Karthik Rajkumar Kannan

This innovation is a tool and a set of methods to automatically fix the Vulnerabilities in the source code identified by the static Vulnerabilities scanners.

For machine translation to translate the vulnerable code to the remediated code, we need data containing pair of vulnerable code and remediated code, which is not currently available in the market and in open source. But lot of source code contains fix for a vulnerability and would have committed the code in the source code repository.

Neural Machine Translation, this approach uses a technique called sequence to sequence modelling, this converts the language that needs to be converted to a vector sequence and the already converted language equivalent to a vector sequence and will be sent to train as pairs for language translation purpose.

The Scalable Strategy Simulation (S3) Tool is an advanced AI-driven solution designed for optimizing cloud management across Finance, Operations, Agility, and Security verticals. Utilizing the AlphaZero Deep Reinforcement Learning (DRL) framework, it dynamically generates and refines strategies through scenario simulations based on adjustable parameters. The tool empowers IT leaders with data-driven insights, cross-vertical integration, and continuous learning capabilities, enabling proactive and informed decision-making to achieve optimal outcomes in cloud environments.