This article makes the case that recording the data, configuration, and process behind a model's behavior is a governance obligation, because accountability and oversight both depend on being able to reconstruct how a result was reached.
Research Translation
Reproducibility as a Governance Requirement
Reproducibility is usually framed as a scientific virtue. In high-stakes AI it is more than that: a result you cannot reproduce is a decision you cannot fully explain, and a system you cannot fully defend.