# Circuit Hypernetworks for Quantum-Augmented Diffusion Language Models > Source: > Published: 2026-09-23 03:00:12+00:00 Language models can be adapted by changing the computations applied to individual tokens. Quantum circuits offer one such approach, but evaluating wider circuits inside a large model can be computationally demanding. Here we introduce HyperQ, which adds token-conditioned quantum residual branches to