Diffusion LLM parallel generation visualized as molten silver fluid bursting outward in a radial bloom, representing simultaneous token unmasking

Diffusion LLMs for Agent Inference: Speed and Tradeoffs

A production engineer’s guide to when parallel token generation beats autoregressive decoding for latency-sensitive agent workloads.

August 21, 2026 · 12 min · Agents' Codex