Orthrus implements a dual-view diffusion decoding approach that unifies autoregressive generation accuracy with diffusion model parallelization. The framework modifies Qwen3 with specialized components enabling 4-5x inference speedups while guaranteeing strictly lossless output compared to the base model. Available in 1.7B, 4B, and 8B parameter variants.