I built TritonX , an open-source high-performance matrix compute engine written in Rust using Rayon for parallel execution, bridged to Python via C-ABI bindings. Benchmarks It offloads heavy matrix math to multi-threaded Rust worker pools, achieving up to ~1200x speedups over pure Python loops. Code & Setup Check out the repository, run local benchmarks using .\run_tritonx.ps1 , or contribute to open issues: https://github.com/pulisherij-rgb/TritonX