Query Pipeline
Input
"Draft Q3 RAG Strategy"
System Impact
support ticket deflection
documents processed / day
ms avg RAG retrieval
AI products in production
I build production-grade RAG systems, autonomous agent workflows, and
custom MCP toolsets that transform messy data into measurable business ROI.

KNOW ABOUT ME
I'm Jayasoruban R, a proactive AI Full Stack Engineer passionate about building intelligent systems that actually work in production. From RAG pipelines to LLM agents, I thrive on solving complex problems with clean, efficient code.
After 4 years building large-scale systems at Walmart and Caterpillar, I made the leap into AI engineering. My background in production-grade systems means I bring real engineering rigor to the messy, probabilistic world of LLMs.
I believe in transparent communication, fast iterations, and shipping things that work. Every project comes with Loom walkthroughs and full documentation.

From the Desk
RAG Β· LLM Agents Β· MCP Β· Full-stack AI
Available for freelance & contract Β· Shipped in weeks, not quarters.