I help founders, early engineers, and product leaders build real AI systems that survive contact with production, customers, and revenue pressure. My work sits at the intersection of ML, systems design, and execution in high-ownership environments like startups and fintechs. I love to play percussion instruments and organise jamming sessions as a hobby and deeply interested in trading and investments. I’ve led and built disparate and interconnected, large-scale AI platforms, used in mission-critical workflows, with hands-on depth across ML architecture, infra trade-offs, cost and latency optimization, and team scaling. Background across Samsung, Myntra, Innoplexus, and now Director of Engineering - AI at Level AI. MS in CS from Georgia Tech and BE from BITS Pilani. If you’re navigating AI adoption, scaling engineering teams, or turning ML from experiments into durable business outcomes, this is the terrain I operate in.