Ashwin P N.

About Ashwin P N.

I design and scale production-grade AI systems that combine LLMs, retrieval, and high-performance backend infrastructure, powering search and AI-driven products at scale.Currently, I work on LLM inference, retrieval-augmented generation (RAG), and query understanding infrastructure, optimizing for latency, relevance, recall, reliability, and cost in real-world production environments serving millions of users. My work spans end-to-end AI systems, from embedding pipelines and vector search to model serving, observability, and system-level optimization.I bring ~5 years of professional experience building and deploying machine learning and AI systems in production, complemented by applied research at NYU. My background spans computer vision, natural language processing, and large-scale ML systems, with a strong emphasis on productionization, performance, and reliability.GitHub - https://github.com/ashwinpnGoogle Scholar -

Experience

1. Ai Engineer

   Prorata.Ai

   May 2025 — Present

Education

• Central Board of Secondary Education

  10th Grade

  2003 — 2013

• New York University

  Master of Science - MS, Computer Science

  2019 — 2021

• Indian Institute of Technology Tirupati

  Bachelor of Technology - BTech, Computer Science and Engineering

  2015 — 2019

• Central Board of Secondary Education

  12th Grade, [Physics, Chemistry, and Mathematics]

  2013 — 2015