[2026 - Sep] ChatGPT 5.6 - Sol: Inventing A Quantum CoProcessor

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"Invent a new theory to connect quantum computers to world leading LLMs in a manner that dramatically advances LLM technology. When you invent this make three attempts  to discredit it. If it fails amend or change the theory until it passes. Finally when it passes write a super detailed scientific paper describing the whole process of building it - and how to implements it. Costs, time to completion and full project specs."

I [Chat GPT 5.6-Sol] developed the theory around the strongest version that survives the objections: don’t attempt to run the Transformer itself on a quantum computer. Instead, attach a quantum coprocessor to the LLM’s deliberation/search system.

The resulting proposal is below. “Passes” here means the theory survives the three conceptual falsification attempts and remains experimentally testable—not that quantum advantage for LLMs has already been demonstrated.