In my talk I will review the recent progress in non-local infinite derivative gravity theories. The core of the models under investigation is the infinite derivative generalization of the quadratic gravity theory which was first studied in depth by Stelle in 1977. I will explain why unitarity can only be restored for an infinite tower of derivatives. The rest of the talk will concentrate on the cosmological consequences of this non-local gravity proposal for the Starobinsky inflation.