The engineering sector is undergoing significant transformation, driven by the increasing integration of artificial intelligence (AI) which is redefining design and production paradigms. This transformation is fueled by significant technological advancements such as Edge AI and AI agents, which promise to revolutionize the market with a multi-billion-euro potential. Siemens, a key 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.