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Recent advancements in natural language processing have shifted from traditional autoregressive models (ARMs) to diffusion based approaches. Dynex has integrated a quantum diffusion layer, resulting in the Quantum Diffusion LLM (qdLLM) a breakthrough in quantum-enhanced generative AI.