● Independent Research Lab
Our research investigates the arithmetic, kernels, and hardware systems of low-bit AI models.
Notes and technical releases on efficient inference, power-of-two quaternary weight grids, and high-throughput edge kernels — published as they happen.
Technical Releases & Essays
View AllOpen research code, specialized kernels, and reproducible benchmarks.
Every technical release from Oropis is paired with open-source PyTorch models, custom Triton kernels, and frozen validation data to allow direct reproduction and verification.