Systems, computer program products, and methods are described herein for implementing a cognitive robotic process automation (RPA) architecture. The present invention is configured to electronically receive a video file from a repository, wherein the video file demonstrating one or more actions to be executed in a sequential manner on an application programming interface associated with an application; initiate a neural processing graph generator on the video file; generate, using the neural processing graph generator, a conjugate task graph comprising one or more nodes and one or more edges; initiate a neural task engine on the conjugate task graph; and execute, using the neural task engine, the conjugate task graph.