In this conversation, Edward Shenderovich, co-founder and CEO of Roebling, discusses the intersection of business and science, particularly in the realm of bio-manufacturing. He shares insights on the importance of integrating engineering principles early in the scientific process to optimize production and commercialization. The discussion covers the challenges faced in bio-manufacturing, the role of data in matching production needs, and the future of manufacturing with AI. Edward emphasizes the need for a cultural shift in how scientists approach their work, advocating for early consideration of scalability and production processes.