DeepJIT is a header-only C++20 JIT runtime that provides a unified interface for compiling and caching GPU kernels on NVIDIA CUDA and Huawei Ascend devices. It enables kernel libraries to share runtime infrastructure including caching, lazy initialization, and distributed filesystem support across both backends.