While upstream Python-based vLLM requires complex container layers, heavy virtual environments, and multi-gigabyte PyTorch dependencies (Kwon et al., 2023; Paszke et al., 2019), mudler/vllm.cpp compiles directly via modern CMake into an embeddable, standalone C++20 serving engine with zero Python dependencies (Di Giacinto, 2026).
