At Entrivis Technologies Inc, I built an LLM tutoring pipeline using local and open-source models and MCP server patterns, improving retrieval grounding accuracy by 18%. I also developed a RAG pipeline with vLLM and Ollama that reduced answer leakage by 25%.
Previously, I automated intake workflows and built semantic search over 500+ documents at Chicago Education Advocacy Cooperative (ChiEAC). At KPMG, India, I engineered Python ML pipelines and forecasting models; at KPIT, India, I developed ETL pipelines and reporting dashboards. I hold AWS Certified Data Engineer – Associate and AWS Certified Cloud Practitioner certifications.

