter Hallervorden - V\u00edce ne\u017e Didi: Portr\u00e9t nepohodln\u00e9ho svobodn\u00e9ho ducha<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Dieter Hallervorden a W\u00fchlm\u00e4use v Berl\u00edn\u011b\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Dieter-Hallvervorden-Wuehlmaeuse.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/Dieter-Hallvervorden-Wuehlmaeuse.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Dieter-Hallvervorden-Wuehlmaeuse-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Dieter-Hallvervorden-Wuehlmaeuse-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/Dieter-Hallvervorden-Wuehlmaeuse-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\/dieter-hallervorden-vice-nez-didi-portret-nepohodlneho-svobodneho-ducha\/\" rel=\"bookmark\">Dieter Hallervorden - V\u00edce ne\u017e Didi: Portr\u00e9t nepohodln\u00e9ho svobodn\u00e9ho ducha<\/a><\/h3><\/div><\/div>\n\t\t\t\t\t\t<\/div><!-- .dpt-entry -->\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"dpt-entry has-thumbnail\" data-title=\"jan-josef liefers: ein portr\u00e4t \u00fcber haltung, herkunft und k\u00fcnstlerische freiheit\" data-id=\"3854\"  data-category=\"allgemein gesellschaft kunst &amp; kultur\" data-post_tag=\"deutschland erfahrungen krisen lernen meinungsfreiheit musik pers\u00f6nlichkeitsentwicklung portrait\">\n\t\t\t\t\t\t\t<div class=\"dpt-entry-wrapper\"><div class=\"dpt-featured-content\"><div class=\"dpt-permalink\"><a href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/jan-josef-liefers-portret-postoje-puvodu-a-umelecke-svobody\/\" class=\"dpt-permalink\"><span class=\"screen-reader-text\">Jan-Josef Liefers: Portr\u00e9t postoje, p\u016fvodu a um\u011bleck\u00e9 svobody<\/span><\/a><\/div><div class=\"dpt-thumbnail\"><div class=\"dpt-thumbnail-inner\"><img width=\"1024\" height=\"683\" class=\"attachment-full size-full\" alt=\"Jan-Josef Liefers\" context=\"dpt\" data-dpt-src=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette.jpg\" data-dpt-sizes=\"(max-width: 1024px) 100vw, 1024px\" data-dpt-srcset=\"https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette.jpg 1024w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-300x200.jpg 300w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-768x512.jpg 768w, https:\/\/www.markus-schall.de\/wp-content\/uploads\/jan-josef-liefers-silhouette-18x12.jpg 18w\" \/><\/div><span class=\"dpt-thumbnail-aspect-ratio\" style=\"padding-top: 75%\"><\/span><\/div><\/div><div class=\"sub-entry\"><h3 class=\"dpt-title\"><a class=\"dpt-title-link\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/jan-josef-liefers-portret-postoje-puvodu-a-umelecke-svobody\/\" rel=\"bookmark\">Jan-Josef Liefers: Portr\u00e9t postoje, p\u016fvodu a um\u011bleck\u00e9 svobody<\/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 KI arbeitet, wird fast automatisch in die Cloud gedr\u00fcckt: OpenAI, Microsoft, Google, irgendwelche Web-UIs, Tokens, Limits, AGBs. Das wirkt modern &#8211; ist im Kern aber eine R\u00fcckkehr in die Abh\u00e4ngigkeit: Andere bestimmen, welche Modelle Du nutzen darfst, wie oft, mit welchen Filtern und zu welchen Kosten. Ich gehe bewusst den anderen Weg: &#8230; <a title=\"Jan-Josef Liefers: Portr\u00e9t postoje, p\u016fvodu a um\u011bleck\u00e9 svobody\" class=\"read-more\" href=\"https:\/\/www.markus-schall.de\/cs\/2025\/12\/jan-josef-liefers-portret-postoje-puvodu-a-umelecke-svobody\/\" aria-label=\"\u010c\u00edst v\u00edce o Jan-Josef Liefers: Portr\u00e9t postoje, p\u016fvodu a um\u011bleck\u00e9 svobody\">\u010c\u00edst d\u00e1l<\/a><\/p>","protected":false},"author":1,"featured_media":3710,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"iawp_total_views":5413,"footnotes":""},"categories":[15,461,147,431],"tags":[10,473,471,433,465,453,434],"class_list":["post-3704","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-apple-macos","category-featured","category-hardware","category-ki-systeme","tag-apple","tag-digitales-eigentum","tag-kuenstliche-intelligenz","tag-llm","tag-mlx","tag-neo4j","tag-sprachmodell"],"_links":{"self":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/3704","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=3704"}],"version-history":[{"count":22,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/3704\/revisions"}],"predecessor-version":[{"id":5993,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/posts\/3704\/revisions\/5993"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media\/3710"}],"wp:attachment":[{"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/media?parent=3704"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/categories?post=3704"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.markus-schall.de\/cs\/wp-json\/wp\/v2\/tags?post=3704"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}