The tools automate the acquisition of geospatial information from satellite imagery using machine learning. Furthermore, the tools recommend infrastructure choice and placement using pricing models and optimization algorithms pioneered by the lab. He has developed software for industries ranging from retail and neurogenetics to technology transfer and airline reservation systems. He lives in Hell’s Kitchen with his girlfriend of three years.