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>
The U4 loop-close is a separate finished-enough goal from the demo; guard killed.
scripts/ top level is now just fit.py + smoke.py.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
Run 551 was OOM-killed at n_done=36: the user's VS Code Jupyter kernel
(jsteer venv, PID 3214401) co-loaded ~1.5GB VRAM + 1.9GB RAM while the fit
sat at the 22.4/24.6GB ceiling. Clean SIGKILL with no CUDA traceback = host
OOM killer, not a CUDA OOM. dim_batch=8 halves the fit's peak footprint;
it changes only the backward schedule, not the accumulated Jacobian, so U4
exactness is preserved. Resumes from checkpoint (n_done=36), lossless.
Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
