{"id":61459,"date":"2025-11-11T01:53:06","date_gmt":"2025-11-11T00:53:06","guid":{"rendered":"https:\/\/virtual-routes.org\/?page_id=61459"},"modified":"2025-11-17T23:01:43","modified_gmt":"2025-11-17T22:01:43","slug":"ai-v-kyberneticke-obrane","status":"publish","type":"page","link":"https:\/\/virtual-routes.org\/cs\/ai-v-sade-nastroju-kyberneticke-bezpecnosti\/ai-v-kyberneticke-obrane\/","title":{"rendered":"Um\u011bl\u00e1 inteligence v kybernetick\u00e9 obran\u011b"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"61459\" class=\"elementor elementor-61459\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6c36906 e-flex e-con-boxed e-con e-parent\" data-id=\"6c36906\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-969c1a1 e-con-full e-flex e-con e-child\" data-id=\"969c1a1\" data-element_type=\"container\">\n\t\t\t\t<div data-dce-title-color=\"#0E093A\" class=\"elementor-element elementor-element-7ed3c90 elementor-widget elementor-widget-heading\" data-id=\"7ed3c90\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Um\u011bl\u00e1 inteligence v kybernetick\u00e9 obran\u011b<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a0a132 elementor-widget elementor-widget-text-editor\" data-id=\"7a0a132\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Jak AI m\u011bn\u00ed kybernetickou obranu v cel\u00e9m \u017eivotn\u00edm cyklu kybernetick\u00fdch incident\u016f<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df4d47b elementor-absolute dce_masking-none elementor-invisible elementor-widget elementor-widget-image\" data-id=\"df4d47b\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;,&quot;_animation&quot;:&quot;slideInRight&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img alt=\"\" loading=\"lazy\" decoding=\"async\" width=\"767\" height=\"773\" src=\"https:\/\/virtual-routes.org\/wp-content\/uploads\/2024\/11\/white-stair.svg\" class=\"attachment-full size-full wp-image-10938\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4a69b68 e-flex e-con-boxed e-con e-parent\" data-id=\"4a69b68\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;sticky&quot;:&quot;top&quot;,&quot;sticky_on&quot;:[&quot;desktop&quot;,&quot;tablet&quot;,&quot;mobile&quot;],&quot;sticky_offset&quot;:0,&quot;sticky_effects_offset&quot;:0,&quot;sticky_anchor_link_offset&quot;:0}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<a class=\"elementor-element elementor-element-e5fc1cf e-con-full e-flex e-con e-child\" data-id=\"e5fc1cf\" data-element_type=\"container\" href=\"https:\/\/virtual-routes.org\/cs\/ai-v-sade-nastroju-kyberneticke-bezpecnosti\/\">\n\t\t\t\t<div class=\"elementor-element elementor-element-86ab8e5 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"86ab8e5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Home<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<a class=\"elementor-element elementor-element-c6e7cb4 e-con-full e-flex e-con e-child\" data-id=\"c6e7cb4\" data-element_type=\"container\" href=\"https:\/\/virtual-routes.org\/cs\/ai-v-sade-nastroju-kyberneticke-bezpecnosti\/ai-v-kyberneticke-obrane\/\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7a93047 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"7a93047\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Um\u011bl\u00e1 inteligence v kybernetick\u00e9 obran\u011b<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t<a class=\"elementor-element elementor-element-bc6c7e0 e-con-full e-flex e-con e-child\" data-id=\"bc6c7e0\" data-element_type=\"container\" href=\"https:\/\/virtual-routes.org\/cs\/ai-v-sade-nastroju-kyberneticke-bezpecnosti\/ai-v-oblasti-kybernetickych-trestnych-cinu\/\">\n\t\t\t\t<div class=\"elementor-element elementor-element-27f751c elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"27f751c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Um\u011bl\u00e1 inteligence v kybernetick\u00e9 kriminalit\u011b<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0eb59e1 p e-flex e-con-boxed e-con e-child\" data-id=\"0eb59e1\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d3fade3 elementor-widget elementor-widget-text-editor\" data-id=\"d3fade3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>C\u00edlem kybernetick\u00e9 obrany je chr\u00e1nit syst\u00e9my, s\u00edt\u011b a data p\u0159ed infiltrac\u00ed, naru\u0161en\u00edm nebo zni\u010den\u00edm. Na adrese . <a href=\"https:\/\/www.enisa.europa.eu\/publications\/best-practices-for-cyber-crisis-management\">\u017eivotn\u00ed cyklus kybernetick\u00e9ho incidentu<\/a> poskytuje u\u017eite\u010dn\u00fd zp\u016fsob, jak porozum\u011bt kybernetick\u00e9 obran\u011b, a rozd\u011bluje ji do \u010dty\u0159 f\u00e1z\u00ed:<\/p><ul><li><strong>Prevence:<\/strong> prevence a sni\u017eov\u00e1n\u00ed rizika incident\u016f a minimalizace jejich mo\u017en\u00fdch n\u00e1sledk\u016f.<\/li><li><strong>P\u0159ipravenost:<\/strong> rozvoj pl\u00e1n\u016f, n\u00e1stroj\u016f a schopnost\u00ed na podporu \u00fa\u010dinn\u00e9 reakce.<\/li><li><strong>Reakce:<\/strong> zabr\u00e1nit incidentu a zabr\u00e1nit dal\u0161\u00edm \u0161kod\u00e1m.<\/li><li><strong>Zotaven\u00ed:<\/strong> rychl\u00e9 obnoven\u00ed provozu a n\u00e1vrat k norm\u00e1ln\u00ed nebo vy\u0161\u0161\u00ed \u00farovni bezpe\u010dnosti.<\/li><\/ul><p>\u00a0<\/p><p style=\"margin-top: -22px;\">Um\u011bl\u00e1 inteligence (AI) se stala d\u016fle\u017eitou ve v\u0161ech \u010dty\u0159ech f\u00e1z\u00edch. Na rozd\u00edl od tradi\u010dn\u00edch n\u00e1stroj\u016f, kter\u00e9 p\u0159esn\u011b zapadaj\u00ed do jedn\u00e9 f\u00e1ze, se mnoho schopnost\u00ed AI prol\u00edn\u00e1 nap\u0159\u00ed\u010d \u017eivotn\u00edm cyklem: stejn\u00e1 technika, kter\u00e1 podporuje p\u0159ipravenost, m\u016f\u017ee tak\u00e9 umo\u017enit rychlej\u0161\u00ed reakci nebo pomoci p\u0159i obnov\u011b. D\u00edky t\u00e9to integraci je AI v\u00fdkonn\u00e1 a z\u00e1rove\u0148 n\u00e1ro\u010dn\u00e1 na klasifikaci: jej\u00ed hodnota nespo\u010d\u00edv\u00e1 pouze ve zlep\u0161en\u00ed jednotliv\u00fdch \u00fakol\u016f, ale v plynulej\u0161\u00edm propojen\u00ed jednotliv\u00fdch f\u00e1z\u00ed.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a607854 e-flex e-con-boxed e-con e-parent\" data-id=\"a607854\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-31fca9f e-con-full main-phase-container e-flex e-con e-child\" data-id=\"31fca9f\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-ca621e9 e-con-full e-flex e-con e-child\" data-id=\"ca621e9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9a88f20 elementor-widget elementor-widget-heading\" data-id=\"9a88f20\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Prevence<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-303cf24 elementor-view-stacked elementor-absolute elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"303cf24\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2db387b e-con-full e-flex e-con e-child\" data-id=\"2db387b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2391c85 elementor-widget elementor-widget-heading\" data-id=\"2391c85\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">P\u0159ipravenost<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a92426 elementor-view-stacked elementor-absolute elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"8a92426\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0d9534e e-con-full e-flex e-con e-child\" data-id=\"0d9534e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a6a6575 elementor-widget elementor-widget-heading\" data-id=\"a6a6575\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Reakce<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4087432 elementor-view-stacked elementor-absolute elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"4087432\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-839c49e e-con-full e-flex e-con e-child\" data-id=\"839c49e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3295fd5 elementor-widget elementor-widget-heading\" data-id=\"3295fd5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zotaven\u00ed<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6f42479 e-con-full attack-surface-mapping clickable e-flex e-con e-child\" data-id=\"6f42479\" data-element_type=\"container\">\n\t\t\t\t<div data-dce-title-color=\"#0E093A\" class=\"elementor-element elementor-element-c73cfa4 elementor-widget-mobile__width-auto sticky-text elementor-widget__width-auto elementor-widget elementor-widget-heading\" data-id=\"c73cfa4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Mapov\u00e1n\u00ed povrchu \u00fatoku<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ff904ab e-con-full e-flex e-con e-child\" data-id=\"ff904ab\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d00fac6 e-con-full code-scanning-evaluation clickable e-flex e-con e-child\" data-id=\"d00fac6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cbcf670 sticky-text elementor-widget elementor-widget-heading\" data-id=\"cbcf670\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Skenov\u00e1n\u00ed k\u00f3d\u016f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eea2e6c e-con-full e-flex e-con e-child\" data-id=\"eea2e6c\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7f7e850 e-con-full e-flex e-con e-child\" data-id=\"7f7e850\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4fa3d2e e-con-full data-summarisation clickable e-flex e-con e-child\" data-id=\"4fa3d2e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a150e8 sticky-text elementor-widget elementor-widget-heading\" data-id=\"4a150e8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Shrnut\u00ed dat<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d2c163 e-con-full data-classification clickable e-flex e-con e-child\" data-id=\"1d2c163\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b697400 sticky-text elementor-widget elementor-widget-heading\" data-id=\"b697400\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Klasifikace dat<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7c80cc5 e-con-full e-flex e-con e-child\" data-id=\"7c80cc5\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-743b8e3 e-con-full e-flex e-con e-child\" data-id=\"743b8e3\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bdedb58 e-con-full anomaly-detection clickable e-flex e-con e-child\" data-id=\"bdedb58\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e3f59ea sticky-text elementor-widget elementor-widget-heading\" data-id=\"e3f59ea\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Detekce anom\u00e1li\u00ed<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-549b0c9 e-con-full e-flex e-con e-child\" data-id=\"549b0c9\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5879f26 e-con-full writing-analysis clickable e-flex e-con e-child\" data-id=\"5879f26\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9f69ecd sticky-text elementor-widget elementor-widget-heading\" data-id=\"9f69ecd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Psan\u00ed a anal\u00fdza<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-834de9f e-con-full synthetic-data clickable e-flex e-con e-child\" data-id=\"834de9f\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2d005a9 sticky-text elementor-widget elementor-widget-heading\" data-id=\"2d005a9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Syntetick\u00e1 data<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eb7d2bd e-con-full e-flex e-con e-child\" data-id=\"eb7d2bd\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1f2cf9a e-con-full iam clickable e-flex e-con e-child\" data-id=\"1f2cf9a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fbb11d8 sticky-text elementor-widget elementor-widget-heading\" data-id=\"fbb11d8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Spr\u00e1va identit a p\u0159\u00edstupu<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-40b7c74 e-con-full e-flex e-con e-child\" data-id=\"40b7c74\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-01cfe51 e-con-full iam clickable e-flex e-con e-child\" data-id=\"01cfe51\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1c50afa sticky-text elementor-widget elementor-widget-heading\" data-id=\"1c50afa\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Spr\u00e1va identit a p\u0159\u00edstupu<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-58a0990 e-con-full e-flex e-con e-child\" data-id=\"58a0990\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-31ce5a8 e-con-full e-flex e-con e-child\" data-id=\"31ce5a8\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d0508bb e-con-full log-analysis clickable e-flex e-con e-child\" data-id=\"d0508bb\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8b52d2c sticky-text elementor-widget elementor-widget-heading\" data-id=\"8b52d2c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Anal\u00fdza protokolu<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8950b27 e-con-full e-flex e-con e-child\" data-id=\"8950b27\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8ae99fb e-con-full malware-analysis clickable e-flex e-con e-child\" data-id=\"8ae99fb\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b56a73c sticky-text elementor-widget elementor-widget-heading\" data-id=\"b56a73c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Anal\u00fdza malwaru<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a65861b e-con-full e-flex e-con e-child\" data-id=\"a65861b\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8855a07 e-con-full training-labs clickable e-flex e-con e-child\" data-id=\"8855a07\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e3e3eef training-labs clickable elementor-widget elementor-widget-heading\" data-id=\"e3e3eef\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0160kolen\u00ed a laborato\u0159e<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-77fa5b0 e-con-full e-flex e-con e-child\" data-id=\"77fa5b0\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8fcc7f0 e-con-full training-labs clickable e-flex e-con e-child\" data-id=\"8fcc7f0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ceafbc7 elementor-widget elementor-widget-heading\" data-id=\"ceafbc7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0160kolen\u00ed a laborato\u0159e<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-259dc75 e-flex e-con-boxed e-con e-parent\" data-id=\"259dc75\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f52437e elementor-widget elementor-widget-html\" data-id=\"f52437e\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script>\n(function() {\n    'use strict';\n    \n    if (typeof window === 'undefined' || !window.requestAnimationFrame) {\n        return;\n    }\n    \n    const stickyElements = document.querySelectorAll('.sticky-text');\n    \n    if (!stickyElements || stickyElements.length === 0) {\n        return;\n    }\n    \n    const elementsData = [];\n    const BUFFER = 30;\n    let rafId = null;\n    let isRunning = false;\n    \n 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Polo\u017eky otev\u00edrejte kl\u00e1vesou Enter nebo mezern\u00edk, zav\u00edrejte kl\u00e1vesou Escape a navigujte pomoc\u00ed \u0161ipek.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"attack-surface-mapping\" data-tab-title-id=\"e-n-tab-title-3480274301\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-3480274301\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" 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512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tShrnut\u00ed dat\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"data-classification\" data-tab-title-id=\"e-n-tab-title-3480274304\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-3480274304\" style=\"--n-tabs-title-order: 4;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tKlasifikace dat\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"anomaly-detection\" data-tab-title-id=\"e-n-tab-title-3480274305\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"5\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-3480274305\" style=\"--n-tabs-title-order: 5;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tDetekce anom\u00e1li\u00ed koncov\u00fdch bod\u016f nebo s\u00edt\u011b\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"writing-analysis\" data-tab-title-id=\"e-n-tab-title-3480274306\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"6\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-3480274306\" style=\"--n-tabs-title-order: 6;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tObecn\u00e9 \u00fakoly v oblasti psan\u00ed a shroma\u017e\u010fov\u00e1n\u00ed\/anal\u00fdzy dat.\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"synthetic-data\" data-tab-title-id=\"e-n-tab-title-3480274307\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"7\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-3480274307\" style=\"--n-tabs-title-order: 7;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tGenerov\u00e1n\u00ed syntetick\u00fdch dat\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"iam\" data-tab-title-id=\"e-n-tab-title-3480274308\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"8\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-3480274308\" style=\"--n-tabs-title-order: 8;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tSpr\u00e1va identit a p\u0159\u00edstupu (IAM)\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"log-analysis\" data-tab-title-id=\"e-n-tab-title-3480274309\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"9\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-3480274309\" style=\"--n-tabs-title-order: 9;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tAnal\u00fdza protokolu\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"malware-analysis\" data-tab-title-id=\"e-n-tab-title-34802743010\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"10\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-34802743010\" style=\"--n-tabs-title-order: 10;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tAnal\u00fdza malwaru\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"training-labs\" data-tab-title-id=\"e-n-tab-title-34802743011\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"11\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-34802743011\" style=\"--n-tabs-title-order: 11;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\t\u0160kolen\u00ed a laborato\u0159e\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-34802743012\" data-tab-title-id=\"e-n-tab-title-34802743012\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"12\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-34802743012\" style=\"--n-tabs-title-order: 12;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tOt\u00e1zky k diskusi\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-34802743013\" data-tab-title-id=\"e-n-tab-title-34802743013\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"13\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-34802743013\" style=\"--n-tabs-title-order: 13;\">\n\t\t\t\t\t<span class=\"e-n-tab-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t<\/span>\n\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tBibliografie\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div id=\"e-n-tab-content-3480274301\" role=\"tabpanel\" aria-labelledby=\"attack-surface-mapping\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-5e5c189b e-con-full e-flex e-con e-child\" data-id=\"5e5c189b\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-64f20660 e-con-full e-flex e-con e-child\" data-id=\"64f20660\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fae0df0 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"4fae0df0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Mapov\u00e1n\u00ed povrchu \u00fatoku<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79cc8aff elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"79cc8aff\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77d14d7e elementor-widget elementor-widget-text-editor\" data-id=\"77d14d7e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Mapov\u00e1n\u00ed povrchu \u00fatoku identifikuje v\u0161echny prost\u0159edky, vstupn\u00ed body a zranitelnosti, kter\u00e9 by mohl protivn\u00edk vyu\u017e\u00edt p\u0159i \u00fatoku. Poskytuje obr\u00e1nc\u016fm p\u0159ehled o jejich vystaven\u00ed \u00fatok\u016fm a pom\u00e1h\u00e1 ur\u010dit priority, kter\u00e9 je t\u0159eba zabezpe\u010dit.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-656111a9 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"656111a9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak um\u011bl\u00e1 inteligence m\u011bn\u00ed mapov\u00e1n\u00ed povrchu \u00fatoku:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-531f42db elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"531f42db\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div>Um\u011bl\u00e1 inteligence m\u011bn\u00ed mapov\u00e1n\u00ed \u00fato\u010dn\u00fdch ploch t\u00edm, \u017ee automatizuje rozs\u00e1hl\u00e9 skenov\u00e1n\u00ed s\u00edt\u00ed a prost\u0159edk\u016f, \u010d\u00edm\u017e v\u00fdrazn\u011b sni\u017euje ru\u010dn\u00ed pr\u00e1ci. D\u00edky pokro\u010dil\u00e9mu rozpozn\u00e1v\u00e1n\u00ed vzor\u016f dok\u00e1\u017ee odhalit skryt\u00e9 nebo zapomenut\u00e9 koncov\u00e9 body, kter\u00e9 tradi\u010dn\u00ed metody \u010dasto p\u0159ehl\u00e9dnou. Syst\u00e9my AI mohou mapy pr\u016fb\u011b\u017en\u011b aktualizovat podle toho, jak se vyv\u00edj\u00ed infrastruktura, \u010d\u00edm\u017e se omezuj\u00ed slep\u00e1 m\u00edsta a obr\u00e1nci si udr\u017euj\u00ed p\u0159esn\u00fd obraz sv\u00e9ho prost\u0159ed\u00ed v re\u00e1ln\u00e9m \u010dase.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-4ba4a5ef elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"4ba4a5ef\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Prevence.<\/strong> Sni\u017euje rizika d\u0159\u00edve, ne\u017e je \u00fato\u010dn\u00edci vyu\u017eij\u00ed.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-1b049691 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"1b049691\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>P\u0159ipravenost.<\/strong> Udr\u017euje aktualizovan\u00fd p\u0159ehled infrastruktury pro pl\u00e1nov\u00e1n\u00ed incident\u016f.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" class=\"elementor-element elementor-element-46eb4add e-con-full e-flex e-con e-child\" data-id=\"46eb4add\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4612b0e4 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"4612b0e4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zv\u00fdrazn\u011bn\u00fd p\u0159\u00edpad: Vyu\u017eit\u00ed LLM pro zji\u0161\u0165ov\u00e1n\u00ed aktiv v kritick\u00e9 infrastruktu\u0159e<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-447f550a elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"447f550a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V roce 2025, <a href=\"https:\/\/doi.org\/10.3390\/electronics14163267\">Luigi Coppolino a dal\u0161\u00ed <\/a>zve\u0159ejnila studii, kter\u00e1 ukazuje, jak mohou rozs\u00e1hl\u00e9 jazykov\u00e9 modely (LLM) zlep\u0161it odhalov\u00e1n\u00ed aktiv v kritick\u00fdch infrastruktur\u00e1ch. Tradi\u010dn\u00ed n\u00e1stroje, jako je Nmap nebo pr\u016fmyslov\u00e9 bezpe\u010dnostn\u00ed platformy, bu\u010f riskuj\u00ed naru\u0161en\u00ed citliv\u00fdch syst\u00e9m\u016f aktivn\u00edm skenov\u00e1n\u00edm, nebo nedok\u00e1\u017eou odhalit skryt\u00e1 za\u0159\u00edzen\u00ed, pokud se spol\u00e9haj\u00ed pouze na pasivn\u00ed monitorov\u00e1n\u00ed.<\/p><p>V\u00fdzkumn\u00edci navrhli r\u00e1mec \"Mixture of Experts\" zalo\u017een\u00fd na LLM, kter\u00fd kombinuje data z pasivn\u00edho pozorov\u00e1n\u00ed dopravy, pe\u010dliv\u011b omezen\u00e9ho aktivn\u00edho sondov\u00e1n\u00ed a fyzik\u00e1ln\u00edch sign\u00e1l\u016f, jako jsou elektromagnetick\u00e9 emise. Specializovan\u00ed agenti LLM pak tato data interpretuj\u00ed: jeden se zam\u011b\u0159uje na pr\u016fmyslov\u00e9 protokoly, jin\u00fd na zranitelnosti v IT\/OT s\u00edt\u00edch a dal\u0161\u00ed na architekturu a z\u00e1vislosti syst\u00e9m\u016f.<\/p><p>Syst\u00e9m m\u016f\u017ee tak\u00e9 vyu\u017e\u00edvat extern\u00ed zpravodajsk\u00e9 zdroje (nap\u0159\u00edklad datab\u00e1ze MITRE ATT&amp;CK nebo CVE) k identifikaci slab\u00fdch m\u00edst a doporu\u010den\u00ed bezpe\u010dnostn\u00edch opat\u0159en\u00ed. P\u0159i testech v simulovan\u00e9 pr\u016fmyslov\u00e9 s\u00edti \u00fasp\u011b\u0161n\u011b klasifikoval prost\u0159edky, jako jsou programovateln\u00e9 logick\u00e9 \u0159adi\u010de, robotick\u00e9 pa\u017ee a tisk\u00e1rny, a z\u00e1rove\u0148 upozornil na nezabezpe\u010den\u00e9 postupy, jako je ne\u0161ifrovan\u00fd provoz Modbus.<\/p><p>Takov\u00fd p\u0159\u00edstup m\u011bn\u00ed mapov\u00e1n\u00ed \u00fato\u010dn\u00e9 plochy na adaptivn\u00ed a kontextov\u011b orientovan\u00fd proces, kter\u00fd poskytuje viditelnost v re\u00e1ln\u00e9m \u010dase a sni\u017euje rizika tradi\u010dn\u00edho skenov\u00e1n\u00ed. Sn\u00ed\u017een\u00edm technick\u00fdch p\u0159ek\u00e1\u017eek pro obr\u00e1nce umo\u017e\u0148uje komplexn\u011bj\u0161\u00ed monitorov\u00e1n\u00ed a posiluje celkovou bezpe\u010dnostn\u00ed pozici kritick\u00e9 infrastruktury.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-314b18b e-con-full e-flex e-con e-child\" data-id=\"314b18b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ebd483e elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"ebd483e\" data-element_type=\"widget\" data-widget_type=\"marcs-collapsible-content.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"marcs-collapsible-wrapper\" data-widget-id=\"ebd483e\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<div class=\"marcs-collapsible-heading\">\n\t\t\t\t\tDal\u0161\u00ed literatura\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"marcs-collapsible-content-ebd483e\">\n\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-closed\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-opened\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- First nested container: Content Area -->\n\t\t\t<div class=\"marcs-collapsible-content-area elementor-element elementor-element-3f6e4dc e-con-full e-flex e-con e-child\" data-id=\"3f6e4dc\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\n\t\t\t<!-- Second nested container: Collapsible Content -->\n\t\t\t<div id=\"marcs-collapsible-content-ebd483e\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-64b8356 e-con-full e-flex e-con e-child\" data-id=\"64b8356\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e2562f7 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"e2562f7\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Vliv um\u011bl\u00e9 inteligence na detekci hrozeb - <a href=\"https:\/\/doi.org\/10.1007\/979-8-8688-0947-7_3\">\"AI pro obranu\" (Donnie W. Wendt 2024)<\/a><br> Kapitola ukazuje, jak um\u011bl\u00e1 inteligence zdokonalila detekci a t\u0159\u00edd\u011bn\u00ed hrozeb, kdy modely strojov\u00e9ho u\u010den\u00ed zpracov\u00e1vaj\u00ed obrovsk\u00e9 mno\u017estv\u00ed r\u016fznorod\u00fdch dat a identifikuj\u00ed potenci\u00e1ln\u00ed \u00fatoky. V\u00fdsledky zd\u016fraz\u0148uj\u00ed, jak se prvn\u00ed aplikace v letech 2000-2010 zam\u011b\u0159ovaly na detekci malwaru, naru\u0161en\u00ed a spamu, co\u017e ukazuje s\u00edlu AI p\u0159i anal\u00fdze velk\u00fdch soubor\u016f dat a zlep\u0161ov\u00e1n\u00ed st\u00e1vaj\u00edc\u00edch detek\u010dn\u00edch syst\u00e9m\u016f a z\u00e1rove\u0148 postupn\u00e9 vylep\u0161ov\u00e1n\u00ed dlouhodob\u00fdch funkc\u00ed kybernetick\u00e9 bezpe\u010dnosti.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Detekce hrozeb nov\u00e9 generace - <a href=\"https:\/\/doi.org\/10.56726\/IRJMETS32644\">\"Revolu\u010dn\u00ed kybernetick\u00e1 bezpe\u010dnost: (Manoharan &amp; Sarker 2022).<\/a><br>Dokument ukazuje, jak um\u011bl\u00e1 inteligence a strojov\u00e9 u\u010den\u00ed p\u0159in\u00e1\u0161ej\u00ed revoluci v odhalov\u00e1n\u00ed hrozeb a umo\u017e\u0148uj\u00ed organizac\u00edm odhalovat anom\u00e1lie, analyzovat vzorce chov\u00e1n\u00ed a p\u0159edv\u00eddat potenci\u00e1ln\u00ed \u00fatoky. V\u00fdsledky ukazuj\u00ed, jak techniky, jako je NLP pro extrakci informac\u00ed o hrozb\u00e1ch a hlubok\u00e9 u\u010den\u00ed pro rozpozn\u00e1v\u00e1n\u00ed vzor\u016f, mohou automatizovat detekci a reakci, zat\u00edmco p\u0159\u00edpadov\u00e9 studie z re\u00e1ln\u00e9ho sv\u011bta potvrzuj\u00ed jejich \u00fa\u010dinnost.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-3480274302\" role=\"tabpanel\" aria-labelledby=\"code-scanning-evaluation\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\"elementor-element elementor-element-102f5cf2 e-con-full e-flex e-con e-child\" data-id=\"102f5cf2\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2091fc35 e-con-full e-flex e-con e-child\" data-id=\"2091fc35\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-20a4d496 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"20a4d496\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Skenov\u00e1n\u00ed a vyhodnocov\u00e1n\u00ed k\u00f3d\u016f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5b7f0c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b5b7f0c\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c82968c elementor-widget elementor-widget-text-editor\" data-id=\"2c82968c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Kontrola k\u00f3du prov\u011b\u0159uje zdrojov\u00fd k\u00f3d a odhaluje zranitelnosti, nezabezpe\u010den\u00e9 knihovny nebo \u0161patn\u00e9 bezpe\u010dnostn\u00ed postupy d\u0159\u00edve, ne\u017e je lze zneu\u017e\u00edt.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2696f42d elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"2696f42d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak AI m\u011bn\u00ed skenov\u00e1n\u00ed a vyhodnocov\u00e1n\u00ed k\u00f3d\u016f:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-34e6457 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"34e6457\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Um\u011bl\u00e1 inteligence urychluje odhalov\u00e1n\u00ed zranitelnost\u00ed t\u00edm, \u017ee upozor\u0148uje na nezabezpe\u010den\u00e9 funkce a identifikuje rizikov\u00e9 vzorce k\u00f3dov\u00e1n\u00ed, kter\u00e9 se nau\u010dila z minul\u00fdch zneu\u017eit\u00ed. Nab\u00edz\u00ed tak\u00e9 automatizovan\u00e9 n\u00e1vrhy na n\u00e1pravu, \u010d\u00edm\u017e podporuje v\u00fdvoj\u00e1\u0159e p\u0159i psan\u00ed bezpe\u010dn\u011bj\u0161\u00edho k\u00f3du a sni\u017euje p\u0159\u00edle\u017eitost pro \u00fato\u010dn\u00edky.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-1f8901c5 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"1f8901c5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Prevence.<\/strong> Opravuje slab\u00e1 m\u00edsta d\u0159\u00edve, ne\u017e je objev\u00ed \u00fato\u010dn\u00edci.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-210bebc elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"210bebc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>P\u0159ipravenost.<\/strong> Posiluje z\u00e1kladn\u00ed bezpe\u010dnostn\u00ed pozici pro p\u0159ipravenost na incidenty.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" class=\"elementor-element elementor-element-5de58f28 e-con-full e-flex e-con e-child\" data-id=\"5de58f28\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-25204f5 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"25204f5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zv\u00fdrazn\u011bn\u00fd p\u0159\u00edpad: Pou\u017eit\u00ed modul\u016f LLM pro skenov\u00e1n\u00ed k\u00f3du a bezpe\u010dn\u00fd v\u00fdvoj<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59f93f5e elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"59f93f5e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V roce 2025, <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2504.20814\">Belozerov a kol. <\/a>zkoumala, jak mohou velk\u00e9 jazykov\u00e9 modely podpo\u0159it bezpe\u010dn\u00e9 postupy k\u00f3dov\u00e1n\u00ed. Jejich studie testovala ChatGPT na souboru dat DevGPT, kter\u00fd obsahoval skute\u010dn\u00fd k\u00f3d v\u00fdvoj\u00e1\u0159\u016f spolu se zn\u00e1m\u00fdmi zranitelnostmi ozna\u010den\u00fdmi statick\u00fdmi skenery. Z 32 potvrzen\u00fdch zranitelnost\u00ed jich ChatGPT spr\u00e1vn\u011b odhalil 18 a u 17 z nich dokonce navrhl opravy.<\/p><p>V\u00fdsledky ukazuj\u00ed, jak m\u016f\u017ee um\u011bl\u00e1 inteligence sn\u00ed\u017eit ru\u010dn\u00ed pr\u00e1ci p\u0159i revizi k\u00f3du, pomoci p\u0159i t\u0159\u00edd\u011bn\u00ed rizikov\u00fdch k\u00f3dovac\u00edch vzor\u016f a poskytovat automatick\u00e9 n\u00e1vrhy na n\u00e1pravu. To m\u00e1 potenci\u00e1l roz\u0161\u00ed\u0159it postupy bezpe\u010dn\u00e9ho k\u00f3dov\u00e1n\u00ed a zkr\u00e1tit dobu, po kterou jsou zranitelnosti zneu\u017eiteln\u00e9.<\/p><p>Studie z\u00e1rove\u0148 zd\u016fraznila d\u016fle\u017eit\u00e1 omezen\u00ed: ChatGPT ob\u010das produkoval p\u0159\u00edli\u0161 sebev\u011bdom\u00e9, ale nespr\u00e1vn\u00e9 v\u00fdstupy, p\u0159i pokusech o opravy zav\u00e1d\u011bl nov\u00e9 chyby a byl m\u00e9n\u011b spolehliv\u00fd ne\u017e statick\u00e1 anal\u00fdza nebo odborn\u00e1 lidsk\u00e1 kontrola. Kl\u00ed\u010dov\u00fdm z\u00e1v\u011brem t\u00e9to studie je, \u017ee um\u011bl\u00e1 inteligence m\u016f\u017ee b\u00fdt mocn\u00fdm pomocn\u00edkem p\u0159i hodnocen\u00ed k\u00f3du, ale pouze v kombinaci s tradi\u010dn\u00edmi n\u00e1stroji a \u0159\u00e1dn\u00fdm dohledem.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bd5bc13 e-con-full e-flex e-con e-child\" data-id=\"bd5bc13\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cfe9a09 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"cfe9a09\" data-element_type=\"widget\" data-widget_type=\"marcs-collapsible-content.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"marcs-collapsible-wrapper\" data-widget-id=\"cfe9a09\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<div class=\"marcs-collapsible-heading\">\n\t\t\t\t\tDal\u0161\u00ed literatura\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"marcs-collapsible-content-cfe9a09\">\n\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-closed\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-opened\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- First nested container: Content Area -->\n\t\t\t<div class=\"marcs-collapsible-content-area elementor-element elementor-element-c151b76 e-con-full e-flex e-con e-child\" data-id=\"c151b76\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\n\t\t\t<!-- Second nested container: Collapsible Content -->\n\t\t\t<div id=\"marcs-collapsible-content-cfe9a09\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-bdd0b76 e-con-full e-flex e-con e-child\" data-id=\"bdd0b76\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ca347b6 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"ca347b6\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Automatizovan\u00e1 revize k\u00f3du - <a href=\"https:\/\/www.researchgate.net\/publication\/394286736_A_Review_of_Applying_AI_for_Cybersecurity_Opportunities_Risks_and_Mitigation_Strategies\">\"P\u0159ehled vyu\u017eit\u00ed um\u011bl\u00e9 inteligence pro kybernetickou bezpe\u010dnost: (Ndibe &amp; Ufomba 2024).<\/a><br> \u010cl\u00e1nek ukazuje, jak mohou um\u011bl\u00e1 inteligence a rozs\u00e1hl\u00e9 jazykov\u00e9 modely podpo\u0159it automatizovan\u00e9 revize k\u00f3du a hodnocen\u00ed zranitelnost\u00ed, a pomoci tak organizac\u00edm proaktivn\u011b odhalovat slab\u00e1 m\u00edsta ve zdrojov\u00e9m k\u00f3du a zkr\u00e1tit dobu odezvy. V\u00fdsledky tak\u00e9 upozor\u0148uj\u00ed na rizika, jako je nezabezpe\u010den\u00fd k\u00f3d generovan\u00fd um\u011blou inteligenc\u00ed, a zd\u016fraz\u0148uj\u00ed pot\u0159ebu lidsk\u00e9ho dohledu a r\u00e1mce \u0159\u00edzen\u00ed.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Interpretovateln\u00e9 hlubok\u00e9 u\u010den\u00ed pro detekci zranitelnost\u00ed - <a href=\"https:\/\/doi.org\/10.1145\/3468264.3468597\">\"Detekce zranitelnost\u00ed s jemnou interpretac\u00ed\" (Li et al. 2021)<\/a><br> Tento \u010dl\u00e1nek p\u0159edstavuje IVDetect, model hlubok\u00e9ho u\u010den\u00ed, kter\u00fd odhaluje zranitelnosti v k\u00f3dech a ur\u010duje konkr\u00e9tn\u00ed p\u0159\u00edkazy a z\u00e1vislosti, kter\u00e9 jsou za n\u011b zodpov\u011bdn\u00e9. IVDetect zvy\u0161uje p\u0159esnost oproti nejmodern\u011bj\u0161\u00edm n\u00e1stroj\u016fm a poskytuje jemn\u00e1 vysv\u011btlen\u00ed. Zji\u0161t\u011bn\u00ed ukazuj\u00ed podstatn\u00e9 zv\u00fd\u0161en\u00ed v\u00fdkonu detekce a p\u0159esn\u011bj\u0161\u00ed identifikaci zraniteln\u00e9ho k\u00f3du, co\u017e podporuje automatickou anal\u00fdzu i n\u00e1pravu ze strany v\u00fdvoj\u00e1\u0159\u016f.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Detekce zranitelnost\u00ed v\u00edcejazy\u010dn\u00e9ho k\u00f3du - <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2508.11710\">\"Detekce zranitelnosti k\u00f3du v r\u016fzn\u00fdch programovac\u00edch jazyc\u00edch pomoc\u00ed model\u016f AI\" (Humran &amp; Sonmez 2025)<\/a><br> Tento \u010dl\u00e1nek zkoum\u00e1 modely zalo\u017een\u00e9 na transform\u00e1torech, v\u010detn\u011b CodeBERT a CodeLlama, pro detekci zranitelnost\u00ed ve v\u00edce programovac\u00edch jazyc\u00edch. D\u00edky jemn\u00e9mu lad\u011bn\u00ed na r\u016fzn\u00fdch souborech dat modely zachycuj\u00ed syntaxi i s\u00e9mantiku a dosahuj\u00ed p\u0159esnosti a\u017e 97%. Studie tak\u00e9 zahrnuje metody ans\u00e1mblu a vysv\u011btlitelnou um\u011blou inteligenci pro sn\u00ed\u017een\u00ed po\u010dtu fale\u0161n\u011b pozitivn\u00edch v\u00fdsledk\u016f a zv\u00fd\u0161en\u00ed d\u016fv\u011bryhodnosti v\u00fdvoj\u00e1\u0159\u016f. Prokazuje, \u017ee modely AI mohou p\u0159ekonat tradi\u010dn\u00ed statick\u00e9 analyz\u00e1tory v prost\u0159ed\u00ed r\u016fzn\u00fdch jazyk\u016f, a\u010dkoli probl\u00e9my z\u016fst\u00e1vaj\u00ed v oblasti robustnosti, p\u0159esnosti a p\u0159ipravenosti k nasazen\u00ed.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-3480274303\" role=\"tabpanel\" aria-labelledby=\"data-summarisation\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\"elementor-element elementor-element-12cf6159 e-con-full e-flex e-con e-child\" data-id=\"12cf6159\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4e4a8ee3 e-con-full e-flex e-con e-child\" data-id=\"4e4a8ee3\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ef820e7 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"2ef820e7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Shrnut\u00ed dat<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17f46d3d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"17f46d3d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67670e0f elementor-widget elementor-widget-text-editor\" data-id=\"67670e0f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Shrnut\u00ed dat shrnuje velk\u00e9 objemy technick\u00fdch dat (nap\u0159. protokoly, zpr\u00e1vy a informace o hrozb\u00e1ch) do p\u0159\u00edstupn\u00fdch informac\u00ed.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-167eb8ed elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"167eb8ed\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak AI m\u011bn\u00ed shrnut\u00ed dat:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a0a8def elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"5a0a8def\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Um\u011bl\u00e1 inteligence sni\u017euje kognitivn\u00ed p\u0159et\u00ed\u017een\u00ed t\u00edm, \u017ee transformuje nezpracovan\u00e9 a nestrukturovan\u00e9 informace na vyu\u017eitelnou inteligenci. Dok\u00e1\u017ee identifikovat opakuj\u00edc\u00ed se vzorce nebo anom\u00e1lie v rozt\u0159\u00ed\u0161t\u011bn\u00fdch souborech dat. M\u016f\u017ee tak\u00e9 vytv\u00e1\u0159et jednoduch\u00e9 jazykov\u00e9 zpr\u00e1vy pro neodborn\u00edky. Um\u011bl\u00e1 inteligence tak usnad\u0148uje konzumaci informac\u00ed, jejich sd\u011blov\u00e1n\u00ed a jedn\u00e1n\u00ed na jejich z\u00e1klad\u011b.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-34ec9b90 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"34ec9b90\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>P\u0159ipravenost.<\/strong> Pom\u00e1h\u00e1 zpracov\u00e1vat informace o hrozb\u00e1ch a efektivn\u011bji pl\u00e1novat.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-26574200 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"26574200\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Reakce.<\/strong> Zjednodu\u0161uje p\u0159ehled o situaci v re\u00e1ln\u00e9m \u010dase.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-1bf0296c elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"1bf0296c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Zotaven\u00ed.<\/strong> Vytv\u00e1\u0159\u00ed shrnut\u00ed a zpr\u00e1vy o z\u00edskan\u00fdch zku\u0161enostech.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" class=\"elementor-element elementor-element-5d710aca e-con-full e-flex e-con e-child\" data-id=\"5d710aca\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-730d8f43 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"730d8f43\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zv\u00fdrazn\u011bn\u00fd p\u0159\u00edpad: Um\u011bl\u00e1 inteligence pro shrnut\u00ed z\u00e1znam\u016f a situa\u010dn\u00ed pov\u011bdom\u00ed<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-237f8832 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"237f8832\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V roce 2024, <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2403.17160\">Balasubramanian a kol. <\/a>p\u0159edstavila CYGENT, konverza\u010dn\u00edho agenta vyu\u017e\u00edvaj\u00edc\u00edho technologii GPT-3, kter\u00fd dok\u00e1\u017ee analyzovat a shrnovat syst\u00e9mov\u00e9 protokoly. Nam\u00edsto toho, aby se analytici museli prob\u00edrat tis\u00edci nezpracovan\u00fdch z\u00e1znam\u016f protokolu, CYGENT je zkondenzuje do kr\u00e1tk\u00fdch, lidsky \u010diteln\u00fdch v\u00fdstup\u016f, kter\u00e9 upozorn\u00ed na kl\u00ed\u010dov\u00e9 ud\u00e1losti a anom\u00e1lie.<\/p><p>P\u0159i hodnocen\u00edch dos\u00e1hl CYGENT lep\u0161\u00edch v\u00fdsledk\u016f ne\u017e jin\u00e9 velk\u00e9 jazykov\u00e9 modely, pokud jde o vytv\u00e1\u0159en\u00ed jasn\u00fdch a pou\u017eiteln\u00fdch shrnut\u00ed. Syst\u00e9m sn\u00ed\u017eil kognitivn\u00ed p\u0159et\u00ed\u017een\u00ed, podpo\u0159il situa\u010dn\u00ed pov\u011bdom\u00ed b\u011bhem \u017eiv\u00fdch incident\u016f a umo\u017enil rychlej\u0161\u00ed rozhodov\u00e1n\u00ed.<\/p><p>Tento p\u0159\u00edpad ilustruje, jak m\u016f\u017ee um\u011bl\u00e1 inteligence p\u0159em\u011bnit nezpracovan\u00e1 technick\u00e1 data na dostupnou inteligenci. D\u00edky snaz\u0161\u00ed interpretaci protokol\u016f pom\u00e1h\u00e1 obr\u00e1nc\u016fm efektivn\u011bji se p\u0159ipravit, rychleji reagovat a l\u00e9pe dokumentovat ud\u00e1losti.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-642d19a e-con-full e-flex e-con e-child\" data-id=\"642d19a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-615af78 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"615af78\" data-element_type=\"widget\" data-widget_type=\"marcs-collapsible-content.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"marcs-collapsible-wrapper\" data-widget-id=\"615af78\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<div class=\"marcs-collapsible-heading\">\n\t\t\t\t\tDal\u0161\u00ed literatura\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"marcs-collapsible-content-615af78\">\n\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-closed\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-opened\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- First nested container: Content Area -->\n\t\t\t<div class=\"marcs-collapsible-content-area elementor-element elementor-element-d3b225a e-con-full e-flex e-con e-child\" data-id=\"d3b225a\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\n\t\t\t<!-- Second nested container: Collapsible Content -->\n\t\t\t<div id=\"marcs-collapsible-content-615af78\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-203b012 e-con-full e-flex e-con e-child\" data-id=\"203b012\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-06f217f elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"06f217f\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Datov\u00e9 soubory pro shrnut\u00ed CTI - <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2408.06576\">\"CTISum: (Peng et al. 2024).<\/a><br> \u010cl\u00e1nek p\u0159edstavuje CTISum, datovou sadu pro shrnut\u00ed zpravodajsk\u00fdch zpr\u00e1v o kybernetick\u00fdch hrozb\u00e1ch (CTI), kter\u00e1 umo\u017e\u0148uje shrnout komplexn\u00ed zpravodajsk\u00e9 zpr\u00e1vy a pomoci obr\u00e1nc\u016fm efektivn\u011bji pl\u00e1novat a z\u00edsk\u00e1vat zku\u0161enosti.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Extrakce TTP - <a href=\"https:\/\/doi.org\/10.1145\/3696427\">\"TTPXHunter: (Rani et al. 2024): Actionable Threat Intelligence Extraction as TTPs from Finished Cyber Threat Reports\" (Rani et al. 2024)<\/a> <br> \u010cl\u00e1nek navrhuje TTPXHunter, n\u00e1stroj zalo\u017een\u00fd na NLP, kter\u00fd ze zpr\u00e1v o hrozb\u00e1ch extrahuje taktiky, techniky a postupy \u00fato\u010dn\u00edk\u016f (TTP), aby pochopil jejich modus operandi, a transformuje nestrukturovan\u00e9 zpravodajsk\u00e9 informace do strukturovan\u00fdch a pou\u017eiteln\u00fdch souhrn\u016f.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">NLP pro anal\u00fdzu incident\u016f - <a href=\"https:\/\/www.researchgate.net\/publication\/382917950_Natural_Language_Processing_for_Cybersecurity_Incident_Analysis\">\"Natural Language Processing for Cybersecurity Incident Analysis\" (Ogundairo &amp; Broklyn, 2024)<\/a> <br>\u010cl\u00e1nek se zab\u00fdv\u00e1 aplikacemi NLP pro anal\u00fdzu nestrukturovan\u00fdch datov\u00fdch zdroj\u016f s technikami NLP (nap\u0159. rozpozn\u00e1v\u00e1n\u00ed entit, anal\u00fdza sentimentu, sumarizace, t\u0159\u00edd\u011bn\u00ed na z\u00e1klad\u011b chatbot\u016f). \u010cl\u00e1nek konstatuje, \u017ee NLP m\u016f\u017ee automatizovat hl\u00e1\u0161en\u00ed incident\u016f a shrnut\u00ed informac\u00ed o hrozb\u00e1ch, zkr\u00e1tit dobu odezvy a zlep\u0161it dokumentaci po incidentu.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-3480274304\" role=\"tabpanel\" aria-labelledby=\"data-classification\" data-tab-index=\"4\" style=\"--n-tabs-title-order: 4;\" class=\"elementor-element elementor-element-2dfdf682 e-con-full e-flex e-con e-child\" data-id=\"2dfdf682\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-62a0ac0c e-con-full e-flex e-con e-child\" data-id=\"62a0ac0c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74348399 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"74348399\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Klasifikace dat<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd12159 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"cd12159\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5451aafa elementor-widget elementor-widget-text-editor\" data-id=\"5451aafa\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Klasifikace dat uspo\u0159\u00e1d\u00e1v\u00e1 informace podle jejich citlivosti nebo po\u017eadavk\u016f na dodr\u017eov\u00e1n\u00ed p\u0159edpis\u016f a zaji\u0161\u0165uje, \u017ee kritick\u00e1 aktiva jsou n\u00e1le\u017eit\u011b chr\u00e1n\u011bna.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f91a7d0 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"5f91a7d0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak AI m\u011bn\u00ed klasifikaci dat:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ab2deb0 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"2ab2deb0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Um\u011bl\u00e1 inteligence vyu\u017e\u00edv\u00e1 zpracov\u00e1n\u00ed p\u0159irozen\u00e9ho jazyka k automatick\u00e9mu ozna\u010dov\u00e1n\u00ed citliv\u00e9ho obsahu a odhalov\u00e1n\u00ed chybn\u011b klasifikovan\u00fdch nebo odhalen\u00fdch dat ve velk\u00e9m m\u011b\u0159\u00edtku.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-3e7eb85f elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"3e7eb85f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Prevence.<\/strong> Omezuje n\u00e1hodn\u00e9 odhalen\u00ed citliv\u00fdch \u00fadaj\u016f.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-295f104a elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"295f104a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>P\u0159ipravenost.<\/strong> Podporuje dodr\u017eov\u00e1n\u00ed p\u0159edpis\u016f.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" class=\"elementor-element elementor-element-1946bb24 e-con-full e-flex e-con e-child\" data-id=\"1946bb24\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-19abb30e elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"19abb30e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zv\u00fdrazn\u011bn\u00fd p\u0159\u00edpad: Um\u011bl\u00e1 inteligence pro klasifikaci citliv\u00fdch dat<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71ff510c elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"71ff510c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V roce 2024, <a href=\"https:\/\/ceur-ws.org\/Vol-3643\/paper3.pdf\">De Renzis a kol. <\/a>zkoumala, jak by bylo mo\u017en\u00e9 vyu\u017e\u00edt rozs\u00e1hl\u00e9 jazykov\u00e9 modely ke zlep\u0161en\u00ed klasifikace citliv\u00fdch informac\u00ed. Hlavn\u00edm probl\u00e9mem v t\u00e9to oblasti je, \u017ee k tr\u00e9ninku nelze v\u017edy pou\u017e\u00edt skute\u010dn\u00e9 osobn\u00ed \u00fadaje kv\u016fli rizik\u016fm ohro\u017een\u00ed soukrom\u00ed. Auto\u0159i navrhli generov\u00e1n\u00ed syntetick\u00fdch tr\u00e9novac\u00edch dat, kter\u00e1 by p\u0159esto odr\u00e1\u017eela vzory citliv\u00fdch kategori\u00ed, jako je zdrav\u00ed, politika nebo n\u00e1bo\u017eenstv\u00ed.<\/p><p>Jejich p\u0159\u00edstup umo\u017enil tr\u00e9nink p\u0159esn\u00fdch klasifik\u00e1tor\u016f, ani\u017e by do\u0161lo k odhalen\u00ed skute\u010dn\u00fdch u\u017eivatelsk\u00fdch dat, a uk\u00e1zal, jak m\u016f\u017ee um\u011bl\u00e1 inteligence pomoci organizac\u00edm dodr\u017eovat p\u0159edpisy, jako je GDPR, a z\u00e1rove\u0148 zv\u00fd\u0161it jejich schopnost odhalovat a chr\u00e1nit citliv\u00e9 informace. Tento p\u0159\u00edpad ilustruje, jak AI posiluje jak prevenci (sn\u00ed\u017een\u00edm n\u00e1hodn\u00e9ho vystaven\u00ed dat), tak p\u0159ipravenost (podporou r\u00e1mc\u016f pro dodr\u017eov\u00e1n\u00ed p\u0159edpis\u016f). Sou\u010dasn\u011b zd\u016fraz\u0148uje v\u00fdznam spr\u00e1vy a validace pro zaji\u0161t\u011bn\u00ed toho, aby syntetick\u00e1 data a v\u00fdsledn\u00e9 modely z\u016fstaly reprezentativn\u00ed a spolehliv\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0f80863 e-con-full e-flex e-con e-child\" data-id=\"0f80863\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aca4f78 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"aca4f78\" data-element_type=\"widget\" data-widget_type=\"marcs-collapsible-content.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"marcs-collapsible-wrapper\" data-widget-id=\"aca4f78\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<div class=\"marcs-collapsible-heading\">\n\t\t\t\t\tDal\u0161\u00ed literatura\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"marcs-collapsible-content-aca4f78\">\n\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-closed\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-opened\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- First nested container: Content Area -->\n\t\t\t<div class=\"marcs-collapsible-content-area elementor-element elementor-element-4b66049 e-con-full e-flex e-con e-child\" data-id=\"4b66049\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\n\t\t\t<!-- Second nested container: Collapsible Content -->\n\t\t\t<div id=\"marcs-collapsible-content-aca4f78\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-f8c541c e-con-full e-flex e-con e-child\" data-id=\"f8c541c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-add1303 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"add1303\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Ozna\u010dov\u00e1n\u00ed kategori\u00ed GDPR pomoc\u00ed transform\u00e1toru - <a href=\"https:\/\/doi.org\/10.3390\/fi14080228\">\"Automatick\u00e1 detekce citliv\u00fdch dat pomoc\u00ed klasifik\u00e1tor\u016f zalo\u017een\u00fdch na transform\u00e1torech\" (Petrolini et al. 2022)<\/a><br> Tato studie pou\u017e\u00edv\u00e1 modely um\u011bl\u00e9 inteligence k automatick\u00e9mu ozna\u010dov\u00e1n\u00ed citliv\u00fdch text\u016f v rozs\u00e1hl\u00fdch sb\u00edrk\u00e1ch dokument\u016f, kter\u00e9 se t\u00fdkaj\u00ed nap\u0159\u00edklad politiky, zdrav\u00ed, n\u00e1bo\u017eenstv\u00ed a sexuality. Ukazuje, \u017ee p\u0159\u00edstupy zalo\u017een\u00e9 na transform\u00e1torech mohou spolehliv\u011b klasifikovat takov\u00e1 data, co\u017e podporuje dodr\u017eov\u00e1n\u00ed GDPR a umo\u017e\u0148uje rozs\u00e1hl\u00e9 a automatizovan\u00e9 ozna\u010dov\u00e1n\u00ed pro klasifikaci dat \u0159\u00edzenou dodr\u017eov\u00e1n\u00edm p\u0159edpis\u016f.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">S\u00e9mantick\u00e1 anal\u00fdza pro automatickou detekci citliv\u00fdch dat - <a href=\"https:\/\/doi.org\/10.1186\/s42400-018-0011-x\">\"Automatizovan\u00e1 identifikace citliv\u00fdch dat z implicitn\u00ed specifikace u\u017eivatele (S3)\" (Yang &amp; Liang 2018)<\/a><br> Tento \u010dl\u00e1nek p\u0159edstavuje syst\u00e9m S3, kter\u00fd identifikuje citliv\u00e9 \u00fadaje v mobiln\u00edch aplikac\u00edch na z\u00e1klad\u011b anal\u00fdzy s\u00e9mantiky, nikoli na z\u00e1klad\u011b kl\u00ed\u010dov\u00fdch slov. D\u00edky u\u010den\u00ed preferenc\u00ed u\u017eivatel\u016f v oblasti ochrany soukrom\u00ed dosahuje vy\u0161\u0161\u00ed p\u0159esnosti ne\u017e tradi\u010dn\u00ed n\u00e1stroje a ukazuje, jak m\u016f\u017ee um\u011bl\u00e1 inteligence p\u0159izp\u016fsobit klasifikaci dat re\u00e1ln\u00e9mu kontextu. Studie zd\u016fraz\u0148uje, \u017ee citlivost informac\u00ed z\u00e1vis\u00ed jak na kontextu aplikace, tak na preferenc\u00edch u\u017eivatele, a \u017ee \u00fa\u010dinn\u00e1 ochrana v \u00e9\u0159e cloudu vy\u017eaduje, aby bylo nejprve mo\u017en\u00e9 takov\u00e9 \u00fadaje identifikovat.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-3480274305\" role=\"tabpanel\" aria-labelledby=\"anomaly-detection\" data-tab-index=\"5\" style=\"--n-tabs-title-order: 5;\" class=\"elementor-element elementor-element-7fb93d02 e-con-full e-flex e-con e-child\" data-id=\"7fb93d02\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-56c6ec e-con-full e-flex e-con e-child\" data-id=\"56c6ec\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7c5d609 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"7c5d609\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Detekce anom\u00e1li\u00ed koncov\u00fdch bod\u016f nebo s\u00edt\u011b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c77575e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"3c77575e\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-172e19ac elementor-widget elementor-widget-text-editor\" data-id=\"172e19ac\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Detekce anom\u00e1li\u00ed sleduje koncov\u00e9 body a s\u00ed\u0165ov\u00fd provoz a hled\u00e1 neobvykl\u00e9 chov\u00e1n\u00ed, kter\u00e9 m\u016f\u017ee nazna\u010dovat kompromitaci.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e03e927 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"7e03e927\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak um\u011bl\u00e1 inteligence m\u011bn\u00ed detekci anom\u00e1li\u00ed na koncov\u00fdch bodech a v s\u00edti:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e110dcd elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"6e110dcd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Um\u011bl\u00e1 inteligence se u\u010d\u00ed, jak vypad\u00e1 b\u011b\u017en\u00e1 aktivita, a ozna\u010duje odchylky, kter\u00e9 mohou signalizovat \u0161kodlivou aktivitu. Na rozd\u00edl od syst\u00e9m\u016f zalo\u017een\u00fdch na signatur\u00e1ch dok\u00e1\u017ee odhalit jemn\u011bj\u0161\u00ed naru\u0161en\u00ed, kter\u00e1 se vyh\u00fdbaj\u00ed tradi\u010dn\u00ed detekci. Um\u011bl\u00e1 inteligence umo\u017e\u0148uje rychlej\u0161\u00ed a efektivn\u011bj\u0161\u00ed reakci na incidenty t\u00edm, \u017ee up\u0159ednost\u0148uje v\u00fdstrahy a sni\u017euje po\u010det fale\u0161n\u011b pozitivn\u00edch detekc\u00ed.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-6eb78ef2 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"6eb78ef2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>P\u0159ipravenost.<\/strong> Stanovuje z\u00e1kladn\u00ed hodnoty b\u011b\u017en\u00e9 \u010dinnosti.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-148acc6f elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"148acc6f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Reakce.<\/strong> Detekce anom\u00e1li\u00ed v re\u00e1ln\u00e9m \u010dase za \u00fa\u010delem ozna\u010den\u00ed a potla\u010den\u00ed \u00fatok\u016f.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" class=\"elementor-element elementor-element-5c840e71 e-con-full e-flex e-con e-child\" data-id=\"5c840e71\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-51f8235b elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"51f8235b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zv\u00fdrazn\u011bn\u00fd p\u0159\u00edpad: Vyu\u017eit\u00ed um\u011bl\u00e9 inteligence pro detekci anom\u00e1li\u00ed v kritick\u00fdch syst\u00e9mech<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f3c9d31 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"3f3c9d31\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V roce 2024, <a href=\"https:\/\/www.researchgate.net\/publication\/386080149_AI-Driven_Anomaly_Detection_for_Proactive_Cybersecurity_and_Data_Breach_Prevention\">Nwoye a Nwagwughiagwu<\/a> zkoumala, jak by detekce anom\u00e1li\u00ed zalo\u017een\u00e1 na um\u011bl\u00e9 inteligenci mohla zlep\u0161it kybernetickou obranu koncov\u00fdch bod\u016f a s\u00edt\u00ed. Pomoc\u00ed model\u016f strojov\u00e9ho u\u010den\u00ed vy\u0161kolen\u00fdch na b\u011b\u017en\u00fdch vzorc\u00edch chov\u00e1n\u00ed syst\u00e9mu a s\u00ed\u0165ov\u00e9ho provozu jim jejich p\u0159\u00edstup umo\u017enil identifikovat jemn\u00e9 odchylky, kter\u00e9 by tradi\u010dn\u00ed syst\u00e9my zalo\u017een\u00e9 na signatur\u00e1ch p\u0159ehl\u00e9dly, v\u010detn\u011b nap\u0159\u00edklad v\u010dasn\u00fdch p\u0159\u00edznak\u016f vnit\u0159n\u00edch hrozeb a naru\u0161en\u00ed dat.<\/p><p>Studie p\u0159edstavila p\u0159\u00edpadov\u00e9 studie z kritick\u00fdch odv\u011btv\u00ed, kter\u00e9 ukazuj\u00ed, \u017ee detekce anom\u00e1li\u00ed pomoc\u00ed um\u011bl\u00e9 inteligence zkr\u00e1tila dobu odezvy a pomohla zachovat kontinuitu provozu t\u00edm, \u017ee podez\u0159elou aktivitu ozna\u010dila d\u0159\u00edve, ne\u017e zp\u016fsobila v\u00e1\u017en\u00e9 \u0161kody. Auto\u0159i tak\u00e9 p\u0159iznali probl\u00e9my, v\u010detn\u011b fale\u0161n\u011b pozitivn\u00edch v\u00fdsledk\u016f a pot\u0159eby transparentnosti komplexn\u00edch model\u016f AI. Tento p\u0159\u00edpad ukazuje, jak AI p\u0159isp\u00edv\u00e1 jak k p\u0159ipravenosti (stanoven\u00edm v\u00fdchoz\u00edch hodnot b\u011b\u017en\u00e9 \u010dinnosti), tak k reakci (odhalov\u00e1n\u00edm a up\u0159ednost\u0148ov\u00e1n\u00edm anom\u00e1li\u00ed v re\u00e1ln\u00e9m \u010dase).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0b4e166 e-con-full e-flex e-con e-child\" data-id=\"0b4e166\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e613577 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"e613577\" data-element_type=\"widget\" data-widget_type=\"marcs-collapsible-content.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"marcs-collapsible-wrapper\" data-widget-id=\"e613577\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<div class=\"marcs-collapsible-heading\">\n\t\t\t\t\tDal\u0161\u00ed literatura\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"marcs-collapsible-content-e613577\">\n\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-closed\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-opened\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- First nested container: Content Area -->\n\t\t\t<div class=\"marcs-collapsible-content-area elementor-element elementor-element-d32e1e7 e-con-full e-flex e-con e-child\" data-id=\"d32e1e7\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\n\t\t\t<!-- Second nested container: Collapsible Content -->\n\t\t\t<div id=\"marcs-collapsible-content-e613577\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-9f0a795 e-con-full e-flex e-con e-child\" data-id=\"9f0a795\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7d8c8a6 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"7d8c8a6\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Detekce anom\u00e1li\u00ed na b\u00e1zi GAN - <a href=\"https:\/\/arxiv.org\/abs\/2009.07769\">\"TadGAN: Detekce anom\u00e1li\u00ed v \u010dasov\u00fdch \u0159ad\u00e1ch pomoc\u00ed generativn\u00edch adverzn\u00edch s\u00edt\u00ed\" (Geiger et al. 2020)<\/a><br> Tento \u010dl\u00e1nek p\u0159edstavuje TadGAN, ne\u0159\u00edzen\u00fd r\u00e1mec, kter\u00fd pou\u017e\u00edv\u00e1 cyklicky konzistentn\u00ed GAN k detekci anom\u00e1li\u00ed v datech \u010dasov\u00fdch \u0159ad. Kombinac\u00ed chyb rekonstrukce s kritick\u00fdmi v\u00fdstupy generuje TadGAN spolehliv\u00e9 sk\u00f3re anom\u00e1li\u00ed a sni\u017euje po\u010det fale\u0161n\u011b pozitivn\u00edch v\u00fdsledk\u016f. P\u0159i testov\u00e1n\u00ed na 11 referen\u010dn\u00edch souborech dat z r\u016fzn\u00fdch oblast\u00ed konzistentn\u011b p\u0159ekon\u00e1val nejmodern\u011bj\u0161\u00ed metody. Studie ukazuje, jak mohou metody GAN zlep\u0161it detekci jemn\u00fdch \u010dasov\u00fdch anom\u00e1li\u00ed v r\u016fzn\u00fdch syst\u00e9mech re\u00e1ln\u00e9ho sv\u011bta.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Strojov\u00e9 u\u010den\u00ed pro detekci anom\u00e1li\u00ed v infrastruktu\u0159e - <a href=\"https:\/\/dl.gi.de\/handle\/20.500.12116\/45143\">\"AI Defenders: (Nebebe et al. 2024): \"Machine Learning Driven Anomaly Detection in Critical Infrastructures\".<\/a><br> Tento \u010dl\u00e1nek porovn\u00e1v\u00e1 modely strojov\u00e9ho u\u010den\u00ed pro detekci anom\u00e1li\u00ed v kritick\u00e9 infrastruktu\u0159e s vyu\u017eit\u00edm \u010dasov\u00fdch \u0159ad dat ze simul\u00e1toru hydraulick\u00e9ho syst\u00e9mu. Rozli\u0161uje bodov\u00e9 anom\u00e1lie (jednotliv\u00e9 odlehl\u00e9 hodnoty) od kontextov\u00fdch anom\u00e1li\u00ed (odchylky patrn\u00e9 pouze v kontextu) a porovn\u00e1v\u00e1 jednoduch\u00e9 interpretovateln\u00e9 modely (nap\u0159. logistickou regresi, rozhodovac\u00ed stromy) se slo\u017eit\u011bj\u0161\u00edmi modely typu black-box v konzistentn\u00edch souborech dat. C\u00edlem je posoudit, kter\u00e9 metody jsou nej\u00fa\u010dinn\u011bj\u0161\u00ed pro re\u00e1ln\u00e1 pr\u016fmyslov\u00e1 prost\u0159ed\u00ed. \u010cl\u00e1nek zd\u016fraz\u0148uje, \u017ee a\u010dkoli slo\u017eit\u00e9 modely mohou p\u0159in\u00e9st vy\u0161\u0161\u00ed m\u00edru detekce, jednodu\u0161\u0161\u00ed metody st\u00e1le nab\u00edzej\u00ed v\u00fdhody v interpretovatelnosti a robustnosti v citliv\u00fdch oblastech infrastruktury.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-3480274306\" role=\"tabpanel\" aria-labelledby=\"writing-analysis\" data-tab-index=\"6\" style=\"--n-tabs-title-order: 6;\" class=\"elementor-element elementor-element-33781d37 e-con-full e-flex e-con e-child\" data-id=\"33781d37\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6ad48c1c e-con-full e-flex e-con e-child\" data-id=\"6ad48c1c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2c54d1e2 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"2c54d1e2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Obecn\u00e9 \u00fakoly v oblasti psan\u00ed a shroma\u017e\u010fov\u00e1n\u00ed\/anal\u00fdzy dat.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54ba2073 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"54ba2073\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6dde1cb5 elementor-widget elementor-widget-text-editor\" data-id=\"6dde1cb5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Sou\u010d\u00e1st\u00ed obrann\u00fdch operac\u00ed je tak\u00e9 rozs\u00e1hl\u00e1 p\u00edsemn\u00e1 pr\u00e1ce, v\u00fdzkum a anal\u00fdza \u00fadaj\u016f, kter\u00e9 slou\u017e\u00ed k dokumentaci incident\u016f, informov\u00e1n\u00ed o rozhodnut\u00edch a \u0161kolen\u00ed person\u00e1lu.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26c766a elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"26c766a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak AI m\u011bn\u00ed obecn\u00e9 \u00fakoly psan\u00ed a shroma\u017e\u010fov\u00e1n\u00ed nebo anal\u00fdzy dat:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47ba4100 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"47ba4100\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Um\u011bl\u00e1 inteligence dok\u00e1\u017ee p\u0159ipravovat zpr\u00e1vy, z\u00e1sady a informace o incidentech, \u010d\u00edm\u017e analytik\u016fm uleh\u010duje administrativn\u00ed z\u00e1t\u011b\u017e. M\u016f\u017ee automatizovat shroma\u017e\u010fov\u00e1n\u00ed otev\u0159en\u00fdch zpravodajsk\u00fdch informac\u00ed pro cvi\u010den\u00ed, co\u017e umo\u017en\u00ed student\u016fm a profesion\u00e1l\u016fm soust\u0159edit se na anal\u00fdzu a strategii vy\u0161\u0161\u00ed \u00farovn\u011b nam\u00edsto opakuj\u00edc\u00edch se \u00fakol\u016f.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-26aaf561 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"26aaf561\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Reakce.<\/strong> Podporuje rychl\u00e9 hl\u00e1\u0161en\u00ed a situa\u010dn\u00ed p\u0159ehled.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-7a2e16cd elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"7a2e16cd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Zotaven\u00ed.<\/strong> Umo\u017e\u0148uje d\u016fkladnou dokumentaci po incidentu a z\u00edsk\u00e1v\u00e1n\u00ed zku\u0161enost\u00ed.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" class=\"elementor-element elementor-element-34606624 e-con-full e-flex e-con e-child\" data-id=\"34606624\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17bd8f8a elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"17bd8f8a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zv\u00fdrazn\u011bn\u00fd p\u0159\u00edpad: Automatizovan\u00e9 shroma\u017e\u010fov\u00e1n\u00ed zpravodajsk\u00fdch informac\u00ed a pod\u00e1v\u00e1n\u00ed zpr\u00e1v<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36065180 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"36065180\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V roce 2024, <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2212.10388\">Gao a kol.<\/a>\u00a0p\u0159edstavila ThreatKG, syst\u00e9m poh\u00e1n\u011bn\u00fd um\u011blou inteligenc\u00ed, kter\u00fd automaticky shroma\u017e\u010fuje informace o kybernetick\u00fdch hrozb\u00e1ch z otev\u0159en\u00fdch zdroj\u016f, extrahuje kl\u00ed\u010dov\u00e9 entity, jako jsou akt\u00e9\u0159i a zranitelnosti, a uspo\u0159\u00e1d\u00e1v\u00e1 je do strukturovan\u00e9ho znalostn\u00edho grafu. M\u00edsto toho, aby analytici ru\u010dn\u011b pro\u010d\u00edtali dlouh\u00e9 nestrukturovan\u00e9 zpr\u00e1vy, poskytuje syst\u00e9m konsolidovan\u00fd p\u0159ehled s mo\u017enost\u00ed vyhled\u00e1v\u00e1n\u00ed. To sni\u017euje administrativn\u00ed z\u00e1t\u011b\u017e obrann\u00fdch operac\u00ed, podporuje rychlej\u0161\u00ed tvorbu informac\u00ed o incidentech a zlep\u0161uje situa\u010dn\u00ed pov\u011bdom\u00ed b\u011bhem aktivn\u00edch hrozeb. T\u00edm, \u017ee ThreatKG transformuje rozt\u0159\u00ed\u0161t\u011bn\u00e9 informace do p\u0159\u00edstupn\u00fdch p\u0159ehled\u016f, umo\u017e\u0148uje pracovn\u00edk\u016fm v\u011bnovat v\u00edce \u010dasu interpretaci a rozhodov\u00e1n\u00ed. Studie ilustruje, jak m\u016f\u017ee um\u011bl\u00e1 inteligence zm\u011bnit ka\u017edodenn\u00ed defenzivn\u00ed pr\u00e1ci t\u00edm, \u017ee zefektivn\u00ed shroma\u017e\u010fov\u00e1n\u00ed zpravodajsk\u00fdch informac\u00ed a zefektivn\u00ed \u010dinnost, a z\u00e1rove\u0148 zd\u016fraz\u0148uje pot\u0159ebu dohledu, kter\u00fd zajist\u00ed p\u0159esnost a relevanci.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bb66e34 e-con-full e-flex e-con e-child\" data-id=\"bb66e34\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-37d3cdd elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"37d3cdd\" data-element_type=\"widget\" data-widget_type=\"marcs-collapsible-content.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"marcs-collapsible-wrapper\" data-widget-id=\"37d3cdd\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<div class=\"marcs-collapsible-heading\">\n\t\t\t\t\tDal\u0161\u00ed literatura\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"marcs-collapsible-content-37d3cdd\">\n\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-closed\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-opened\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- First nested container: Content Area -->\n\t\t\t<div class=\"marcs-collapsible-content-area elementor-element elementor-element-0da8550 e-con-full e-flex e-con e-child\" data-id=\"0da8550\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\n\t\t\t<!-- Second nested container: Collapsible Content -->\n\t\t\t<div id=\"marcs-collapsible-content-37d3cdd\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-3017d61 e-con-full e-flex e-con e-child\" data-id=\"3017d61\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0422b87 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"0422b87\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0158\u00edzen\u00ed, etick\u00e9, pr\u00e1vn\u00ed a soci\u00e1ln\u00ed d\u016fsledky um\u011bl\u00e9 inteligence v OSINT - <a href=\"https:\/\/doi.org\/10.1007\/s00146-023-01628-x\">\"Open Source Intelligence and AI: A Systematic Review\" (Ghioni et al. 2023)<\/a><br> \u010cl\u00e1nek pod\u00e1v\u00e1 p\u0159ehled 571 studi\u00ed o um\u011bl\u00e9 inteligenci v OSINT, o vyu\u017eit\u00ed um\u011bl\u00e9 inteligence v otev\u0159en\u00e9m zpravodajstv\u00ed (OSINT) a zkoum\u00e1 jej\u00ed \u0159\u00edzen\u00ed, etick\u00e9, pr\u00e1vn\u00ed a soci\u00e1ln\u00ed d\u016fsledky. P\u0159ehled konstatuje, \u017ee AI roz\u0161\u00ed\u0159ila mo\u017enosti OSINT prost\u0159ednictv\u00edm strojov\u00e9ho u\u010den\u00ed, dolov\u00e1n\u00ed dat a vizu\u00e1ln\u00ed forenzn\u00ed anal\u00fdzy, ale tak\u00e9 vyvolala nal\u00e9hav\u00e9 obavy t\u00fdkaj\u00edc\u00ed se ochrany soukrom\u00ed, odpov\u011bdnosti, zaujatosti a zneu\u017eit\u00ed. Auto\u0159i upozor\u0148uj\u00ed na nedostatky v regulaci, dohledu a transparentnosti a vyz\u00fdvaj\u00ed k vytvo\u0159en\u00ed siln\u011bj\u0161\u00edch r\u00e1mc\u016f, kter\u00e9 by zajistily, \u017ee OSINT vyu\u017e\u00edvaj\u00edc\u00ed um\u011blou inteligenci bude podporovat zpravodajsk\u00e9 operace, ani\u017e by naru\u0161oval pr\u00e1va, d\u016fv\u011bru nebo demokratickou odpov\u011bdnost.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Automatizovan\u00e9 generov\u00e1n\u00ed zpr\u00e1v - <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2310.02655\">\"AGIR: Automatizace zpravodajstv\u00ed o kybernetick\u00fdch hrozb\u00e1ch pomoc\u00ed generov\u00e1n\u00ed p\u0159irozen\u00e9ho jazyka\" (Perrina a kol. 2023)<\/a><br> \u010cl\u00e1nek p\u0159edstavuje AGIR, syst\u00e9m pro generov\u00e1n\u00ed p\u0159irozen\u00e9ho jazyka, kter\u00fd vytv\u00e1\u0159\u00ed komplexn\u00ed zpr\u00e1vy CTI z form\u00e1ln\u00edch graf\u016f entit. AGIR zkracuje dobu psan\u00ed zpr\u00e1v o v\u00edce ne\u017e 40% p\u0159i zachov\u00e1n\u00ed vysok\u00e9 p\u0159esnosti a plynulosti, \u010d\u00edm\u017e demonstruje, jak m\u016f\u017ee um\u011bl\u00e1 inteligence automatizovat \u00fakoly tvorby zpr\u00e1v a anal\u00fdzy, a uvolnit tak analytik\u016fm ruce, aby se mohli soust\u0159edit na interpretaci a strategii vy\u0161\u0161\u00ed \u00farovn\u011b.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-3480274307\" role=\"tabpanel\" aria-labelledby=\"synthetic-data\" data-tab-index=\"7\" style=\"--n-tabs-title-order: 7;\" class=\"elementor-element elementor-element-7af9ec0d e-con-full e-flex e-con e-child\" data-id=\"7af9ec0d\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4261140f e-con-full e-flex e-con e-child\" data-id=\"4261140f\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4d77b34d elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"4d77b34d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Generov\u00e1n\u00ed syntetick\u00fdch dat<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59cd38ee elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"59cd38ee\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ef7c049 elementor-widget elementor-widget-text-editor\" data-id=\"2ef7c049\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Generov\u00e1n\u00ed syntetick\u00fdch dat vytv\u00e1\u0159\u00ed um\u011bl\u00e9 soubory dat pro \u0161kolen\u00ed, testov\u00e1n\u00ed nebo simulaci, ani\u017e by byly odhaleny citliv\u00e9 informace z re\u00e1ln\u00e9ho sv\u011bta.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4bc6fa61 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"4bc6fa61\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak AI m\u011bn\u00ed generov\u00e1n\u00ed syntetick\u00fdch dat:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ba9ff81 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"4ba9ff81\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Um\u011bl\u00e1 inteligence m\u016f\u017ee vytv\u00e1\u0159et realistick\u00e9 vzorky s\u00ed\u0165ov\u00e9ho provozu nebo malwaru pro laboratorn\u00ed pou\u017eit\u00ed, vyplnit mezery tam, kde nejsou k dispozici re\u00e1ln\u00e1 data, a chr\u00e1nit soukrom\u00ed a z\u00e1rove\u0148 umo\u017enit experimentov\u00e1n\u00ed. To pom\u00e1h\u00e1 pedagog\u016fm a obr\u00e1nc\u016fm p\u0159ipravit se na skute\u010dn\u00e9 incidenty, ani\u017e by riskovali odhalen\u00ed citliv\u00fdch dat.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-343df702 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"343df702\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Prevence.<\/strong> Umo\u017e\u0148uje bezpe\u010dn\u00e9 experimentov\u00e1n\u00ed bez odhalen\u00ed citliv\u00fdch informac\u00ed.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-19ff8cba elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"19ff8cba\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>P\u0159ipravenost.<\/strong> Podporuje tr\u00e9nink a simulaci s realistick\u00fdmi soubory dat.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-60acc920 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"60acc920\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Zotaven\u00ed.<\/strong> Znovu vytv\u00e1\u0159\u00ed sc\u00e9n\u00e1\u0159e \u00fatoku pro testov\u00e1n\u00ed a zlep\u0161en\u00ed po incidentu.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" class=\"elementor-element elementor-element-39cad407 e-con-full e-flex e-con e-child\" data-id=\"39cad407\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-76c7b1c5 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"76c7b1c5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zv\u00fdrazn\u011bn\u00fd p\u0159\u00edpad: Pou\u017eit\u00ed GAN pro tvorbu bezpe\u010dn\u00fdch a realistick\u00fdch tr\u00e9ninkov\u00fdch dat<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-732dcaf8 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"732dcaf8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V roce 2022, <a href=\"https:\/\/doi.org\/10.1109\/GLOBECOM48099.2022.10001494\">Nukavarapu et al<\/a>\u00a0vyvinul MirageNet, framework, kter\u00fd vyu\u017e\u00edv\u00e1 generativn\u00ed s\u00edt\u011b (GAN) k vytv\u00e1\u0159en\u00ed realistick\u00e9ho syntetick\u00e9ho s\u00ed\u0165ov\u00e9ho provozu. Syst\u00e9m dok\u00e1\u017ee replikovat vzorce provozu DNS a dal\u0161\u00edch protokol\u016f zp\u016fsobem, kter\u00fd se v\u011brn\u011b podob\u00e1 re\u00e1ln\u00fdm dat\u016fm, ale bez odhalen\u00ed citliv\u00fdch informac\u00ed z \u017eiv\u00fdch s\u00edt\u00ed.<\/p><p>Tato inovace je d\u016fle\u017eit\u00e1, proto\u017ee obr\u00e1nci a pedagogov\u00e9 \u010dasto pot\u0159ebuj\u00ed realistick\u00e1 data pro v\u00fdcvik, testov\u00e1n\u00ed a experimentov\u00e1n\u00ed, ale z d\u016fvodu ochrany soukrom\u00ed nebo bezpe\u010dnosti nemohou v\u017edy pou\u017e\u00edvat provozn\u00ed provoz. MirageNet umo\u017e\u0148uje bezpe\u010dn\u00e9 simulace, kter\u00e9 p\u0159ipravuj\u00ed analytiky na skute\u010dn\u00e9 \u00fatoky a z\u00e1rove\u0148 zamezuj\u00ed rizik\u016fm prozrazen\u00ed. Pou\u017eit\u00ed um\u011bl\u00e9 inteligence, a v tomto p\u0159\u00edpad\u011b GAN, umo\u017e\u0148uje bezpe\u010dn\u011bj\u0161\u00ed a \u0161k\u00e1lovateln\u011bj\u0161\u00ed experimentov\u00e1n\u00ed. Sou\u010dasn\u011b z\u016fst\u00e1v\u00e1 d\u016fle\u017eit\u00e9 ov\u011b\u0159it, \u017ee syntetick\u00e1 data skute\u010dn\u011b odr\u00e1\u017eej\u00ed re\u00e1ln\u00e9 provozn\u00ed podm\u00ednky, a zajistit tak, aby v\u00fdcvik a testov\u00e1n\u00ed z\u016fstaly spolehliv\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9868e72 e-con-full e-flex e-con e-child\" data-id=\"9868e72\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b8a7925 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"b8a7925\" data-element_type=\"widget\" data-widget_type=\"marcs-collapsible-content.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"marcs-collapsible-wrapper\" data-widget-id=\"b8a7925\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<div class=\"marcs-collapsible-heading\">\n\t\t\t\t\tDal\u0161\u00ed literatura\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"marcs-collapsible-content-b8a7925\">\n\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-closed\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-opened\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- First nested container: Content Area -->\n\t\t\t<div class=\"marcs-collapsible-content-area elementor-element elementor-element-30299e2 e-con-full e-flex e-con e-child\" data-id=\"30299e2\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\n\t\t\t<!-- Second nested container: Collapsible Content -->\n\t\t\t<div id=\"marcs-collapsible-content-b8a7925\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-20cb3f5 e-con-full e-flex e-con e-child\" data-id=\"20cb3f5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5c30809 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"5c30809\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Hlubok\u00e9 u\u010den\u00ed pro modelov\u00e1n\u00ed syntetick\u00e9ho s\u00ed\u0165ov\u00e9ho provozu - <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2009.12740\">\"STAN: Syntetick\u00e9 generov\u00e1n\u00ed s\u00ed\u0165ov\u00e9ho provozu pomoc\u00ed generativn\u00edch neuronov\u00fdch model\u016f\" (Xu et al. 2021)<\/a><br> \u010cl\u00e1nek p\u0159edstavuje STAN (Synthetic network Traffic generation with Autoregressive Neural models), neuronovou architekturu, kter\u00e1 modeluje \u010dasov\u00e9 i atributov\u00e9 z\u00e1vislosti v s\u00ed\u0165ov\u00e9m provozu a vytv\u00e1\u0159\u00ed realistick\u00e9 soubory dat. V\u00fdsledky ukazuj\u00ed, \u017ee modely detekce anom\u00e1li\u00ed natr\u00e9novan\u00e9 na syntetick\u00e9m provozu STAN dos\u00e1hly t\u00e9m\u011b\u0159 srovnateln\u00e9 p\u0159esnosti s modely natr\u00e9novan\u00fdmi na re\u00e1ln\u00fdch datech, co\u017e demonstruje, jak hlubok\u00e9 u\u010den\u00ed umo\u017e\u0148uje vysoce kvalitn\u00ed syntetick\u00e9 datov\u00e9 soubory pro tr\u00e9nink a simulaci p\u0159ipravenosti p\u0159i zachov\u00e1n\u00ed soukrom\u00ed.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Hodnocen\u00ed metod generov\u00e1n\u00ed syntetick\u00e9ho provozu - <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2410.16326\">\"Syntetick\u00e9 generov\u00e1n\u00ed dat o s\u00ed\u0165ov\u00e9m provozu: (Ammara et al., 2025).<\/a><br> Studie hodnot\u00ed dvan\u00e1ct metod generov\u00e1n\u00ed syntetick\u00e9ho provozu, v\u010detn\u011b statistick\u00fdch, klasick\u00fdch a generativn\u00edch p\u0159\u00edstup\u016f um\u011bl\u00e9 inteligence, s pou\u017eit\u00edm standardn\u00edch soubor\u016f dat. V\u00fdsledky ukazuj\u00ed, \u017ee modely zalo\u017een\u00e9 na GAN poskytuj\u00ed vy\u0161\u0161\u00ed v\u011brnost a u\u017eite\u010dnost, zat\u00edmco statistick\u00e9 metody zachov\u00e1vaj\u00ed rovnov\u00e1hu t\u0159\u00edd, ale postr\u00e1daj\u00ed struktur\u00e1ln\u00ed slo\u017eitost.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-3480274308\" role=\"tabpanel\" aria-labelledby=\"iam\" data-tab-index=\"8\" style=\"--n-tabs-title-order: 8;\" class=\"elementor-element elementor-element-7f370106 e-con-full e-flex e-con e-child\" data-id=\"7f370106\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e8f1698 e-con-full e-flex e-con e-child\" data-id=\"e8f1698\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7911b5d1 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"7911b5d1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Spr\u00e1va identit a p\u0159\u00edstupu (IAM)<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c35df68 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5c35df68\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-693ad18 elementor-widget elementor-widget-text-editor\" data-id=\"693ad18\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Spr\u00e1va identit a p\u0159\u00edstupu (IAM) zaji\u0161\u0165uje, \u017ee k syst\u00e9m\u016fm a prost\u0159edk\u016fm maj\u00ed odpov\u00eddaj\u00edc\u00ed p\u0159\u00edstup pouze opr\u00e1vn\u011bn\u00ed u\u017eivatel\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78f251a0 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"78f251a0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak AI m\u011bn\u00ed spr\u00e1vu identit a p\u0159\u00edstupu:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68fc5b4c elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"68fc5b4c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>AI posiluje IAM t\u00edm, \u017ee detekuje anom\u00e1ln\u00ed vzory p\u0159ihla\u0161ov\u00e1n\u00ed, kter\u00e9 mohou signalizovat zneu\u017eit\u00ed pov\u011b\u0159en\u00ed, doporu\u010duje adaptivn\u00ed z\u00e1sady ov\u011b\u0159ov\u00e1n\u00ed a automatizuje rutinn\u00ed kontroly. B\u011bhem incident\u016f dok\u00e1\u017ee rychle ozna\u010dit kompromitovan\u00e9 \u00fa\u010dty a spustit siln\u011bj\u0161\u00ed kontroly k omezen\u00ed hrozeb.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-5936f6e0 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"5936f6e0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Prevence.<\/strong> Vynucuje siln\u011bj\u0161\u00ed ov\u011b\u0159ov\u00e1n\u00ed a omezuje neautorizovan\u00fd p\u0159\u00edstup.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-7728f889 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"7728f889\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Reakce.<\/strong> P\u0159izp\u016fsobuje se v re\u00e1ln\u00e9m \u010dase p\u0159i podez\u0159en\u00ed na zneu\u017eit\u00ed pov\u011b\u0159en\u00ed.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" class=\"elementor-element elementor-element-355ae3a8 e-con-full e-flex e-con e-child\" data-id=\"355ae3a8\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-267ae09c elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"267ae09c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zv\u00fdrazn\u011bn\u00fd p\u0159\u00edpad: Odhalen\u00ed neobvykl\u00e9ho a nevhodn\u00e9ho p\u0159\u00edstupu<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f6a7b86 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"5f6a7b86\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V roce 2024, <a href=\"https:\/\/www.diva-portal.org\/smash\/get\/diva2:1943652\/FULLTEXT02.pdf\">Prodej<\/a> provedla ov\u011b\u0159ovac\u00ed studii o pou\u017eit\u00ed um\u011bl\u00e9 inteligence v syst\u00e9mech IAM. Integrac\u00ed modelu detekce anom\u00e1li\u00ed do \u017eiv\u00e9 platformy IAM dok\u00e1zal syst\u00e9m ozna\u010dit neobvykl\u00e9 p\u0159ihla\u0161ovac\u00ed chov\u00e1n\u00ed a nevhodn\u00e1 p\u0159\u00edstupov\u00e1 opr\u00e1vn\u011bn\u00ed. Tento p\u0159\u00edstup umo\u017e\u0148uje organizac\u00edm rychleji odhalit kompromitovan\u00e9 \u00fa\u010dty nebo zneu\u017eit\u00ed ze strany zasv\u011bcen\u00fdch osob a p\u0159i zji\u0161t\u011bn\u00ed rizik dynamicky p\u0159izp\u016fsobit z\u00e1sady ov\u011b\u0159ov\u00e1n\u00ed. Studie zjistila jasn\u00e9 zv\u00fd\u0161en\u00ed efektivity a z\u00e1rove\u0148 zd\u016fraznila trvalou pot\u0159ebu lidsk\u00e9ho dohledu, kter\u00fd by interpretoval ozna\u010den\u00e9 anom\u00e1lie a zabr\u00e1nil zbyte\u010dn\u00e9mu naru\u0161en\u00ed. Um\u011bl\u00e1 inteligence proto umo\u017e\u0148uje pos\u00edlit ka\u017edodenn\u00ed \u0159\u00edzen\u00ed p\u0159\u00edstupu a m\u016f\u017ee z IAM ud\u011blat adaptivn\u011bj\u0161\u00ed a proaktivn\u011bj\u0161\u00ed linii obrany.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-985150d e-con-full e-flex e-con e-child\" data-id=\"985150d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7a63260 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"7a63260\" data-element_type=\"widget\" data-widget_type=\"marcs-collapsible-content.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"marcs-collapsible-wrapper\" data-widget-id=\"7a63260\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<div class=\"marcs-collapsible-heading\">\n\t\t\t\t\tDal\u0161\u00ed literatura\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"marcs-collapsible-content-7a63260\">\n\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-closed\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-opened\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- First nested container: Content Area -->\n\t\t\t<div class=\"marcs-collapsible-content-area elementor-element elementor-element-bb2356b e-con-full e-flex e-con e-child\" data-id=\"bb2356b\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\n\t\t\t<!-- Second nested container: Collapsible Content -->\n\t\t\t<div id=\"marcs-collapsible-content-7a63260\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-7e76bf7 e-con-full e-flex e-con e-child\" data-id=\"7e76bf7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bcb67cf elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"bcb67cf\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Audit kritick\u00e9 infrastruktury - <a href=\"https:\/\/www.researchgate.net\/publication\/390929423_AI-Powered_IAM_Audit_for_Anomaly_Detection_in_Critical_Infrastructure\">\"AI-Powered IAM Audit for Anomaly Detection in Critical Infrastructure\" (Rodriguez et al. 2025)<\/a><br> V \u010dl\u00e1nku je navr\u017een r\u00e1mec pro audit IAM s vyu\u017eit\u00edm um\u011bl\u00e9 inteligence, kter\u00fd k anal\u00fdze protokol\u016f IAM kombinuje in\u017een\u00fdrstv\u00ed p\u0159\u00edznak\u016f, detekci anom\u00e1li\u00ed bez dohledu a klasifikaci s dohledem. Na syntetick\u00e9m souboru dat modelovan\u00e9m podle kritick\u00e9 infrastruktury dos\u00e1hl syst\u00e9m m\u00edry detekce 92% s m\u00edrou fale\u0161n\u011b pozitivn\u00edch v\u00fdsledk\u016f pod 3%. Zji\u0161t\u011bn\u00ed ukazuj\u00ed, jak um\u011bl\u00e1 inteligence zlep\u0161uje auditov\u00e1n\u00ed protokol\u016f IAM a umo\u017e\u0148uje proaktivn\u00ed detekci vnit\u0159n\u00edch hrozeb a jemn\u00fdch anom\u00e1li\u00ed p\u0159\u00edstupu, kter\u00e9 tradi\u010dn\u00ed metody \u010dasto p\u0159ehl\u00ed\u017eej\u00ed.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-3480274309\" role=\"tabpanel\" aria-labelledby=\"log-analysis\" data-tab-index=\"9\" style=\"--n-tabs-title-order: 9;\" class=\"elementor-element elementor-element-4da48b90 e-con-full e-flex e-con e-child\" data-id=\"4da48b90\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-f78d023 e-con-full e-flex e-con e-child\" data-id=\"f78d023\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-379f2404 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"379f2404\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Anal\u00fdza protokolu<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63586dde elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"63586dde\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-601ab045 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"601ab045\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Anal\u00fdza protokol\u016f zkoum\u00e1 syst\u00e9mov\u00e9 a bezpe\u010dnostn\u00ed protokoly za \u00fa\u010delem odhalen\u00ed, pro\u0161et\u0159en\u00ed a pochopen\u00ed incident\u016f.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-140b6275 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"140b6275\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak AI m\u011bn\u00ed anal\u00fdzu protokol\u016f:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1787a6dd elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"1787a6dd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Um\u011bl\u00e1 inteligence dok\u00e1\u017ee zpracov\u00e1vat obrovsk\u00e9 objemy protokol\u016f v re\u00e1ln\u00e9m \u010dase, upozor\u0148ovat na neobvykl\u00e9 sekvence ud\u00e1lost\u00ed a vytv\u00e1\u0159et stru\u010dn\u00e9 souhrny. To zlep\u0161uje detekci a umo\u017e\u0148uje rychlej\u0161\u00ed v\u00fduku a simulaci incident\u016f.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-11c22472 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"11c22472\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>P\u0159ipravenost.<\/strong> Stanovuje z\u00e1kladn\u00ed hodnoty a identifikuje potenci\u00e1ln\u00ed slab\u00e1 m\u00edsta.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-40785102 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"40785102\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Reakce.<\/strong> Urychluje vy\u0161et\u0159ov\u00e1n\u00ed a podporuje \u0159e\u0161en\u00ed incident\u016f v re\u00e1ln\u00e9m \u010dase.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-63b0357a elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"63b0357a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Zotaven\u00ed.<\/strong> Informuje o p\u0159ezkoum\u00e1n\u00ed a hl\u00e1\u0161en\u00ed po incidentu.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" class=\"elementor-element elementor-element-4c6b8e09 e-con-full e-flex e-con e-child\" data-id=\"4c6b8e09\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1a67221 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"1a67221\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zv\u00fdrazn\u011bn\u00fd p\u0159\u00edpad: Agenti um\u011bl\u00e9 inteligence pro anal\u00fdzu protokol\u016f a odhalov\u00e1n\u00ed vzor\u016f hrozeb<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64fcf552 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"64fcf552\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V roce 2025, <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2509.05306\">Karaarslan a kol.<\/a>\u00a0zkoumal, jak by agenti AI mohli podpo\u0159it anal\u00fdzu rozs\u00e1hl\u00fdch protokol\u016f generovan\u00fdch honeypotem Cowrie. Honeypoty z\u00e1m\u011brn\u011b napodobuj\u00ed zraniteln\u00e9 syst\u00e9my, aby p\u0159il\u00e1kaly \u00fato\u010dn\u00edky, ale v\u00fdsledkem je ohromn\u00fd objem nezpracovan\u00fdch dat, jejich\u017e interpretace je pro lidsk\u00e9 analytiky n\u00e1ro\u010dn\u00e1.<\/p><p>V\u00fdzkumn\u00edci uk\u00e1zali, \u017ee agenti s um\u011blou inteligenc\u00ed mohou automaticky analyzovat a shrnovat tyto protokoly, extrahovat opakuj\u00edc\u00ed se vzory \u00fatok\u016f a vytv\u00e1\u0159et stru\u010dn\u00e9 zpr\u00e1vy. Tato automatizace sni\u017euje manu\u00e1ln\u00ed \u00fasil\u00ed, zvy\u0161uje situa\u010dn\u00ed pov\u011bdom\u00ed a umo\u017e\u0148uje obr\u00e1nc\u016fm rychleji odhalovat trendy a upravovat bezpe\u010dnostn\u00ed opat\u0159en\u00ed. Studie ilustruje, jak m\u016f\u017ee um\u011bl\u00e1 inteligence p\u0159em\u011bnit nezvl\u00e1dnuteln\u00e9 soubory dat na vyu\u017eiteln\u00e9 informace, a z\u00e1rove\u0148 zd\u016fraz\u0148uje pot\u0159ebu pe\u010dliv\u011b ov\u011b\u0159ovat v\u00fdstupy, aby nedo\u0161lo k chybn\u00e9mu vyhodnocen\u00ed vyv\u00edjej\u00edc\u00edch se nebo klamav\u00fdch taktik protivn\u00edk\u016f.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7fab8e0 e-con-full e-flex e-con e-child\" data-id=\"7fab8e0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b71c24a elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"b71c24a\" data-element_type=\"widget\" data-widget_type=\"marcs-collapsible-content.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"marcs-collapsible-wrapper\" data-widget-id=\"b71c24a\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<div class=\"marcs-collapsible-heading\">\n\t\t\t\t\tDal\u0161\u00ed literatura\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"marcs-collapsible-content-b71c24a\">\n\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-closed\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-opened\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- First nested container: Content Area -->\n\t\t\t<div class=\"marcs-collapsible-content-area elementor-element elementor-element-28fdb7c e-con-full e-flex e-con e-child\" data-id=\"28fdb7c\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\n\t\t\t<!-- Second nested container: Collapsible Content -->\n\t\t\t<div id=\"marcs-collapsible-content-b71c24a\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-04be5b3 e-con-full e-flex e-con e-child\" data-id=\"04be5b3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-77987ab elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"77987ab\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Samostatn\u011b \u0159\u00edzen\u00e1 anal\u00fdza protokol\u016f - <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2203.10960\">\"Anal\u00fdza protokol\u016f \u0159\u00edzen\u00e1 um\u011blou inteligenc\u00ed pomoc\u00ed konstrukc\u00ed transform\u00e1tor\u016f\" (Pan 2023)<\/a><br> Tato studie zkoum\u00e1, jak m\u016f\u017ee um\u011bl\u00e1 inteligence podpo\u0159it anal\u00fdzu protokol\u016f pro detekci a vy\u0161et\u0159ov\u00e1n\u00ed incident\u016f. Tento p\u0159\u00edstup vyu\u017e\u00edv\u00e1 model Transformer vycvi\u010den\u00fd na b\u011b\u017en\u00fdch z\u00e1znamech v den\u00edku, pou\u017e\u00edv\u00e1 roz\u0161\u00ed\u0159en\u00ed den\u00edku pro samou\u010den\u00ed p\u0159\u00edznak\u016f a pot\u00e9 model dola\u010fuje pomoc\u00ed posilov\u00e1n\u00ed u\u010den\u00ed na mal\u00e9m souboru dat se zna\u010dkami. V\u00fdsledky ukazuj\u00ed, \u017ee tato metoda dok\u00e1\u017ee p\u0159ekonat probl\u00e9my s heterogenn\u00edmi zdroji log\u016f a nedostate\u010dn\u00fdm mno\u017estv\u00edm ozna\u010den\u00fdch dat, co\u017e je p\u0159\u00edslibem pro praktick\u00e9 a re\u00e1ln\u00e9 nasazen\u00ed v operac\u00edch kybernetick\u00e9 bezpe\u010dnosti.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Anal\u00fdza log\u016f zalo\u017een\u00e1 na hlubok\u00e9m u\u010den\u00ed pro detekci naru\u0161en\u00ed - <a href=\"https:\/\/doi.org\/10.1016\/j.cose.2024.104222\">\"Klasifikace log\u016f ud\u00e1lost\u00ed kybernetick\u00fdch \u00fatok\u016f pomoc\u00ed hlubok\u00e9ho u\u010den\u00ed s anal\u00fdzou s\u00e9mantick\u00fdch p\u0159\u00edznak\u016f\" (Alzu'bi et al. 2025)<\/a><br> Tato studie navrhuje r\u00e1mec zalo\u017een\u00fd na hlubok\u00e9m u\u010den\u00ed vyu\u017e\u00edvaj\u00edc\u00ed s\u00e9mantickou vektorizaci a vlo\u017een\u00ed BERT k anal\u00fdze protokol\u016f ud\u00e1lost\u00ed pro detekci naru\u0161en\u00ed. D\u00edky kategorizaci log\u016f podle typ\u016f ud\u00e1lost\u00ed a \u00fatok\u016f s vysv\u011btlitelnou um\u011blou inteligenc\u00ed tento p\u0159\u00edstup zlep\u0161uje p\u0159esnost detekce, dosahuje v\u00edce ne\u017e 99% odvol\u00e1n\u00ed a p\u0159esnosti a p\u0159ekon\u00e1v\u00e1 st\u00e1vaj\u00edc\u00ed modely.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-34802743010\" role=\"tabpanel\" aria-labelledby=\"malware-analysis\" data-tab-index=\"10\" style=\"--n-tabs-title-order: 10;\" class=\"elementor-element elementor-element-32dcb80 e-con-full e-flex e-con e-child\" data-id=\"32dcb80\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7e5cf53 e-con-full e-flex e-con e-child\" data-id=\"7e5cf53\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-77b57bdc elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"77b57bdc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Anal\u00fdza malwaru<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d506f51 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6d506f51\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f9b5cc2 elementor-widget elementor-widget-text-editor\" data-id=\"1f9b5cc2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Anal\u00fdza \u0161kodliv\u00e9ho softwaru zkoum\u00e1 \u0161kodliv\u00fd software s c\u00edlem zjistit jeho chov\u00e1n\u00ed, p\u016fvod a potenci\u00e1ln\u00ed dopad.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-307d8179 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"307d8179\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak AI m\u011bn\u00ed anal\u00fdzu malwaru:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23226461 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"23226461\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Um\u011bl\u00e1 inteligence urychluje klasifikaci t\u00edm, \u017ee identifikuje podobnosti k\u00f3du nap\u0159\u00ed\u010d rodinami malwaru a generuje vysv\u011btlen\u00ed spu\u0161t\u011bn\u00ed sandboxu. Pom\u00e1h\u00e1 analytik\u016fm rychle pochopit, jak malware funguje, co\u017e podporuje rychlej\u0161\u00ed reakci a \u00fa\u010dinn\u011bj\u0161\u00ed zm\u00edr\u0148ov\u00e1n\u00ed.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-62f12026 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"62f12026\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Reakce.<\/strong> Urychluje identifikaci a omezov\u00e1n\u00ed malwaru.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-65714625 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"65714625\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Zotaven\u00ed.<\/strong> p\u0159isp\u00edv\u00e1 k budov\u00e1n\u00ed znalost\u00ed pro budouc\u00ed obranu.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" class=\"elementor-element elementor-element-742eb9 e-con-full e-flex e-con e-child\" data-id=\"742eb9\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-78a4ba6 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"78a4ba6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zv\u00fdrazn\u011bn\u00fd p\u0159\u00edpad: Demont\u00e1\u017e malwaru s pomoc\u00ed um\u011bl\u00e9 inteligence<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d945268 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"1d945268\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V roce 2025, <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2504.07574\">Apvrille a Nakov<\/a> vyhodnotil R2AI, z\u00e1suvn\u00fd modul um\u011bl\u00e9 inteligence pro disassembler Radare2, na ned\u00e1vn\u00fdch vzorc\u00edch malwaru pro Linux a internet v\u011bc\u00ed. Syst\u00e9m integruje LLM do procesu reverzn\u00edho in\u017een\u00fdrstv\u00ed a pom\u00e1h\u00e1 analytik\u016fm dekompilovat funkce, p\u0159ejmenov\u00e1vat prom\u011bnn\u00e9 a identifikovat podez\u0159el\u00e9 chov\u00e1n\u00ed. Jejich studie uk\u00e1zala, \u017ee asistence um\u011bl\u00e9 inteligence m\u016f\u017ee zkr\u00e1tit dobu anal\u00fdzy z n\u011bkolika dn\u016f na zhruba polovinu p\u0159i zachov\u00e1n\u00ed stejn\u00e9 nebo lep\u0161\u00ed kvality ne\u017e u anal\u00fdzy prov\u00e1d\u011bn\u00e9 pouze lidmi. Nap\u0159\u00edklad v p\u0159\u00edpad\u011b malwaru Linux\/Devura um\u011bl\u00e1 inteligence spr\u00e1vn\u011b odvodila form\u00e1ty argument\u016f, kter\u00e9 lid\u0161t\u00ed analytici p\u0159ehl\u00e9dli. P\u0159etrv\u00e1vala v\u0161ak omezen\u00ed: modely ob\u010das produkovaly halucinace, p\u0159eh\u00e1n\u011bn\u00ed nebo opomenut\u00ed a vy\u017eadovaly neust\u00e1l\u00e9 ov\u011b\u0159ov\u00e1n\u00ed kvalifikovan\u00fdmi odborn\u00edky. Zji\u0161t\u011bn\u00ed nazna\u010duj\u00ed, \u017ee demont\u00e1\u017e s pomoc\u00ed um\u011bl\u00e9 inteligence je nej\u00fa\u010dinn\u011bj\u0161\u00ed jako multiplik\u00e1tor s\u00edly, kter\u00fd urychluje t\u0159\u00edd\u011bn\u00ed a rychleji odhaluje detaily, p\u0159i\u010dem\u017e se st\u00e1le spol\u00e9h\u00e1 na lidsk\u00fd dohled, aby zajistil p\u0159esnost a zabr\u00e1nil chybn\u00e9 interpretaci.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-671714c e-con-full e-flex e-con e-child\" data-id=\"671714c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ea4d306 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"ea4d306\" data-element_type=\"widget\" data-widget_type=\"marcs-collapsible-content.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"marcs-collapsible-wrapper\" data-widget-id=\"ea4d306\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<div class=\"marcs-collapsible-heading\">\n\t\t\t\t\tDal\u0161\u00ed literatura\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"marcs-collapsible-content-ea4d306\">\n\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-closed\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-opened\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- First nested container: Content Area -->\n\t\t\t<div class=\"marcs-collapsible-content-area elementor-element elementor-element-ada8024 e-con-full e-flex e-con e-child\" data-id=\"ada8024\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\n\t\t\t<!-- Second nested container: Collapsible Content -->\n\t\t\t<div id=\"marcs-collapsible-content-ea4d306\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-7674b26 e-con-full e-flex e-con e-child\" data-id=\"7674b26\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c2abbc3 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"c2abbc3\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">S\u00e9mantick\u00e1 segmentace pro klasifikaci - <a href=\"https:\/\/doi.org\/10.32604\/cmes.2025.061080\">\"Deep Learning with Semantic Segmentation for Malware Classification\" (Chen et al. 2025)<\/a><br> Studie ukazuje, \u017ee pou\u017eit\u00ed um\u011bl\u00e9 inteligence na vybran\u00e9 \u010d\u00e1sti malwarov\u00fdch soubor\u016f, nikoli na cel\u00e9 sekvence soubor\u016f, m\u016f\u017ee v\u00fdrazn\u011b zlep\u0161it v\u00fdkon. Zam\u011b\u0159en\u00edm se na \u00fadaje v z\u00e1hlav\u00ed soubor\u016f Portable Executable dos\u00e1hl jejich model p\u0159esnosti 99,54% p\u0159i klasifikaci rodin malwaru. To nazna\u010duje, \u017ee zam\u011b\u0159en\u00ed na nejinformativn\u011bj\u0161\u00ed \u010d\u00e1sti k\u00f3du umo\u017e\u0148uje rychlej\u0161\u00ed a spolehliv\u011bj\u0161\u00ed detekci hrozeb.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">U\u010den\u00ed n\u011bkolika sn\u00edmk\u016f pro nov\u00fd malware - <a href=\"https:\/\/doi.org\/10.1016\/j.cose.2022.102887\">\"A few-shot malware classification approach for unknown family recognition using malware feature visualization\" (Conti et al. 2022)<\/a><br> V \u010dl\u00e1nku je navr\u017eeno pou\u017eit\u00ed u\u010den\u00ed s n\u011bkolika m\u00e1lo p\u0159\u00edklady ke klasifikaci rodin malwaru s pouh\u00fdmi n\u011bkolika p\u0159\u00edklady, \u010d\u00edm\u017e se zabr\u00e1n\u00ed nutnosti znovu tr\u00e9novat modely, kdykoli se objev\u00ed nov\u00fd malware. Vizualizac\u00ed bin\u00e1rn\u00edch malwar\u016f jako t\u0159\u00edkan\u00e1lov\u00fdch obraz\u016f a testov\u00e1n\u00edm dvou architektur (CSNN a Shallow-FS) studie ukazuje vysokou p\u0159esnost p\u0159i klasifikaci tradi\u010dn\u00edho i nov\u00e9ho malwaru. To ukazuje potenci\u00e1l p\u0159\u00edstup\u016f s n\u011bkolika sn\u00edmky pro zlep\u0161en\u00ed adaptability a rychlosti p\u0159i odhalov\u00e1n\u00ed nov\u00fdch hrozeb.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-34802743011\" role=\"tabpanel\" aria-labelledby=\"training-labs\" data-tab-index=\"11\" style=\"--n-tabs-title-order: 11;\" class=\"elementor-element elementor-element-2e92139e e-con-full e-flex e-con e-child\" data-id=\"2e92139e\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7e598b54 e-con-full e-flex e-con e-child\" data-id=\"7e598b54\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5e73c74a elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"5e73c74a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u0160kolen\u00ed a laborato\u0159e<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5cf75f74 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"5cf75f74\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fe07c66 elementor-widget elementor-widget-text-editor\" data-id=\"5fe07c66\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u0160kolen\u00ed a laborato\u0159e poskytuj\u00ed kontrolovan\u00e9 prost\u0159ed\u00ed pro praktick\u00e1 cvi\u010den\u00ed a simulace kybernetick\u00e9 bezpe\u010dnosti.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-37e6d6c2 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"37e6d6c2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak AI m\u011bn\u00ed \u0161kolen\u00ed a laborato\u0159e:<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3791879d elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"3791879d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Um\u011bl\u00e1 inteligence dok\u00e1\u017ee vytv\u00e1\u0159et dynamick\u00e9 laboratorn\u00ed sc\u00e9n\u00e1\u0159e p\u0159izp\u016fsoben\u00e9 pokroku \u017e\u00e1ka, vytv\u00e1\u0159et adaptivn\u00ed v\u00fdzvy s r\u016fznou obt\u00ed\u017enost\u00ed a automatizovat zp\u011btnou vazbu a hodnocen\u00ed. To podporuje realisti\u010dt\u011bj\u0161\u00ed a \u0161k\u00e1lovateln\u011bj\u0161\u00ed \u0161kolen\u00ed.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-21cc0925 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"21cc0925\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>P\u0159ipravenost.<\/strong> Posiluje p\u0159ipravenost prost\u0159ednictv\u00edm adaptivn\u00edch simulac\u00ed.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-1fc426ad elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"1fc426ad\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div><strong>Zotaven\u00ed.<\/strong> Za\u0159azuje do \u0161kolen\u00ed poznatky z re\u00e1ln\u00fdch incident\u016f.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div data-dce-background-color=\"#FFFFFF\" class=\"elementor-element elementor-element-200258a6 e-con-full e-flex e-con e-child\" data-id=\"200258a6\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-675846ab elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"675846ab\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zv\u00fdrazn\u011bn\u00fd p\u0159\u00edpad: Kybernetick\u00e9 st\u0159elnice poh\u00e1n\u011bn\u00e9 um\u011blou inteligenc\u00ed pro adaptivn\u00ed v\u00fdcvik<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f8bc9d6 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"5f8bc9d6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>V roce 2025, <a href=\"https:\/\/doi.org\/10.1080\/19361610.2025.2518383\">Sisodiya et al<\/a>p\u0159edstavila kybernetickou \u0159adu s um\u011blou inteligenc\u00ed, kter\u00e1 m\u00e1 zlep\u0161it realisti\u010dnost a efektivitu \u0161kolen\u00ed v oblasti kybernetick\u00e9 bezpe\u010dnosti. Na rozd\u00edl od tradi\u010dn\u00edch statick\u00fdch laborato\u0159\u00ed platforma vyu\u017e\u00edv\u00e1 um\u011blou inteligenci k \u00faprav\u011b obt\u00ed\u017enosti sc\u00e9n\u00e1\u0159\u016f podle pokroku \u017e\u00e1ka, vkl\u00e1d\u00e1 do nich realistick\u00e9 \u00fato\u010dn\u00e9 ud\u00e1losti a poskytuje automatickou zp\u011btnou vazbu.<\/p><p>Studie zjistila, \u017ee studenti vy\u0161kolen\u00ed v tomto prost\u0159ed\u00ed dos\u00e1hli vy\u0161\u0161\u00ed p\u0159esnosti detekce a krat\u0161\u00ed doby zm\u00edrn\u011bn\u00ed ve srovn\u00e1n\u00ed s b\u011b\u017en\u00fdmi p\u0159\u00edstupy. Pedagog\u016fm syst\u00e9m umo\u017e\u0148uje \u0161k\u00e1lovat cvi\u010den\u00ed, personalizovat \u00fakoly a za\u010dlenit do simulac\u00ed poznatky ze skute\u010dn\u00fdch incident\u016f.<\/p><p>Z technick\u00e9ho hlediska v\u00fdzkum rovn\u011b\u017e prok\u00e1zal, \u017ee hybridn\u00ed architektury, kter\u00e9 kombinuj\u00ed \u0161k\u00e1lovatelnost cloudu s v\u011brnost\u00ed fyzick\u00fdch syst\u00e9m\u016f, poskytuj\u00ed realisti\u010dt\u011bj\u0161\u00ed a p\u0159izp\u016fsobiv\u011bj\u0161\u00ed sc\u00e9n\u00e1\u0159e. Zji\u0161t\u011bn\u00ed zd\u016fraz\u0148uj\u00ed, jak m\u016f\u017ee um\u011bl\u00e1 inteligence transformovat \u0161kolen\u00ed z pevn\u011b dan\u00fdch cvi\u010den\u00ed na dynamick\u00e1 v\u00fdukov\u00e1 prost\u0159ed\u00ed, kter\u00e1 l\u00e9pe p\u0159iprav\u00ed studenty a odborn\u00edky na skute\u010dn\u00e9 kybernetick\u00e9 hrozby.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c9a1270 e-con-full e-flex e-con e-child\" data-id=\"c9a1270\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cf5fc34 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"cf5fc34\" data-element_type=\"widget\" data-widget_type=\"marcs-collapsible-content.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"marcs-collapsible-wrapper\" data-widget-id=\"cf5fc34\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<div class=\"marcs-collapsible-heading\">\n\t\t\t\t\tDal\u0161\u00ed literatura\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle\" role=\"button\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"marcs-collapsible-content-cf5fc34\">\n\t\t\t\t\t\t<span class=\"marcs-collapsible-toggle-icon\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-closed\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t<span class=\"marcs-collapsible-icon-opened\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- First nested container: Content Area -->\n\t\t\t<div class=\"marcs-collapsible-content-area elementor-element elementor-element-b643416 e-con-full e-flex e-con e-child\" data-id=\"b643416\" data-element_type=\"container\">\n\t\t\t\t<\/div>\n\t\t\n\t\t\t<!-- Second nested container: Collapsible Content -->\n\t\t\t<div id=\"marcs-collapsible-content-cf5fc34\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-4780fe7 e-con-full e-flex e-con e-child\" data-id=\"4780fe7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-264405a elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"264405a\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Metody \u0161kolen\u00ed kybernetick\u00e9 bezpe\u010dnosti - <a href=\"https:\/\/doi.org\/10.1016\/j.cose.2023.103585\">\"Systematick\u00fd p\u0159ehled sou\u010dasn\u00fdch metod \u0161kolen\u00ed kybernetick\u00e9 bezpe\u010dnosti\" (Pr\u00fcmmer a kol. 2024)<\/a><br> \u010cl\u00e1nek ukazuje, \u017ee \u0161irok\u00e1 \u0161k\u00e1la p\u0159\u00edstup\u016f ke \u0161kolen\u00ed v oblasti kybernetick\u00e9 bezpe\u010dnosti, v\u010detn\u011b metod zalo\u017een\u00fdch na h\u0159e, zlep\u0161uje chov\u00e1n\u00ed koncov\u00fdch u\u017eivatel\u016f a v\u00fdsledky v oblasti bezpe\u010dnosti organizace. V\u00fdsledky zd\u016fraz\u0148uj\u00ed \u00fa\u010dinnost strukturovan\u00fdch \u0161kolic\u00edch program\u016f, ale tak\u00e9 odhaluj\u00ed probl\u00e9my, jako jsou mal\u00e9 velikosti vzork\u016f a neexperiment\u00e1ln\u00ed n\u00e1vrhy. To podtrhuje hodnotu integrace um\u011bl\u00e9 inteligence do \u0161kolen\u00ed a laborato\u0159\u00ed s c\u00edlem \u0161k\u00e1lovat intervence, personalizovat obsah a vytv\u00e1\u0159et adaptivn\u00ed cvi\u010den\u00ed, kter\u00e1 p\u0159ekon\u00e1vaj\u00ed omezen\u00ed tradi\u010dn\u00edch metod.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-34802743012\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-34802743012\" data-tab-index=\"12\" style=\"--n-tabs-title-order: 12;\" class=\"elementor-element elementor-element-be89b33 e-con-full e-flex e-con e-child\" data-id=\"be89b33\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-f6e41c9 e-con-full e-flex e-con e-child\" data-id=\"f6e41c9\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9199c70 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"9199c70\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ot\u00e1zky k diskusi<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23c903c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"23c903c\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7b4e39 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"b7b4e39\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Kterou f\u00e1zi \u017eivotn\u00edho cyklu kybernetick\u00fdch incident\u016f (prevence, p\u0159ipravenost, reakce, zotaven\u00ed) v budoucnu nejsp\u00ed\u0161e zm\u011bn\u00ed um\u011bl\u00e1 inteligence a ve kter\u00e9 f\u00e1zi se um\u011bl\u00e1 inteligence v sou\u010dasnosti nejv\u00edce prosazuje? Kde se zd\u00e1 b\u00fdt AI nejm\u00e9n\u011b \u00fa\u010dinn\u00e1?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Posouv\u00e1 um\u011bl\u00e1 inteligence rovnov\u00e1hu sil v kyberprostoru sm\u011brem k obr\u00e1nc\u016fm, nebo pom\u00e1h\u00e1 \u00fato\u010dn\u00edk\u016fm udr\u017eet si p\u0159evahu?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Vyrovnaj\u00ed open source a \u0161iroce dostupn\u00e9 n\u00e1stroje um\u011bl\u00e9 inteligence podm\u00ednky pro mal\u00e9 obr\u00e1nce, nebo budou pokro\u010dil\u00e9 propriet\u00e1rn\u00ed syst\u00e9my st\u00e1le poskytovat velk\u00fdm organizac\u00edm drtivou v\u00fdhodu?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Jak schopnost AI automatizovat detekci, t\u0159\u00edd\u011bn\u00ed a reakci m\u011bn\u00ed rychlost a povahu obrann\u00fdch operac\u00ed? Mohly by se t\u00edm \"tradi\u010dn\u00ed modely SOC\" st\u00e1t zastaral\u00fdmi?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Mohli by se obr\u00e1nci st\u00e1t p\u0159\u00edli\u0161 z\u00e1visl\u00fdmi na um\u011bl\u00e9 inteligenci, co\u017e by vedlo ke slep\u00fdm m\u00edst\u016fm v p\u0159\u00edpad\u011b selh\u00e1n\u00ed model\u016f, jejich otr\u00e1ven\u00ed nebo oklam\u00e1n\u00ed protivn\u00edkem?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Kdo nese odpov\u011bdnost, pokud syst\u00e9my um\u011bl\u00e9 inteligence p\u0159ehl\u00e9dnou kritick\u00e9 hrozby nebo poskytnou chybn\u00e1 doporu\u010den\u00ed: v\u00fdvoj\u00e1\u0159i, organizace, kter\u00e9 je nasazuj\u00ed, nebo lid\u0161t\u00ed analytici, kte\u0159\u00ed se na n\u011b spol\u00e9haj\u00ed?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Jak by m\u011bli tv\u016frci politik podporovat odpov\u011bdn\u00e9 vyu\u017e\u00edv\u00e1n\u00ed um\u011bl\u00e9 inteligence v obran\u011b, ani\u017e by potla\u010dovali inovace nebo omezovali p\u0159\u00edstup pedagog\u016f a men\u0161\u00edch organizac\u00ed?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-right\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224.3 273l-136 136c-9.4 9.4-24.6 9.4-33.9 0l-22.6-22.6c-9.4-9.4-9.4-24.6 0-33.9l96.4-96.4-96.4-96.4c-9.4-9.4-9.4-24.6 0-33.9L54.3 103c9.4-9.4 24.6-9.4 33.9 0l136 136c9.5 9.4 9.5 24.6.1 34z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">P\u0159erostou kybernetick\u00e9 konflikty v souboj \"autonomn\u00ed obrana vs. autonomn\u00ed \u00fatok\", jakmile si \u00fato\u010dn\u00edci i obr\u00e1nci osvoj\u00ed um\u011blou inteligenci?<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-34802743013\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-34802743013\" data-tab-index=\"13\" style=\"--n-tabs-title-order: 13;\" class=\"elementor-element elementor-element-a5f3d08 e-con-full e-flex e-con e-child\" data-id=\"a5f3d08\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-8e85a8a e-con-full e-flex e-con e-child\" data-id=\"8e85a8a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7fac22a elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"7fac22a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Bibliografie<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3ba4e4 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"d3ba4e4\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2524929 elementor-widget elementor-widget-text-editor\" data-id=\"2524929\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Alzu'bi, Ahmad, Omar Darwish, Amjad Albashayreh a Yahya Tashtoush. 'Cyberattack Event Logs Classification Using Deep Learning with Semantic Feature Analysis'. <\/span><i><span style=\"font-weight: 400;\">Po\u010d\u00edta\u010de a zabezpe\u010den\u00ed<\/span><\/i><span style=\"font-weight: 400;\"> 150 (b\u0159ezen 2025): 104222. https:\/\/doi.org\/10.1016\/j.cose.2024.104222.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Ammara, Dure Adan, Jianguo Ding a Kurt Tutschku. Synthetic Network Traffic Data Generation: A Comparative Study'. arXiv:2410.16326. Verze 2. Preprint, arXiv, 22. \u00fanora 2025. https:\/\/doi.org\/10.48550\/arXiv.2410.16326.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Balasubramanian, Prasasthy, Justin Seby a Panos Kostakos. 'CYGENT: A Cybersecurity Conversational Agent with Log Summarization Powered by GPT-3'. arXiv:2403.17160. Preprint, arXiv, 25. b\u0159ezna 2024. https:\/\/doi.org\/10.48550\/arXiv.2403.17160.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Coppolino, Luigi, Antonio Iannaccone, Roberto Nardone a Alfredo Petruolo. \"Asset Discovery in Critical Infrastructures: An LLM-Based Approach\". <\/span><i><span style=\"font-weight: 400;\">Elektronika<\/span><\/i><span style=\"font-weight: 400;\"> 14, \u010d. 16 (2025): 3267. https:\/\/doi.org\/10.3390\/electronics14163267.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Gao, Peng, Xiaoyuan Liu, Edward Choi, Sibo Ma, Xinyu Yang a Dawn Song. 'ThreatKG: An AI-Powered System for Automated Open-Source Cyber Threat Intelligence Gathering and Management'. arXiv:2212.10388. Preprint, arXiv, 30. \u0159\u00edjna 2024. https:\/\/doi.org\/10.48550\/arXiv.2212.10388.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Geiger, Alexander, Dongyu Liu, Sarah Alnegheimish, Alfredo Cuesta-Infante a Kalyan Veeramachaneni. 'TadGAN: Time Series Anomaly Detection Using Generative Adversarial Networks'. arXiv:2009.07769. Preprint, arXiv, 14. listopadu 2020. https:\/\/doi.org\/10.48550\/arXiv.2009.07769.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Ghioni, Riccardo, Mariarosaria Taddeo a Luciano Floridi. \"Open Source Intelligence and AI: A Systematic Review of the GELSI Literature\". <\/span><i><span style=\"font-weight: 400;\">Ai &amp; spole\u010dnost<\/span><\/i><span style=\"font-weight: 400;\">, 28. ledna 2023, 1-16. https:\/\/doi.org\/10.1007\/s00146-023-01628-x.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Humran, Hael Abdulhakim Ali a Ferdi Sonmez. 'Code Vulnerability Detection Across Different Programming Languages with AI Models'. arXiv:2508.11710. Preprint, arXiv, 14. srpna 2025. https:\/\/doi.org\/10.48550\/arXiv.2508.11710.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Karaarslan, Enis, Esin G\u00fcler, Efe Emir Y\u00fcce a Cagatay Coban. \"Towards Log Analysis with AI Agents: arXiv:2509.05306. Preprint, arXiv, 22. srpna 2025. https:\/\/doi.org\/10.48550\/arXiv.2509.05306.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Nebebebe, Betelhem, Pavlina Kr\u00f6ckel, Romarick Yatagha, Natasha Edeh a Karl Waedt. \"AI Defenders: B.: Machine Learning Driven Anomaly Detection in Critical Infrastructures (Odhalov\u00e1n\u00ed anom\u00e1li\u00ed v kritick\u00fdch infrastruktur\u00e1ch \u0159\u00edzen\u00e9 strojov\u00fdm u\u010den\u00edm). Gesellschaft f\u00fcr Informatik e.V., 2024, 1917-27. https:\/\/dl.gi.de\/handle\/20.500.12116\/45143.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Nukavarapu, Santosh Kumar, Mohammed Ayyat a Tamer Nadeem. 'MirageNet - Towards a GAN-Based Framework for Synthetic Network Traffic Generation'. <\/span><i><span style=\"font-weight: 400;\">GLOBECOM 2022 - 2022 IEEE Global Communications Conference<\/span><\/i><span style=\"font-weight: 400;\">, IEEE, 4. prosince 2022, 3089-95. https:\/\/doi.org\/10.1109\/GLOBECOM48099.2022.10001494.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Nwoye, Chukwujekwu Charles a Stephen Nwagwughiagwu. 'AI-Driven Anomaly Detection for Proactive Cybersecurity and Data Breach Prevention'. <\/span><i><span style=\"font-weight: 400;\">International Journal of Engineering Technology Research &amp; Management<\/span><\/i><span style=\"font-weight: 400;\"> 8, \u010d. 11 (2024): 339-56.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Ogundairo, Obaloluwa a Peter Broklyn. <\/span><i><span style=\"font-weight: 400;\">Zpracov\u00e1n\u00ed p\u0159irozen\u00e9ho jazyka pro anal\u00fdzu kybernetick\u00fdch bezpe\u010dnostn\u00edch incident\u016f<\/span><\/i><span style=\"font-weight: 400;\">. 2024.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Peng, Wei, Junmei Ding, Wei Wang a dal\u0161\u00ed 'CTISum: A New Benchmark Dataset For Cyber Threat Intelligence Summarization'. arXiv:2408.06576. Preprint, arXiv, 30. \u010dervna 2025. https:\/\/doi.org\/10.48550\/arXiv.2408.06576.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Perrina, Filippo, Francesco Marchiori, Mauro Conti a Nino Vincenzo Verde. 'AGIR: Automating Cyber Threat Intelligence Reporting with Natural Language Generation'. arXiv:2310.02655. Preprint, arXiv, 4. \u0159\u00edjna 2023. https:\/\/doi.org\/10.48550\/arXiv.2310.02655.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Petrolini, Michael, Stefano Cagnoni a Monica Mordonini. \"Automatick\u00e1 detekce citliv\u00fdch dat pomoc\u00ed klasifik\u00e1tor\u016f zalo\u017een\u00fdch na transform\u00e1torech\". <\/span><i><span style=\"font-weight: 400;\">Internet budoucnosti<\/span><\/i><span style=\"font-weight: 400;\"> 14, \u010d. 8 (2022): 228. https:\/\/doi.org\/10.3390\/fi14080228.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Rani, Nanda, Bikash Saha, Vikas Maurya a Sandeep Kumar Shukla. \"TTPXHunter: (TTP z hotov\u00fdch zpr\u00e1v o kybernetick\u00fdch hrozb\u00e1ch)\". <\/span><i><span style=\"font-weight: 400;\">Digit\u00e1ln\u00ed hrozby: V\u00fdzkum a praxe<\/span><\/i><span style=\"font-weight: 400;\"> 5, \u010d. 4 (2024): 1\u201319. https:\/\/doi.org\/10.1145\/3696427.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Rodriguez, David, Sarah Lee, Joshua Wilson a Sadis Bello. <\/span><i><span style=\"font-weight: 400;\">Audit IAM na b\u00e1zi um\u011bl\u00e9 inteligence pro detekci anom\u00e1li\u00ed v kritick\u00e9 infrastruktu\u0159e<\/span><\/i><span style=\"font-weight: 400;\">. 18. dubna 2025.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Prodej, Felix. 'Advancing Identity and Access Management with Artificial Intelligence for Anomaly Detection': A Proof of Concept Implementation Study\". 2024.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Xu, Shengzhe, Manish Marwah, Martin Arlitt a Naren Ramakrishnan. 'STAN: Synthetic Network Traffic Generation with Generative Neural Models'. arXiv:2009.12740. Preprint, arXiv, 3. srpna 2021. https:\/\/doi.org\/10.48550\/arXiv.2009.12740.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">Yang, Ziqi a Zhenkai Liang. \"Automatizovan\u00e1 identifikace citliv\u00fdch dat na z\u00e1klad\u011b implicitn\u00ed specifikace u\u017eivatele\". <\/span><i><span style=\"font-weight: 400;\">Kybernetick\u00e1 bezpe\u010dnost<\/span><\/i><span style=\"font-weight: 400;\"> 1, \u010d. 1 (2018): 13. https:\/\/doi.org\/10.1186\/s42400-018-0011-x.<\/span><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-04c0475 e-flex e-con-boxed e-con e-parent\" data-id=\"04c0475\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84feb62 elementor-widget elementor-widget-html\" data-id=\"84feb62\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<script>\n\/\/ Script to handle click simulation based on class-to-ID matching\ndocument.addEventListener('DOMContentLoaded', function() {\n    \/\/ Add click event listener to the document (event delegation)\n    document.addEventListener('click', function(event) {\n        let currentElement = event.target;\n        \n        \/\/ Traverse up the DOM tree to find an element with a class matching an ID\n        while (currentElement && currentElement !== document.body) {\n            \/\/ Get all classes from the current element\n            const classes = currentElement.classList;\n            \n            \/\/ Check each class to see if there's a matching ID element\n            for (let className of classes) {\n                \/\/ Check if an element exists with an ID matching this class\n                const matchingElement = document.getElementById(className);\n                \n                if (matchingElement) {\n                    \/\/ Find the tab-activator container\n                    const tabActivator = document.getElementById('tab-activator');\n                    \n                    if (tabActivator) {\n                        \/\/ Scroll to the tab-activator container smoothly\n                        tabActivator.scrollIntoView({ \n                            behavior: 'smooth', \n                            block: 'start' \n                        });\n                        \n                        \/\/ Wait a bit for scroll to complete, then simulate click\n                        setTimeout(function() {\n                            \/\/ Simulate click on the element with ID matching the class\n                            if (matchingElement) {\n                                matchingElement.click();\n                            }\n                        }, 300); 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