The Gensyn Protocol is a layer-1 trustless network designed for deep learning computation. It rewards users for contributing their computing resources to perform machine learning tasks without the need for centralized oversight. Instead, it relies on smart contracts to automate task distribution and payments. The main challenge is verifying completed machine learning work, a complex issue involving complexity theory, game theory, cryptography, and optimization.