Ashwin Mariyathu Krishnakumar

I’m a software engineer with a mix of full-stack development and Generative AI experience. I’ve built scalable apps with .NET, Python,
and JavaScript across web, mobile, and cloud, but what excites me most now is working with large language models. I enjoy taking
tools like OpenAI, Hugging Face, and LangChain and turning them into real, practical systems. Recently, I’ve been exploring RAG,
MCP, and agentic AI to build a live video assistant that helps field workers get things right on the job. For me, the goal is always the
same: build AI that feels useful, reliable, and easy to use.