<p>This review delves into the realm of Materials Engineering and Artificial Intelligence (AI) Innovations, highlighting the pivotal role of materials in sustainable technology development. The document explores various aspects of materials engineering, including the utilization of different material categories in engineering disciplines and the significance of recycling in reducing environmental impact and fostering the creation of novel materials. Additionally, the review emphasizes the need for smarter materials and more efficient processes to address contemporary challenges. Through an in-depth analysis of research articles and advancements in the field, this review provides valuable insights into the intersection of materials engineering and AI innovations, paving the way for a more sustainable and technologically advanced future.</p>