Independent evaluation streams and paired branch replay

This helper isolates branch-order effects in the current CPU pipeline. A full reproducibility record should additionally pin software versions, save checkpoints and generator states, and state determinism settings PyTorchReproducibility. It does not guarantee identical results across environments.