At Turing, I build multi-turn AI systems that connect model alignment with production full-stack architecture. My work includes Python services, RAG pipelines, and SFT and RLHF/RLMF strategies for model safety and utility.
At In All Media / UL Solutions, I led production AI delivery and operationalized model serving on Kubernetes, cutting P50 latency by about 20–30%. Earlier, I developed perception and sensor-fusion systems at Innoson Vehicle Manufacturing (IVM), including camera and LiDAR fusion that reduced testing incidents by about 50%.

