BRAGA, November 24, 2025 — As part of the Portuguese Week of Science, the AI2PI Portuguese team hosted a hands-on workshop on Artificial Intelligence in Education, engaging higher education students in a critical exploration of AI’s role in future teaching practice. Participants compared analogue and AI-supported approaches to problem-solving, uncovering both the efficiencies and the ethical complexities of generative tools. The session reinforced a central premise of AI2PI: AI is not a shortcut to innovation, but a catalyst for reflective, responsible pedagogical transformation.