Manpreet Singh is an AI/ML Engineer (LLM Inference Track) Intern at Embedded LLM, Singapore and a final-year Computer Engineering student at Thapar Institute. He writes fused GPU kernels for biological and scientific AI workloads, targeting NVIDIA and AMD from a single source. His work spans 4 papers, 3 posters, and 2 accepted talks at venues including ICML 2026, ISCA 2026, ACM ICS 2026, RECOMB-ARCH 2026, MLSys YPS 2026, ISC High Performance 2026,COLM 2026 and EurIPS 2025.