SecureClaims AI is an innovative project designed to combat healthcare fraud by employing retrieval-augmented generation for realistic attack simulation combined with Bayesian adversarial reasoning to enhance fraud detection systems. It focuses on explainable decision-making and adaptability, allowing continuous evolution against emerging fraud schemes while promoting regulatory compliance and cost-effective implementation.