Systems, computer program products, and methods are described herein for generation of data content based on learning reinforcement. The present invention is configured to receive a video file demonstrating regulatory compliance requirements; display the video file in one or more interactive application environments stored thereon; initiate a reinforcement learning algorithm on the video file; initiate an optimization policy generation engine on the user inputs to generate an optimization policy, wherein the optimization policy generation engine is configured to encode the one or more user inputs into shaping rewards; initiate an implementation of the optimization policy on the video file to generate a modified video file based on at least the optimization policy; initiate a validation engine on the modified video file to validate one or more changes implemented on the video file; and initiate a deployment of the modified video file to the one or more users.