Algorithmic Accountability

Central catalog of deployed and experimental models.

Categorizing AI applications by impact and regulatory risk.

Required human review for high-risk decisions.

Logged record of model inputs, outputs, and decisions.

Multiple agents interacting cooperatively or competitively.

Coordination arising without explicit programming.

Models evaluating and improving their own outputs.

Framework for identifying, measuring, and mitigating model risks.