Many "big data" software systems are not interactive, automated, or run in a real-time mode. The true utility of cloud computing and "big data systems" can be increased by providing an execution framework and control software that is native to cloud architectures and supports interactivity and time synchronization. In addition, a framework to integrate different artificial intelligence and machine learning algorithms is combined with the execution framework to create a powerful cloud computing system development platform.