Author: Veera "Bhargav" Nunna, James Liu, Nikhil Jivan, and Sucharitha Boinapally

Veera "Bhargav" Nunna is a Senior Data Engineer and Tech Lead at AWS (AWS) pioneering Knowledge Graphs for Large Language Models and enterprise-scale data solutions. With over a decade of experience, he specializes in transforming enterprise AI from concept to production by delivering MVPs that demonstrate clear ROI while solving practical challenges like performance optimization and cost control. Veera is among the first to launch production-level MCP Servers, tools, and agentic solutions that solve critical problems at AWS and for customers globally. When not working on AI-driven solutions, he enjoys aviation and flies his family in small aircrafts, holding a private pilot's license. James Liu is a Senior Product Manager - Technical at AWS (AWS), where he leads product development for cloud infrastructure and developer tools. With 10+ years of experience in product management, he specializes in driving product strategy, building cross-functional partnerships, and delivering scalable solutions from conception to launch. James focuses on AI-driven infrastructure optimization, dependency management systems that serve enterprise developers at scale and holds multiple patents in AI/ML. Outside of work, James is passionate about mentoring aspiring product managers and exploring the intersection of emerging AI technologies with practical business applications. Nikhil Jivan is a software engineer at AWS specializing in knowledge graphs and scalable data platforms. With 3+ years of experience in distributed systems and data engineering, he builds solutions that help customers unlock insights from their data. When not coding, you'll find him in the gym, at the piano, or exploring a new city. Sucharitha Boinapally is a Data leader at AWS (AWS) with 13+ years of experience leading enterprise-scale data solutions. She pioneers AI-driven infrastructure optimization using knowledge graphs and MCP servers to transform complex AWS interdependencies into strategic intelligence, empowering teams to make data-driven decisions about AWS products. Her expertise in agentic AI approaches and advanced data orchestration enables insights that accelerate AWS's global infrastructure deployment and service innovation. Outside of work, Sucharitha enjoys growing her own food and spending quality time with her family, and friends.