Description
Artificial Intelligence and Machine Learning (AI/ML) are transforming cybersecurity by offering powerful capabilities for triage, pattern recognition, summarization, and agent choice. However, their stochastic nature requires cautious and strategic application, especially in high-stakes security contexts. At our company, we integrate advanced neural techniques to complement the symbolic approaches, such as formal methods, that form the backbone of our work. Emerging AI techniques excel at identifying patterns and prioritizing vulnerabilities, providing invaluable support in reducing the complexity of large-scale analysis. However, their outputs must be verified and validated through rigorous, deterministic symbolic methods to ensure correctness, reliability, and trustworthiness. By combining the strengths of AI/ML with the assurance provided by formal methods, we achieve a balanced, innovative approach that enhances security without compromising on precision or accountability.