{"id":61455,"date":"2025-11-11T01:52:28","date_gmt":"2025-11-11T00:52:28","guid":{"rendered":"https:\/\/virtual-routes.org\/?page_id=61455"},"modified":"2025-11-18T13:17:54","modified_gmt":"2025-11-18T12:17:54","slug":"ai-nel-kit-di-strumenti-per-la-cybersicurezza","status":"publish","type":"page","link":"https:\/\/virtual-routes.org\/it\/ai-nel-kit-di-strumenti-per-la-cybersicurezza\/","title":{"rendered":"Kit di strumenti per l'intelligenza artificiale nella sicurezza informatica"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"61455\" class=\"elementor elementor-61455\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c9d9cb6 e-flex e-con-boxed e-con e-parent\" data-id=\"c9d9cb6\" 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-2b34ab2 e-con-full e-flex e-con e-child\" data-id=\"2b34ab2\" data-element_type=\"container\">\n\t\t\t\t<div data-dce-title-color=\"#0E093A\" class=\"elementor-element elementor-element-38978fb elementor-widget elementor-widget-heading\" data-id=\"38978fb\" 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\">Kit di strumenti per l'intelligenza artificiale nella sicurezza informatica<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0affaa3 elementor-widget elementor-widget-text-editor\" data-id=\"0affaa3\" 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>Risorse per gli educatori alla sicurezza informatica<\/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-2d9d3c3 elementor-absolute dce_masking-none elementor-invisible elementor-widget elementor-widget-image\" data-id=\"2d9d3c3\" 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-8c80025 e-flex e-con-boxed e-con e-parent\" data-id=\"8c80025\" 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-b9e1fa8 e-con-full e-flex e-con e-child\" data-id=\"b9e1fa8\" data-element_type=\"container\" href=\"https:\/\/virtual-routes.org\/it\/ai-nel-kit-di-strumenti-per-la-cybersicurezza\/\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e2b7e9a elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"e2b7e9a\" 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\">Casa<\/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-0b5506a e-con-full e-flex e-con e-child\" data-id=\"0b5506a\" data-element_type=\"container\" href=\"https:\/\/virtual-routes.org\/it\/ai-nel-kit-di-strumenti-per-la-cybersicurezza\/ai-nella-difesa-cibernetica\/\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0641b7d elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"0641b7d\" 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 in Difesa informatica<\/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-0406e81 e-con-full e-flex e-con e-child\" data-id=\"0406e81\" data-element_type=\"container\" href=\"https:\/\/virtual-routes.org\/it\/ai-nel-kit-di-strumenti-per-la-cybersicurezza\/ai-nei-reati-informatici\/\">\n\t\t\t\t<div class=\"elementor-element elementor-element-efeb8bd elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"efeb8bd\" 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 in Reati informatici<\/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-9f34be9 pb-0 e-flex e-con-boxed e-con e-child\" data-id=\"9f34be9\" 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-8f3f21b elementor-widget elementor-widget-heading\" data-id=\"8f3f21b\" 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\">Introduzione<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf7fadb elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"cf7fadb\" 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-9fb2f9b elementor-widget elementor-widget-text-editor\" data-id=\"9fb2f9b\" 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>L'intelligenza artificiale (AI) sta rapidamente rimodellando il panorama della sicurezza informatica, sia come strumento di difesa che come arma di offesa. Per gli educatori, questo duplice ruolo crea l'urgente necessit\u00e0 di preparare gli studenti non solo a sfruttare l'AI per la protezione, ma anche a capire come gli avversari possano sfruttarla negli attacchi.<\/p><p>Dal punto di vista difensivo, l'AI \u00e8 gi\u00e0 integrato negli ambienti di sicurezza professionali e influisce su tutte le diverse fasi del ciclo di vita degli incidenti informatici (ad esempio, prevenzione, preparazione, risposta e ripristino). \u00c8 in grado di gestire l'analisi dei log, il rilevamento delle anomalie, l'indagine sulle minacce informatiche e persino la formazione alla consapevolezza, offrendo ai difensori maggiore velocit\u00e0, precisione e scalabilit\u00e0. In classe, AI apre anche nuove opportunit\u00e0 di insegnamento automatizzando le valutazioni, generando casi di studio, simulando incidenti reali e progettando esercizi interattivi che aiutano gli studenti a comprendere meglio concetti complessi di cybersecurity.<\/p><p>Allo stesso tempo, l'AI sta guidando una nuova generazione di operazioni informatiche offensive. Gli attori malintenzionati stanno utilizzando le AI generative per automatizzare la ricognizione, personalizzare le campagne di phishing, accelerare la scoperta delle vulnerabilit\u00e0 o distribuire malware adattivi. Questa trasformazione della cyber kill chain ha intensificato la portata e la sofisticazione degli attacchi in tutto il mondo, dal ransomware ai deepfake e allo swarm malware. L'AI \u00e8 quindi sia un fattore abilitante per i cyberattacchi che un bersaglio dello sfruttamento avversario, con vulnerabilit\u00e0 come l'avvelenamento dei dati ed esempi avversari che pongono nuovi rischi.<\/p><p>Questo kit di strumenti \u00e8 stato sviluppato da\u00a0<strong>Virtual Routes<\/strong>\u00a0come parte del\u00a0<strong>Programma di seminari sulla sicurezza informatica sostenuto da Google.org<\/strong>per fornire a docenti e studenti risorse in un campo in costante evoluzione. Si basa su un'indagine condotta presso le universit\u00e0 partecipanti e fornisce materiali che aiutano a comprendere l'impatto dell'AI sulla sicurezza informatica, presentando il suo duplice ruolo di strumento difensivo e offensivo.<\/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-bc73ae5 e-flex e-con-boxed e-con e-parent\" data-id=\"bc73ae5\" 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 data-dce-background-color=\"#FFFFFF00\" class=\"elementor-element elementor-element-6b29372 e-con-full e-flex e-con e-child\" data-id=\"6b29372\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0dc755b e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"0dc755b\" 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=\"14447963\" aria-label=\"Schede. Aprire gli elementi con Invio o Spazio, chiuderli con Esc e navigare con i tasti freccia.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-144479631\" data-tab-title-id=\"e-n-tab-title-144479631\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-144479631\" 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\tImpatto dell'AI sulle competenze e sui ruoli della cybersecurity\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-144479632\" data-tab-title-id=\"e-n-tab-title-144479632\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-144479632\" 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\tCompetenze fondamentali AI per la cybersecurity\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-144479633\" data-tab-title-id=\"e-n-tab-title-144479633\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-144479633\" 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\tUso etico e responsabile dell'AI nella difesa informatica\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-144479634\" data-tab-title-id=\"e-n-tab-title-144479634\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"4\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-144479634\" 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\tMetodi e dati dell'indagine\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-144479635\" data-tab-title-id=\"e-n-tab-title-144479635\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"5\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-144479635\" 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\tCome navigare nel toolkit\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-144479636\" data-tab-title-id=\"e-n-tab-title-144479636\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"6\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-144479636\" 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\tGlossario dei termini\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-144479637\" data-tab-title-id=\"e-n-tab-title-144479637\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"7\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-144479637\" 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\tCome potete contribuire\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-144479631\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-144479631\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-f4bcf52 e-con-full e-flex e-con e-child\" data-id=\"f4bcf52\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-523d455 e-con-full e-flex e-con e-child\" data-id=\"523d455\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6819ff9 elementor-widget elementor-widget-heading\" data-id=\"6819ff9\" 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\">Impatto dell'AI sulle competenze di cybersicurezza<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a14b2d3 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"a14b2d3\" 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-74bacf7 elementor-widget elementor-widget-text-editor\" data-id=\"74bacf7\" 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>Il <a href=\"https:\/\/www.enisa.europa.eu\/topics\/skills-and-competences\/skills-development\/european-cybersecurity-skills-framework-ecsf\">Quadro europeo delle competenze in materia di cibersicurezza (ECSF)<\/a> definisce dodici ruoli professionali chiave nella cybersecurity, insieme ai compiti, alle abilit\u00e0, alle conoscenze e alle competenze necessarie in tutto il settore. Questi ruoli spaziano da funzioni tecniche come l'intelligence delle minacce e i test di penetrazione a compiti pi\u00f9 ampi come la gestione del rischio e la formazione. Abbiamo identificato cinque modi principali in cui l'AI influisce sulle capacit\u00e0 e sulle competenze richieste per questi ruoli:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ed8c408 e-con-full e-flex e-con e-child\" data-id=\"ed8c408\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8e87e37 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"8e87e37\" 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=\"8e87e37\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<h4 class=\"marcs-collapsible-heading\">\n\t\t\t\t\tAnalisi dei dati e informazioni sulle minacce\t\t\t\t<\/h4>\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-8e87e37\">\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-d84f516 e-con-full e-flex e-con e-child\" data-id=\"d84f516\" data-element_type=\"container\">\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-349596a elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"349596a\" 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>ECSF: specialista di intelligence sulle minacce informatiche; investigatore di scienze forensi digitali<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\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-8e87e37\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-ccf2173 e-con-full e-flex e-con e-child\" data-id=\"ccf2173\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b44fbf9 elementor-widget elementor-widget-text-editor\" data-id=\"b44fbf9\" 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>Gli LLM possono accelerare la raccolta, la correlazione e la sintesi di grandi volumi di rapporti sulle minacce, registri e indicatori di compromissione. Gli analisti devono ancora convalidare i risultati, ma la loro attenzione si sposta dall'analisi ripetitiva all'interpretazione critica.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2d47606 e-con-full e-flex e-con e-child\" data-id=\"2d47606\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cf0c79e elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"cf0c79e\" 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=\"cf0c79e\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<h4 class=\"marcs-collapsible-heading\">\n\t\t\t\t\tRilevamento e risposta agli incidenti\t\t\t\t<\/h4>\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-cf0c79e\">\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-15e1696 e-con-full e-flex e-con e-child\" data-id=\"15e1696\" data-element_type=\"container\">\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-d1be8a8 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"d1be8a8\" 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>ECSF: Risponditore di incidenti informatici<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\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-cf0c79e\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-f010b03 e-con-full e-flex e-con e-child\" data-id=\"f010b03\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-47d7989 elementor-widget elementor-widget-text-editor\" data-id=\"47d7989\" 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>L'AI pu\u00f2 assistere nel rilevamento delle anomalie, nel triage e nella segnalazione iniziale. Le capacit\u00e0 di convalidare gli avvisi, contestualizzare gli incidenti e decidere le risposte proporzionali diventano sempre pi\u00f9 importanti.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eefae95 e-con-full e-flex e-con e-child\" data-id=\"eefae95\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-23dd707 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"23dd707\" 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=\"23dd707\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<h4 class=\"marcs-collapsible-heading\">\n\t\t\t\t\tValutazione del rischio e conformit\u00e0\t\t\t\t<\/h4>\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-23dd707\">\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-e8246c4 e-con-full e-flex e-con e-child\" data-id=\"e8246c4\" data-element_type=\"container\">\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-fda39f3 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"fda39f3\" 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>ECSF: responsabile legale, politico e di conformit\u00e0 per il settore informatico; responsabile del rischio di sicurezza informatica; revisore di sicurezza informatica.<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\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-23dd707\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-459273e e-con-full e-flex e-con e-child\" data-id=\"459273e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7ff4f6c elementor-widget elementor-widget-text-editor\" data-id=\"7ff4f6c\" 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>L'AI pu\u00f2 supportare la classificazione automatica dei dati sensibili e la valutazione preliminare del rischio. I professionisti devono valutare se i risultati ottenuti con l'AI sono in linea con i requisiti normativi e organizzativi.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2bd1be1 e-con-full e-flex e-con e-child\" data-id=\"2bd1be1\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-82c3178 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"82c3178\" 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=\"82c3178\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<h4 class=\"marcs-collapsible-heading\">\n\t\t\t\t\tSviluppo sicuro e revisione del codice\t\t\t\t<\/h4>\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-82c3178\">\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-f0c75b0 e-con-full e-flex e-con e-child\" data-id=\"f0c75b0\" data-element_type=\"container\">\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-c177f88 elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"c177f88\" 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>ECSF: Implementatore di sicurezza informatica; Architetto di sicurezza informatica; Tester di penetrazione<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\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-82c3178\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-dcf4350 e-con-full e-flex e-con e-child\" data-id=\"dcf4350\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fe2ae51 elementor-widget elementor-widget-text-editor\" data-id=\"fe2ae51\" 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>La scansione del codice abilitata da AI evidenzia gli schemi insicuri e propone le relative correzioni. I professionisti restano responsabili di garantire pratiche di codifica sicure e di ridurre il rischio di allucinazioni o falsi positivi dell'AI, che pu\u00f2 anche creare codice non sicuro.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8744b09 e-con-full e-flex e-con e-child\" data-id=\"8744b09\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8161eb7 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"8161eb7\" 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=\"8161eb7\" data-default-state=\"closed\" data-animation-duration=\"300\">\n\t\t\t<div class=\"marcs-collapsible-heading-wrapper\">\n\t\t\t\t<h4 class=\"marcs-collapsible-heading\">\n\t\t\t\t\tEducazione e consapevolezza\t\t\t\t<\/h4>\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-8161eb7\">\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-b276113 e-con-full e-flex e-con e-child\" data-id=\"b276113\" data-element_type=\"container\">\n\t\t\t\t<div data-dce-text-color=\"#E8EEFF\" class=\"elementor-element elementor-element-4b807ef elementor-widget__width-auto elementor-widget elementor-widget-text-editor\" data-id=\"4b807ef\" 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>ECSF: Educatore in materia di sicurezza informatica; Ricercatore in materia di sicurezza informatica<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\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-8161eb7\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-46da457 e-con-full e-flex e-con e-child\" data-id=\"46da457\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1f47722 elementor-widget elementor-widget-text-editor\" data-id=\"1f47722\" 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>I LLM consentono di generare scenari di formazione adattivi, serie di dati sintetici e feedback automatici. Le competenze dell'educatore si evolvono verso la cura, la convalida e l'inserimento responsabile delle risorse AI nei programmi di studio.<\/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\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-144479632\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-144479632\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\"elementor-element elementor-element-b89ec8d e-con-full e-flex e-con e-child\" data-id=\"b89ec8d\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-bda226e e-con-full e-flex e-con e-child\" data-id=\"bda226e\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b0e50d6 elementor-widget elementor-widget-heading\" data-id=\"b0e50d6\" 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\">Competenze fondamentali AI per la cybersecurity<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f4d0abf elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"f4d0abf\" 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-c245190 elementor-widget elementor-widget-text-editor\" data-id=\"c245190\" 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>L'adozione onnipresente dell'AI richiede a tutti i professionisti della cybersecurity, indipendentemente dal loro ruolo, di sviluppare nuove competenze che contribuiscano all'uso responsabile, adattivo ed efficace degli strumenti AI. Queste competenze di base AI vanno oltre la familiarit\u00e0 con strumenti specifici e si concentrano invece sulle capacit\u00e0 di base necessarie per lavorare efficacemente in questo ambiente in rapida evoluzione:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-277a3c0 e-con-full e-flex e-con e-child\" data-id=\"277a3c0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-790da38 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"790da38\" 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=\"790da38\" 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\t1. Comprensione dei fondamenti\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-790da38\">\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-cbe257b e-con-full e-flex e-con e-child\" data-id=\"cbe257b\" 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-790da38\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-b263582 e-con-full e-flex e-con e-child\" data-id=\"b263582\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7f82569 elementor-widget elementor-widget-text-editor\" data-id=\"7f82569\" 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<ul><li><strong>Alfabetizzazione AI<\/strong> comprendere le capacit\u00e0 e i limiti dell'AI e integrarlo in modo sicuro nei flussi di lavoro, senza fare eccessivo affidamento e senza riporre una fiducia sbagliata.<\/li><li><strong>Consapevolezza etica<\/strong> identificare i rischi relativi alla parzialit\u00e0, alla privacy, alla responsabilit\u00e0 e alla sicurezza, garantendo che i sistemi AI siano utilizzati in modo da rispettare gli standard professionali e sociali.<\/li><\/ul>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a13ed55 e-con-full e-flex e-con e-child\" data-id=\"a13ed55\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d2dd312 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"d2dd312\" 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=\"d2dd312\" 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\t2. Valutazione e supervisione\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-d2dd312\">\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-61223ed e-con-full e-flex e-con e-child\" data-id=\"61223ed\" 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-d2dd312\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-294be13 e-con-full e-flex e-con e-child\" data-id=\"294be13\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c3347b1 elementor-widget elementor-widget-text-editor\" data-id=\"c3347b1\" 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<ul>\n \t<li><strong>Valutazione critica<\/strong> valutare i risultati generati dall'AI in base a fonti attendibili e all'esperienza contestuale, riconoscendo quando \u00e8 necessaria un'ulteriore convalida o un giudizio umano.<\/li>\n \t<li><strong>Spiegabilit\u00e0 e trasparenza<\/strong> per interpretare i risultati dell'AI, interrogare i modelli \"black box\" e comunicare i risultati in modo chiaro alle parti interessate, sia tecniche che non, rafforzando cos\u00ec la fiducia nelle decisioni assistite dall'AI.<\/li>\n \t<li><strong>Resilienza e sorveglianza umana<\/strong> progettare misure di salvaguardia che impediscano un eccessivo affidamento all'automazione, assicurando solide garanzie e preservando la responsabilit\u00e0 umana per le decisioni critiche.<\/li>\n<\/ul>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2c3b8c4 e-con-full e-flex e-con e-child\" data-id=\"2c3b8c4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-659ba9d elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"659ba9d\" 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=\"659ba9d\" 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\t3. Gestione dei rischi e dei dati\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-659ba9d\">\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-50c9597 e-con-full e-flex e-con e-child\" data-id=\"50c9597\" 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-659ba9d\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-931f294 e-con-full e-flex e-con e-child\" data-id=\"931f294\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b400dd elementor-widget elementor-widget-text-editor\" data-id=\"2b400dd\" 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<ul>\n \t<li><strong>Governance dei dati<\/strong> garantire la qualit\u00e0, la diversit\u00e0 e la sicurezza dei dati utilizzati nei sistemi AI, comprendendo che una cattiva gestione dei dati pu\u00f2 introdurre vulnerabilit\u00e0 sistemiche.<\/li>\n \t<li><strong>AI gestione del rischio<\/strong> anticipare e mitigare i rischi specifici dell'AI, come le allucinazioni, la manipolazione avversaria, la generazione di codice insicuro e l'avvelenamento dei dati, inserendo queste considerazioni all'interno di quadri di rischio informatico pi\u00f9 ampi.<\/li>\n<\/ul>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ad4e196 e-con-full e-flex e-con e-child\" data-id=\"ad4e196\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-def8212 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"def8212\" 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=\"def8212\" 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\t4. Adattabilit\u00e0 al futuro\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-def8212\">\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-5bec00e e-con-full e-flex e-con e-child\" data-id=\"5bec00e\" 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-def8212\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-86f6260 e-con-full e-flex e-con e-child\" data-id=\"86f6260\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8f5a16a elementor-widget elementor-widget-text-editor\" data-id=\"8f5a16a\" 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<ul>\n \t<li><strong>Apprendimento continuo<\/strong> per aggiornare le competenze, monitorare le minacce emergenti e confrontarsi con i nuovi sviluppi delle applicazioni AI per la sicurezza informatica.<\/li>\n \t<li><strong>Pensiero di scenario e previsione<\/strong> anticipare come i progressi dell'AI possano rimodellare i livelli tecnici, organizzativi e strategici della cybersecurity e preparare i professionisti a rispondere alle sfide future in modo proattivo.<\/li>\n<\/ul>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c9ac306 e-con-full e-flex e-con e-child\" data-id=\"c9ac306\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7f1bd58 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"7f1bd58\" 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=\"7f1bd58\" 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\t5. Collaborazione e comunicazione\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-7f1bd58\">\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-c705831 e-con-full e-flex e-con e-child\" data-id=\"c705831\" 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-7f1bd58\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-c67afcf e-con-full e-flex e-con e-child\" data-id=\"c67afcf\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-76fb44e elementor-widget elementor-widget-text-editor\" data-id=\"76fb44e\" 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<ul><li><strong>Collaborazione interdisciplinare<\/strong> collaborare efficacemente con esperti di legge, politica, psicologia ed etica, riconoscendo che l'uso responsabile delle AI richiede prospettive che vanno al di l\u00e0 degli ambiti puramente tecnici.<\/li><li><strong>Comunicazione e costruzione della fiducia<\/strong> spiegare le decisioni abilitate da AI con chiarezza e sfumature, sostenendo la fiducia di tutte le parti interessate.<\/li><\/ul>\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\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-e7b2237 elementor-widget elementor-widget-text-editor\" data-id=\"e7b2237\" 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>L'automazione di compiti ripetitivi o di valore inferiore guidata dall'AI ha sollevato questioni urgenti sulla trasformazione della forza lavoro e sul potenziale spostamento di posti di lavoro. Tuttavia, mentre alcuni compiti degli analisti possono diminuire, sorgono nuove esigenze di supervisione dei risultati dell'AI, di convalida dei risultati e di gestione dei rischi specifici dell'AI, come le allucinazioni, la generazione di codice insicuro o la manipolazione avversaria. Piuttosto che eliminare i ruoli di cybersecurity, l'AI sposta il profilo delle competenze verso la supervisione, la governance e la collaborazione uomo-AI.<\/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<div id=\"e-n-tab-content-144479633\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-144479633\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\"elementor-element elementor-element-4b3f3f8 e-con-full e-flex e-con e-child\" data-id=\"4b3f3f8\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2de09f0 e-con-full e-flex e-con e-child\" data-id=\"2de09f0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8e7837d elementor-widget elementor-widget-heading\" data-id=\"8e7837d\" 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\">Uso etico e responsabile dell'AI nella difesa informatica<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc7824b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"fc7824b\" 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-fe12831 elementor-widget elementor-widget-text-editor\" data-id=\"fe12831\" 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>Ottimizzando tempo, efficienza e risorse, l'AI consente ai difensori di fare di pi\u00f9 con meno, abbassando le barriere all'ingresso e rafforzando la capacit\u00e0 di rilevare e rispondere a minacce informatiche sempre pi\u00f9 complesse. Con l'aumento della scala e della sofisticazione degli incidenti informatici, la capacit\u00e0 dell'AI di elaborare grandi quantit\u00e0 di dati lo rende indispensabile. Tuttavia, l'eccessivo affidamento sui risultati dell'AI introduce nuove vulnerabilit\u00e0, in particolare quando tali risultati sono imprecisi o mancano di comprensione del contesto, sollevando diversi interrogativi sull'etica e sull'uso responsabile:<\/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-90b2c88 elementor-widget elementor-widget-heading\" data-id=\"90b2c88\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Principali preoccupazioni etiche<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-24d82a5 e-con-full e-flex e-con e-child\" data-id=\"24d82a5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9e34c6c elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"9e34c6c\" 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=\"9e34c6c\" 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\tPregiudizi e discriminazioni\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-9e34c6c\">\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-7e29b98 e-con-full e-flex e-con e-child\" data-id=\"7e29b98\" 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-9e34c6c\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-b7a58aa e-con-full e-flex e-con e-child\" data-id=\"b7a58aa\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bf6799c elementor-widget elementor-widget-text-editor\" data-id=\"bf6799c\" 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>I modelli AI addestrati su set di dati distorti o sbilanciati possono segnalare ingiustamente alcuni gruppi di utenti o regioni come dannosi. Ad esempio, <a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=6-J322AAAAAJ&amp;citation_for_view=6-J322AAAAAJ:qjMakFHDy7sC\">I ricercatori di cybersicurezza hanno addestrato un sistema di rilevamento delle intrusioni sui dati storici degli attacchi.<\/a> e ha scoperto che produceva 30% pi\u00f9 falsi positivi per gli utenti delle regioni sottorappresentate, mentre una formazione bilanciata portava a risultati pi\u00f9 equi. Allo stesso modo, l'AI pu\u00f2 dare eccessiva priorit\u00e0 a tipi di attacco gi\u00e0 noti, mentre sottovaluta le minacce emergenti, creando lacune nella difesa.<\/div>\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-1dcdb59 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"1dcdb59\" 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-arrow-alt-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 8zM140 300h116v70.9c0 10.7 13 16.1 20.5 8.5l114.3-114.9c4.7-4.7 4.7-12.2 0-16.9l-114.3-115c-7.6-7.6-20.5-2.2-20.5 8.5V212H140c-6.6 0-12 5.4-12 12v64c0 6.6 5.4 12 12 12z\"><\/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\">Principi chiave: Equit\u00e0<\/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 class=\"elementor-element elementor-element-b2adfd9 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"b2adfd9\" 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>Garantire risultati non discriminatori affrontando le distorsioni degli algoritmi e dei dati.<\/div>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-171134b e-con-full e-flex e-con e-child\" data-id=\"171134b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-190061e elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"190061e\" 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=\"190061e\" 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\tMonitoraggio e sorveglianza\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-190061e\">\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-4573469 e-con-full e-flex e-con e-child\" data-id=\"4573469\" 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-190061e\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-9423639 e-con-full e-flex e-con e-child\" data-id=\"9423639\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5c0d327 elementor-widget elementor-widget-text-editor\" data-id=\"5c0d327\" 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>La sicurezza guidata da AI richiede un monitoraggio su larga scala del traffico di rete, dei tentativi di accesso e del comportamento degli utenti, <a href=\"https:\/\/researchworkx.com\/index.php\/jci\/article\/view\/69\">creazione di impronte digitali dettagliate<\/a>. Questa costante sorveglianza rischia di <a href=\"https:\/\/www.authorea.com\/users\/857462\/articles\/1262647-ethical-ai-for-cybersecurity-a-framework-for-balancing-innovation-and-regulation\">minare la fiducia degli utenti e sollevare problemi di consenso<\/a>. Inoltre, <a href=\"https:\/\/researchworkx.com\/index.php\/jci\/article\/view\/69\">la conservazione dei dati a lungo termine aumenta le possibilit\u00e0 di violazione<\/a>e gli aumenti di elaborazione basati sul cloud <a href=\"https:\/\/researchworkx.com\/index.php\/jci\/article\/view\/69\">domande sulla governance transfrontaliera dei dati<\/a>.<\/div>\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-2a2d40d elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"2a2d40d\" 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-arrow-alt-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 8zM140 300h116v70.9c0 10.7 13 16.1 20.5 8.5l114.3-114.9c4.7-4.7 4.7-12.2 0-16.9l-114.3-115c-7.6-7.6-20.5-2.2-20.5 8.5V212H140c-6.6 0-12 5.4-12 12v64c0 6.6 5.4 12 12 12z\"><\/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\">Principi chiave: Privacy e protezione dei dati<\/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 class=\"elementor-element elementor-element-aac1828 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"aac1828\" 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>Salvaguardare i dati personali e organizzativi, rispettare il consenso e ridurre al minimo le raccolte non necessarie.<\/div>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-78a7b78 e-con-full e-flex e-con e-child\" data-id=\"78a7b78\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-db1c086 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"db1c086\" 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=\"db1c086\" 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\tProcesso decisionale autonomo e conseguenze indesiderate\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-db1c086\">\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-13ef416 e-con-full e-flex e-con e-child\" data-id=\"13ef416\" 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-db1c086\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-ab27e4c e-con-full e-flex e-con e-child\" data-id=\"ab27e4c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e6fbe2f elementor-widget elementor-widget-text-editor\" data-id=\"e6fbe2f\" 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>Misure automatiche come il blocco dell'account, il blocco dell'IP o l'interruzione della rete possono avere tassi di falsi positivi o falsi negativi inaccettabili, soprattutto quando le decisioni automatiche non sono sufficientemente informate dal contesto pertinente. <a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=6-J322AAAAAJ&amp;citation_for_view=6-J322AAAAAJ:qjMakFHDy7sC\">In un esperimento condotto dai ricercatori di cybersicurezza<\/a>I sistemi basati su AI hanno bloccato con successo 92% di minacce, ma hanno erroneamente segnalato come dannose 8% di attivit\u00e0 legittime. Tali errori rischiano di interrompere servizi critici, ad esempio nel settore finanziario o sanitario, e complicano la responsabilit\u00e0 per i danni causati.<\/div>\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-29bfcd2 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"29bfcd2\" 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-arrow-alt-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 8zM140 300h116v70.9c0 10.7 13 16.1 20.5 8.5l114.3-114.9c4.7-4.7 4.7-12.2 0-16.9l-114.3-115c-7.6-7.6-20.5-2.2-20.5 8.5V212H140c-6.6 0-12 5.4-12 12v64c0 6.6 5.4 12 12 12z\"><\/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\">Principi chiave: Trasparenza e spiegabilit\u00e0<\/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 class=\"elementor-element elementor-element-bcd62eb elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"bcd62eb\" 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>Mantenere i meccanismi \"human-in-the-loop\" e assegnare chiaramente la responsabilit\u00e0 per i risultati determinati da AI.<\/div>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9cdfae4 e-con-full e-flex e-con e-child\" data-id=\"9cdfae4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c88a82a elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"c88a82a\" 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=\"c88a82a\" 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\tOpacit\u00e0 dei modelli AI\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-c88a82a\">\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-1c67169 e-con-full e-flex e-con e-child\" data-id=\"1c67169\" 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-c88a82a\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-10a05d8 e-con-full e-flex e-con e-child\" data-id=\"10a05d8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9baa2fa elementor-widget elementor-widget-text-editor\" data-id=\"9baa2fa\" 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>Molti sistemi AI funzionano come \"scatole nere\", fornendo poche informazioni su come giungono alle conclusioni. <a href=\"https:\/\/www.researchgate.net\/publication\/378571489_The_intersection_of_Artificial_Intelligence_and_cybersecurity_Challenges_and_opportunities\">Nella sicurezza informatica<\/a>Questa mancanza di spiegazioni pu\u00f2 rendere difficile per gli analisti capire perch\u00e9 il traffico legittimo viene segnalato o perch\u00e9 certe minacce vengono considerate prioritarie, il che pu\u00f2 <a href=\"https:\/\/doi.org\/10.60087\/jklst.vol2.n2.p175\">minare la fiducia<\/a> e ritardare le risposte efficaci.<\/div>\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-fae1243 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"fae1243\" 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-arrow-alt-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 8zM140 300h116v70.9c0 10.7 13 16.1 20.5 8.5l114.3-114.9c4.7-4.7 4.7-12.2 0-16.9l-114.3-115c-7.6-7.6-20.5-2.2-20.5 8.5V212H140c-6.6 0-12 5.4-12 12v64c0 6.6 5.4 12 12 12z\"><\/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\">Principi chiave: Trasparenza e spiegabilit\u00e0<\/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 class=\"elementor-element elementor-element-fefaef2 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"fefaef2\" 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>Rendere i processi decisionali AI chiari e interpretabili per le parti interessate.<\/div>\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\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-d40bd9b elementor-widget elementor-widget-text-editor\" data-id=\"d40bd9b\" 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>Per mettere in pratica questi principi, le organizzazioni possono ricorrere a una combinazione di strumenti normativi e tecnici per migliorare l'affidabilit\u00e0 dei sistemi AI:<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e12cb5a e-con-full e-flex e-con e-child\" data-id=\"e12cb5a\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-703dcec e-con-full e-flex e-con e-child\" data-id=\"703dcec\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0decf3b elementor-widget elementor-widget-n-accordion\" data-id=\"0decf3b\" data-element_type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;all_collapsed&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;max_items_expended&quot;:&quot;one&quot;}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Schede. Aprire gli elementi con Invio o Spazio, chiuderli con Esc e navigare con i tasti freccia.\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1460\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1460\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Misure normative <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-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<span class='e-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<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1460\" class=\"elementor-element elementor-element-d4f27da e-con-full e-flex e-con e-child\" data-id=\"d4f27da\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-466c173 elementor-widget elementor-widget-text-editor\" data-id=\"466c173\" 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>Misure normative<\/strong> includono quadri di conformit\u00e0 come il <a href=\"https:\/\/eur-lex.europa.eu\/eli\/reg\/2024\/1689\/oj\/eng\">Legge UE sull'intelligenza artificiale (legge AI)<\/a>che introduce obblighi basati sul rischio, valutazioni d'impatto sui diritti fondamentali e meccanismi di responsabilit\u00e0 per i sistemi AI ad alto rischio. Altre misure normative includono valutazioni d'impatto degli algoritmi per valutare i rischi prima dell'implementazione, il rispetto delle leggi sulla protezione dei dati, come ad esempio la legge sulla protezione dei dati personali. <a href=\"https:\/\/eur-lex.europa.eu\/eli\/reg\/2016\/679\/oj\">GDPR<\/a> e <a href=\"https:\/\/oag.ca.gov\/privacy\/ccpa\/regs\">CCPA<\/a>, e <a href=\"https:\/\/www.authorea.com\/users\/857462\/articles\/1262647-ethical-ai-for-cybersecurity-a-framework-for-balancing-innovation-and-regulation\">quadri di responsabilit\u00e0<\/a> che attribuiscono la responsabilit\u00e0 per gli errori legati all'AI. Lo sviluppo e l'adozione di standard e certificazioni riconosciuti a livello internazionale forniscono ulteriori strumenti di conformit\u00e0 che aiutano a rendere operativi gli obblighi di legge, a promuovere la fiducia e, in una certa misura, a guidare l'innovazione, dando alle organizzazioni l'opportunit\u00e0 di sperimentare lo sviluppo di prodotti all'interno di confini prestabiliti.<\/div>\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\t<\/details>\n\t\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<div class=\"elementor-element elementor-element-5119559 e-con-full e-flex e-con e-child\" data-id=\"5119559\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-623fe13 elementor-view-stacked elementor-shape-circle elementor-widget elementor-widget-icon\" data-id=\"623fe13\" data-element_type=\"widget\" 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-plus-circle\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119 8 8 119 8 256s111 248 248 248 248-111 248-248S393 8 256 8zm144 276c0 6.6-5.4 12-12 12h-92v92c0 6.6-5.4 12-12 12h-56c-6.6 0-12-5.4-12-12v-92h-92c-6.6 0-12-5.4-12-12v-56c0-6.6 5.4-12 12-12h92v-92c0-6.6 5.4-12 12-12h56c6.6 0 12 5.4 12 12v92h92c6.6 0 12 5.4 12 12v56z\"><\/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-1069ba1 e-con-full e-flex e-con e-child\" data-id=\"1069ba1\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b9a81f5 elementor-widget elementor-widget-n-accordion\" data-id=\"b9a81f5\" data-element_type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;all_collapsed&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:0,&quot;sizes&quot;:[]},&quot;max_items_expended&quot;:&quot;one&quot;}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Schede. Aprire gli elementi con Invio o Spazio, chiuderli con Esc e navigare con i tasti freccia.\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1940\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1940\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Soluzioni tecniche <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-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<span class='e-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<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1940\" class=\"elementor-element elementor-element-5d1c60b e-con-full e-flex e-con e-child\" data-id=\"5d1c60b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6a2b2d6 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"6a2b2d6\" 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<a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=6-J322AAAAAJ&amp;citation_for_view=6-J322AAAAAJ:qjMakFHDy7sC\">Soluzioni tecniche<\/a> includono metodi di apprendimento automatico consapevoli dell'equit\u00e0, tecniche di rilevamento e attenuazione dei pregiudizi, tecnologie di miglioramento della privacy come la crittografia e l'anonimizzazione, nonch\u00e9 approcci AI spiegabili che rendono pi\u00f9 trasparenti i processi decisionali. <a href=\"https:\/\/scholar.google.com\/citations?view_op=view_citation&amp;hl=en&amp;user=6-J322AAAAAJ&amp;citation_for_view=6-J322AAAAAJ:qjMakFHDy7sC\">Supervisione umana e monitoraggio continuo dei modelli<\/a> garantire ulteriormente che i sistemi automatizzati rimangano accurati, etici e allineati ai valori organizzativi e sociali.\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\t<\/details>\n\t\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 class=\"elementor-element elementor-element-beaeab9 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"beaeab9\" 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=\"beaeab9\" 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\tRisorse\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-beaeab9\">\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-9928e19 e-con-full e-flex e-con e-child\" data-id=\"9928e19\" 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-beaeab9\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-45ebc8c e-con-full e-flex e-con e-child\" data-id=\"45ebc8c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f90d280 elementor-widget elementor-widget-text-editor\" data-id=\"f90d280\" 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\/?xOMYUj\"><span style=\"font-weight: 400;\">Chaganti, Krishna Chaitanya. <\/span><i><span style=\"font-weight: 400;\">AI etico per la sicurezza informatica: Un quadro per bilanciare innovazione e regolamentazione<\/span><\/i><span style=\"font-weight: 400;\">. 2025. https:\/\/www.authorea.com\/users\/857462\/articles\/1262647-ethical-ai-for-cybersecurity-a-framework-for-balancing-innovation-and-regulation.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?xOMYUj\"><span style=\"font-weight: 400;\">Chitimoju, Satish. Sfide etiche dell'AI nella sicurezza informatica: Bias, privacy e processi decisionali autonomi\". <\/span><i><span style=\"font-weight: 400;\">Giornale dell'innovazione computazionale<\/span><\/i><span style=\"font-weight: 400;\"> 3, n. 1 (2023). https:\/\/researchworkx.com\/index.php\/jci\/article\/view\/69.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?xOMYUj\"><span style=\"font-weight: 400;\">Chris, Emmanuel. <\/span><i><span style=\"font-weight: 400;\">Considerazioni etiche in AI per la sicurezza informatica<\/span><\/i><span style=\"font-weight: 400;\">. 1 dicembre 2022.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?xOMYUj\"><span style=\"font-weight: 400;\">Sontan, Adewale Daniel e Segun Victor Samuel. L'intersezione tra intelligenza artificiale e sicurezza informatica: Sfide e opportunit\u00e0\". <\/span><i><span style=\"font-weight: 400;\">Giornale mondiale di ricerca e revisione avanzata<\/span><\/i><span style=\"font-weight: 400;\"> 21, no. 02 (2024): 1720-36.\u00a0<\/span><\/a><\/p><p><a href=\"https:\/\/www.zotero.org\/google-docs\/?xOMYUj\"><span style=\"font-weight: 400;\">Vemuri, Naveen, Naresh Thaneeru e Venkata Manoj Tatikonda. Sicurezza della fiducia: Considerazioni etiche nell'AI per la sicurezza informatica\". <\/span><i><span style=\"font-weight: 400;\">Journal of Knowledge Learning and Science Technology ISSN: 2959-6386 (Online)<\/span><\/i><span style=\"font-weight: 400;\"> 2, n. 2 (2023): 167\u201375. https:\/\/doi.org\/10.60087\/jklst.vol2.n2.p175. <\/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\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-144479634\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-144479634\" data-tab-index=\"4\" style=\"--n-tabs-title-order: 4;\" class=\"elementor-element elementor-element-a77df21 e-con-full e-flex e-con e-child\" data-id=\"a77df21\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3a22c96 e-con-full e-flex e-con e-child\" data-id=\"3a22c96\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c60928b elementor-widget elementor-widget-heading\" data-id=\"c60928b\" 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\">Metodi e dati dell'indagine<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-05b963f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"05b963f\" 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-9c9d00b elementor-widget elementor-widget-text-editor\" data-id=\"9c9d00b\" 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>Virtual Routes ha condotto un'indagine online su 27 educatori partecipanti provenienti da universit\u00e0 di tutta Europa. Il questionario mirava a determinare se attualmente utilizzano l'AI nell'insegnamento della cybersecurity, come lo utilizzano, le ragioni per farlo, gli strumenti e i compiti specifici coinvolti e se applicano l'AI nel contesto del supporto alla cybersecurity fornito alle organizzazioni della comunit\u00e0 locale (LCO). Sebbene non siano statisticamente significative, le risposte forniscono una visione delle pratiche e delle aspettative attuali, evidenziando sia le opportunit\u00e0 che le sfide associate all'integrazione dell'AI nell'educazione alla cybersecurity. L'indagine \u00e8 stata integrata da interviste di follow-up per comprendere meglio i casi d'uso pratici.<\/p><p>Si possono evidenziare alcuni elementi chiave:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e4d7623 e-con-full e-flex e-con e-child\" data-id=\"e4d7623\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62df105 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"62df105\" 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=\"62df105\" 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\tUso precoce ma crescente dell'AI\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-62df105\">\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-99efa03 e-con-full e-flex e-con e-child\" data-id=\"99efa03\" 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-62df105\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-b9b92a8 e-con-full e-flex e-con e-child\" data-id=\"b9b92a8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2771260 elementor-widget elementor-widget-text-editor\" data-id=\"2771260\" 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>Dei 27 intervistati, la maggior parte (22) ha dichiarato di aver gi\u00e0 sperimentato gli strumenti AI nel proprio insegnamento, in particolare nei seminari di cybersecurity organizzati da Google.org. Tuttavia, l'adozione \u00e8 ancora nelle fasi iniziali e spesso \u00e8 limitata a compiti specifici piuttosto che a un'integrazione sistematica. Cinque intervistati hanno dichiarato di non utilizzare ancora l'AI.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-29ea056 e-con-full e-flex e-con e-child\" data-id=\"29ea056\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ab48974 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"ab48974\" 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=\"ab48974\" 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\tCasi d'uso diversi\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-ab48974\">\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-606863c e-con-full e-flex e-con e-child\" data-id=\"606863c\" 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-ab48974\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-439e9f1 e-con-full e-flex e-con e-child\" data-id=\"439e9f1\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e43d4f8 elementor-widget elementor-widget-text-editor\" data-id=\"e43d4f8\" 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>Le applicazioni pi\u00f9 comuni riguardano compiti generali di scrittura e di raccolta\/analisi dei dati (utilizzando LLM comuni), sintesi dei dati e compiti specializzati nella cybersecurity, come il rilevamento di anomalie, la mappatura della superficie di attacco, l'analisi del malware e i laboratori pratici.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7307dba e-con-full e-flex e-con e-child\" data-id=\"7307dba\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-27edb76 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"27edb76\" 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=\"27edb76\" 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\tMotivazioni per l'adozione\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-27edb76\">\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-f3fc6d4 e-con-full e-flex e-con e-child\" data-id=\"f3fc6d4\" 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-27edb76\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-e7f5386 e-con-full e-flex e-con e-child\" data-id=\"e7f5386\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4de11eb elementor-widget elementor-widget-text-editor\" data-id=\"4de11eb\" 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>Gli educatori di cybersecurity utilizzano principalmente l'AI per aiutare gli studenti a prepararsi per il mondo del lavoro, per supportare l'apprendimento auto-diretto e l'autovalutazione e per risparmiare tempo sulle attivit\u00e0 pedagogiche come la creazione di esercizi, la valutazione e la generazione di contenuti. Molti vedono anche il valore dell'uso di AI per illustrare concetti e scenari chiave della cybersecurity.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e106ea9 e-con-full e-flex e-con e-child\" data-id=\"e106ea9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-801dfc5 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"801dfc5\" 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=\"801dfc5\" 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\tApplicazione nei servizi comunitari\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-801dfc5\">\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-6b68c61 e-con-full e-flex e-con e-child\" data-id=\"6b68c61\" 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-801dfc5\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-f1c2d23 e-con-full e-flex e-con e-child\" data-id=\"f1c2d23\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d05a6c9 elementor-widget elementor-widget-text-editor\" data-id=\"d05a6c9\" 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>Circa la met\u00e0 degli intervistati (15 su 27) ha dichiarato di utilizzare o di avere in programma di utilizzare l'AI per fornire assistenza in materia di sicurezza informatica alle organizzazioni della comunit\u00e0 locale (LCO), un aspetto fondamentale dei seminari di sicurezza informatica di Google.org. Questo dimostra un legame crescente tra l'esplorazione degli strumenti AI in classe e la loro applicazione in contesti comunitari reali.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dfe79df e-con-full e-flex e-con e-child\" data-id=\"dfe79df\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-af6b234 elementor-widget elementor-widget-marcs-collapsible-content\" data-id=\"af6b234\" 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=\"af6b234\" 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\tEsigenze e aspettative degli educatori\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-af6b234\">\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-077e30e e-con-full e-flex e-con e-child\" data-id=\"077e30e\" 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-af6b234\" class=\"marcs-collapsible-content-wrapper marcs-collapsible-hidden elementor-element elementor-element-2dad4b0 e-con-full e-flex e-con e-child\" data-id=\"2dad4b0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-58d99ce elementor-widget elementor-widget-text-editor\" data-id=\"58d99ce\" 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>Diversi intervistati hanno espresso interesse a ricevere indicazioni ed esempi su come integrare efficacemente l'AI nell'educazione alla cybersicurezza. Hanno evidenziato la necessit\u00e0 di best practice, risorse condivise e casi di studio per passare dalla sperimentazione a un uso pi\u00f9 strutturato ed efficace dell'AI nell'insegnamento e nella fornitura di servizi.<\/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\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-144479635\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-144479635\" data-tab-index=\"5\" style=\"--n-tabs-title-order: 5;\" class=\"elementor-element elementor-element-7632308 e-con-full e-flex e-con e-child\" data-id=\"7632308\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-41639be e-con-full e-flex e-con e-child\" data-id=\"41639be\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e76861 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"3e76861\" 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\">Come navigare nel Toolkit<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cded736 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"cded736\" 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-4da6677 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"4da6677\" 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>Questo kit di strumenti \u00e8 organizzato in due parti, che riflettono il duplice ruolo dell'AI nella sicurezza informatica.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e0a0348 e-con-full e-flex e-con e-child\" data-id=\"e0a0348\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc6ed06 elementor-widget elementor-widget-heading\" data-id=\"cc6ed06\" 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<h4 class=\"elementor-heading-title elementor-size-default\">AI nella difesa informatica<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c83c7fa elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"c83c7fa\" 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><strong>Come l'AI cambia la difesa informatica nel ciclo di vita degli incidenti informatici: <\/strong><\/p><p>La prima parte esamina l'impatto dell'AI sulla difesa informatica, illustrando come gli strumenti dell'AI supportino la difesa informatica attraverso il ciclo di vita degli incidenti: prevenzione, preparazione, risposta e ripristino. Vengono evidenziate applicazioni concrete come la mappatura della superficie di attacco, il rilevamento delle anomalie e lo sviluppo sicuro del codice, illustrandole con casi di studio e riferimenti per ulteriori approfondimenti.<\/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-2421c9a e-con-full e-flex e-con e-child\" data-id=\"2421c9a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a357f10 elementor-widget elementor-widget-heading\" data-id=\"a357f10\" 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<h4 class=\"elementor-heading-title elementor-size-default\">AI nel reato informatico<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c7848b6 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"c7848b6\" 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><strong>Come l'AI cambia la Cyber Kill Chain: <\/strong><\/p><p>La seconda parte affronta l'impatto dell'AI sull'offesa informatica, concentrandosi su come l'AI ridisegna la Cyber Kill Chain. Si considera come l'AI consenta agli aggressori di automatizzare e migliorare fasi quali la ricognizione, l'armamento e la consegna, introducendo al contempo nuove forme di attacco. Esempi di casi e ulteriori letture forniscono un contesto per comprendere questi sviluppi.<\/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<\/div>\n\t\t<div id=\"e-n-tab-content-144479636\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-144479636\" data-tab-index=\"6\" style=\"--n-tabs-title-order: 6;\" class=\"elementor-element elementor-element-7fc629f e-con-full e-flex e-con e-child\" data-id=\"7fc629f\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-fe376f9 e-con-full e-flex e-con e-child\" data-id=\"fe376f9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd45469 elementor-widget elementor-widget-heading\" data-id=\"cd45469\" 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\">Glossario dei termini<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-683c02b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"683c02b\" 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-df381d2 elementor-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"df381d2\" 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\"><strong>Avversario AI:<\/strong> un insieme di tecniche con cui gli aggressori manipolano i modelli AI (ad esempio, aggirando i sistemi di rilevamento, avvelenando i dati di addestramento).<\/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\"><strong>Attacchi avversari:<\/strong> dati modificati per ingannare i sistemi AI (ad esempio, malware leggermente alterato per eludere il software antivirus basato su AI).  <\/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\"><strong>Esempi di avversarialit\u00e0:<\/strong> dati dannosi progettati per fuorviare i modelli AI (ad esempio, immagini o testi distorti).   <\/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\"><strong>Allineamento:<\/strong> garantire che gli obiettivi dei sistemi AI siano coerenti con le intenzioni umane.<\/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\"><strong>Intelligenza artificiale (AI):<\/strong> un campo dell'informatica che mira a creare sistemi in grado di svolgere compiti che richiedono l'intelligenza umana, come il rilevamento delle minacce, l'analisi dei comportamenti anomali o la risposta automatizzata agli incidenti di cybersicurezza.<\/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\"><strong>Spiegabilit\u00e0 AI (XAI):<\/strong> metodi che rendono le decisioni AI comprensibili all'uomo.<\/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\"><strong>Sicurezza AI:<\/strong> garantire che i sistemi AI si comportino come previsto e non introducano nuove vulnerabilit\u00e0.  <\/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\"><strong>Bias in AI:<\/strong> errori sistematici nei risultati AI causati da dati di addestramento sbilanciati o distorti.<\/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\"><strong>Avvelenamento dei dati:<\/strong> un tipo di attacco avversario in cui dati dannosi o corrotti vengono inseriti nei dataset di addestramento per degradare le prestazioni del modello o introdurre vulnerabilit\u00e0.<\/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\"><strong>Apprendimento profondo (DL):<\/strong>un tipo di apprendimento automatico che utilizza reti neurali multistrato per analizzare dati complessi (ad esempio, immagini, registri di rete), spesso utilizzati per la classificazione di malware o il rilevamento di intrusioni. Le reti neurali contribuiscono all'elaborazione dei dati grezzi nel cuore degli algoritmi di DL, aiutando a identificare, classificare e migliorare le correlazioni e i modelli nascosti nei dati grezzi (le reti neurali comprendono reti neurali artificiali, reti neurali convoluzionali e reti neurali ricorrenti a seconda delle applicazioni).<\/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\"><strong>Turno di distribuzione:<\/strong> rischio che i modelli AI diventino inefficaci se i dati reali differiscono da quelli di addestramento.<\/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\"><strong>Etica AI:<\/strong> principi che garantiscano un uso equo, responsabile e trasparente dell'AI nell'ambito della cybersecurity.<\/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\"><strong>Messa a punto:<\/strong> il processo di adattamento di un modello pre-addestrato a un compito o a un set di dati specifici, che spesso richiede meno dati e risorse computazionali rispetto all'addestramento da zero.<\/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\"><strong>Apprendimento automatico (ML):<\/strong> un sottoinsieme di AI in cui i sistemi imparano dai dati per identificare modelli (ad esempio, firme di malware, traffico di rete sospetto) e prendere decisioni o fare previsioni.<\/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\"><strong>Modello:<\/strong> una rappresentazione matematica di un sistema addestrato sui dati per eseguire compiti quali la classificazione, la previsione o la generazione in AI e l'apprendimento automatico.<\/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\"><strong>Pesi del modello:<\/strong> parametri numerici appresi durante l'addestramento che determinano il modo in cui un modello AI elabora gli input per produrre gli output. La regolazione dei pesi consente al modello di riconoscere i modelli e di fare previsioni accurate.<\/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\"><strong>Iniezione tempestiva:<\/strong> una tecnica utilizzata per manipolare modelli linguistici di grandi dimensioni inserendo negli input istruzioni modificate, che inducono il modello a ignorare o ignorare il suo compito originale e a produrre output non previsti.<\/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\"><strong>Apprendimento per rinforzo:<\/strong> un metodo in cui AI impara a prendere decisioni ottimali attraverso prove ed errori in ambienti simulati.<\/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\"><strong>Robustezza:<\/strong> la capacit\u00e0 dell'AI di funzionare in modo affidabile in condizioni mutevoli (ad esempio di fronte a nuovi avversari).<\/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\"><strong>Apprendimento supervisionato:<\/strong> un metodo che prevede l'addestramento di modelli utilizzando dati etichettati per la classificazione.<\/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\"><strong>Dati sintetici:<\/strong> dati generati artificialmente, utilizzati per addestrare i modelli AI quando i dati reali sono scarsi o sensibili.<\/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\"><strong>Apprendimento non supervisionato:<\/strong> un metodo per identificare modelli nascosti in dati non etichettati.<\/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-144479637\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-144479637\" data-tab-index=\"7\" style=\"--n-tabs-title-order: 7;\" class=\"elementor-element elementor-element-ee77a59 e-con-full e-flex e-con e-child\" data-id=\"ee77a59\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-346d1f9 e-con-full e-flex e-con e-child\" data-id=\"346d1f9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f1d0c05 elementor-widget elementor-widget-heading\" data-id=\"f1d0c05\" 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\">Come potete contribuire<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-794b2d7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"794b2d7\" 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-dcecd4a elementor-widget elementor-widget-text-editor\" data-id=\"dcecd4a\" 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><strong>Utilizzate una soluzione AI open-source per formare gli studenti sulla cybersecurity o avete altre risorse disponibili pubblicamente da condividere per l'insegnamento dell'AI e della cybersecurity (basate o meno sull'AI)?<br \/><br \/><span style=\"font-weight: 400;\">Saremo lieti di ascoltarvi. Inviateci un'e-mail all'indirizzo <\/span><b><span \n                data-original-string='ryDTMHRHFVMiuMCviRYt+A==d01R1HekzOh3H0JmuVQZg8BCKNUQgTUkFBlOd0t41XIb8A='\n                class='apbct-email-encoder'\n                title='Questo contatto \u00e8 stato codificato da Anti-Spam by CleanTalk. Fare clic per decodificare. Per completare la decodifica, assicurarsi che JavaScript sia abilitato nel browser.'>co*****@************es.org<\/span><\/b><span style=\"font-weight: 400;\">Condivideremo i vostri contributi con la comunit\u00e0 pi\u00f9 ampia e faremo in modo che questo kit di strumenti sia sempre aggiornato.<\/span><br \/><\/strong><\/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\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Questo kit di strumenti \u00e8 stato sviluppato dall'Virtual Routes nell'ambito del Cybersecurity Seminars Programme sostenuto da Google.org, per fornire a insegnanti e studenti risorse in un campo in costante evoluzione. Si basa su un'indagine condotta presso le universit\u00e0 partecipanti e fornisce materiali che aiutano a comprendere l'impatto dell'AI sulla sicurezza informatica, presentando il suo duplice ruolo di strumento difensivo e offensivo.<\/p>","protected":false},"author":1,"featured_media":55699,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"This toolkit was developed by\u00a0Virtual Routes\u00a0as part of the\u00a0Cybersecurity Seminars Programme supported by Google.org, to provide teachers and students with resources in a constantly evolving field. It is based on a survey of participating universities and provides materials to help understand the impact of AI on cybersecurity, presenting its dual role as both a defensive and offensive tool.","_seopress_robots_index":"","inline_featured_image":false,"footnotes":""},"class_list":["post-61455","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/virtual-routes.org\/it\/wp-json\/wp\/v2\/pages\/61455","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/virtual-routes.org\/it\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/virtual-routes.org\/it\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/virtual-routes.org\/it\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/virtual-routes.org\/it\/wp-json\/wp\/v2\/comments?post=61455"}],"version-history":[{"count":21,"href":"https:\/\/virtual-routes.org\/it\/wp-json\/wp\/v2\/pages\/61455\/revisions"}],"predecessor-version":[{"id":62967,"href":"https:\/\/virtual-routes.org\/it\/wp-json\/wp\/v2\/pages\/61455\/revisions\/62967"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/virtual-routes.org\/it\/wp-json\/wp\/v2\/media\/55699"}],"wp:attachment":[{"href":"https:\/\/virtual-routes.org\/it\/wp-json\/wp\/v2\/media?parent=61455"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}