At Protocol Zone Pvt. Ltd., I developed Drishti AI, a production RAG system that routes requests to text-to-SQL over MySQL or semantic retrieval, then generates grounded analytical summaries. I also built a real-time event-timing prediction service that serves more than 4,000 live events daily.
I deployed prediction services on GCP and improved outcome-ranking accuracy by 18% through model benchmarking. I also re-architected legacy feature computation, cutting pipeline runtime by 40%.
At National Institute of Technology, Andhra Pradesh, I developed approximate inference algorithms for Bayesian networks and probabilistic graphical models. My research has resulted in two peer-reviewed papers, and my projects include Cortex, an AI video knowledge assistant, and Clix, an offline multimodal search engine.

