Recent pedagogical advancements in biomedical engineering education incorporate generative AI tools and targeted internship programs to better prepare students for industry demands. Innovations include senior-level annotation projects that enhance analytical and communication skills, interdisciplinary biodesign internships promoting medical device innovation, and integration of generative AI to revolutionize teaching methodologies. These approaches aim to close skill gaps and foster a workforce ready for evolving healthcare technology challenges.