Inflation may well be one of the highest energy processes we will ever observe. Cosmologists will soon have the observational power to test the fundamental physics of inflation in a very significant way, through measurements of higher order statistics of the primordial curvature perturbations. I will describe the potential impact of these measurements on our understanding of inflation, focusing on single field models, the connection with other UV-sensitive observables, and suggestions from string theory.