Healthcare AI systems are evolving from advisory tools to autonomous decision-makers, with Utah piloting AI-authorized prescription renewals and OpenAI launching specialized healthcare platforms. These developments present significant technical challenges in neural network architecture design, regulatory compliance, and safety validation for medical AI deployment.