Hoursec is building for the first time in the semiconductor history, a Single Chip Inference and Training (SCIT) capable of continuous Inference and Training On-A-Chip, without dependencies to the Cloud. Hoursec is an innovative speed-up startup company with software/Hardware (and optionally new architecture) that reduces by up to 80% the amount of data needed for training learning algorithms, as a consequence, Hoursec is enabling doing both, training and inference on a same chip. As a first application for our breakthrough, Hoursec is creating an AI- assisted real-time processing of data transmission in parallel with inference processing. Continuous training, error-correction, and inference in real time. Consequently, Hoursec aim to reduce energy required for computation – lower power, faster simultaneous training and inference.