The National Academies' Condensed Matter and Materials Research Committee is hosting a workshop to explore cutting-edge research on metastable materials and how AI tools can speed innovation and translate breakthroughs into real-world use. Speakers will discuss what defines metastable materials, relevant AI methodologies, and how AI can guide predictions of metastable materials.