# Release-code audit

The paper links one author repository. Its pinned default-branch commit has five tracked files: a README, a file named `FashionMNIST`, and three notebooks for XOR, MNIST and transformer/GMM experiments. The README describes Colab CPU plot generation. The notebooks use Python machine-learning libraries and contain stored outputs, but the repository has no lockfile, environment specification, scripted invocation, raw logs, reported-result table, or documented mapping from notebook cells to every paper figure.

The source tree was inspected statically and was not run. That is intentional: a CPU reference in a README does not by itself make the notebook route bounded and reproducible. A faithful execution would need an explicit environment, exact cell sequence, seeds and result expectations; a substitute run would only be a proxy and must not be labelled as reproduction.

The repository has no tracked licence file. This package therefore does not copy source, notebooks, figures, datasets, or notebook outputs. It retains only the repository URL, commit, tracked-tree inventory, and selected hashes needed for a reviewer to retrieve the same revision.