At Stratosphere Pvt. Ltd., I designed and deployed a retrieval-augmented generation system using embeddings and vector similarity search, with 92%+ context-accurate query responses reported. I also built LangChain and LangGraph agent workflows to automate business operations.
I developed an LLM document autofill engine that extracts structured fields from unstructured documents using prompts and schema validation. I implemented rule-based guardrails and output validation, then iterated on prompts and latency to improve response reliability.
At HCLTech, I created a generative AI UML diagram generator that converts natural-language descriptions into diagrams. I also built Java and Python code parsers for automated code-to-UML conversion, and integrated the solution with VS Code and Eclipse for diagram rendering.
