6+ years of experience in LLMs, Generative AI, NLP, and Machine Learning. Trained GPT-style transformer models from scratch and built production-grade AI systems at scale. Conducted 100+ technical interviews for Data Scientist and Applied Scientist roles, helping evaluate talent across Machine Learning, NLP, and GenAI.