At Niural, I architected a multi-agent orchestrator for complex HR requests and built an evaluation harness for a conversational payroll agent, with repeatable regression runs for prompt and model changes.
I also delivered an AWS-native RAG support agent and designed ground-truth data and synthetic documents for agent testing. Previously, at Amnil Technologies, I built backend services for a Generative AI RAG platform and NLP chatbots for Ncell and DishHome.

