Open reproductions turn papers into inspectable work
Hugging Face’s ICML 2026 effort treats reproducibility as a public product surface, not a private appendix.
Architecture consequence
A trustworthy research layer needs claim-level provenance: source, implementation, environment, result, and unresolved variance. The reusable pattern is not a leaderboard. It is an evidence graph that makes disagreement inspectable.