How FAIR² Builds on FAIR
FAIR² incorporates new elements that address gaps in the original FAIR principles:

Context-Rich Metadata: Detailed documentation of how datasets are created, processed, and validated.

AI-Ready Design: Ensures datasets are interoperable with modern AI tools and workflows.

Responsible AI Alignment: Transparently records biases, ethical considerations, and limitations in the dataset.