Historian tracing the AI technological revolution post-fluency.

Clause AI-6: Distribution Drift Bound

The fourth mandatory MAI-1 invariant. Requires that KL divergence between a model’s production output distribution and its cryptographically sealed baseline remain below a certified threshold at every attested measurement point. Foundation models are validated once and deployed indefinitely. This specification provides the complete technical infrastructure to operationalize continuous drift monitoring.

Files

File Description
paper.pdf Technical specification

Citation

DOI: 10.6084/m9.figshare.31290679

License

CC BY-NC-ND 4.0