I’m an Applied Scientist at Amazon with ~4.5 years of experience building large-scale ML and LLM systems in the Finance and Regulatory domain. I graduated from IIIT Hyderabad with a B.Tech (Hons) in Computer Science and an MS in Computational Natural Sciences, where I built a strong foundation in machine learning, systems, and algorithms. At Amazon, I’ve led the end-to-end design and productionization of multiple AI systems, including multi-stage RAG pipelines, agentic LLM workflows, and large-scale compliance and audit automation platforms. These systems operate in production, process high volumes, and have significantly reduced manual effort while improving accuracy and audit acceptability. enjoy mentoring and helping others break into ML and Applied Scientist roles, design end-to-end ML/LLM systems, and navigate career growth in tech. My guidance is practical, candid, and grounded in real production experience rather than theory alone.