As AI becomes increasingly integrated into healthcare, clinicians need more than technical skills. A recent DBMI workshop gave participants hands-on experience developing AI-powered healthcare solutions while learning how to responsibly evaluate, implement, and apply these emerging technologies in clinical practice.