Quantum computations routinely produce errors, yet combining two established mitigation techniques previously worsened accuracy. Now, a co-designed architecture achieves between two and eleven times lower error rates, and up to thirty-one times lower mean squared error, compared to using probabilistic error cancellation alone. This improvement unlocks the potential for more complex algorithms on existing, noisy quantum processors.