The author reports developing the Jev architecture—a non‑autoregressive model enabling fast probability prediction via a JSON schema—in March 2025, releasing the model, training dataset, arXiv paper, and a PyPI package under an open license. They note that, approximately one year later, a frontier lab introduced a comparable approach without providing open weights, code, or dataset.