{"id":115626,"date":"2026-08-27T14:18:37","date_gmt":"2026-08-27T13:18:37","guid":{"rendered":"https:\/\/mcomputers.cz\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/"},"modified":"2026-08-31T07:59:30","modified_gmt":"2026-08-31T06:59:30","slug":"martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure","status":"publish","type":"post","link":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/","title":{"rendered":"Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure"},"content":{"rendered":"<div  class='flex_column av-a9z6n76-175f48c985c08dd0dc85b9b4481087f8 av_one_half  avia-builder-el-0  el_before_av_one_half  avia-builder-el-first  first flex_column_div  '     ><section  class='av_textblock_section av-mtbjthny-1d0afd20e8b5ab482c7b6ab28719096e '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock h-decor'  itemprop=\"text\" ><h2>Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure<\/h2>\n<p><strong><a style=\"text-decoration: underline;\" href=\"https:\/\/www.lupa.cz\/pr-clanky\/na-ai-hardware-se-ceka-i-pul-roku-jak-postavit-efektivni-infrastrukturu-a-prezit-cipovou-krizi\/\" target=\"_blank\" rel=\"noopener\">Lupa.cz<\/a> has published an interview with our colleague Martin Petr<\/strong>, who discusses the current state of the AI hardware market, its availability, and the challenges companies face today when building their own AI infrastructure.<\/p>\n<p>High demand for GPU accelerators and other components is affecting not only prices but also delivery times. For specific configurations and platforms, such as NVIDIA HGX or DGX systems, delivery times can reach up to 24 weeks in extreme cases. According to Martin, this makes it all the more important to plan infrastructure well in advance and to take into account not only the required performance but also the availability of individual components when designing the system.<\/p>\n<\/div><\/section><\/div>\n<div  class='flex_column av-7w1mbxu-4ee5fd6e14bbe5f2396a6152d3f31a6e av_one_half  avia-builder-el-2  el_after_av_one_half  el_before_av_hr  flex_column_div  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-mtbjst8k-e8b0976f2e2641f46bda21470635dd40\">\n.avia-image-container.av-mtbjst8k-e8b0976f2e2641f46bda21470635dd40 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-mtbjst8k-e8b0976f2e2641f46bda21470635dd40 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-mtbjst8k-e8b0976f2e2641f46bda21470635dd40 av-styling- avia-align-center  avia-builder-el-3  avia-builder-el-no-sibling '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-115512 avia-img-lazy-loading-not-115512 avia_image ' src=\"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-Petr_clanek.png\" alt='' title='Martin Petr_\u010dl\u00e1nek'  height=\"731\" width=\"1030\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-Petr_clanek.png 1030w, https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-Petr_clanek-300x213.png 300w, https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-Petr_clanek-768x545.png 768w, https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-Petr_clanek-260x185.png 260w, https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-Petr_clanek-705x500.png 705w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/div><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-mtbjzf4u-7906be8daef80e31c93b81837bc48004\">\n#top .hr.hr-invisible.av-mtbjzf4u-7906be8daef80e31c93b81837bc48004{\nheight:50px;\n}\n<\/style>\n<div  class='hr av-mtbjzf4u-7906be8daef80e31c93b81837bc48004 hr-invisible  avia-builder-el-4  el_after_av_one_half  el_before_av_hr '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-prvjc6q-e601cc9c3ac2377c5e889e809b143c90\">\n#top .hr.av-prvjc6q-e601cc9c3ac2377c5e889e809b143c90{\nmargin-top:30px;\nmargin-bottom:30px;\n}\n.hr.av-prvjc6q-e601cc9c3ac2377c5e889e809b143c90 .hr-inner{\nwidth:100vw;\nborder-color:#e5f4ff;\n}\n<\/style>\n<div  class='hr av-prvjc6q-e601cc9c3ac2377c5e889e809b143c90 hr-custom  avia-builder-el-5  el_after_av_hr  el_before_av_one_half  hr-center hr-icon-no'><span class='hr-inner inner-border-av-border-thin'><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div  class='flex_column av-jj6s7hu-c251d46b5a5bb5c61ec12024bbb6ce8a av_one_half  avia-builder-el-6  el_after_av_hr  el_before_av_one_half  first flex_column_div  '     ><section  class='av_textblock_section av-hey3wqa-a582d980d7531ba89b58d50d2b22ed0e '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock h-decor'  itemprop=\"text\" ><h3>AI infrastructure isn\u2019t just<br \/>\nabout GPUs<\/h3>\n<p>In this interview, Martin explains why it\u2019s not enough to focus solely on selecting a powerful accelerator when designing AI infrastructure. Network connectivity, fast NVMe storage, power supply, and cooling also play an important role.<\/p>\n<p>The limitations of existing data centers are among the areas that companies often underestimate. Modern GPU systems place significantly higher demands on power consumption and cooling, which is why it is necessary to evaluate the infrastructure as a whole.<\/p>\n<\/div><\/section><\/div>\n<div  class='flex_column av-d3c8dv6-bce5040eefd9d83534bdae8f89d4a65b av_one_half  avia-builder-el-8  el_after_av_one_half  el_before_av_section  avia-builder-el-last  flex_column_div  '     ><section  class='av_textblock_section av-8yzq5ki-0e821653283a5dfe2d75ec21a6e63695 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock h-decor'  itemprop=\"text\" ><h3>From training models<br \/>\nto inference<\/h3>\n<p>The way companies use artificial intelligence is also changing. Instead of training their own models from scratch, they are increasingly working with pre-trained models and adapting them to their own data. As a result, investment is gradually shifting from large-scale training clusters toward systems optimized for <strong>inference<\/strong>.<\/p>\n<p>In the interview, you\u2019ll also learn more about the <strong>NVIDIA AI Factory<\/strong> concept, the differences between on-premises infrastructure and the cloud, and what to consider when planning AI infrastructure to ensure it is ready for future generations of hardware.<\/p>\n<p><strong>You can read the full interview with Martin Petr on <a style=\"text-decoration: underline;\" href=\"https:\/\/www.lupa.cz\/pr-clanky\/na-ai-hardware-se-ceka-i-pul-roku-jak-postavit-efektivni-infrastrukturu-a-prezit-cipovou-krizi\/\" target=\"_blank\" rel=\"noopener\">Lupa.cz<\/a>.<\/strong><\/p>\n<\/div><\/section><\/div><\/div><\/div><\/div><!-- close content main div --><\/div><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-mtcn0h0b-beef1aba0403c7bb917a1cdc50aa12e4\">\n.avia-section.av-mtcn0h0b-beef1aba0403c7bb917a1cdc50aa12e4{\nbackground-repeat:no-repeat;\nbackground-image:url(https:\/\/mcomputers.cz\/wp-content\/uploads\/2024\/06\/background_new_blue.png);\nbackground-position:100% 100%;\nbackground-attachment:scroll;\n}\n<\/style>\n<div id='av_section_1'  class='avia-section av-mtcn0h0b-beef1aba0403c7bb917a1cdc50aa12e4 main_color avia-section-default avia-no-border-styling  avia-builder-el-10  el_after_av_one_half  el_before_av_social_share  avia-full-stretch avia-bg-style-scroll container_wrap fullsize'  data-section-bg-repeat='stretch'><div class='container av-section-cont-open' ><div class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-115626'><div class='entry-content-wrapper clearfix'>\n<div  class='flex_column av-pxv296a-f69aec762be5892e55bca82726cda3a0 av_three_fifth  avia-builder-el-11  el_before_av_two_fifth  avia-builder-el-first  first flex_column_div  '     ><section  class='av_textblock_section av-krh71iq-dc74fef682cbcb3ff9e5993bfbab3701 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock h-decor'  itemprop=\"text\" ><h4>Do you have a question about AI infrastructure?<\/h4>\n<p>If you\u2019re working on the design or development of AI infrastructure, please contact our colleague Martin Petr directly.<\/p>\n<p class=\"flex-item\" style=\"font-size: 11;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-34092\" src=\"https:\/\/mcomputers.cz\/wp-content\/uploads\/2024\/11\/tel.png\" alt=\"\" width=\"20\" height=\"20\" \/> +420 603 290 619<\/p>\n<p><a href=\"&#x6d;&#x61;&#x69;&#x6c;&#x74;&#x6f;&#x3a;&#x6d;&#x61;&#x72;&#x74;&#x69;&#x6e;&#x2e;&#x70;&#x65;&#x74;&#x72;&#x40;&#x6d;&#x63;&#x6f;&#x6d;&#x70;&#x75;&#x74;&#x65;&#x72;&#x73;&#x2e;&#x63;&#x7a;\"><img decoding=\"async\" class=\"alignnone wp-image-34094\" src=\"https:\/\/mcomputers.cz\/wp-content\/uploads\/2024\/11\/mail-e1732095927693.png\" alt=\"\" width=\"20\" \/> &#109;&#x61;r&#116;&#x69;&#110;&#x2e;p&#101;&#x74;r&#x40;&#x6d;&#99;&#x6f;m&#112;&#x75;t&#x65;&#x72;&#115;&#x2e;c&#122;<\/a><\/p>\n<\/div><\/section><\/div><div  class='flex_column av-f0yranm-219ae21927abeb9b88ab851398416d54 av_two_fifth  avia-builder-el-13  el_after_av_three_fifth  avia-builder-el-last  flex_column_div  '     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-92eyvsi-d99859e84aec8120a9a733af54a54938\">\n#top .hr.hr-invisible.av-92eyvsi-d99859e84aec8120a9a733af54a54938{\nheight:50px;\n}\n<\/style>\n<div  class='hr av-92eyvsi-d99859e84aec8120a9a733af54a54938 hr-invisible  avia-builder-el-14  el_before_av_image  avia-builder-el-first '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div><br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-mtcndezv-9d29ea8396a271a31c9cfc526254c00c\">\n.avia-image-container.av-mtcndezv-9d29ea8396a271a31c9cfc526254c00c img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-mtcndezv-9d29ea8396a271a31c9cfc526254c00c .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-mtcndezv-9d29ea8396a271a31c9cfc526254c00c av-styling- avia-align-left  avia-builder-el-15  el_after_av_hr  avia-builder-el-last '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-37200 avia-img-lazy-loading-not-37200 avia_image ' src=\"https:\/\/mcomputers.cz\/wp-content\/uploads\/2024\/12\/obrazek_2024-12-03_164614578-300x84.png\" alt='' title='obr\u00e1zek_2024-12-03_164614578'  height=\"84\" width=\"300\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/mcomputers.cz\/wp-content\/uploads\/2024\/12\/obrazek_2024-12-03_164614578-300x84.png 300w, https:\/\/mcomputers.cz\/wp-content\/uploads\/2024\/12\/obrazek_2024-12-03_164614578-495x140.png 495w, https:\/\/mcomputers.cz\/wp-content\/uploads\/2024\/12\/obrazek_2024-12-03_164614578.png 500w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/div><\/div><\/p><\/div>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div><div id='after_section_1'  class='main_color av_default_container_wrap container_wrap fullsize'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-115626'><div class='entry-content-wrapper clearfix'><\/p>\n<div  class='av-social-sharing-box av-mtcnigx6-2f92bcbdff8563bcecbe4b715609dfb2 av-social-sharing-box-circle  avia-builder-el-16  el_after_av_section  el_before_av_section  avia-builder-el-no-sibling  social-icons av-social-sharing-box-color-bg av-social-sharing-box-same-width'><div class=\"av-share-box\"><h5 class='av-share-link-description av-no-toc '>Share this post<\/h5><ul class=\"av-share-box-list noLightbox\"><li class='av-share-link av-social-link-facebook' ><a target=\"_blank\" aria-label=\"Share on Facebook\" href=\"https:\/\/www.facebook.com\/sharer.php?u=https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/&amp;t=Martin%20Petr%20for%20Lupa.cz%3A%20How%20to%20Build%20an%20Effective%20AI%20Infrastructure\" aria-hidden=\"false\" data-av_icon=\"\ue8f3\" data-av_iconfont=\"entypo-fontello\" title=\"\" data-avia-related-tooltip=\"Share on Facebook\" rel=\"noopener\"><span class='avia_hidden_link_text'>Share on Facebook<\/span><\/a><\/li><li class='av-share-link av-social-link-linkedin' ><a target=\"_blank\" aria-label=\"Share on LinkedIn\" href=\"https:\/\/linkedin.com\/shareArticle?mini=true&amp;title=Martin%20Petr%20for%20Lupa.cz%3A%20How%20to%20Build%20an%20Effective%20AI%20Infrastructure&amp;url=https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/\" aria-hidden=\"false\" data-av_icon=\"\ue8fc\" data-av_iconfont=\"entypo-fontello\" title=\"\" data-avia-related-tooltip=\"Share on LinkedIn\" rel=\"noopener\"><span class='avia_hidden_link_text'>Share on LinkedIn<\/span><\/a><\/li><li class='av-share-link av-social-link-mail' ><a  aria-label=\"Share by Mail\" href='mailto:?subject=Martin%20Petr%20for%20Lupa.cz%3A%20How%20to%20Build%20an%20Effective%20AI%20Infrastructure&#038;body=https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/' aria-hidden='false' data-av_icon='\ue805' data-av_iconfont='entypo-fontello' title='' data-avia-related-tooltip='Share by Mail'><span class='avia_hidden_link_text'>Share by Mail<\/span><\/a><\/li><li class='av-share-link av-social-link-instagram' ><a target=\"_blank\" aria-label=\"Link to Instagram\" href=\"https:\/\/www.instagram.com\/mcomputers_lenovoshop\/\" aria-hidden=\"false\" data-av_icon=\"\uf16d\" data-av_iconfont=\"entypo-fontello\" title=\"\" data-avia-related-tooltip=\"Link to Instagram\" rel=\"noopener\"><span class='avia_hidden_link_text'>Link to Instagram<\/span><\/a><\/li><\/ul><\/div><\/div>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div><div id='av_section_2'  class='avia-section av-q9vwdyq-2e50f86e871774b67fa2561ccfe39877 main_color avia-section-default avia-no-border-styling  avia-builder-el-17  el_after_av_social_share  avia-builder-el-last  avia-bg-style-scroll container_wrap fullsize'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-115626'><div class='entry-content-wrapper clearfix'>\n<section  class='av_textblock_section av-k9kelde-cfc1ceddc04b89355fccfabd28f99620 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock h-decor'  itemprop=\"text\" ><h2>News<\/h2>\n<\/div><\/section>\n<div  class='flex_column av-g70sm0i-135b8bdb2e556f74d275dfb582d702e6 av_one_full  avia-builder-el-19  el_after_av_textblock  avia-builder-el-last  post-slider-col3 first flex_column_div  column-top-margin'     ><p><div  data-slideshow-options=\"{&quot;animation&quot;:&quot;fade&quot;,&quot;autoplay&quot;:true,&quot;loop_autoplay&quot;:&quot;endless&quot;,&quot;interval&quot;:&quot;5&quot;,&quot;loop_manual&quot;:&quot;manual-endless&quot;,&quot;autoplay_stopper&quot;:false,&quot;noNavigation&quot;:false,&quot;show_slide_delay&quot;:90}\" class='avia-content-slider avia-content-slider-active avia-content-slider1 avia-content-slider-even  avia-builder-el-20  el_before_av_textblock  avia-builder-el-first  new-post-grid av-slideshow-ui av-control-default   av-no-slider-navigation av-slideshow-autoplay av-loop-endless av-loop-manual-endless '  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Blog\" ><div class=\"avia-content-slider-inner\"><div class=\"slide-entry-wrap\"><article class='slide-entry flex_column  post-entry post-entry-115626 slide-entry-overview slide-loop-1 slide-parity-odd  av_one_fourth first real-thumbnail posttype-post post-format-standard'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><a href='https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/' data-rel='slide-1' class='slide-image' title='Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure'><img decoding=\"async\" fetchpriority=\"high\" width=\"710\" height=\"375\" src=\"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-P._nahled-1-710x375.png\" class=\"wp-image-115565 avia-img-lazy-loading-not-115565 attachment-magazine size-magazine wp-post-image\" alt=\"\" \/><\/a><div class=\"slide-content\"><header class=\"entry-content-header\" aria-label=\"Slide: Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure\"><h3 class='slide-entry-title entry-title '  itemprop=\"headline\" ><a href='https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/' title='Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure'>Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure<\/a><\/h3><span class=\"av-vertical-delimiter\"><\/span><\/header><div class=\"slide-meta\"><time class='slide-meta-time updated'  itemprop=\"datePublished\" datetime=\"2026-08-27T14:18:37+01:00\" >27.8.2026<\/time><\/div><div class='slide-entry-excerpt entry-content'  itemprop=\"text\" >\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><span class='hidden'>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" >\n\t\t\t\t\t\t<span itemprop='url'>https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-P._nahled-1.png<\/span>\n\t\t\t\t\t\t<span itemprop='height'>731<\/span>\n\t\t\t\t\t\t<span itemprop='width'>1030<\/span>\n\t\t\t\t<\/span>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"publisher\" itemtype=\"https:\/\/schema.org\/Organization\" itemscope=\"itemscope\" >\n\t\t\t\t\t\t<span itemprop='name'>Eli\u0161ka Pechancov\u00e1<\/span>\n\t\t\t\t\t\t<span itemprop='logo' itemscope itemtype='https:\/\/schema.org\/ImageObject'>\n\t\t\t\t\t\t\t<span itemprop='url'>http:\/\/mcomputers.cz\/wp-content\/uploads\/2024\/12\/obrazek_2024-12-03_164614578-e1733305217994.png<\/span>\n\t\t\t\t\t\t<\/span>\n\t\t\t\t<\/span><span class='av-structured-data'  itemprop=\"author\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Person\" ><span itemprop='name'>Eli\u0161ka Pechancov\u00e1<\/span><\/span><span class='av-structured-data'  itemprop=\"datePublished\" datetime=\"2026-08-27T14:18:37+01:00\" >2026-08-27 14:18:37<\/span><span class='av-structured-data'  itemprop=\"dateModified\" itemtype=\"https:\/\/schema.org\/dateModified\" >2026-08-31 07:59:30<\/span><span class='av-structured-data'  itemprop=\"mainEntityOfPage\" itemtype=\"https:\/\/schema.org\/mainEntityOfPage\" ><span itemprop='name'>Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure<\/span><\/span><\/span><\/article><article class='slide-entry flex_column  post-entry post-entry-115304 slide-entry-overview slide-loop-2 slide-parity-even  av_one_fourth  real-thumbnail posttype-post post-format-standard'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><a href='https:\/\/mcomputers.cz\/en\/2026\/08\/12\/frida-ljubljana\/' data-rel='slide-1' class='slide-image' title='FRIDA: Blackwell on the Roof of the University of Ljubljana'><img decoding=\"async\" fetchpriority=\"high\" width=\"710\" height=\"375\" src=\"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/724340292_122160398516720544_8511961850835286748_n-710x375.jpg\" class=\"wp-image-115147 avia-img-lazy-loading-not-115147 attachment-magazine size-magazine wp-post-image\" alt=\"\" \/><\/a><div class=\"slide-content\"><header class=\"entry-content-header\" aria-label=\"Slide: FRIDA: Blackwell on the Roof of the University of Ljubljana\"><h3 class='slide-entry-title entry-title '  itemprop=\"headline\" ><a href='https:\/\/mcomputers.cz\/en\/2026\/08\/12\/frida-ljubljana\/' title='FRIDA: Blackwell on the Roof of the University of Ljubljana'>FRIDA: Blackwell on the Roof of the University of Ljubljana<\/a><\/h3><span class=\"av-vertical-delimiter\"><\/span><\/header><div class=\"slide-meta\"><time class='slide-meta-time updated'  itemprop=\"datePublished\" datetime=\"2026-08-12T09:54:38+01:00\" >12.8.2026<\/time><\/div><div class='slide-entry-excerpt entry-content'  itemprop=\"text\" >\r\n\r\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><span class='hidden'>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" >\n\t\t\t\t\t\t<span itemprop='url'>https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/724340292_122160398516720544_8511961850835286748_n.jpg<\/span>\n\t\t\t\t\t\t<span itemprop='height'>1430<\/span>\n\t\t\t\t\t\t<span itemprop='width'>1907<\/span>\n\t\t\t\t<\/span>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"publisher\" itemtype=\"https:\/\/schema.org\/Organization\" itemscope=\"itemscope\" >\n\t\t\t\t\t\t<span itemprop='name'>Jitka Bl\u00e1hov\u00e1<\/span>\n\t\t\t\t\t\t<span itemprop='logo' itemscope itemtype='https:\/\/schema.org\/ImageObject'>\n\t\t\t\t\t\t\t<span itemprop='url'>http:\/\/mcomputers.cz\/wp-content\/uploads\/2024\/12\/obrazek_2024-12-03_164614578-e1733305217994.png<\/span>\n\t\t\t\t\t\t<\/span>\n\t\t\t\t<\/span><span class='av-structured-data'  itemprop=\"author\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Person\" ><span itemprop='name'>Jitka Bl\u00e1hov\u00e1<\/span><\/span><span class='av-structured-data'  itemprop=\"datePublished\" datetime=\"2026-08-27T14:18:37+01:00\" >2026-08-12 09:54:38<\/span><span class='av-structured-data'  itemprop=\"dateModified\" itemtype=\"https:\/\/schema.org\/dateModified\" >2026-08-14 09:37:13<\/span><span class='av-structured-data'  itemprop=\"mainEntityOfPage\" itemtype=\"https:\/\/schema.org\/mainEntityOfPage\" ><span itemprop='name'>FRIDA: Blackwell on the Roof of the University of Ljubljana<\/span><\/span><\/span><\/article><article class='slide-entry flex_column  post-entry post-entry-115263 slide-entry-overview slide-loop-3 slide-parity-odd  av_one_fourth  real-thumbnail posttype-post post-format-standard'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><a href='https:\/\/mcomputers.cz\/en\/2026\/08\/10\/comparison-of-hpc-accelerators-2026\/' data-rel='slide-1' class='slide-image' title='Comparison of HPC Accelerators 2026'><img decoding=\"async\" fetchpriority=\"high\" width=\"710\" height=\"375\" src=\"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/amd-instinct-mi455x-die-710x375.webp\" class=\"wp-image-115225 avia-img-lazy-loading-not-115225 attachment-magazine size-magazine wp-post-image\" alt=\"Akceler\u00e1tor Amd Instinct MI455X\" srcset=\"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/amd-instinct-mi455x-die-710x375.webp 710w, https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/amd-instinct-mi455x-die-800x423.webp 800w\" sizes=\"(max-width: 710px) 100vw, 710px\" \/><\/a><div class=\"slide-content\"><header class=\"entry-content-header\" aria-label=\"Slide: Comparison of HPC Accelerators 2026\"><h3 class='slide-entry-title entry-title '  itemprop=\"headline\" ><a href='https:\/\/mcomputers.cz\/en\/2026\/08\/10\/comparison-of-hpc-accelerators-2026\/' title='Comparison of HPC Accelerators 2026'>Comparison of HPC Accelerators 2026<\/a><\/h3><span class=\"av-vertical-delimiter\"><\/span><\/header><div class=\"slide-meta\"><time class='slide-meta-time updated'  itemprop=\"datePublished\" datetime=\"2026-08-10T09:47:50+01:00\" >10.8.2026<\/time><\/div><div class='slide-entry-excerpt entry-content'  itemprop=\"text\" >\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><span class='hidden'>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" >\n\t\t\t\t\t\t<span itemprop='url'>https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/amd-instinct-mi455x-die.webp<\/span>\n\t\t\t\t\t\t<span itemprop='height'>450<\/span>\n\t\t\t\t\t\t<span itemprop='width'>800<\/span>\n\t\t\t\t<\/span>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"publisher\" itemtype=\"https:\/\/schema.org\/Organization\" itemscope=\"itemscope\" >\n\t\t\t\t\t\t<span itemprop='name'>Adam Bendik<\/span>\n\t\t\t\t\t\t<span itemprop='logo' itemscope itemtype='https:\/\/schema.org\/ImageObject'>\n\t\t\t\t\t\t\t<span itemprop='url'>http:\/\/mcomputers.cz\/wp-content\/uploads\/2024\/12\/obrazek_2024-12-03_164614578-e1733305217994.png<\/span>\n\t\t\t\t\t\t<\/span>\n\t\t\t\t<\/span><span class='av-structured-data'  itemprop=\"author\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Person\" ><span itemprop='name'>Adam Bendik<\/span><\/span><span class='av-structured-data'  itemprop=\"datePublished\" datetime=\"2026-08-27T14:18:37+01:00\" >2026-08-10 09:47:50<\/span><span class='av-structured-data'  itemprop=\"dateModified\" itemtype=\"https:\/\/schema.org\/dateModified\" >2026-08-13 13:10:46<\/span><span class='av-structured-data'  itemprop=\"mainEntityOfPage\" itemtype=\"https:\/\/schema.org\/mainEntityOfPage\" ><span itemprop='name'>Comparison of HPC Accelerators 2026<\/span><\/span><\/span><\/article><article class='slide-entry flex_column  post-entry post-entry-115025 slide-entry-overview slide-loop-4 slide-parity-even  post-entry-last  av_one_fourth  real-thumbnail posttype-post post-format-standard'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><a href='https:\/\/mcomputers.cz\/en\/2026\/08\/10\/m-computers-lenovo-padel-2026\/' data-rel='slide-1' class='slide-image' title='M Computers \u00d7 Lenovo: A Partnership in Action on the Court'><img decoding=\"async\" fetchpriority=\"high\" width=\"710\" height=\"375\" src=\"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Padel-Lenovo-x-M-Computers-710x375.png\" class=\"wp-image-114988 avia-img-lazy-loading-not-114988 attachment-magazine size-magazine wp-post-image\" alt=\"\" \/><\/a><div class=\"slide-content\"><header class=\"entry-content-header\" aria-label=\"Slide: M Computers \u00d7 Lenovo: A Partnership in Action on the Court\"><h3 class='slide-entry-title entry-title '  itemprop=\"headline\" ><a href='https:\/\/mcomputers.cz\/en\/2026\/08\/10\/m-computers-lenovo-padel-2026\/' title='M Computers \u00d7 Lenovo: A Partnership in Action on the Court'>M Computers \u00d7 Lenovo: A Partnership in Action on the Court<\/a><\/h3><span class=\"av-vertical-delimiter\"><\/span><\/header><div class=\"slide-meta\"><time class='slide-meta-time updated'  itemprop=\"datePublished\" datetime=\"2026-08-10T08:17:37+01:00\" >10.8.2026<\/time><\/div><div class='slide-entry-excerpt entry-content'  itemprop=\"text\" >\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><span class='hidden'>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" >\n\t\t\t\t\t\t<span itemprop='url'>https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Padel-Lenovo-x-M-Computers.png<\/span>\n\t\t\t\t\t\t<span itemprop='height'>731<\/span>\n\t\t\t\t\t\t<span itemprop='width'>1030<\/span>\n\t\t\t\t<\/span>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"publisher\" itemtype=\"https:\/\/schema.org\/Organization\" itemscope=\"itemscope\" >\n\t\t\t\t\t\t<span itemprop='name'>Eli\u0161ka Pechancov\u00e1<\/span>\n\t\t\t\t\t\t<span itemprop='logo' itemscope itemtype='https:\/\/schema.org\/ImageObject'>\n\t\t\t\t\t\t\t<span itemprop='url'>http:\/\/mcomputers.cz\/wp-content\/uploads\/2024\/12\/obrazek_2024-12-03_164614578-e1733305217994.png<\/span>\n\t\t\t\t\t\t<\/span>\n\t\t\t\t<\/span><span class='av-structured-data'  itemprop=\"author\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Person\" ><span itemprop='name'>Eli\u0161ka Pechancov\u00e1<\/span><\/span><span class='av-structured-data'  itemprop=\"datePublished\" datetime=\"2026-08-27T14:18:37+01:00\" >2026-08-10 08:17:37<\/span><span class='av-structured-data'  itemprop=\"dateModified\" itemtype=\"https:\/\/schema.org\/dateModified\" >2026-08-10 08:51:32<\/span><span class='av-structured-data'  itemprop=\"mainEntityOfPage\" itemtype=\"https:\/\/schema.org\/mainEntityOfPage\" ><span itemprop='name'>M Computers \u00d7 Lenovo: A Partnership in Action on the Court<\/span><\/span><\/span><\/article><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-u6mk4y-2ac2fa1afca630438b017610798050fc '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p style=\"text-align: right;\"><a href=\"https:\/\/mcomputers.cz\/en\/news\/\">View more news<\/a><\/p>\n<\/div><\/section><\/p><\/div>\n\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":17,"featured_media":115565,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[339,289,216,205,75,366],"tags":[145,82,173,84,343,116,87],"class_list":["post-115626","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-en","category-articles","category-dgx-en-2","category-lenovo-en","category-news","category-nvidia-en","tag-ai-en","tag-cloud-en","tag-cluster-en","tag-hpc-en","tag-interview","tag-nvidia-en","tag-server-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.2 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure &#8211; M Computers s.r.o.<\/title>\n<meta name=\"description\" content=\"How Should We Plan AI Infrastructure Today? Martin Petr of M Computers talks to Lupa.cz about hardware availability, cooling, inference, and other challenges.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure\" \/>\n<meta property=\"og:description\" content=\"How Should We Plan AI Infrastructure Today? Martin Petr of M Computers talks to Lupa.cz about hardware availability, cooling, inference, and other challenges.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/\" \/>\n<meta property=\"og:site_name\" content=\"M Computers s.r.o.\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-27T13:18:37+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-08-31T06:59:30+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-P._nahled-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1030\" \/>\n\t<meta property=\"og:image:height\" content=\"731\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Eli\u0161ka Pechancov\u00e1\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@m_computers_cz\" \/>\n<meta name=\"twitter:site\" content=\"@m_computers_cz\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Eli\u0161ka Pechancov\u00e1\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/2026\\\/08\\\/27\\\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/2026\\\/08\\\/27\\\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\\\/\"},\"author\":{\"name\":\"Eli\u0161ka Pechancov\u00e1\",\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/#\\\/schema\\\/person\\\/2eab24a63642888e7885890572a8c4fc\"},\"headline\":\"Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure\",\"datePublished\":\"2026-08-27T13:18:37+00:00\",\"dateModified\":\"2026-08-31T06:59:30+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/2026\\\/08\\\/27\\\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\\\/\"},\"wordCount\":4524,\"publisher\":{\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/2026\\\/08\\\/27\\\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mcomputers.cz\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/Martin-P._nahled-1.png\",\"keywords\":[\"AI\",\"cloud\",\"cluster\",\"HPC\",\"Interview\",\"NVIDIA\",\"server\"],\"articleSection\":[\"AI\",\"Articles\",\"DGX\",\"Lenovo\",\"News\",\"NVIDIA\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/2026\\\/08\\\/27\\\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\\\/\",\"url\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/2026\\\/08\\\/27\\\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\\\/\",\"name\":\"Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure &#8211; M Computers s.r.o.\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/2026\\\/08\\\/27\\\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/2026\\\/08\\\/27\\\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mcomputers.cz\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/Martin-P._nahled-1.png\",\"datePublished\":\"2026-08-27T13:18:37+00:00\",\"dateModified\":\"2026-08-31T06:59:30+00:00\",\"description\":\"How Should We Plan AI Infrastructure Today? Martin Petr of M Computers talks to Lupa.cz about hardware availability, cooling, inference, and other challenges.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/2026\\\/08\\\/27\\\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mcomputers.cz\\\/en\\\/2026\\\/08\\\/27\\\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/2026\\\/08\\\/27\\\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\\\/#primaryimage\",\"url\":\"https:\\\/\\\/mcomputers.cz\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/Martin-P._nahled-1.png\",\"contentUrl\":\"https:\\\/\\\/mcomputers.cz\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/Martin-P._nahled-1.png\",\"width\":1030,\"height\":731},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/2026\\\/08\\\/27\\\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\u016f\",\"item\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/#website\",\"url\":\"https:\\\/\\\/mcomputers.cz\\\/\",\"name\":\"M Computers s.r.o.\",\"description\":\"M Computers - V\u00e1\u0161 pr\u016fvodce sv\u011btem IT\",\"publisher\":{\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/mcomputers.cz\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/#organization\",\"name\":\"M Computers s.r.o.\",\"url\":\"https:\\\/\\\/mcomputers.cz\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/mcomputers.cz\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/eM.jpg\",\"contentUrl\":\"https:\\\/\\\/mcomputers.cz\\\/wp-content\\\/uploads\\\/2021\\\/04\\\/eM.jpg\",\"width\":351,\"height\":353,\"caption\":\"M Computers s.r.o.\"},\"image\":{\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/m_computers_cz\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/mcomputers\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCqJt59UzfU6teJL1vVHvAbw\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/mcomputers.cz\\\/#\\\/schema\\\/person\\\/2eab24a63642888e7885890572a8c4fc\",\"name\":\"Eli\u0161ka Pechancov\u00e1\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c26816f0ae761bc99b7207b2b46199e508ee7f11dd5dfca2f65064a15fb4473f?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c26816f0ae761bc99b7207b2b46199e508ee7f11dd5dfca2f65064a15fb4473f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c26816f0ae761bc99b7207b2b46199e508ee7f11dd5dfca2f65064a15fb4473f?s=96&d=mm&r=g\",\"caption\":\"Eli\u0161ka Pechancov\u00e1\"},\"url\":\"https:\\\/\\\/mcomputers.cz\\\/en\\\/author\\\/eliska-pechancova\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure &#8211; M Computers s.r.o.","description":"How Should We Plan AI Infrastructure Today? Martin Petr of M Computers talks to Lupa.cz about hardware availability, cooling, inference, and other challenges.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/","og_locale":"en_US","og_type":"article","og_title":"Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure","og_description":"How Should We Plan AI Infrastructure Today? Martin Petr of M Computers talks to Lupa.cz about hardware availability, cooling, inference, and other challenges.","og_url":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/","og_site_name":"M Computers s.r.o.","article_published_time":"2026-08-27T13:18:37+00:00","article_modified_time":"2026-08-31T06:59:30+00:00","og_image":[{"width":1030,"height":731,"url":"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-P._nahled-1.png","type":"image\/png"}],"author":"Eli\u0161ka Pechancov\u00e1","twitter_card":"summary_large_image","twitter_creator":"@m_computers_cz","twitter_site":"@m_computers_cz","twitter_misc":{"Written by":"Eli\u0161ka Pechancov\u00e1","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/#article","isPartOf":{"@id":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/"},"author":{"name":"Eli\u0161ka Pechancov\u00e1","@id":"https:\/\/mcomputers.cz\/#\/schema\/person\/2eab24a63642888e7885890572a8c4fc"},"headline":"Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure","datePublished":"2026-08-27T13:18:37+00:00","dateModified":"2026-08-31T06:59:30+00:00","mainEntityOfPage":{"@id":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/"},"wordCount":4524,"publisher":{"@id":"https:\/\/mcomputers.cz\/#organization"},"image":{"@id":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/#primaryimage"},"thumbnailUrl":"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-P._nahled-1.png","keywords":["AI","cloud","cluster","HPC","Interview","NVIDIA","server"],"articleSection":["AI","Articles","DGX","Lenovo","News","NVIDIA"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/","url":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/","name":"Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure &#8211; M Computers s.r.o.","isPartOf":{"@id":"https:\/\/mcomputers.cz\/#website"},"primaryImageOfPage":{"@id":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/#primaryimage"},"image":{"@id":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/#primaryimage"},"thumbnailUrl":"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-P._nahled-1.png","datePublished":"2026-08-27T13:18:37+00:00","dateModified":"2026-08-31T06:59:30+00:00","description":"How Should We Plan AI Infrastructure Today? Martin Petr of M Computers talks to Lupa.cz about hardware availability, cooling, inference, and other challenges.","breadcrumb":{"@id":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/#primaryimage","url":"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-P._nahled-1.png","contentUrl":"https:\/\/mcomputers.cz\/wp-content\/uploads\/2026\/08\/Martin-P._nahled-1.png","width":1030,"height":731},{"@type":"BreadcrumbList","@id":"https:\/\/mcomputers.cz\/en\/2026\/08\/27\/martin-petr-for-lupa-cz-how-to-build-an-effective-ai-infrastructure\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Dom\u016f","item":"https:\/\/mcomputers.cz\/en\/"},{"@type":"ListItem","position":2,"name":"Martin Petr for Lupa.cz: How to Build an Effective AI Infrastructure"}]},{"@type":"WebSite","@id":"https:\/\/mcomputers.cz\/#website","url":"https:\/\/mcomputers.cz\/","name":"M Computers s.r.o.","description":"M Computers - V\u00e1\u0161 pr\u016fvodce sv\u011btem IT","publisher":{"@id":"https:\/\/mcomputers.cz\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mcomputers.cz\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/mcomputers.cz\/#organization","name":"M Computers s.r.o.","url":"https:\/\/mcomputers.cz\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mcomputers.cz\/#\/schema\/logo\/image\/","url":"https:\/\/mcomputers.cz\/wp-content\/uploads\/2021\/04\/eM.jpg","contentUrl":"https:\/\/mcomputers.cz\/wp-content\/uploads\/2021\/04\/eM.jpg","width":351,"height":353,"caption":"M Computers s.r.o."},"image":{"@id":"https:\/\/mcomputers.cz\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/m_computers_cz","https:\/\/www.linkedin.com\/company\/mcomputers","https:\/\/www.youtube.com\/channel\/UCqJt59UzfU6teJL1vVHvAbw"]},{"@type":"Person","@id":"https:\/\/mcomputers.cz\/#\/schema\/person\/2eab24a63642888e7885890572a8c4fc","name":"Eli\u0161ka Pechancov\u00e1","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/c26816f0ae761bc99b7207b2b46199e508ee7f11dd5dfca2f65064a15fb4473f?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/c26816f0ae761bc99b7207b2b46199e508ee7f11dd5dfca2f65064a15fb4473f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c26816f0ae761bc99b7207b2b46199e508ee7f11dd5dfca2f65064a15fb4473f?s=96&d=mm&r=g","caption":"Eli\u0161ka Pechancov\u00e1"},"url":"https:\/\/mcomputers.cz\/en\/author\/eliska-pechancova\/"}]}},"_links":{"self":[{"href":"https:\/\/mcomputers.cz\/en\/wp-json\/wp\/v2\/posts\/115626","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mcomputers.cz\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mcomputers.cz\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mcomputers.cz\/en\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/mcomputers.cz\/en\/wp-json\/wp\/v2\/comments?post=115626"}],"version-history":[{"count":8,"href":"https:\/\/mcomputers.cz\/en\/wp-json\/wp\/v2\/posts\/115626\/revisions"}],"predecessor-version":[{"id":115633,"href":"https:\/\/mcomputers.cz\/en\/wp-json\/wp\/v2\/posts\/115626\/revisions\/115633"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mcomputers.cz\/en\/wp-json\/wp\/v2\/media\/115565"}],"wp:attachment":[{"href":"https:\/\/mcomputers.cz\/en\/wp-json\/wp\/v2\/media?parent=115626"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mcomputers.cz\/en\/wp-json\/wp\/v2\/categories?post=115626"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mcomputers.cz\/en\/wp-json\/wp\/v2\/tags?post=115626"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}