Reproducible Biological Model Releases

Open biological releases should bundle filtered training data, versioned weights, inference code, evaluation assays, biosecurity tests, and model cards detailed enough for independent reruns. Reproducibility makes beneficial research easier while allowing the community to detect overstated capability or fragile safeguards.