FLARE: Diffusion for Hybrid Language Model

A systematic framework that converts strong autoregressive hybrid-attention LLMs into diffusion LLMs — one checkpoint serving both AR-style speculative decoding and diffusion-style parallel denoising, with near-AR quality and large throughput gains.