{"id":42273,"date":"2026-05-07T13:56:00","date_gmt":"2026-05-07T11:56:00","guid":{"rendered":"https:\/\/kinit.sk\/?p=42273"},"modified":"2026-06-30T15:43:00","modified_gmt":"2026-06-30T13:43:00","slug":"beby-cloud-inteligentne-sumarizovanie-pdf-na-zariadeniach-s-obmedzenymi-zdrojmi","status":"publish","type":"post","link":"https:\/\/kinit.sk\/sk\/beby-cloud-inteligentne-sumarizovanie-pdf-na-zariadeniach-s-obmedzenymi-zdrojmi\/","title":{"rendered":"BeBy Cloud: Inteligentn\u00e9 sumarizovanie PDF na zariadeniach s obmedzen\u00fdmi zdrojmi"},"content":{"rendered":"<div id=\"\" class=\"element core-list\">\n<ul class=\"wp-block-list\"><div id=\"\" class=\"element core-list-item\">\n<li><strong>Project name:<\/strong> Testing language models on devices with constrained performance<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li><strong>Project\u2019s period<\/strong>: 26\/09\/2024 &#8211; 15\/01\/2025<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li><strong>Partner<\/strong>: BeBy Cloud \/ Share thinking<\/li>\n<\/div><\/ul>\n<\/div><div id=\"\" class=\"element core-paragraph\">\n<p>The collaboration centred on a concrete technical question: can language models for text summarization run effectively on resource-constrained edge devices? The use case was the automatic summarization of PDF documents using pre-trained language models, deployed within a Kubernetes environment. The goal was to identify which models and deployment strategies are suitable under limited hardware conditions, with particular attention to the balance between performance, memory usage, and accuracy.<\/p>\n<\/div><div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\"><strong><strong>How we approached it<\/strong><\/strong><\/h3>\n<\/div><div id=\"\" class=\"element core-paragraph\">\n<p>We tested multiple pre-trained summarization models with varying sizes and performance characteristics. The evaluation covered three main areas:<\/p>\n<\/div><div id=\"\" class=\"element core-list\">\n<ul class=\"wp-block-list\"><div id=\"\" class=\"element core-list-item\">\n<li><strong>Hardware benchmarking<\/strong>: Models were tested on BeBy &#8211; minimalistic network computer based on RPi Compute Modules CM4\u00a0 and compared against standard laptops and GPU-enabled devices, measuring how performance and memory usage differ across these configurations.<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li><strong>Deployment approaches<\/strong>: Three deployment methods were evaluated: native execution, Docker containerisation, and Kubernetes-based deployment, each assessed for its impact on performance under limited hardware conditions.<\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li><strong>Model optimization<\/strong>: Quantization was explored as a technique to reduce model size and memory requirements, with its effect on the balance between performance, memory usage, and accuracy evaluated across the tested models.<\/li>\n<\/div><\/ul>\n<\/div><div id=\"\" class=\"element core-paragraph\">\n<p>A knowledge transfer workshop was also organised, covering language models, deployment options, and optimization strategies, to share the findings and technical context with the partner&#8217;s team.<\/p>\n<\/div><div id=\"\" class=\"element core-columns\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div id=\"\" class=\"element core-column\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2026\/04\/Alexander_Brecko-edited-4.png\" alt=\"\" class=\"wp-image-42295 lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 691px; --smush-placeholder-aspect-ratio: 691\/691;\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n<div id=\"\" class=\"element core-column\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\"><div id=\"\" class=\"element core-paragraph\">\n<p><em><em><em>\u201cFor me, the most valuable outcome of this collaboration was showing that AI deployment on constrained hardware is possible, but it requires balancing ambition with technical reality. By testing models directly in Kubernetes and on edge-like devices, we were able to identify what is feasible today and what needs further optimization for practical use.\u201d<\/em><\/em><\/em><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h5 class=\"wp-block-heading\">ALEXANDER BRECKO<br\/>Research Engineer in NLP team<\/h5>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\"><strong>What we delivered<\/strong><\/h3>\n<\/div><div id=\"\" class=\"element core-paragraph\">\n<p>As part of the project, we developed a FastAPI backend and deployed it to the partner&#8217;s on-premise Kubernetes environment\u00a0hosted by <strong>BeBy.cloud<\/strong> platform. The application allows users to upload PDF files and select a summarization model, demonstrating real-world usage of the evaluated models. The collaboration resulted in a validated technical setup, performance benchmarks, a running demonstration service, and practical recommendations for future improvements.<\/p>\n<\/div><div id=\"\" class=\"element core-separator\">\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<\/div><div id=\"\" class=\"element core-columns\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div id=\"\" class=\"element core-column\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"1024\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2026\/04\/robert.galik_.jpg\" alt=\"\" class=\"wp-image-42269 lazyload\" data-srcset=\"https:\/\/kinit.sk\/wp-content\/uploads\/2026\/04\/robert.galik_.jpg 1024w, https:\/\/kinit.sk\/wp-content\/uploads\/2026\/04\/robert.galik_-800x800.jpg 800w, https:\/\/kinit.sk\/wp-content\/uploads\/2026\/04\/robert.galik_-768x768.jpg 768w, https:\/\/kinit.sk\/wp-content\/uploads\/2026\/04\/robert.galik_-300x300.jpg 300w, https:\/\/kinit.sk\/wp-content\/uploads\/2026\/04\/robert.galik_-150x150.jpg 150w\" data-sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/1024;\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n<div id=\"\" class=\"element core-column\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\"><div id=\"\" class=\"element core-paragraph\">\n<p><em><em>\u201cCollaboration with KInIT has confirmed that our low-energy beby.cloud platform is fully ready for the era of Artificial Intelligence. On an 11-node cluster with total system power consumption lower than a single 50W light bulb, we achieved what was previously the domain of expensive cloud solutions. We believe that the simplicity of our approach will allow students to better understand these complex technologies and use them in their projects.<\/em>&#8222;<\/em><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p><\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h5 class=\"wp-block-heading\">ROBERT GALIK<br\/>CEO \/ Founder of BeBy.cloud<\/h5>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><div id=\"\" class=\"element core-columns\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\"><div id=\"\" class=\"element core-column\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"986\" height=\"562\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2026\/05\/bebycloud_logo.png\" alt=\"\" class=\"wp-image-43122 lazyload\" data-srcset=\"https:\/\/kinit.sk\/wp-content\/uploads\/2026\/05\/bebycloud_logo.png 986w, https:\/\/kinit.sk\/wp-content\/uploads\/2026\/05\/bebycloud_logo-800x456.png 800w, https:\/\/kinit.sk\/wp-content\/uploads\/2026\/05\/bebycloud_logo-768x438.png 768w\" data-sizes=\"(max-width: 986px) 100vw, 986px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 986px; --smush-placeholder-aspect-ratio: 986\/562;\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n<div id=\"\" class=\"element core-column\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div>\n\n<div id=\"\" class=\"element core-column\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><\/div>\n<\/div><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>The collaboration centred on a concrete technical question: can language models for text summarization run effectively on resource-constrained edge devices? The use case was the automatic summarization of PDF documents&#8230;<\/p>\n","protected":false},"author":43,"featured_media":41111,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[76,83,542],"tags":[106,515,535],"class_list":["post-42273","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-natural-language-processing-sk","category-news-sk","category-2026-sk","tag-project-sk","tag-success-story-sk","tag-hopero-sk"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>BeBy Cloud: Inteligentn\u00e9 sumarizovanie PDF na zariadeniach s obmedzen\u00fdmi zdrojmi - KInIT<\/title>\n<meta name=\"description\" content=\"Spolupr\u00e1ca sa s\u00fastredila na konkr\u00e9tnu technick\u00fa ot\u00e1zku: m\u00f4\u017eu jazykov\u00e9 modely na sumariz\u00e1ciu textu efekt\u00edvne fungova\u0165 na edge zariadeniach s obmedzen\u00fdmi zdrojmi?\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kinit.sk\/sk\/beby-cloud-inteligentne-sumarizovanie-pdf-na-zariadeniach-s-obmedzenymi-zdrojmi\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"BeBy Cloud: Inteligentn\u00e9 sumarizovanie PDF na zariadeniach s obmedzen\u00fdmi zdrojmi - 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