Publication assembly notes — after final model evaluation

The first casebook helper read compressed NPZ members repeatedly inside its
row loop. That slow assembly-only command was interrupted. It was changed to
load the same arrays once, then completed with nine category entries. The
selection rule, archived predictions, frozen program and scores did not change.

Post-test UI review distinguished cell emission from birth-link emission.
The numerical teacher can append a cell while the 128-link cap removes its
return link. The interface now inspects the actual proposed link before
describing a connection. A real 128-link fixture passes. This is a display
correction; the frozen numerical runtime and optional-policy wrapper remain
unchanged. The benchmark separately records cell-birth and birth-link counts.

The scientific charts and a rendered artwork were inspected as local images.
This was not a rendered-browser inspection. Browser/phone/WordPress checks
remain unavailable, as stated in the release.