Abstract: Disclosed are systems and methods for improving interactions with and between computers in content providing, streaming and/or hosting systems supported by or configured with devices, servers and/or platforms. The disclosed systems and methods provide a novel framework that automatically and dynamically determines and prioritizes, and updates tasks at a scale incapable of being performed without machine learning or modern technology. The framework provides systems and methods for the management of a work flow whereby tasks, subtasks and the behavior and interactions of entities performing those operations are monitored to determine which tasks are in progress, which are completed, which are safe and which are to be rescheduled.