The aviation sector is experiencing rapid technological development thanks to artificial intelligence (AI) applications, which have become one of the key pillars in advancing aircraft engineering systems, improving operational efficiency, and enhancing safety and reliability. This progress is opening new horizons for aviation engineering technologies by combining engineering knowledge with digital innovation. Artificial intelligence contributes to analyzing aircraft operational data, monitoring engine performance, and predicting potential failures before they become more serious. This supports predictive maintenance and reduces unplanned downtime. Intelligent systems also help advance flight control systems, improve fuel efficiency, and support engineering design and simulation processes, keeping pace with the growing demands of the modern aviation industry. One of the most notable innovations in this field is the digital twin, which enables the creation of digital models of engineering systems and the comparison of their actual performance with expected performance. In addition, machine learning techniques are used to detect abnormal patterns and improve technical decision-making. These applications offer significant opportunities to develop engineering practices and enhance the efficiency of inspection, maintenance, and operational processes. Despite these promising capabilities, the application of artificial intelligence in aviation requires rigorous testing, reliable data, specialized engineering supervision, and compliance with established aviation safety standards. Human expertise remains essential for evaluating results and making decisions related to aircraft safety. The future of aeronautical engineering is moving toward greater integration between engineering systems and intelligent technologies. This makes keeping pace with scientific and technological developments essential for preparing engineers who can address the challenges of the modern aviation industry. In this context, artificial intelligence represents a promising opportunity to advance aviation engineering technologies and contribute to building a future that is more efficient, innovative, and safe.