AI4AM2026 is a cross-disciplinary international event that brings together top experts from industry and research institutions utilizing Artificial Intelligence, including machine learning, deep learning, and neural networks. The event aims to enhance discoveries in materials science by refining automated designs for both structural and electronic material models in engineering. It focuses on improving interoperability among material databases and reverse material engineering. This platform offers experts an opportunity to delve into the latest innovations, discuss practical challenges, and share solutions in applying AI for groundbreaking advancements in material science and engineering. It covers targeted applications in electronics, composites, energy, (bio)medicine, quantum computing, and related fields. This 2nd edition will again foster networking, collaboration, and industrial partnerships