Tag
A frozen 12B parameter model augmented with a persistent memory of verified solutions achieves 100% accuracy on over 180 instances across nine problem families with zero generation tokens, bit-exact deterministic outputs, outperforming frontier models on those solved tasks while using negligible compute.