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Ran scripts/scratch/calib_delivery.py: clamp C~6 reads clearly happy while fluent (C>=8 spams); replace_last is gibberish at every C (0.05..0.25) because with span=1 it overwrites every generated token's residual across the band, so it can't build coherent text. Dropped its demo cell, documented why in the markdown (it's a fixed-prompt-span injection tool, not a generation-steering one). Executed headless: cowsay readout + raw special-token output + clamp/add_last coherent. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>