Over a two-month period, this developer enhanced deep learning inference capabilities in the ggml-org/llama.cpp and Mintplex-Labs/whisper.cpp repositories by implementing Vulkan-backed 1D and 2D convolution operations. Leveraging C++, GLSL, and Vulkan, they developed new shader programs and optimized pipeline configurations to accelerate both CONV_TRANSPOSE_1D and CONV_2D workloads on GPU hardware. Their work included integrating direct GEMM paths for 2D convolutions, resolving cross-platform compilation issues, and introducing comprehensive tests to validate performance and correctness. These contributions improved model inference speed and hardware compatibility, supporting scalable deployment across diverse platforms without introducing new bugs.