Interpretability as Alignment: Making Internal Understanding a Design Principle

Aadit Sengupta, Pratinav Seth, Vinay Kumar Sankarapu

Frontier AI systems require governance mechanisms that can verify internal alignment, not just behavioral compliance. Private governance mechanisms audits, certification, insurance…