{"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-kiberaizsardziba","status":"publish","type":"page","link":"https:\/\/virtual-routes.org\/lv\/ai-kiberdrosibas-riku-komplekta\/ai-kiberaizsardziba\/","title":{"rendered":"AI kiberaizsardz\u012bb\u0101"},"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\">AI kiberaizsardz\u012bb\u0101<\/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>K\u0101 AI maina kiberaizsardz\u012bbu vis\u0101 kiberincidentu dz\u012bves cikl\u0101<\/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\/lv\/ai-kiberdrosibas-riku-komplekta\/\">\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\">S\u0101kums<\/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\/lv\/ai-kiberdrosibas-riku-komplekta\/ai-kiberaizsardziba\/\">\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\">AI kiberaizsardz\u012bb\u0101<\/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\/lv\/ai-kiberdrosibas-riku-komplekta\/ai-kibernoziegumos\/\">\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\">AI kibernoziegumos<\/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>Kiberdro\u0161\u012bbas m\u0113r\u0137is ir aizsarg\u0101t sist\u0113mas, t\u012bklus un datus pret ielau\u0161anos, trauc\u0113jumiem vai izn\u012bcin\u0101\u0161anu. Port\u0101ls <a href=\"https:\/\/www.enisa.europa.eu\/publications\/best-practices-for-cyber-crisis-management\">kiberincidentu dz\u012bves cikls<\/a> sniedz noder\u012bgu veidu, k\u0101 izprast kiberaizsardz\u012bbu, sadalot to \u010detros posmos:<\/p><ul><li><strong>Profilakse:<\/strong> incidentu riska nov\u0113r\u0161ana un samazin\u0101\u0161ana, k\u0101 ar\u012b to iesp\u0113jamo seku mazin\u0101\u0161ana.<\/li><li><strong>Gatav\u012bba:<\/strong> izstr\u0101d\u0101t pl\u0101nus, r\u012bkus un sp\u0113jas efekt\u012bvas rea\u0123\u0113\u0161anas atbalstam.<\/li><li><strong>Atbilde:<\/strong> incidenta aptur\u0113\u0161ana un turpm\u0101ku boj\u0101jumu nov\u0113r\u0161ana.<\/li><li><strong>Atg\u016b\u0161ana:<\/strong> \u0101tri atjaunot darb\u012bbu un pan\u0101kt norm\u0101lu vai augst\u0101ku dro\u0161\u012bbas l\u012bmeni.<\/li><\/ul><p>\u00a0<\/p><p style=\"margin-top: -22px;\">M\u0101ksl\u012bgais intelekts (AI) ir k\u013cuvis aktu\u0101ls visos \u010detros posmos. At\u0161\u0137ir\u012bb\u0101 no tradicion\u0101lajiem r\u012bkiem, kas prec\u012bzi iederas vien\u0101 posm\u0101, daudzas AI iesp\u0113jas aptver visu dz\u012bves ciklu: tas pats pa\u0146\u0113miens, kas atbalsta sagatavot\u012bbu, var ar\u012b \u013caut \u0101tr\u0101k rea\u0123\u0113t vai pal\u012bdz\u0113t atvese\u013coties. \u0160\u012b integr\u0101cija padara AI gan sp\u0113c\u012bgu, gan gr\u016bti klasific\u0113jamu: t\u0101 v\u0113rt\u012bba sl\u0113pjas ne tikai atsevi\u0161\u0137u uzdevumu uzlabo\u0161an\u0101, bet ar\u012b vienm\u0113r\u012bg\u0101k\u0101 posmu sasaist\u0113.<\/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\">Profilakse<\/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\">Gatav\u012bba<\/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\">Atbildes<\/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\">Atjauno\u0161ana<\/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\">Uzbrukuma virsmas kart\u0113\u0161ana<\/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\">Kodu sken\u0113\u0161ana<\/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\">Datu apkopo\u0161ana<\/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\">Datu klasifik\u0101cija<\/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\">Anom\u0101liju atkl\u0101\u0161ana<\/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\">Rakst\u012b\u0161ana un anal\u012bze<\/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\">Sint\u0113tiskie dati<\/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\">Identit\u0101tes un piek\u013cuves p\u0101rvald\u012bba<\/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\">Identit\u0101tes un piek\u013cuves p\u0101rvald\u012bba<\/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\">\u017durn\u0101la anal\u012bze<\/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\">\u013baunpr\u0101t\u012bg\u0101s programmat\u016bras anal\u012bze<\/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\">Apm\u0101c\u012bbas un laboratorijas<\/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\">Apm\u0101c\u012bbas un laboratorijas<\/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 = 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function() {\n            if (document.hidden) {\n                stopMonitoring();\n            } else {\n                startMonitoring();\n            }\n        });\n    }\n})();\n<\/script>\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-91dd04e pb-0 e-flex e-con-boxed e-con e-child\" data-id=\"91dd04e\" 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-7019a6d elementor-widget elementor-widget-text-editor\" data-id=\"7019a6d\" 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>Turpm\u0101kaj\u0101s sada\u013c\u0101s m\u0113s apl\u016bkojam konkr\u0113tus AI lietojumus kiberaizsardz\u012bbai, par\u0101dot, k\u0101 tie ir saist\u012bti ar da\u017e\u0101d\u0101m incidentu dz\u012bves cikla f\u0101z\u0113m un daudzos gad\u012bjumos aptver vair\u0101kas f\u0101zes vienlaic\u012bgi.<\/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-73dfa464 e-flex e-con-boxed e-con e-parent\" data-id=\"73dfa464\" data-element_type=\"container\" id=\"tab-activator\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div data-dce-background-color=\"#FFFFFF00\" class=\"elementor-element elementor-element-6e8d52db e-con-full e-flex e-con e-child\" data-id=\"6e8d52db\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-14be7a26 e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"14be7a26\" data-element_type=\"widget\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"348027430\" aria-label=\"Cilnes. Atveriet vienumus ar Enter vai Space, aizveriet ar Escape un p\u0101rvietojieties, izmantojot bulttausti\u0146us.\">\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\" 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\tUzbrukuma virsmas kart\u0113\u0161ana\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"code-scanning-evaluation\" data-tab-title-id=\"e-n-tab-title-3480274302\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-3480274302\" style=\"--n-tabs-title-order: 2;\">\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\tKodu sken\u0113\u0161ana un nov\u0113rt\u0113\u0161ana\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"data-summarisation\" data-tab-title-id=\"e-n-tab-title-3480274303\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-3480274303\" style=\"--n-tabs-title-order: 3;\">\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\tDatu apkopo\u0161ana\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\tDatu klasifik\u0101cija\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\tGalapunktu vai t\u012bkla anom\u0101liju atkl\u0101\u0161ana\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\tVisp\u0101r\u012bgi rakst\u012b\u0161anas un datu v\u0101k\u0161anas\/anal\u012bzes uzdevumi.\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\tSint\u0113tisko datu \u0123ener\u0113\u0161ana\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\tIdentit\u0101tes un piek\u013cuves p\u0101rvald\u012bba (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\t\u017durn\u0101la anal\u012bze\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\t\u013baunpr\u0101t\u012bg\u0101s programmat\u016bras anal\u012bze\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\tApm\u0101c\u012bbas un laboratorijas\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\tDiskusiju jaut\u0101jumi\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\tBibliogr\u0101fija\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\">Uzbrukuma virsmas kart\u0113\u0161ana<\/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>Uzbrukuma virsmas kart\u0113\u0161ana identific\u0113 visus resursus, ieejas punktus un ievainojam\u012bbas, ko pretinieks var\u0113tu izmantot uzbrukum\u0101. Tas nodro\u0161ina aizst\u0101vjiem redzam\u012bbu par vi\u0146u apdraud\u0113jumu un pal\u012bdz noteikt priorit\u0101tes, kas j\u0101aizsarg\u0101.<\/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\">K\u0101 AI maina uzbrukuma virsmas kart\u0113\u0161anu:<\/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>AI p\u0101rveido uzbrukumu virsmas kart\u0113\u0161anu, automatiz\u0113jot liela m\u0113roga t\u012bklu un resursu sken\u0113\u0161anu, iev\u0113rojami samazinot manu\u0101lo darbu. Izmantojot uzlabotu mode\u013cu atpaz\u012b\u0161anu, t\u0101 var atkl\u0101t sl\u0113ptus vai aizmirstus galapunktus, kurus tradicion\u0101l\u0101s metodes bie\u017ei vien palai\u017e gar\u0101m. AI sist\u0113mas var nep\u0101rtraukti atjaunin\u0101t kartes, jo infrastrukt\u016bra att\u012bst\u0101s, t\u0101d\u0113j\u0101di samazinot \"aklo zonu\" skaitu un nodro\u0161inot, ka aizst\u0101vji saglab\u0101 prec\u012bzu, re\u0101llaika p\u0101rskatu par savu vidi.<\/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>Profilakse.<\/strong> Samazina risku, pirms uzbruc\u0113ji to izmanto.<\/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>Gatav\u012bba.<\/strong> Uztur atjaunin\u0101tu p\u0101rskatu par infrastrukt\u016bru incidentu pl\u0101no\u0161anai.<\/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\">Izceltais gad\u012bjums: LLM izmanto\u0161ana akt\u012bvu atkl\u0101\u0161anai kritiskaj\u0101 infrastrukt\u016br\u0101<\/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>2025. gad\u0101, <a href=\"https:\/\/doi.org\/10.3390\/electronics14163267\">Luid\u017ei Koppolino un citi <\/a>public\u0113ts p\u0113t\u012bjums, kur\u0101 par\u0101d\u012bts, k\u0101 lielie valodas mode\u013ci (LLM) var uzlabot kritisko infrastrukt\u016bru akt\u012bvu atkl\u0101\u0161anu. Tradicion\u0101lie r\u012bki, piem\u0113ram, Nmap vai industri\u0101l\u0101s dro\u0161\u012bbas platformas, vai nu rada risku, ka, veicot akt\u012bvu sken\u0113\u0161anu, tiks trauc\u0113ta jut\u012bgu sist\u0113mu darb\u012bba, vai ar\u012b, pa\u013caujoties tikai uz pas\u012bvu uzraudz\u012bbu, neizdodas atkl\u0101t sl\u0113pt\u0101s ier\u012bces.<\/p><p>P\u0113tnieki ierosin\u0101ja uz LLM balst\u012btu \"ekspertu mais\u012bjuma\" sist\u0113mu, kas apvieno datus no pas\u012bv\u0101s satiksmes nov\u0113ro\u0161anas, r\u016bp\u012bgi ierobe\u017eotas akt\u012bv\u0101s zond\u0113\u0161anas un fizik\u0101liem sign\u0101liem, piem\u0113ram, elektromagn\u0113tisk\u0101s emisijas. P\u0113c tam specializ\u0113ti LLM a\u0123enti interpret\u0113 \u0161os datus: viens no tiem koncentr\u0113jas uz r\u016bpnieciskajiem protokoliem, cits - uz IT\/OT t\u012bklu ievainojam\u012bb\u0101m, bet v\u0113l cits - uz sist\u0113mu arhitekt\u016bru un atkar\u012bb\u0101m.<\/p><p>Sist\u0113ma var izmantot ar\u012b \u0101r\u0113jos izl\u016bko\u0161anas avotus (piem\u0113ram, MITRE ATT&amp;CK vai CVE datub\u0101zes), lai identific\u0113tu tr\u016bkumus un ieteiktu dro\u0161\u012bbas pas\u0101kumus. Veicot testus simul\u0113t\u0101 r\u016bpnieciskaj\u0101 t\u012bkl\u0101, t\u0101 veiksm\u012bgi klasific\u0113ja t\u0101dus l\u012bdzek\u013cus k\u0101 programm\u0113jami lo\u0123iskie kontrolieri, robotiz\u0113tas rokas un printeri, vienlaikus nor\u0101dot uz nedro\u0161u praksi, piem\u0113ram, ne\u0161ifr\u0113tu Modbus datu pl\u016bsmu.<\/p><p>\u0160\u0101da pieeja p\u0101rv\u0113r\u0161 uzbrukuma virsmas kart\u0113\u0161anu par adapt\u012bvu un kontekstu apzin\u0101tu procesu, kas nodro\u0161ina re\u0101llaika redzam\u012bbu un samazina tradicion\u0101l\u0101s sken\u0113\u0161anas riskus. Samazinot tehniskos \u0161\u0137\u0113r\u0161\u013cus aizst\u0101vjiem, t\u0101 \u013cauj veikt visaptvero\u0161\u0101ku uzraudz\u012bbu un stiprina kritisk\u0101s infrastrukt\u016bras visp\u0101r\u0113jo dro\u0161\u012bbas st\u0101vokli.<\/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\tPapildu literat\u016bra\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\">AI ietekme uz draudu atkl\u0101\u0161anu - <a href=\"https:\/\/doi.org\/10.1007\/979-8-8688-0947-7_3\">\"AI aizsardz\u012bbai\" (Donnie W. Wendt 2024)<\/a><br> \u0160aj\u0101 noda\u013c\u0101 ir par\u0101d\u012bts, k\u0101 AI ir uzlabojusi draudu atkl\u0101\u0161anu un \u0161\u0137iro\u0161anu, kur ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s mode\u013ci apstr\u0101d\u0101 milz\u012bgus heterog\u0113nu datu apjomus, lai identific\u0113tu iesp\u0113jamos uzbrukumus. Rezult\u0101tos ir uzsv\u0113rts, k\u0101 agr\u012bnie lietojumi 2000.-2010. gados koncentr\u0113j\u0101s uz \u013caunpr\u0101t\u012bgu programmat\u016bru, ielau\u0161anos un surog\u0101tpasta atkl\u0101\u0161anu, demonstr\u0113jot AI priek\u0161roc\u012bbas lielu datu kopu anal\u012bz\u0113 un eso\u0161o atkl\u0101\u0161anas sist\u0113mu uzlabo\u0161an\u0101, vienlaikus pak\u0101peniski uzlabojot senas kiberdro\u0161\u012bbas funkcijas.<\/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\">N\u0101kam\u0101s paaudzes draudu atkl\u0101\u0161ana - <a href=\"https:\/\/doi.org\/10.56726\/IRJMETS32644\">\"Revol\u016bcija kiberdro\u0161\u012bbas jom\u0101: (Manoharan &amp; Sarker 2022): \"M\u0101ksl\u012bg\u0101 intelekta un ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s sp\u0113ju atrais\u012b\u0161ana\" (Manoharan &amp; Sarker 2022)<\/a><br>Dokument\u0101 par\u0101d\u012bts, k\u0101 AI un ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s revolucion\u0101ri maina draudu atkl\u0101\u0161anu, \u013caujot organiz\u0101cij\u0101m paman\u012bt anom\u0101lijas, analiz\u0113t uzved\u012bbas mode\u013cus un prognoz\u0113t iesp\u0113jamos uzbrukumus. Rezult\u0101ti par\u0101da, k\u0101 t\u0101das metodes k\u0101 NLP draudu izl\u016bko\u0161anas izl\u016bkinform\u0101cijas ieg\u016b\u0161anai un dzi\u013c\u0101 m\u0101c\u012b\u0161an\u0101s mode\u013cu atpaz\u012b\u0161anai var automatiz\u0113t atkl\u0101\u0161anu un rea\u0123\u0113\u0161anu, savuk\u0101rt re\u0101lu gad\u012bjumu izp\u0113te apstiprina to efektivit\u0101ti.<\/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\">Kodu sken\u0113\u0161ana un nov\u0113rt\u0113\u0161ana<\/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>Koda sken\u0113\u0161ana p\u0101rbauda pirmkodu, lai atkl\u0101tu ievainojam\u012bbas, nedro\u0161as bibliot\u0113kas vai sliktas dro\u0161\u012bbas prakses, pirms t\u0101s var tikt izmantotas.<\/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\">K\u0101 AI maina kodu sken\u0113\u0161anu un nov\u0113rt\u0113\u0161anu:<\/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>AI pa\u0101trina ievainojam\u012bbu atkl\u0101\u0161anu, izce\u013cot nedro\u0161as funkcijas un identific\u0113jot riskantus kod\u0113\u0161anas mode\u013cus, kas ieg\u016bti, izmantojot iepriek\u0161 veiktus ekspluatantus. T\u0101 pied\u0101v\u0101 ar\u012b automatiz\u0113tus nov\u0113r\u0161anas ieteikumus, atbalstot izstr\u0101d\u0101t\u0101jus dro\u0161\u0101ka koda rakst\u012b\u0161an\u0101 un samazinot uzbruc\u0113ju iesp\u0113jas.<\/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>Profilakse.<\/strong> Nov\u0113r\u0161 tr\u016bkumus, pirms uzbruc\u0113ji tos atkl\u0101j.<\/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>Gatav\u012bba.<\/strong> Nostiprina dro\u0161\u012bbas pamatst\u0101vokli, lai nodro\u0161in\u0101tu gatav\u012bbu incidentiem.<\/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\">Izceltais gad\u012bjums: LLM izmanto\u0161ana koda sken\u0113\u0161anai un dro\u0161ai izstr\u0101dei<\/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>2025. gad\u0101, <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2504.20814\">Belozerov et al <\/a>izp\u0113t\u012bja, k\u0101 lieli valodas mode\u013ci var atbalst\u012bt dro\u0161as kod\u0113\u0161anas praksi. P\u0113t\u012bjum\u0101 tika veikta ChatGPT test\u0113\u0161ana, sal\u012bdzinot ar DevGPT datu kopu, kur\u0101 bija ietverts re\u0101ls izstr\u0101d\u0101t\u0101ju kods un statisko skeneru atz\u012bm\u0113t\u0101s zin\u0101m\u0101s ievainojam\u012bbas. No 32 apstiprin\u0101taj\u0101m ievainojam\u012bb\u0101m ChatGPT pareizi atkl\u0101ja 18 un pat ieteica 17 no t\u0101m labojumus.<\/p><p>Rezult\u0101ti par\u0101da, k\u0101 AI var samazin\u0101t manu\u0101lo darbu, p\u0101rskatot kodu, pal\u012bdz\u0113t noteikt riskantus kod\u0113\u0161anas mode\u013cus un sniegt automatiz\u0113tus nov\u0113r\u0161anas ieteikumus. Tas var palielin\u0101t dro\u0161as kod\u0113\u0161anas prakses apjomu un sa\u012bsin\u0101t laiku, kur\u0101 ievainojam\u012bbas joproj\u0101m ir izmantojamas.<\/p><p>Vienlaikus p\u0113t\u012bjum\u0101 tika uzsv\u0113rti svar\u012bgi ierobe\u017eojumi: ChatGPT reiz\u0113m deva p\u0101r\u0101k p\u0101rliecino\u0161us, bet nepareizus rezult\u0101tus, m\u0113\u0123inot veikt labojumus, ieviesa jaunas nepiln\u012bbas un bija maz\u0101k uzticama nek\u0101 statisk\u0101 anal\u012bze vai ekspertu veikta p\u0101rbaude. Galvenais secin\u0101jums no \u0161\u012b p\u0113t\u012bjuma ir t\u0101ds, ka AI var b\u016bt sp\u0113c\u012bgs pal\u012bgs koda nov\u0113rt\u0113\u0161an\u0101, bet tikai tad, ja to apvieno ar tradicion\u0101lajiem r\u012bkiem un pien\u0101c\u012bgu uzraudz\u012bbu.<\/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\tPapildu literat\u016bra\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\">Automatiz\u0113ta koda p\u0101rskat\u012b\u0161ana - <a href=\"https:\/\/www.researchgate.net\/publication\/394286736_A_Review_of_Applying_AI_for_Cybersecurity_Opportunities_Risks_and_Mitigation_Strategies\">\"P\u0101rskats par AI izmanto\u0161anu kiberdro\u0161\u012bbas jom\u0101: Iesp\u0113jas, riski un riska mazin\u0101\u0161anas strat\u0113\u0123ijas\" (Ndibe &amp; Ufomba 2024).<\/a><br> Dokument\u0101 par\u0101d\u012bts, k\u0101 AI un lieli valodas mode\u013ci var atbalst\u012bt automatiz\u0113tas koda p\u0101rbaudes un ievainojam\u012bbu nov\u0113rt\u0113jumus, pal\u012bdzot organiz\u0101cij\u0101m proakt\u012bvi atkl\u0101t nepiln\u012bbas pirmkoda pirmkod\u0101 un samazin\u0101t atbildes reakcijas laiku. Rezult\u0101ti ar\u012b nor\u0101da uz t\u0101diem riskiem k\u0101 nedro\u0161s AI \u0123ener\u0113ts kods, uzsverot cilv\u0113cisk\u0101s p\u0101rraudz\u012bbas un p\u0101rvald\u012bbas sist\u0113mu nepiecie\u0161am\u012bbu.<\/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\">Interpret\u0113jama dzi\u013c\u0101 m\u0101c\u012b\u0161an\u0101s ievainojam\u012bbu atkl\u0101\u0161anai - <a href=\"https:\/\/doi.org\/10.1145\/3468264.3468597\">\"Ievainojam\u012bbu noteik\u0161ana ar smalku interpret\u0101ciju\" (Li et al. 2021)<\/a><br> \u0160aj\u0101 rakst\u0101 ir prezent\u0113ts IVDetect - dzi\u013c\u0101s m\u0101c\u012b\u0161an\u0101s modelis, kas atkl\u0101j ievainojam\u012bbas kodos un nor\u0101da konkr\u0113tus pazi\u0146ojumus un atkar\u012bbas, kas par t\u0101m atbild\u012bgas. IVDetect uzlabo precizit\u0101ti sal\u012bdzin\u0101jum\u0101 ar jaun\u0101kajiem r\u012bkiem un sniedz detaliz\u0113tus skaidrojumus. Ieg\u016btie rezult\u0101ti liecina par b\u016btisku atkl\u0101\u0161anas veiktsp\u0113jas pieaugumu un prec\u012bz\u0101ku ievainojam\u0101 koda identific\u0113\u0161anu, kas atbalsta gan automatiz\u0113tu anal\u012bzi, gan izstr\u0101d\u0101t\u0101ju nov\u0113r\u0161anu.<\/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\">Daudzvalodu koda ievainojam\u012bbu atkl\u0101\u0161ana - <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2508.11710\">\"Koda ievainojam\u012bbu atkl\u0101\u0161ana da\u017e\u0101d\u0101s programm\u0113\u0161anas valod\u0101s ar AI mode\u013ciem\" (Humran &amp; Sonmez 2025)<\/a><br> \u0160aj\u0101 darb\u0101 tiek p\u0113t\u012bti uz transformatoriem balst\u012bti mode\u013ci, tostarp CodeBERT un CodeLlama, lai atkl\u0101tu ievainojam\u012bbas vair\u0101k\u0101s programm\u0113\u0161anas valod\u0101s. Veicot prec\u012bzu piel\u0101go\u0161anu da\u017e\u0101d\u0101m datu kop\u0101m, mode\u013ci aptver gan sintaksi, gan semantiku, sasniedzot l\u012bdz 97% precizit\u0101ti. P\u0113t\u012bjum\u0101 iek\u013cautas ar\u012b ansamb\u013ca metodes un izskaidrojamas AI, lai samazin\u0101tu k\u013c\u016bdaini pozit\u012bvo rezult\u0101tu skaitu un uzlabotu izstr\u0101d\u0101t\u0101ju uztic\u0113\u0161anos. Tas par\u0101da, ka AI mode\u013ci var p\u0101rsp\u0113t tradicion\u0101los statiskos analizatorus da\u017e\u0101du valodu vid\u0113, lai gan joproj\u0101m past\u0101v probl\u0113mas saist\u012bb\u0101 ar robustumu, precizit\u0101ti un gatav\u012bbu izv\u0113r\u0161anai.<\/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\">Datu apkopo\u0161ana<\/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>Datu apkopo\u0161ana koncentr\u0113 lielus tehnisko datu apjomus (piem\u0113ram, \u017eurn\u0101lus, p\u0101rskatus un draudu izl\u016bkdatus) pieejamos ieskatos.<\/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\">K\u0101 AI maina datu apkopo\u0161anu:<\/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>AI samazina kognit\u012bvo p\u0101rslodzi, p\u0101rveidojot neapstr\u0101d\u0101tu un nestruktur\u0113tu inform\u0101ciju par izmantojamu inform\u0101ciju. T\u0101 var identific\u0113t atk\u0101rtojo\u0161os mode\u013cus vai anom\u0101lijas fragment\u0113t\u0101s datu kop\u0101s. T\u0101 var ar\u012b \u0123ener\u0113t vienk\u0101r\u0161as valodas p\u0101rskatus nespeci\u0101listiem. T\u0101d\u0113j\u0101di AI atvieglo inform\u0101cijas lieto\u0161anu, komunik\u0101ciju un r\u012bc\u012bbu.<\/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>Gatav\u012bba.<\/strong> Pal\u012bdz apstr\u0101d\u0101t draudu izl\u016bkdatus un efekt\u012bv\u0101k pl\u0101not.<\/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>Atbilde.<\/strong> Racionaliz\u0113 situ\u0101cijas izpratni re\u0101laj\u0101 laik\u0101.<\/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>Atg\u016b\u0161ana.<\/strong> Sagatavo kopsavilkumus un zi\u0146ojumus par g\u016bto pieredzi.<\/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\">Izceltais gad\u012bjums: AI \u017eurn\u0101lu apkopo\u0161anai un situ\u0101cijas apzin\u0101\u0161anai<\/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>2024. gad\u0101, <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2403.17160\">Balasubramanian et al <\/a>iepaz\u012bstin\u0101ja ar CYGENT - sarunu a\u0123entu, kas darbojas ar GPT-3 un sp\u0113j analiz\u0113t un apkopot sist\u0113mas \u017eurn\u0101lus. T\u0101 viet\u0101, lai anal\u012bti\u0137iem b\u016btu j\u0101p\u0101rlasa t\u016bksto\u0161iem neapstr\u0101d\u0101tu \u017eurn\u0101la ierakstu, CYGENT tos apkopo \u012bsos, cilv\u0113kam saprotamos rezult\u0101tos, kas izce\u013c galvenos notikumus un anom\u0101lijas.<\/p><p>Nov\u0113rt\u0113jumos CYGENT sasniedza lab\u0101kus rezult\u0101tus nek\u0101 citi lielie valodas mode\u013ci, veidojot skaidrus un izmantojamus kopsavilkumus. Sist\u0113ma samazin\u0101ja kognit\u012bvo p\u0101rslodzi, veicin\u0101ja situ\u0101cijas izpratni kl\u0101tienes incidentu laik\u0101 un \u013c\u0101va \u0101tr\u0101k pie\u0146emt l\u0113mumus.<\/p><p>\u0160is gad\u012bjums ilustr\u0113, k\u0101 AI var p\u0101rveidot neapstr\u0101d\u0101tus tehniskos datus par pieejamu izl\u016bkinform\u0101ciju. Atvieglojot \u017eurn\u0101lu interpret\u0101ciju, tas pal\u012bdz aizst\u0101vjiem efekt\u012bv\u0101k sagatavoties, \u0101tr\u0101k rea\u0123\u0113t un atg\u016bties p\u0113c incidentiem, izmantojot lab\u0101ku dokument\u0101ciju.<\/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\tPapildu literat\u016bra\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\">KTI apkopojuma datu kopas - <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2408.06576\">\"CTISum: (Peng et al. 2024): \"A New Benchmark Dataset for Cyber Threat Intelligence Summarisation\" (Peng et al. 2024)<\/a><br> \u0160aj\u0101 dokument\u0101 ir iepaz\u012bstin\u0101ts ar CTISum - datu kopu kiberdraudu izl\u016bko\u0161anas zi\u0146ojumu apkopo\u0161anai, kas \u013cauj apkopot sare\u017e\u0123\u012btus izl\u016bko\u0161anas zi\u0146ojumus, lai pal\u012bdz\u0113tu aizst\u0101vjiem efekt\u012bv\u0101k pl\u0101not un apkopot g\u016bto pieredzi.<\/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\">TTP ieguve - <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> Darb\u0101 ir ierosin\u0101ts TTPXHunter - uz NLP balst\u012bts r\u012bks, kas no zi\u0146ojumiem par draudiem ieg\u016bst uzbruc\u0113ju taktiku, pa\u0146\u0113mienus un proced\u016bras (TTP), lai izprastu to darb\u012bbas veidu, p\u0101rveidojot nestruktur\u0113tu izl\u016bkdatus struktur\u0113tos, izmantojamos kopsavilkumos.<\/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 incidentu anal\u012bzei - <a href=\"https:\/\/www.researchgate.net\/publication\/382917950_Natural_Language_Processing_for_Cybersecurity_Incident_Analysis\">\"Dabisk\u0101s valodas apstr\u0101de kiberdro\u0161\u012bbas incidentu anal\u012bzei\" (Ogundairo &amp; Broklyn, 2024)<\/a> <br>Darb\u0101 apl\u016bkotas NLP lietojumprogrammas nestruktur\u0113tu datu avotu anal\u012bzei, izmantojot NLP pa\u0146\u0113mienus (piem\u0113ram, b\u016bt\u012bbu atpaz\u012b\u0161ana, noska\u0146ojuma anal\u012bze, apkopo\u0161ana, uz t\u0113rz\u0113\u0161anu balst\u012bta t\u0113rz\u0113\u0161ana). Darb\u0101 konstat\u0113ts, ka NLP var automatiz\u0113t zi\u0146o\u0161anu par incidentiem un draudu izl\u016bko\u0161anas kopsavilkumus, samazinot rea\u0123\u0113\u0161anas laiku un uzlabojot dokument\u0101ciju p\u0113c incidentiem.<\/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\">Datu klasifik\u0101cija<\/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>Datu klasifik\u0101cija organiz\u0113 inform\u0101ciju atbilsto\u0161i t\u0101s jut\u012bgumam vai atbilst\u012bbas pras\u012bb\u0101m, nodro\u0161inot, ka kritiski svar\u012bgi akt\u012bvi tiek pien\u0101c\u012bgi aizsarg\u0101ti.<\/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\">K\u0101 AI maina datu klasifik\u0101ciju:<\/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>AI izmanto dabisk\u0101s valodas apstr\u0101di, lai autom\u0101tiski mar\u0137\u0113tu sensit\u012bvu saturu un atkl\u0101tu nepareizi klasific\u0113tus vai atkl\u0101tus datus.<\/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>Profilakse.<\/strong> Samazina nejau\u0161u konfidenci\u0101lu datu izpau\u0161anu.<\/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>Gatav\u012bba.<\/strong> Atbalsta atbilst\u012bbu.<\/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\">Izceltais gad\u012bjums: AI sensit\u012bvu datu klasifik\u0101cijai<\/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>2024. gad\u0101, <a href=\"https:\/\/ceur-ws.org\/Vol-3643\/paper3.pdf\">De Renzis un citi <\/a>p\u0113t\u012bja, k\u0101 lielos valodas mode\u013cus var izmantot, lai uzlabotu sensit\u012bvas inform\u0101cijas klasifik\u0101ciju. Galven\u0101 probl\u0113ma \u0161aj\u0101 jom\u0101 ir t\u0101, ka priv\u0101tuma apdraud\u0113juma d\u0113\u013c apm\u0101c\u012bbai ne vienm\u0113r var izmantot re\u0101lus personas datus. Autori ierosin\u0101ja rad\u012bt sint\u0113tiskus m\u0101c\u012bbu datus, kas joproj\u0101m atspogu\u013co sensit\u012bvu kategoriju, piem\u0113ram, vesel\u012bbas, politikas vai reli\u0123ijas, mode\u013cus.<\/p><p>Vi\u0146u pieeja \u013c\u0101va apm\u0101c\u012bt prec\u012bzus klasifikatorus, neizpau\u017eot faktiskos lietot\u0101ja datus, par\u0101dot, k\u0101 AI var pal\u012bdz\u0113t organiz\u0101cij\u0101m iev\u0113rot t\u0101dus noteikumus k\u0101 GDPR, vienlaikus palielinot to sp\u0113ju atkl\u0101t un aizsarg\u0101t sensit\u012bvu inform\u0101ciju. \u0160is gad\u012bjums par\u0101da, k\u0101 AI stiprina gan profilaksi (samazinot nejau\u0161u datu izpau\u0161anu), gan gatav\u012bbu (atbalstot atbilst\u012bbas sist\u0113mas). Vienlaikus tas uzsver p\u0101rvald\u012bbas un valid\u0101cijas noz\u012bmi, lai nodro\u0161in\u0101tu, ka sint\u0113tiskie dati un no tiem izrieto\u0161ie mode\u013ci joproj\u0101m ir reprezentat\u012bvi un uzticami.<\/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\tPapildu literat\u016bra\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\">GDPR kategoriju mar\u0137\u0113\u0161ana, izmantojot transformatoru - <a href=\"https:\/\/doi.org\/10.3390\/fi14080228\">\"Sensit\u012bvu datu autom\u0101tiska noteik\u0161ana, izmantojot uz transformatoriem balst\u012btus klasifikatorus\" (Petrolini et al. 2022)<\/a><br> \u0160aj\u0101 p\u0113t\u012bjum\u0101 tiek izmantoti AI mode\u013ci, lai autom\u0101tiski atz\u012bm\u0113tu jut\u012bgus tekstus, kas aptver t\u0101das jomas k\u0101 politika, vesel\u012bba, reli\u0123ija un seksualit\u0101te, liel\u0101s dokumentu kolekcij\u0101s. Tas pier\u0101da, ka uz transformatoriem balst\u012btas pieejas var ticami klasific\u0113t \u0161\u0101dus datus, atbalstot atbilst\u012bbu GDPR un nodro\u0161inot liela m\u0113roga un automatiz\u0113tu mar\u0137\u0113\u0161anu datu klasifik\u0101cijai, kas balst\u012bta uz atbilst\u012bbu.<\/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\">Semantisk\u0101 anal\u012bze automatiz\u0113tai sensit\u012bvu datu atkl\u0101\u0161anai - <a href=\"https:\/\/doi.org\/10.1186\/s42400-018-0011-x\">\"Automatiz\u0113ta sensit\u012bvu datu identific\u0113\u0161ana no netie\u0161\u0101s lietot\u0101ja specifik\u0101cijas (S3)\" (Yang &amp; Liang 2018)<\/a><br> \u0160aj\u0101 rakst\u0101 tiek prezent\u0113ta S3 - sist\u0113ma, kas identific\u0113 sensit\u012bvus datus mobilaj\u0101s lietotn\u0113s, analiz\u0113jot semantiku, nevis pa\u013caujoties uz atsl\u0113gv\u0101rdiem. M\u0101coties lietot\u0101ja priv\u0101tuma preferences, t\u0101 sasniedz liel\u0101ku precizit\u0101ti nek\u0101 tradicion\u0101lie r\u012bki, par\u0101dot, k\u0101 AI var piel\u0101got datu klasifik\u0101ciju re\u0101lajam kontekstam. P\u0113t\u012bjum\u0101 uzsv\u0113rts, ka inform\u0101cijas jut\u012bgums ir atkar\u012bgs gan no lietojumprogrammas konteksta, gan lietot\u0101ja v\u0113lm\u0113m un ka efekt\u012bvai aizsardz\u012bbai m\u0101ko\u0146a laikmet\u0101 ir nepiecie\u0161ams vispirms sp\u0113t identific\u0113t \u0161\u0101dus datus.<\/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\">Galapunktu vai t\u012bkla anom\u0101liju atkl\u0101\u0161ana<\/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>Anom\u0101liju atkl\u0101\u0161ana uzrauga galapunktus un t\u012bkla datpl\u016bsmu, mekl\u0113jot neparastas darb\u012bbas, kas var liecin\u0101t par kompromit\u0113\u0161anu.<\/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\">K\u0101 AI maina galapunktu un t\u012bkla anom\u0101liju noteik\u0161anu:<\/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>AI m\u0101c\u0101s, k\u0101 izskat\u0101s norm\u0101la darb\u012bba, un atz\u012bm\u0113 novirzes, kas var\u0113tu liecin\u0101t par \u013caunpr\u0101t\u012bgu darb\u012bbu. At\u0161\u0137ir\u012bb\u0101 no sist\u0113m\u0101m, kas balst\u012btas uz parakstu sist\u0113mu, t\u0101 var atkl\u0101t smalk\u0101ku ielau\u0161anos, kas izvair\u0101s no tradicion\u0101l\u0101s atkl\u0101\u0161anas. AI \u013cauj \u0101tr\u0101k un efekt\u012bv\u0101k rea\u0123\u0113t uz incidentiem, pie\u0161\u0137irot priorit\u0101ti br\u012bdin\u0101jumiem un samazinot viltus pozit\u012bvo rezult\u0101tu skaitu.<\/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>Gatav\u012bba.<\/strong> Nosaka norm\u0101las darb\u012bbas pamatl\u012bnijas.<\/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>Atbilde.<\/strong> Atkl\u0101j anom\u0101lijas re\u0101llaik\u0101, lai atz\u012bm\u0113tu un ierobe\u017eotu uzbrukumus.<\/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\">Izceltais gad\u012bjums: AI izmanto\u0161ana anom\u0101liju atkl\u0101\u0161anai kritisk\u0101s sist\u0113m\u0101s<\/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>2024. gad\u0101, <a href=\"https:\/\/www.researchgate.net\/publication\/386080149_AI-Driven_Anomaly_Detection_for_Proactive_Cybersecurity_and_Data_Breach_Prevention\">Nwoye un Nwagwughiagwu<\/a> izp\u0113t\u012bja, k\u0101 ar AI vad\u012bta anom\u0101liju atkl\u0101\u0161ana var\u0113tu uzlabot kiberaizsardz\u012bbu galapunktos un t\u012bklos. Izmantojot ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s mode\u013cus, kas apm\u0101c\u012bti, pamatojoties uz norm\u0101liem sist\u0113mas uzved\u012bbas un t\u012bkla datpl\u016bsmas mode\u013ciem, vi\u0146u pieeja \u013c\u0101va identific\u0113t smalkas novirzes, kuras tradicion\u0101l\u0101s, uz parakstu sist\u0113m\u0101m balst\u012btas sist\u0113mas nepaman\u012btu, tostarp, piem\u0113ram, agr\u012bnas iek\u0161\u0113ju draudu un datu aizsardz\u012bbas p\u0101rk\u0101pumu paz\u012bmes.<\/p><p>P\u0113t\u012bjum\u0101 tika sniegti piem\u0113ri no kritiski svar\u012bg\u0101m nozar\u0113m, kas par\u0101d\u012bja, ka ar AI iesp\u0113jota anom\u0101liju atkl\u0101\u0161ana samazin\u0101ja reakcijas laiku un pal\u012bdz\u0113ja saglab\u0101t darb\u012bbas nep\u0101rtraukt\u012bbu, nor\u0101dot uz aizdom\u012bg\u0101m darb\u012bb\u0101m, pirms t\u0101s rad\u012bja nopietnus zaud\u0113jumus. Autori atzina ar\u012b probl\u0113mas, tostarp viltus pozit\u012bvos rezult\u0101tus un nepiecie\u0161am\u012bbu p\u0113c p\u0101rredzam\u012bbas sare\u017e\u0123\u012btajos AI mode\u013cos. \u0160is gad\u012bjums par\u0101da, k\u0101 AI veicina gan sagatavot\u012bbu (nosakot norm\u0101las darb\u012bbas b\u0101zes l\u012bnijas), gan rea\u0123\u0113\u0161anu (atkl\u0101jot un pie\u0161\u0137irot priorit\u0101ti anom\u0101lij\u0101m re\u0101laj\u0101 laik\u0101).<\/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\tPapildu literat\u016bra\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\">Uz GAN balst\u012bta anom\u0101liju atkl\u0101\u0161ana - <a href=\"https:\/\/arxiv.org\/abs\/2009.07769\">\"TadGAN: Anom\u0101liju atkl\u0101\u0161ana, izmantojot \u0123enerat\u012bvos advers\u0101ros t\u012bklus\" (Geiger et al. 2020).<\/a><br> \u0160aj\u0101 rakst\u0101 ir prezent\u0113ta TadGAN - neuzraudz\u012bta sist\u0113ma, kas izmanto cikliski konsekventas GAN, lai atkl\u0101tu anom\u0101lijas laikrindu datos. Apvienojot rekonstrukcijas k\u013c\u016bdas ar kritiskajiem rezult\u0101tiem, TadGAN \u0123ener\u0113 uzticamus anom\u0101liju r\u0101d\u012bt\u0101jus un samazina viltus pozit\u012bvo rezult\u0101tu skaitu. Test\u0113jot 11 etalona datu kopas no da\u017e\u0101d\u0101m jom\u0101m, t\u0101 konsekventi uzr\u0101d\u012bja lab\u0101kus rezult\u0101tus nek\u0101 modern\u0101k\u0101s metodes. P\u0113t\u012bjums par\u0101da, k\u0101 GAN var uzlabot smalku laika anom\u0101liju atkl\u0101\u0161anu da\u017e\u0101d\u0101s re\u0101l\u0101s pasaules sist\u0113m\u0101s.<\/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\">Ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s infrastrukt\u016bras anom\u0101liju atkl\u0101\u0161anai - <a href=\"https:\/\/dl.gi.de\/handle\/20.500.12116\/45143\">\"AI aizst\u0101vji: (Nebebebe et al. 2024) \"Ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s vad\u012bta anom\u0101liju atkl\u0101\u0161ana kritiskaj\u0101s infrastrukt\u016br\u0101s\" (Nebebebe et al. 2024)<\/a><br> \u0160aj\u0101 rakst\u0101 sal\u012bdzin\u0101ti ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s mode\u013ci anom\u0101liju atkl\u0101\u0161anai kritiski svar\u012bg\u0101 infrastrukt\u016br\u0101, izmantojot laika rindu datus no hidraulisk\u0101s sist\u0113mas simulatora. Taj\u0101 tiek no\u0161\u0137irtas punktveida anom\u0101lijas (atsevi\u0161\u0137as novirzes) no kontekstu\u0101l\u0101m anom\u0101lij\u0101m (novirzes, kas redzamas tikai kontekst\u0101) un sal\u012bdzin\u0101ti vienk\u0101r\u0161i interpret\u0113jami mode\u013ci (piem\u0113ram, lo\u0123istisk\u0101 regresija, l\u0113mumu koki) ar sare\u017e\u0123\u012bt\u0101kiem meln\u0101s kastes mode\u013ciem konsekvent\u0101s datu kop\u0101s. M\u0113r\u0137is ir nov\u0113rt\u0113t, kuras metodes ir visefekt\u012bv\u0101k\u0101s re\u0101los r\u016bpnieciskos apst\u0101k\u013cos. Darb\u0101 uzsv\u0113rts, ka, lai gan sare\u017e\u0123\u012bti mode\u013ci var dot augst\u0101ku atkl\u0101\u0161anas r\u0101d\u012bt\u0101ju, vienk\u0101r\u0161\u0101kas metodes joproj\u0101m pied\u0101v\u0101 interpret\u0113jam\u012bbas un robustuma priek\u0161roc\u012bbas jut\u012bg\u0101s infrastrukt\u016bras jom\u0101s.<\/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\">Visp\u0101r\u012bgi rakst\u012b\u0161anas un datu v\u0101k\u0161anas\/anal\u012bzes uzdevumi.<\/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>Aizsardz\u012bbas oper\u0101cijas ietver ar\u012b pla\u0161u rakst\u012b\u0161anu, izp\u0113ti un datu anal\u012bzi, lai dokument\u0113tu incidentus, inform\u0113tu par l\u0113mumiem un apm\u0101c\u012btu person\u0101lu.<\/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\">K\u0101 AI maina visp\u0101r\u012bgos rakst\u012b\u0161anas un datu v\u0101k\u0161anas vai anal\u012bzes uzdevumus:<\/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>AI var sagatavot zi\u0146ojumus, politikas un informat\u012bvos zi\u0146ojumus par incidentiem, t\u0101d\u0113j\u0101di atvieglojot anal\u012bti\u0137u administrat\u012bvo slogu. T\u0101 var automatiz\u0113t atkl\u0101t\u0101 avota izl\u016bkdatu v\u0101k\u0161anu m\u0101c\u012bb\u0101m, \u013caujot studentiem un profesion\u0101\u013ciem koncentr\u0113ties uz augst\u0101k\u0101 l\u012bme\u0146a anal\u012bzi un strat\u0113\u0123iju, nevis uz atk\u0101rtotiem uzdevumiem.<\/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>Atbilde.<\/strong> Atbalsta \u0101tru zi\u0146o\u0161anu un situ\u0101cijas apzin\u0101\u0161anu.<\/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>Atg\u016b\u0161ana.<\/strong> \u013bauj veikt r\u016bp\u012bgu dokument\u0113\u0161anu p\u0113c incidenta un g\u016bt\u0101s pieredzes apkopo\u0161anu.<\/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\">Izceltais gad\u012bjums: Automatiz\u0113ta izl\u016bkdatu v\u0101k\u0161ana un zi\u0146o\u0161ana<\/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>2024. gad\u0101, <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2212.10388\">Gao un citi<\/a>\u00a0iepaz\u012bstin\u0101ja ar ThreatKG - AI darbin\u0101mu sist\u0113mu, kas autom\u0101tiski apkopo kiberdraudu izl\u016bkdatus no atv\u0113rtiem avotiem, atlasa galven\u0101s vien\u012bbas, piem\u0113ram, dal\u012bbniekus un ievainojam\u012bbas, un sak\u0101rto tos struktur\u0113t\u0101 zin\u0101\u0161anu grafik\u0101. T\u0101 viet\u0101, lai anal\u012bti\u0137i manu\u0101li las\u012btu garus, nestruktur\u0113tus zi\u0146ojumus, sist\u0113ma nodro\u0161ina konsolid\u0113tu un mekl\u0113\u0161anai pieejamu p\u0101rskatu. Tas samazina aizsardz\u012bbas oper\u0101ciju administrat\u012bvo slogu, pal\u012bdz \u0101tr\u0101k sagatavot incidentu zi\u0146ojumus un uzlabo situ\u0101cijas izpratni akt\u012bvu apdraud\u0113jumu laik\u0101. P\u0101rveidojot sadrumstalotu inform\u0101ciju pieejam\u0101s atzi\u0146\u0101s, ThreatKG \u013cauj darbiniekiem vair\u0101k laika velt\u012bt interpret\u0101cijai un l\u0113mumu pie\u0146em\u0161anai. P\u0113t\u012bjums ilustr\u0113, k\u0101 AI var p\u0101rveidot ikdienas aizsardz\u012bbas darbu, padarot izl\u016bkdatu v\u0101k\u0161anu efekt\u012bv\u0101ku un izmantojam\u0101ku, vienlaikus uzsverot ar\u012b nepiecie\u0161am\u012bbu p\u0113c uzraudz\u012bbas, lai nodro\u0161in\u0101tu precizit\u0101ti un atbilst\u012bbu.<\/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\tPapildu literat\u016bra\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\">AI p\u0101rvald\u012bbas, \u0113tisk\u0101s, juridisk\u0101s un soci\u0101l\u0101s sekas 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> \u0160aj\u0101 rakst\u0101 apl\u016bkots 571 p\u0113t\u012bjums par AI izmanto\u0161anu OSINT, par AI izmanto\u0161anu atkl\u0101t\u0101 izl\u016bko\u0161anas avota (OSINT) jom\u0101, analiz\u0113jot t\u0101s p\u0101rvald\u012bbu, \u0113tisk\u0101s, juridisk\u0101s un soci\u0101l\u0101s sekas. P\u0101rskat\u0101 konstat\u0113ts, ka AI ir papla\u0161in\u0101jis OSINT iesp\u0113jas, izmantojot ma\u0161\u012bnm\u0101c\u012b\u0161anos, datu ieguvi un vizu\u0101lo krimin\u0101listiku, bet ir ar\u012b rad\u012bjis steidzamas ba\u017eas par priv\u0101tumu, atbild\u012bbu, neobjektivit\u0101ti un \u013caunpr\u0101t\u012bgu izmanto\u0161anu. Autori nor\u0101da uz regul\u0113juma, p\u0101rraudz\u012bbas un p\u0101rredzam\u012bbas nepiln\u012bb\u0101m, aicinot izveidot stingr\u0101ku regul\u0113jumu, lai nodro\u0161in\u0101tu, ka ar AI balst\u012bta OSINT atbalsta izl\u016bko\u0161anas oper\u0101cijas, neapdraudot ties\u012bbas, uztic\u012bbu un demokr\u0101tisko atbild\u012bbu.<\/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\">Automatiz\u0113ta p\u0101rskatu \u0123ener\u0113\u0161ana - <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2310.02655\">\"AGIR: kiberdraudu izl\u016bko\u0161anas zi\u0146ojumu automatiz\u0113\u0161ana ar dabisk\u0101s valodas \u0123ener\u0113\u0161anu\" (Perrina et al. 2023)<\/a><br> \u0160aj\u0101 rakst\u0101 ir ieviesta AGIR - dabisk\u0101s valodas \u0123ener\u0113\u0161anas sist\u0113ma, kas veido visaptvero\u0161us CTI zi\u0146ojumus no form\u0101liem ent\u012b\u017eu grafiem. AGIR samazina zi\u0146ojumu rakst\u012b\u0161anas laiku par vair\u0101k nek\u0101 40%, vienlaikus saglab\u0101jot augstu precizit\u0101ti un pl\u016bdumu, par\u0101dot, k\u0101 AI var automatiz\u0113t zi\u0146ojumu sagatavo\u0161anas un anal\u012bzes uzdevumus, atbr\u012bvojot anal\u012bti\u0137us, lai tie var\u0113tu koncentr\u0113ties uz augst\u0101ka l\u012bme\u0146a interpret\u0101ciju un strat\u0113\u0123iju.<\/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\">Sint\u0113tisko datu \u0123ener\u0113\u0161ana<\/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>Sint\u0113tisko datu \u0123ener\u0113\u0161ana rada m\u0101ksl\u012bgas datu kopas apm\u0101c\u012bbai, test\u0113\u0161anai vai simul\u0101cijai, neizpau\u017eot sensit\u012bvu re\u0101l\u0101s pasaules inform\u0101ciju.<\/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\">K\u0101 AI maina sint\u0113tisko datu \u0123ener\u0113\u0161anu:<\/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>AI var rad\u012bt re\u0101listiskus t\u012bkla datpl\u016bsmas vai \u013caunprogrammat\u016bras paraugus laboratorijas vajadz\u012bb\u0101m, aizpild\u012bt nepiln\u012bbas, ja re\u0101li dati nav pieejami, un aizsarg\u0101t priv\u0101tumu, vienlaikus nodro\u0161inot eksperimentus. Tas pal\u012bdz izgl\u012btot\u0101jiem un aizst\u0101vjiem sagatavoties re\u0101liem incidentiem, nerisk\u0113jot ar sensit\u012bvu datu izpau\u0161anu.<\/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>Profilakse.<\/strong> \u013bauj dro\u0161i eksperiment\u0113t, neizpau\u017eot sensit\u012bvu inform\u0101ciju.<\/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>Gatav\u012bba.<\/strong> Atbalsta apm\u0101c\u012bbu un simul\u0101ciju ar re\u0101l\u0101m datu kop\u0101m.<\/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>Atg\u016b\u0161ana.<\/strong> Atveido uzbrukuma scen\u0101rijus p\u0113cincident\u0101la test\u0113\u0161anai un uzlabo\u0161anai.<\/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\">Izceltais gad\u012bjums: GAN izmanto\u0161ana dro\u0161u un re\u0101listisku m\u0101c\u012bbu datu ieg\u016b\u0161anai<\/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>2022. gad\u0101, <a href=\"https:\/\/doi.org\/10.1109\/GLOBECOM48099.2022.10001494\">Nukavarapu et al<\/a>\u00a0izstr\u0101d\u0101ja MirageNet - sist\u0113mu, kas izmanto \u0123enerat\u012bvos negat\u012bvos t\u012bklus (GAN), lai rad\u012btu re\u0101listisku sint\u0113tisko t\u012bkla datpl\u016bsmu. Sist\u0113ma var atdarin\u0101t DNS un citu protokolu datpl\u016bsmas mode\u013cus t\u0101, lai tie \u013coti l\u012bdzin\u0101tos re\u0101l\u0101s pasaules datiem, ta\u010du neizpau\u017eot sensit\u012bvu inform\u0101ciju no re\u0101liem t\u012bkliem.<\/p><p>\u0160\u012b inov\u0101cija ir svar\u012bga, jo aizsardz\u012bbas un izgl\u012bt\u012bbas darbiniekiem bie\u017ei vien ir nepiecie\u0161ami re\u0101li dati apm\u0101c\u012bbai, test\u0113\u0161anai un eksperimentiem, ta\u010du priv\u0101tuma vai dro\u0161\u012bbas apsv\u0113rumu d\u0113\u013c tie ne vienm\u0113r var izmantot operat\u012bvo datpl\u016bsmu. MirageNet nodro\u0161ina dro\u0161as simul\u0101cijas, kas sagatavo anal\u012bti\u0137us re\u0101liem uzbrukumiem, vienlaikus nov\u0113r\u0161ot inform\u0101cijas izpau\u0161anas riskus. AI un \u0161aj\u0101 gad\u012bjum\u0101 GAN izmanto\u0161ana \u013cauj veikt dro\u0161\u0101kus un m\u0113rogojam\u0101kus eksperimentus. Taj\u0101 pa\u0161\u0101 laik\u0101 joproj\u0101m ir svar\u012bgi apstiprin\u0101t, ka sint\u0113tiskie dati patiesi atspogu\u013co re\u0101los darb\u012bbas apst\u0101k\u013cus, nodro\u0161inot, ka apm\u0101c\u012bba un test\u0113\u0161ana joproj\u0101m ir uzticama.<\/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\tPapildu literat\u016bra\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\">Dzi\u013c\u0101 m\u0101c\u012b\u0161an\u0101s sint\u0113tisk\u0101s t\u012bkla datpl\u016bsmas model\u0113\u0161anai - <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2009.12740\">\"STAN: sint\u0113tisk\u0101 t\u012bkla satiksmes \u0123ener\u0113\u0161ana ar \u0123enerat\u012bviem neironu mode\u013ciem\" (Xu et al. 2021)<\/a><br> Darb\u0101 ir aprakst\u012bta STAN (Synthetic network Traffic generation with Autoregressive Neural models) - neironu arhitekt\u016bra, kas model\u0113 gan laika, gan atrib\u016btu atkar\u012bbas t\u012bkla datu pl\u016bsm\u0101, lai \u0123ener\u0113tu re\u0101listiskas datu kopas. Rezult\u0101ti liecina, ka anom\u0101liju atkl\u0101\u0161anas mode\u013ci, kas apm\u0101c\u012bti uz STAN sint\u0113tisk\u0101s datpl\u016bsmas, sasniedza gandr\u012bz sal\u012bdzin\u0101mu precizit\u0101ti ar tiem, kas apm\u0101c\u012bti uz re\u0101liem datiem, demonstr\u0113jot, k\u0101 dzi\u013c\u0101 m\u0101c\u012b\u0161an\u0101s \u013cauj ieg\u016bt augstas kvalit\u0101tes sint\u0113tisko datu kopas sagatavot\u012bbas apm\u0101c\u012bbai un simul\u0101cijai, vienlaikus saglab\u0101jot priv\u0101tumu.<\/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\">Sint\u0113tisk\u0101s satiksmes \u0123ener\u0113\u0161anas meto\u017eu nov\u0113rt\u0113\u0161ana - <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2410.16326\">\"Sint\u0113tisko t\u012bkla datpl\u016bsmas datu \u0123ener\u0113\u0161ana: Sal\u012bdzino\u0161s p\u0113t\u012bjums\" (Ammara et al., 2025).<\/a><br> P\u0113t\u012bjum\u0101 nov\u0113rt\u0113tas divpadsmit sint\u0113tisk\u0101s satiksmes \u0123ener\u0113\u0161anas metodes, tostarp statistisk\u0101, klasisk\u0101 AI un \u0123enerat\u012bv\u0101 AI pieeja, izmantojot standarta datu kopas. Rezult\u0101ti liecina, ka uz GAN balst\u012btie mode\u013ci nodro\u0161ina augst\u0101ku precizit\u0101ti un lietder\u012bbu, savuk\u0101rt statistisk\u0101s metodes saglab\u0101 kla\u0161u l\u012bdzsvaru, bet t\u0101m tr\u016bkst struktur\u0101l\u0101s sare\u017e\u0123\u012bt\u012bbas.<\/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\">Identit\u0101tes un piek\u013cuves p\u0101rvald\u012bba (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>Identit\u0101tes un piek\u013cuves p\u0101rvald\u012bba (IAM) nodro\u0161ina, ka tikai autoriz\u0113tiem lietot\u0101jiem ir atbilsto\u0161a piek\u013cuve sist\u0113m\u0101m un resursiem.<\/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\">K\u0101 AI maina identit\u0101tes un piek\u013cuves p\u0101rvald\u012bbu:<\/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 stiprina IAM, atkl\u0101jot anom\u0101lus pieteik\u0161an\u0101s mode\u013cus, kas var liecin\u0101t par \u013caunpr\u0101t\u012bgu pilnvaru izmanto\u0161anu, iesakot adapt\u012bvas autentifik\u0101cijas politikas un automatiz\u0113jot regul\u0101r\u0101s p\u0101rbaudes. Incidentu laik\u0101 t\u0101 var \u0101tri atz\u012bm\u0113t kompromit\u0113tus kontus un iedarbin\u0101t stingr\u0101kas kontroles, lai ierobe\u017eotu draudus.<\/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>Profilakse.<\/strong> Nodro\u0161ina stingr\u0101ku autentifik\u0101ciju un samazina nesankcion\u0113tu piek\u013cuvi.<\/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>Atbilde.<\/strong> Piel\u0101gojas re\u0101llaik\u0101, ja ir aizdomas par \u013caunpr\u0101t\u012bgu pilnvaru izmanto\u0161anu.<\/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\">Izceltais gad\u012bjums: Neparastas un neatbilsto\u0161as piek\u013cuves atkl\u0101\u0161ana<\/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>2024. gad\u0101, <a href=\"https:\/\/www.diva-portal.org\/smash\/get\/diva2:1943652\/FULLTEXT02.pdf\">P\u0101rdo\u0161ana<\/a> veica koncepcijas p\u0101rbaudi par AI piem\u0113ro\u0161anu IAM sist\u0113m\u0101m. Integr\u0113jot anom\u0101liju atkl\u0101\u0161anas modeli re\u0101li darbojo\u0161\u0101 IAM platform\u0101, sist\u0113ma sp\u0113ja atz\u012bm\u0113t neparastu pieteik\u0161an\u0101s uzved\u012bbu un neatbilsto\u0161as piek\u013cuves privil\u0113\u0123ijas. \u0160\u012b pieeja \u013cauj organiz\u0101cij\u0101m \u0101tr\u0101k atkl\u0101t kompromit\u0113tus kontus vai iek\u0161\u0113j\u0101s inform\u0101cijas \u013caunpr\u0101t\u012bgu izmanto\u0161anu un dinamiski piel\u0101got autentifik\u0101cijas politikas, kad tiek atkl\u0101ti riski. P\u0113t\u012bjum\u0101 tika konstat\u0113ts nep\u0101rprotams efektivit\u0101tes pieaugums, vienlaikus uzsverot, ka joproj\u0101m ir nepiecie\u0161ama cilv\u0113ka uzraudz\u012bba, lai interpret\u0113tu atz\u012bm\u0113t\u0101s anom\u0101lijas un izvair\u012btos no nevajadz\u012bgiem trauc\u0113jumiem. T\u0101p\u0113c AI \u013cauj stiprin\u0101t ikdienas piek\u013cuves kontroli un var p\u0101rv\u0113rst IAM par adapt\u012bv\u0101ku un proakt\u012bv\u0101ku aizsardz\u012bbas l\u012bniju.<\/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\tPapildu literat\u016bra\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\">Kritisk\u0101s infrastrukt\u016bras rev\u012bzija - <a href=\"https:\/\/www.researchgate.net\/publication\/390929423_AI-Powered_IAM_Audit_for_Anomaly_Detection_in_Critical_Infrastructure\">\"AI balst\u012bts IAM audits anom\u0101liju atkl\u0101\u0161anai kritiskaj\u0101 infrastrukt\u016br\u0101\" (Rodriguez et al. 2025)<\/a><br> Darb\u0101 ir ierosin\u0101ta ar AI darbin\u0101ma IAM audita sist\u0113ma, kas IAM \u017eurn\u0101lu anal\u012bzei apvieno paz\u012bmju in\u017eenieriju, neuzraudz\u012btu anom\u0101liju noteik\u0161anu un uzraudz\u012btu klasifik\u0101ciju. Izmantojot sint\u0113tisku datu kopu, kas model\u0113ta p\u0113c kritisk\u0101s infrastrukt\u016bras parauga, sist\u0113ma sasniedza 92% atkl\u0101\u0161anas r\u0101d\u012bt\u0101ju ar viltus pozit\u012bvu rezult\u0101tu l\u012bmeni, kas ir maz\u0101ks par 3%. Ieg\u016btie rezult\u0101ti par\u0101da, k\u0101 AI uzlabo IAM \u017eurn\u0101lu rev\u012bziju, \u013caujot proakt\u012bvi atkl\u0101t iek\u0161\u0113jos draudus un smalkas piek\u013cuves anom\u0101lijas, ko tradicion\u0101l\u0101s metodes bie\u017ei vien nepamana.<\/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\">\u017durn\u0101la anal\u012bze<\/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>Lai atkl\u0101tu, izmekl\u0113tu un izprastu incidentus, tiek analiz\u0113ti sist\u0113mas un dro\u0161\u012bbas \u017eurn\u0101li.<\/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\">K\u0101 AI maina \u017eurn\u0101lu anal\u012bzi:<\/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>AI var apstr\u0101d\u0101t milz\u012bgus \u017eurn\u0101lu apjomus re\u0101laj\u0101 laik\u0101, izcelt neparastas notikumu sec\u012bbas un \u0123ener\u0113t kodol\u012bgus kopsavilkumus. Tas uzlabo atkl\u0101\u0161anu un \u013cauj \u0101tr\u0101k veikt m\u0101c\u012bbas un incidentu simul\u0101cijas.<\/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>Gatav\u012bba.<\/strong> Izveido b\u0101zes l\u012bnijas un identific\u0113 iesp\u0113jamos v\u0101jos punktus.<\/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>Atbilde.<\/strong> Pa\u0101trina izmekl\u0113\u0161anu un atbalsta incidentu apstr\u0101di re\u0101laj\u0101 laik\u0101.<\/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>Atg\u016b\u0161ana.<\/strong> Inform\u0113 par p\u0113cincidentu p\u0101rskatiem un zi\u0146ojumiem.<\/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\">Izceltais gad\u012bjums: AI a\u0123enti \u017eurn\u0101lu anal\u012bzei un draudu mode\u013cu atkl\u0101\u0161anai<\/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>2025. gad\u0101, <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2509.05306\">Karaarslan et al<\/a>\u00a0p\u0101rbaud\u012bja, k\u0101 AI a\u0123enti var\u0113tu pal\u012bdz\u0113t analiz\u0113t pla\u0161os Cowrie medus punktu \u0123ener\u0113tos \u017eurn\u0101lus. Honeypots apzin\u0101ti imit\u0113 neaizsarg\u0101tas sist\u0113mas, lai piesaist\u012btu uzbruc\u0113jus, ta\u010du rezult\u0101t\u0101 tiek ieg\u016bts milz\u012bgs neapstr\u0101d\u0101tu datu apjoms, kuru interpret\u0113t ir gr\u016bti cilv\u0113ka anal\u012bti\u0137iem.<\/p><p>P\u0113tnieki par\u0101d\u012bja, ka AI a\u0123enti var autom\u0101tiski analiz\u0113t un apkopot \u0161os \u017eurn\u0101lus, ieg\u016bstot atk\u0101rtojo\u0161os uzbrukumu mode\u013cus un \u0123ener\u0113jot kodol\u012bgus zi\u0146ojumus. \u0160\u012b automatiz\u0101cija samazina manu\u0101lo darbu, uzlabo situ\u0101cijas izpratni un \u013cauj aizsargiem \u0101tr\u0101k noteikt tendences un piel\u0101got dro\u0161\u012bbas pas\u0101kumus. P\u0113t\u012bjums ilustr\u0113, k\u0101 AI var p\u0101rv\u0113rst neapsaimniekojamas datu kopas par izmantojamu izl\u016bkinform\u0101ciju, vienlaikus uzsverot nepiecie\u0161am\u012bbu r\u016bp\u012bgi p\u0101rbaud\u012bt rezult\u0101tus, lai netiktu nepareizi saprasta main\u012bga vai maldino\u0161a pretinieku taktika.<\/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\tPapildu literat\u016bra\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\">Pa\u0161kontrol\u0113ta \u017eurn\u0101lu anal\u012bze - <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2203.10960\">\"AI vad\u012bta ba\u013c\u0137u anal\u012bze, izmantojot transformatoru konstrukcijas\" (Pan 2023)<\/a><br> \u0160aj\u0101 p\u0113t\u012bjum\u0101 tiek p\u0113t\u012bts, k\u0101 AI var atbalst\u012bt \u017eurn\u0101lu anal\u012bzi incidentu atkl\u0101\u0161anai un izmekl\u0113\u0161anai. Izmantojot Transformatora modeli, kas apm\u0101c\u012bts uz parastiem \u017eurn\u0101la ierakstiem, \u0161\u012b pieeja izmanto \u017eurn\u0101la papla\u0161in\u0101\u0161anu, lai veiktu pa\u0161kontrol\u0113tu paz\u012bmju m\u0101c\u012b\u0161anos, un p\u0113c tam preciz\u0113 modeli, izmantojot pastiprin\u0101to m\u0101c\u012b\u0161anos neliel\u0101 mar\u0137\u0113to datu kop\u0101. Rezult\u0101ti liecina, ka ar \u0161o metodi var p\u0101rvar\u0113t heterog\u0113nu \u017eurn\u0101lu avotu un ierobe\u017eotu mar\u0137\u0113tu datu probl\u0113mu, un t\u0101 ir daudzsolo\u0161a praktiskai un re\u0101lai izmanto\u0161anai kiberdro\u0161\u012bbas oper\u0101cij\u0101s.<\/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\">Uz dzi\u013co m\u0101c\u012b\u0161anos balst\u012bta \u017eurn\u0101lu anal\u012bze ielau\u0161an\u0101s atkl\u0101\u0161anai - <a href=\"https:\/\/doi.org\/10.1016\/j.cose.2024.104222\">\"Kiberuzbrukumu notikumu \u017eurn\u0101lu klasifik\u0101cija, izmantojot dzi\u013co m\u0101c\u012b\u0161anos ar semantisko paz\u012bmju anal\u012bzi\" (Alzu'bi et al. 2025)<\/a><br> \u0160aj\u0101 p\u0113t\u012bjum\u0101 ir ierosin\u0101ta uz dzi\u013co m\u0101c\u012b\u0161anos balst\u012bta sist\u0113ma, kas izmanto semantisko vektoriz\u0101ciju un BERT iestr\u0101dnes, lai analiz\u0113tu notikumu \u017eurn\u0101lus ielau\u0161an\u0101s atkl\u0101\u0161anai. Kategoriz\u0113jot \u017eurn\u0101lus p\u0113c notikumu un uzbrukumu tipiem ar izskaidrojamu AI, \u0161\u012b pieeja uzlabo atkl\u0101\u0161anas precizit\u0101ti, sasniedzot vair\u0101k nek\u0101 99% atsaukumu un precizit\u0101ti, un p\u0101rsp\u0113j eso\u0161os mode\u013cus.<\/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\">\u013baunpr\u0101t\u012bg\u0101s programmat\u016bras anal\u012bze<\/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>\u013baunpr\u0101t\u012bg\u0101s programmat\u016bras anal\u012bz\u0113 tiek p\u0113t\u012bta \u013caunpr\u0101t\u012bga programmat\u016bra, lai izprastu t\u0101s uzved\u012bbu, izcelsmi un iesp\u0113jamo ietekmi.<\/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\">K\u0101 AI maina \u013caunpr\u0101t\u012bgas programmat\u016bras anal\u012bzi:<\/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>AI pa\u0101trina klasifik\u0101ciju, identific\u0113jot kodu l\u012bdz\u012bbas starp \u013caunprogrammat\u016bru \u0123imen\u0113m un \u0123ener\u0113jot smil\u0161u kastes izpildes skaidrojumus. Tas pal\u012bdz anal\u012bti\u0137iem \u0101tri saprast, k\u0101 darbojas \u013caunprogrammat\u016bra, pal\u012bdzot \u0101tr\u0101k rea\u0123\u0113t un efekt\u012bv\u0101k mazin\u0101t kait\u0113jumu.<\/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>Atbilde.<\/strong> Pa\u0101trina \u013caunpr\u0101t\u012bgas programmat\u016bras identific\u0113\u0161anu un ierobe\u017eo\u0161anu.<\/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>Atg\u016b\u0161ana.<\/strong> Veicina zin\u0101\u0161anu uzkr\u0101\u0161anu turpm\u0101kai aizsardz\u012bbai.<\/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\">Izceltais gad\u012bjums: AI atbalst\u012bta \u013caunpr\u0101t\u012bgas programmat\u016bras demont\u0101\u017ea<\/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>2025. gad\u0101, <a href=\"https:\/\/doi.org\/10.48550\/arXiv.2504.07574\">Apvrille un Nakov<\/a> nov\u0113rt\u0113ja R2AI, AI spraudni Radare2 disassemblerim, ar jaun\u0101kajiem Linux un IoT \u013caunprogrammat\u016bras paraugiem. Sist\u0113ma integr\u0113 LLM revers\u0101s in\u017eenierijas proces\u0101, pal\u012bdzot anal\u012bti\u0137iem dekompil\u0113t funkcijas, p\u0101rd\u0113v\u0113t main\u012bgos un identific\u0113t aizdom\u012bgu uzved\u012bbu. Vi\u0146u p\u0113t\u012bjums par\u0101d\u012bja, ka AI pal\u012bdz\u012bba var samazin\u0101t anal\u012bzes laiku no vair\u0101k\u0101m dien\u0101m l\u012bdz aptuveni pusei, vienlaikus saglab\u0101jot t\u0101du pa\u0161u vai lab\u0101ku kvalit\u0101ti nek\u0101 anal\u012bzei, ko veic tikai cilv\u0113ks. Piem\u0113ram, Linux\/Devura \u013caunprogrammat\u016bras gad\u012bjum\u0101 AI pareizi noteica argumentu form\u0101tus, kurus anal\u012bti\u0137i nebija paman\u012bju\u0161i. Tom\u0113r saglab\u0101j\u0101s ierobe\u017eojumi: mode\u013ci reiz\u0113m rad\u012bja halucin\u0101cijas, p\u0101rsp\u012bl\u0113jumus vai izlaidumus, un tiem bija nepiecie\u0161ama past\u0101v\u012bga kvalific\u0113tu ekspertu valid\u0101cija. Rezult\u0101ti liecina, ka AI asist\u0113t\u0101 demont\u0101\u017ea ir visefekt\u012bv\u0101k\u0101 k\u0101 sp\u0113ka reizin\u0101t\u0101js, pa\u0101trinot \u0161\u0137iro\u0161anu un \u0101tr\u0101k atkl\u0101jot deta\u013cas, vienlaikus joproj\u0101m pa\u013caujoties uz cilv\u0113ka uzraudz\u012bbu, lai nodro\u0161in\u0101tu precizit\u0101ti un izvair\u012btos no nepareizas interpret\u0101cijas.<\/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\tPapildu literat\u016bra\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\">Semantisk\u0101 segment\u0101cija klasifik\u0101cijai - <a href=\"https:\/\/doi.org\/10.32604\/cmes.2025.061080\">\"Deep Learning with Semantic Segmentation for Malware Classification\" (Chen et al. 2025)<\/a><br> P\u0113t\u012bjums par\u0101da, ka AI piem\u0113ro\u0161ana \u013caunpr\u0101t\u012bgas programmat\u016bras failu izv\u0113l\u0113t\u0101m da\u013c\u0101m, nevis vesel\u0101m failu sekvenc\u0113m, var iev\u0113rojami uzlabot veiktsp\u0113ju. Koncentr\u0113joties uz portat\u012bvo izpild\u0101mo failu galvenes datiem, vi\u0146u modelis \u013c\u0101va sasniegt 99,54% precizit\u0101ti \u013caunprogrammat\u016bru \u0123ime\u0146u klasifik\u0101cij\u0101. Tas liecina, ka orient\u0113\u0161an\u0101s uz visinformat\u012bv\u0101kaj\u0101m koda sada\u013c\u0101m \u013cauj \u0101tr\u0101k un uzticam\u0101k atkl\u0101t draudus.<\/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\">Jaunu \u013caunpr\u0101t\u012bgu programmat\u016bru apguve ar da\u017eiem \u0161\u0101vieniem - <a href=\"https:\/\/doi.org\/10.1016\/j.cose.2022.102887\">\"Da\u017e\u0101du \u013caunpr\u0101t\u012bgu programmat\u016bru klasifik\u0101cijas pieeja nezin\u0101mas \u0123imenes atpaz\u012b\u0161anai, izmantojot \u013caunpr\u0101t\u012bgu programmat\u016bru paz\u012bmju vizualiz\u0101ciju\" (Conti et al. 2022).<\/a><br> Darb\u0101 ir ierosin\u0101ts izmantot m\u0101c\u012b\u0161anos ar da\u017eiem paraugiem, lai klasific\u0113tu \u013caunprogrammat\u016bru \u0123imenes, izmantojot tikai da\u017eus piem\u0113rus, t\u0101d\u0113j\u0101di nov\u0113r\u0161ot nepiecie\u0161am\u012bbu atk\u0101rtoti apm\u0101c\u012bt mode\u013cus, kad par\u0101d\u0101s jaunas \u013caunprogrammat\u016bras. Vizualiz\u0113jot \u013caunprogrammat\u016bru bin\u0101r\u0101s programmas k\u0101 tr\u012bs kan\u0101lu att\u0113lus un test\u0113jot divas arhitekt\u016bras (CSNN un Shallow-FS), p\u0113t\u012bjums par\u0101da augstu precizit\u0101ti gan tradicion\u0101lo, gan jauno \u013caunprogrammat\u016bru klasifik\u0101cij\u0101. Tas par\u0101da, ka da\u017eas pieejas, kas \u013cauj uzlabot piel\u0101gojam\u012bbu un \u0101trumu jaunu draudu atkl\u0101\u0161an\u0101, ir potenci\u0101li izmantojamas.<\/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\">Apm\u0101c\u012bbas un laboratorijas<\/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>Apm\u0101c\u012bbas un laboratorijas nodro\u0161ina kontrol\u0113tu vidi praktiskiem kiberdro\u0161\u012bbas vingrin\u0101jumiem un simul\u0101cij\u0101m.<\/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\">K\u0101 AI maina apm\u0101c\u012bbu un laboratorijas:<\/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>AI var \u0123ener\u0113t dinamiskus laboratorijas scen\u0101rijus, kas piel\u0101goti izgl\u012btojam\u0101 progresam, izveidot adapt\u012bvus da\u017e\u0101das gr\u016bt\u012bbas pak\u0101pes uzdevumus un automatiz\u0113t atgriezenisko saiti un nov\u0113rt\u0113\u0161anu. Tas nodro\u0161ina re\u0101listisk\u0101ku un m\u0113rogojamu apm\u0101c\u012bbu.<\/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>Gatav\u012bba.<\/strong> Stiprina gatav\u012bbu, izmantojot adapt\u012bvas simul\u0101cijas.<\/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>Atg\u016b\u0161ana.<\/strong> M\u0101c\u012bb\u0101s iek\u013cauj re\u0101lu incidentu pieredzi.<\/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\">Izceltais gad\u012bjums: Ar AI darbin\u0101mi kiberm\u0113r\u0137laukumi adapt\u012bv\u0101m m\u0101c\u012bb\u0101m<\/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>2025. gad\u0101, <a href=\"https:\/\/doi.org\/10.1080\/19361610.2025.2518383\">Sisodiya et al<\/a>iepaz\u012bstin\u0101ja ar AI darbin\u0101mu kiberdro\u0161\u012bbas diapazonu, kas paredz\u0113ts, lai uzlabotu kiberdro\u0161\u012bbas m\u0101c\u012bbu re\u0101lismu un efektivit\u0101ti. At\u0161\u0137ir\u012bb\u0101 no tradicion\u0101laj\u0101m statiskaj\u0101m laboratorij\u0101m platforma izmanto AI, lai piel\u0101gotu scen\u0101riju sare\u017e\u0123\u012bt\u012bbu atkar\u012bb\u0101 no apm\u0101c\u0101m\u0101 progresa, ieviestu re\u0101listiskus uzbrukumu notikumus un nodro\u0161in\u0101tu autom\u0101tisku atgriezenisko saiti.<\/p><p>P\u0113t\u012bjum\u0101 tika konstat\u0113ts, ka \u0161aj\u0101 vid\u0113 apm\u0101c\u012btie skol\u0113ni sasniedza augst\u0101ku noteik\u0161anas precizit\u0101ti un samazin\u0101ja ietekmes mazin\u0101\u0161anas laiku sal\u012bdzin\u0101jum\u0101 ar parastaj\u0101m pieej\u0101m. Pedagogiem \u0161\u012b sist\u0113ma \u013cauj papla\u0161in\u0101t vingrin\u0101jumus, personaliz\u0113t uzdevumus un simul\u0101cij\u0101s iek\u013caut m\u0101c\u012bbas no re\u0101liem incidentiem.<\/p><p>No tehnisk\u0101 viedok\u013ca p\u0113t\u012bjums ar\u012b par\u0101d\u012bja, ka hibr\u012bd\u0101s arhitekt\u016bras, kur\u0101s apvienota m\u0101ko\u0146a m\u0113rogojam\u012bba un fizisko sist\u0113mu uzticam\u012bba, nodro\u0161ina re\u0101listisk\u0101kus un adapt\u012bv\u0101kus scen\u0101rijus. Secin\u0101jumos uzsv\u0113rts, k\u0101 AI var p\u0101rveidot m\u0101c\u012bbas no fiks\u0113t\u0101m m\u0101c\u012bb\u0101m par dinamisku m\u0101c\u012bbu vidi, kas lab\u0101k sagatavo studentus un profesion\u0101\u013cus re\u0101liem kiberdraudiem.<\/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\tPapildu literat\u016bra\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\">Kiberdro\u0161\u012bbas apm\u0101c\u012bbas metodes - <a href=\"https:\/\/doi.org\/10.1016\/j.cose.2023.103585\">\"Sistem\u0101tisks p\u0101rskats par pa\u0161reiz\u0113j\u0101m kiberdro\u0161\u012bbas apm\u0101c\u012bbas metod\u0113m\" (Pr\u00fcmmer et al. 2024)<\/a><br> Darb\u0101 par\u0101d\u012bts, ka da\u017e\u0101das kiberdro\u0161\u012bbas apm\u0101c\u012bbas pieejas, tostarp uz sp\u0113l\u0113m balst\u012btas metodes, uzlabo galalietot\u0101ju uzved\u012bbu un organiz\u0101cijas dro\u0161\u012bbas rezult\u0101tus. Rezult\u0101ti liecina par struktur\u0113tu m\u0101c\u012bbu programmu efektivit\u0101ti, ta\u010du atkl\u0101j ar\u012b t\u0101das probl\u0113mas k\u0101 nelielas izlases un neeksperiment\u0101li mode\u013ci. Tas uzsver AI integr\u0113\u0161anas v\u0113rt\u012bbu apm\u0101c\u012bb\u0101s un laboratorij\u0101s, lai papla\u0161in\u0101tu intervences, personaliz\u0113tu saturu un rad\u012btu adapt\u012bvus vingrin\u0101jumus, kas p\u0101rvar tradicion\u0101lo meto\u017eu ierobe\u017eojumus.<\/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\">Diskusijas jaut\u0101jumi<\/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\">Kuru no kiberincidentu dz\u012bves cikla f\u0101z\u0113m (nov\u0113r\u0161ana, sagatavot\u012bba, rea\u0123\u0113\u0161ana, atjauno\u0161ana) AI n\u0101kotn\u0113, visticam\u0101k, p\u0101rveidos, un kur\u0101 f\u0101z\u0113 AI pa\u0161laik ievie\u0161 visliel\u0101k\u0101s p\u0101rmai\u0146as? Kur AI \u0161\u0137iet vismaz\u0101k efekt\u012bvs?<\/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\">Vai AI maina sp\u0113ku l\u012bdzsvaru kibertelp\u0101 uz aizst\u0101vju pusi, vai ar\u012b tas galvenok\u0101rt pal\u012bdz uzbruc\u0113jiem saglab\u0101t p\u0101rsvaru?<\/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\">Vai atv\u0113rt\u0101 koda un pla\u0161i pieejamie AI r\u012bki izl\u012bdzin\u0101s konkurences apst\u0101k\u013cus mazajiem aizst\u0101vjiem, vai ar\u012b modernas patent\u0113tas sist\u0113mas joproj\u0101m dos liel\u0101m organiz\u0101cij\u0101m p\u0101rliecino\u0161as priek\u0161roc\u012bbas?<\/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\">K\u0101 AI sp\u0113ja automatiz\u0113t atkl\u0101\u0161anu, \u0161\u0137iro\u0161anu un rea\u0123\u0113\u0161anu maina aizsardz\u012bbas oper\u0101ciju \u0101trumu un raksturu? Vai tas var\u0113tu padar\u012bt \"tradicion\u0101los SOC mode\u013cus\" novecoju\u0161us?<\/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\">Vai aizst\u0101vji var k\u013c\u016bt p\u0101r\u0101k atkar\u012bgi no AI, kas var rad\u012bt aklos punktus, ja mode\u013ci neizdodas, tiek saind\u0113ti vai maldin\u0101ti ar pretinieka ievad\u012btajiem datiem?<\/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\">Kas uz\u0146emas atbild\u012bbu, ja AI sist\u0113mas ne\u0146em v\u0113r\u0101 kritiskus apdraud\u0113jumus vai sniedz k\u013c\u016bdainus ieteikumus: izstr\u0101d\u0101t\u0101ji, izvieto\u0161anas organiz\u0101cijas vai anal\u012bti\u0137i, kas uz t\u0101m pa\u013caujas?<\/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\">K\u0101 politikas veidot\u0101jiem vajadz\u0113tu veicin\u0101t atbild\u012bgu AI izmanto\u0161anu aizsardz\u012bb\u0101, neapdusinot inov\u0101cijas un neierobe\u017eojot piek\u013cuvi izgl\u012btot\u0101jiem un maz\u0101k\u0101m organiz\u0101cij\u0101m?<\/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\">Vai, gan uzbruc\u0113jiem, gan aizst\u0101vjiem ievie\u0161ot AI, kiberkonflikts p\u0101rv\u0113rt\u012bsies par \"autonom\u0101s aizsardz\u012bbas pret autonomo uzbrukumu\" sacens\u012bb\u0101m?<\/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\">Bibliogr\u0101fija<\/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 un Yahya Tashtoush. \"Kiberuzbrukumu notikumu \u017eurn\u0101lu klasifik\u0101cija, izmantojot dzi\u013co m\u0101c\u012b\u0161anos ar semantisko paz\u012bmju anal\u012bzi\". <\/span><i><span style=\"font-weight: 400;\">Datori un dro\u0161\u012bba<\/span><\/i><span style=\"font-weight: 400;\"> 150 (2025. gada marts): 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 un Kurt Tutschku. \"Sint\u0113tisko t\u012bkla datpl\u016bsmas datu \u0123ener\u0113\u0161ana: A Comparative Study\". arXiv:2410.16326. 2. versija. Preprint, arXiv, 2025. gada 22. febru\u0101ris. 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 un Panos Kostakos. \"CYGENT: A Cybersecurity Conversational Agent with Log Summarization Powered by GPT-3\". arXiv:2403.17160. Preprint, arXiv, 2024. gada 25. marts. 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 un 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, Nr. 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 un Dawn Song. \"ThreatKG: An AI-Powered System for Automated Open-Source Cyber Threat Intelligence Gathering and Management\". arXiv:2212.10388. Preprint, arXiv, 2024. gada 30. oktobris. 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 un Kalyan Veeramachaneni. \"TadGAN: Time Series Anomaly Detection Using Generative Adversarial Networks\". arXiv:2009.07769. Preprint, arXiv, 2020. gada 14. novembris. 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 un Luciano Floridi. \"Open Source Intelligence and AI: A Systematic Review of the GELSI Literature\" (\"Atkl\u0101t\u0101 pirmkoda izl\u016bkdati un AI: sistem\u0101tisks GELSI literat\u016bras p\u0101rskats\"). <\/span><i><span style=\"font-weight: 400;\">Ai un sabiedr\u012bba<\/span><\/i><span style=\"font-weight: 400;\">, 2023. gada 28. janv\u0101ris, 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 un Ferdi Sonmez. 'Code Vulnerability Detection Across Different Programming Languages with AI Models'. arXiv:2508.11710. Preprint, arXiv, 2025. gada 14. augusts. 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 un Cagatay Coban. \"Towards Log Analysis with AI Agents: Cowrie Case Study\". arXiv:2509.05306. Preprint, arXiv, 2025. gada 22. augusts. 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 un Karl Waedt. \"AI aizst\u0101vji: Machine Learning Driven Anomaly Detection in Critical Infrastructures\". 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 un Tamer Nadeem. \"MirageNet - uz GAN balst\u012bta sist\u0113ma sint\u0113tisk\u0101s t\u012bkla satiksmes \u0123ener\u0113\u0161anai\". <\/span><i><span style=\"font-weight: 400;\">GLOBECOM 2022 - 2022. gada IEEE Glob\u0101l\u0101 komunik\u0101ciju konference<\/span><\/i><span style=\"font-weight: 400;\">, IEEE, 4 decembris 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 un Stephen Nwagwughiagwu. \"AI vad\u012bta anom\u0101liju noteik\u0161ana proakt\u012bvai kiberdro\u0161\u012bbai un datu aizsardz\u012bbas p\u0101rk\u0101pumu nov\u0113r\u0161anai\". <\/span><i><span style=\"font-weight: 400;\">Starptautiskais in\u017eenierzin\u0101t\u0146u tehnolo\u0123iju p\u0113tniec\u012bbas un vad\u012bbas \u017eurn\u0101ls<\/span><\/i><span style=\"font-weight: 400;\"> 8, Nr. 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 un Peter Broklyn. <\/span><i><span style=\"font-weight: 400;\">Dabisk\u0101s valodas apstr\u0101de kiberdro\u0161\u012bbas incidentu anal\u012bzei<\/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 un citi: \"CTISum: A New Benchmark Dataset For Cyber Threat Intelligence Summarization\". arXiv:2408.06576. Preprint, arXiv, 2025. gada 30. j\u016bnijs. 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 un Nino Vincenzo Verde. \"AGIR: Kibernoziegumu izl\u016bko\u0161anas zi\u0146ojumu automatiz\u0113\u0161ana ar dabisk\u0101s valodas \u0123ener\u0113\u0161anu\". arXiv:2310.02655. Preprint, arXiv, 2023. gada 4. oktobris. 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 un Monica Mordonini. \"Sensit\u012bvu datu autom\u0101tiska noteik\u0161ana, izmantojot uz transformatoriem balst\u012btus klasifikatorus\". <\/span><i><span style=\"font-weight: 400;\">N\u0101kotnes internets<\/span><\/i><span style=\"font-weight: 400;\"> 14, nr. 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 un Sandeep Kumar Shukla. \"TTPXHunter: TTPs from Finished Cyber Threat Reports\": \"Actionable Threat Intelligence Extraction as TTPs from Finished Cyber Threat Reports\". <\/span><i><span style=\"font-weight: 400;\">Digit\u0101lie draudi: P\u0113tniec\u012bba un prakse<\/span><\/i><span style=\"font-weight: 400;\"> 5, nr. 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 un Sadis Bello. <\/span><i><span style=\"font-weight: 400;\">AI nodro\u0161in\u0101ts IAM audits anom\u0101liju atkl\u0101\u0161anai kritiskaj\u0101 infrastrukt\u016br\u0101<\/span><\/i><span style=\"font-weight: 400;\">. 2025. gada 18. apr\u012blis.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?R4KN1l\"><span style=\"font-weight: 400;\">P\u0101rdo\u0161ana, Felix. \"Identit\u0101tes un piek\u013cuves p\u0101rvald\u012bbas pilnveido\u0161ana, izmantojot m\u0101ksl\u012bgo intelektu anom\u0101liju atkl\u0101\u0161anai: 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 un Naren Ramakrishnan. \"STAN: Synthetic Network Traffic Generation with Generative Neural Models\". arXiv:2009.12740. Preprint, arXiv, 2021. gada 3. augusts. 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 un Zhenkai Liang. \"Automatiz\u0113ta sensit\u012bvu datu identific\u0113\u0161ana no netie\u0161\u0101s lietot\u0101ja specifik\u0101cijas\". <\/span><i><span style=\"font-weight: 400;\">Kiberdro\u0161\u012bba<\/span><\/i><span style=\"font-weight: 400;\"> 1, nr. 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); \/\/ Small delay to allow scroll to complete\n                    } else {\n                        \/\/ If tab-activator doesn't exist, just click the matching element\n                        matchingElement.click();\n                    }\n                    \n                    \/\/ Only process the first matching class to avoid multiple clicks\n                    return;\n                }\n            }\n            \n            \/\/ Move up to the parent element\n            currentElement = currentElement.parentElement;\n        }\n    });\n});\n\n\n<\/script>\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\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>AI kiberaizsardz\u012bb\u0101 K\u0101 AI maina kiberaizsardz\u012bbu vis\u0101 kiberincidentu dz\u012bves cikl\u0101 S\u0101kums AI kiberaizsardz\u012bb\u0101 AI kibernoziegumos Kiberaizsardz\u012bbas m\u0113r\u0137is ir aizsarg\u0101t sist\u0113mas, t\u012bklus un datus pret infiltr\u0101ciju, trauc\u0113jumiem vai izn\u012bcin\u0101\u0161anu. Kiberincidentu dz\u012bves cikls nodro\u0161ina noder\u012bgu veidu, k\u0101 izprast kiberaizsardz\u012bbu, sadalot to \u010detros posmos: [...]<\/p>","protected":false},"author":1,"featured_media":55699,"parent":61455,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","inline_featured_image":false,"footnotes":""},"class_list":["post-61459","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/virtual-routes.org\/lv\/wp-json\/wp\/v2\/pages\/61459","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/virtual-routes.org\/lv\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/virtual-routes.org\/lv\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/virtual-routes.org\/lv\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/virtual-routes.org\/lv\/wp-json\/wp\/v2\/comments?post=61459"}],"version-history":[{"count":20,"href":"https:\/\/virtual-routes.org\/lv\/wp-json\/wp\/v2\/pages\/61459\/revisions"}],"predecessor-version":[{"id":62932,"href":"https:\/\/virtual-routes.org\/lv\/wp-json\/wp\/v2\/pages\/61459\/revisions\/62932"}],"up":[{"embeddable":true,"href":"https:\/\/virtual-routes.org\/lv\/wp-json\/wp\/v2\/pages\/61455"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/virtual-routes.org\/lv\/wp-json\/wp\/v2\/media\/55699"}],"wp:attachment":[{"href":"https:\/\/virtual-routes.org\/lv\/wp-json\/wp\/v2\/media?parent=61459"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}