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To conclude our presentation, I want to discuss how our hybrid framework translates into tangible Real-World Applications. Our research is not just a theoretical exercise; it is designed for immediate integration into the global cybersecurity ecosystem. First, this model serves as a proactive layer of Real-Time Cyber Defense. By identifying zero-day phishing attempts before they ever reach the user, it can be deployed directly into web browsers and email gateways to block threats at the point of entry. Second, we see a massive opportunity for Financial Fraud Mitigation. By safeguarding banking institutions against credential theft and Business Email Compromise, our framework directly addresses the multi-million dollar economic impact of phishing we discussed at the start. Finally, our approach is uniquely suited for Critical Infrastructure Protection. Within complex Industrial Internet of Things (IIoT) environments, such as power grids and smart manufacturing, our model can detect sophisticated intrusions that traditional systems often miss. By combining deep temporal learning with high-speed optimization, we provide a robust, scalable shield for the digital infrastructure of tomorrow.
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IEEE/ICACT20260103 Slide.21
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