I lead the Knowledge team at 1mind, where we build AI Superhumans — multimodal AI teammates that join live video calls, run product demos, and handle objections for enterprise sales teams. I own the knowledge retrieval pipeline, citation quality systems, and enterprise integrations that make these AI teammates actually useful in the real world. Before 1mind, I spent 10+ years at Samsung as an Engineering Manager leading NLP and AI teams. I shipped Galaxy AI features for the S24 and S25, built on-device LLMs running on phones, designed NLU systems for Samsung Robots, and led the LLM Adoption TaskForce that brought generative AI to Samsung's product lineup. I hold an M.S. in Computer Science (Machine Learning) from Georgia Institute of Technology and a B.Tech from IIT Bombay. I mentor engineers on: breaking into AI/ML roles, system design interview preparation, career transitions (big tech to startup, IC to manager), resume optimization for AI positions, and navigating the IIT/Georgia Tech application process. Originally from Rajasthan, now based in Bengaluru.