The engineering sector is at a critical turning point, marked by the increasing integration of artificial intelligence (AI) that is redefining design and production paradigms. This transformation is driven by significant technological advances such as Edge AI and AI agents, which promise to revolutionize the market with multi-billion-euro potential. Siemens, a major player, exemplifies this trend with a promising start to the year thanks to AI. However, this rapid evolution also poses regulatory and educational challenges, particularly regarding the relevance of traditional engineering degrees.