The HEALTH-AI project bridges the gap between healthcare and AI by equipping professionals and students with the knowledge, skills, and ethical awareness needed for safe and effective AI integration in clinical practice. It enhances AI literacy through an Adaptive AI Curriculum, strengthen interdisciplinary collaboration and knowldege sharing between engineers and healthcare professionals via a co-creation platform, and promote responsible AI adoption through the HealthAI Ethics Guideline.