During the Spring trimester of 2024, in the UCD ‘Robotics Design Project’ (EEEN10020) module with 54 first-year undergraduate engineering students, we deliberately revised the assessment strategy. We evolved a take-home assignment into a pair of supervised in-class exercises.
This project presents an innovative engineering assessment framework integrating generative AI through a poster portfolio, AI reflection, and oral interview. It supports critical thinking, validation skills, and ethical AI use, and is designed for undergraduate engineering educators and students in project-based learning contexts.





