Radoye worked on performance and safety improvements across the ROCm/xla and ROCm/tensorflow-upstream repositories, focusing on parallelism and code maintainability. He developed parallel ForEach utilities and HLO-specific helpers in C++ to enable deterministic, value-returning parallelization, and introduced a fixed-size TslTaskExecutor with fail-fast semantics and debugging options for reliable task scheduling. Radoye also implemented PassFuelIsSet to distinguish explicit compiler pass fuel limits, enhancing configurability. By adding const-correctness annotations to HloModule methods, he improved code safety and clarity. His work leveraged C++ template metaprogramming, concurrency, and build systems, demonstrating depth in compiler and high-performance computing development.