I’m a senior scientist on NVIDIA’s NeMo Safe Synthesizer team. Over the past decade I’ve taken ML systems from prototype to production at Superhuman (formerly Grammarly), Twitter, EvolutionIQ, and IBM Research — spanning LLMs and NLP, recommendation and ranking, and classical methods like gradient-boosted trees and survival analysis — with a high bar for model quality, performance, and Responsible AI. My work spans 50+ published papers, 8,000+ citations, and a dozen patents.