Realistic virtual reality simulations for first responders to train with AI-powered decision support systems under various hazardous material scenarios. These simulators would update dynamically based on real-world incident data, offering continuous learning opportunities and improving response effectiveness. Training modules can prioritize edge cases and rare incidents to prepare responders for anything. Data gathered informs AI model improvement.