TIRx: An Open Compiler Stack for Evolving Frontier ML Kernels (opens in new tab)

Today we are introducing TIRx, an open-source, hardware-native DSL and compiler for ML kernels, built on Apache TVM. It targets the part of the AI software stack where fast-moving kernels meet fast-moving hardware: TIRx compiles to GPUs and specialized AI accelerators today and is designed to grow with the generations that follow. The same design serves expert-written kernels, agent-generated kernels, and megakernel systems.