Why Diffusion Models Could Change Developer Workflows in 2026

Diffusion large language models (d-LLMs) operate differently from current coding assistants. Unlike autoregressive models, they condition on both past and future context. This enables them to model edits and refinements more directly, reflecting how developers construct and adjust code.