Pushing the boundaries of technology is what it is all about. The ability to continuously deliver and instantaneously validate software capabilities against actual business requirement is the end goal. Artificial intelligence, deep learning, and machine learning have not changed much over the past two decades, but new hardware and software infrastructure made these disciplines much more accessible. All of my research is centered around finding actual real-life pain points of software developers, DevOps engineers, and business executives and helping to develop better solutions to these problems.