Sandeep Bharadwaj Mannapur is a Lead AI/ML Engineer with extensive experience in data engineering, scalable data platforms, and AI platform engineering. He builds production AI and GenAI systems by integrating MLOps, inference optimization, and performance engineering, with a focus on operationalizing non-deterministic models and delivering reliable, enterprise-scale AI services.