Reproducibility

AIAI-generated summary A new research paper examines how infrastructure arrangements distribute authority and shape whether participants can evaluate artificial intelligence systems independently. The authors introduce the PAAI framework to analyze power, access, adequacy, and independence across twelve African evaluation projects and international joint testing exercises.

AIAI-generated summary Simform CTO and co-founder Hiren writes that evaluation frameworks are often missing from AI systems, leaving teams unable to explain quality declines or verify fixes. A proper framework requires representative examples, consistent scoring methods and clear release thresholds to ensure changes actually improve outcomes.