This project aims to develop innovative training resources to promote the ethical use of AI in vocational training. By equipping CVET trainers with practical tools and knowledge, we ensure AI-driven guidance is fair, transparent, and inclusive. Through the training materials we will empower CVET trainers to integrate AI responsibly, fostering ethical and human-centered career support.