LLMs can effectively co-design quantum algorithms by proposing circuit structures that an evaluator scores, discovering practical improvements over hand-optimized quantum code without requiring the LLM to understand quantum mechanics deeply.
Researchers used large language models working with an independent evaluator to discover optimized quantum circuits for various computational tasks.