Hoursec develops computing optimization tools that reduce energy requirements for deep neural network models training and inference. Their platform offers an optimal algorithmic design tool that maximizes the ratio of information transmitted to energy consumed, resulting in reduced energy requirements per computation, data savings, and privacy for end customers. Hoursec's innovative machine learning architecture reduces the amount of data needed for training algorithms by up to 80%, allowing for training and inference on the same chip. Their plug and play solution can be deployed at various scales, making it flexible for miniaturization and expanding customer opportunities.