{"id":566,"date":"2026-06-23T12:05:04","date_gmt":"2026-06-23T12:05:04","guid":{"rendered":"https:\/\/people.utm.my\/abdulghafar\/?page_id=566"},"modified":"2026-06-23T12:12:08","modified_gmt":"2026-06-23T12:12:08","slug":"ai-in-cyber-security-for-malware-detection","status":"publish","type":"page","link":"https:\/\/people.utm.my\/abdulghafar\/ai-in-cyber-security-for-malware-detection\/","title":{"rendered":"AI Integration for Malware Detection"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Modern malware attacks evolve rapidly and often bypass security mechanisms. Therefore, organizations require a proactive and intelligence-driven security approach that can detect, analyze, and respond to threats before significant damage occurs.This architecture provides a multi-layered cybersecurity defense framework that combines preventive controls, threat detection, automated response, and AI-driven intelligence. Security components such as Firewall, IDS, IPS, WAF, Content Filter, and Wazuh continuously monitor network and system activities while forwarding logs to a centralized SIEM platform.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The SIEM correlates security events and leverages Explainable AI (XAI) to provide transparent reasoning behind detected threats. Agentic AI enhances decision-making through autonomous threat analysis, predictive threat hunting, and adaptive response actions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Automated workflows powered by n8n enable rapid incident handling, while the Honeypot captures attacker behavior and threat intelligence. Together, these components deliver real-time malware detection, improved situational awareness, and faster incident response.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"608\" src=\"https:\/\/people.utm.my\/abdulghafar\/wp-content\/uploads\/sites\/3106\/2026\/06\/AI-Cyber-Security-Architecture.png-1024x608.jpg\" alt=\"\" class=\"wp-image-574\" srcset=\"https:\/\/people.utm.my\/abdulghafar\/wp-content\/uploads\/sites\/3106\/2026\/06\/AI-Cyber-Security-Architecture.png-1024x608.jpg 1024w, https:\/\/people.utm.my\/abdulghafar\/wp-content\/uploads\/sites\/3106\/2026\/06\/AI-Cyber-Security-Architecture.png-300x178.jpg 300w, https:\/\/people.utm.my\/abdulghafar\/wp-content\/uploads\/sites\/3106\/2026\/06\/AI-Cyber-Security-Architecture.png-768x456.jpg 768w, https:\/\/people.utm.my\/abdulghafar\/wp-content\/uploads\/sites\/3106\/2026\/06\/AI-Cyber-Security-Architecture.png.jpg 1462w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Modern malware attacks evolve rapidly and often bypass security mechanisms. Therefore, organizations require a proactive and intelligence-driven security approach that can detect, analyze, and respond to threats before significant damage occurs.This architecture provides a multi-layered cybersecurity defense framework that combines preventive controls, threat detection, automated response, and AI-driven intelligence. Security components such as Firewall, IDS, [&hellip;]<\/p>\n","protected":false},"author":25922,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-566","page","type-page","status-publish","hentry","entry"],"_links":{"self":[{"href":"https:\/\/people.utm.my\/abdulghafar\/wp-json\/wp\/v2\/pages\/566","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/people.utm.my\/abdulghafar\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/people.utm.my\/abdulghafar\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/people.utm.my\/abdulghafar\/wp-json\/wp\/v2\/users\/25922"}],"replies":[{"embeddable":true,"href":"https:\/\/people.utm.my\/abdulghafar\/wp-json\/wp\/v2\/comments?post=566"}],"version-history":[{"count":9,"href":"https:\/\/people.utm.my\/abdulghafar\/wp-json\/wp\/v2\/pages\/566\/revisions"}],"predecessor-version":[{"id":579,"href":"https:\/\/people.utm.my\/abdulghafar\/wp-json\/wp\/v2\/pages\/566\/revisions\/579"}],"wp:attachment":[{"href":"https:\/\/people.utm.my\/abdulghafar\/wp-json\/wp\/v2\/media?parent=566"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}