aiqbench analysis

The reported results are concrete but come from the vendor's own testing: a claimed 100x reduction in spacetime cost for an arcsin subroutine, with correctness checked in Lean, plus a near-doubling of AlphaQubit decoder throughput. Formal verification strengthens the first claim, but the practical impact depends on independent replication and on how much these gains matter in full quantum workloads. The code-analysis results, with only two of six proposed changes validated, are a more modest signal of autonomous AI-assisted engineering.