This issue examines the role of artificial intelligence and computational methods in healthcare and formal reasoning systems. Topics include autoformalization, machine learning optimization, and intelligent decision-support frameworks. Researchers explore scalability, accuracy, and practical implementation challenges while discussing how AI models can improve automation, knowledge representation, and interdisciplinary problem-solving across technical and healthcare environments.