Invited keynote at the AI for Circuit Synthesis, Optimization, and Discovery (AI4QC) workshop, held alongside IEEE Quantum Week 2026 in Toronto. The talk places LLM-guided program evolution within the broader 'AI for science' landscape (AlphaFold, …
Quantum LDPC code discovery requires searching large algebraic design spaces while reliably certifying the parameters and equivalence classes of any candidates found. We present a workflow that uses large language models to mutate Python programs …