Detail declared no traits, which read as "works on everything" and meant "is
offered on everything and drops itself on half of them". Core's unsharp mask
pads in two dimensions and raises on anything with more, so on a model with a
time axis the toggle was present, switchable, and inert -- a knob that does
nothing, which is the fault this project has shipped once already. It now
declares spatial_latent and is absent where it cannot work.
The guard's regression case survives, because the guard is not about a module
being wrong about itself: a hook meets the tensor it was handed. The stub model
now announces a latent rank, without which every trait-declaring modifier was
filtered out and those tests passed by installing nothing at all.
Round seven, one finding, confirmed in part -- the maths is deliberately not
being fixed, the advertisement was the defect.
Decode now takes the MODEL, so a provider answers "is this mine" by identity
instead of by shape. H3 was claiming any latent that happened to have two
parts -- right today because it is the only thing producing one, wrong the
moment a second AV model exists, and wrong in the way that reads as an
unrelated fault rather than an error. It declines when the model is not
wired, and the node says that is what is missing.
That completes the shape a model module should have: one folder saying how
this model behaves at each stage -- what it is, how its latent is built, how
its output is decoded -- instead of that knowledge spreading through the
conditioning and sampling code as special cases.
Added a modifier that runs on SD1.5, because a feature nobody can watch is a
feature nobody can check. It declares no traits, so it applies everywhere,
which is the other half of the rule ALG demonstrates by narrowing. Measured
on this machine at a fixed seed: off and on differ, 0.4 gives a visibly
richer picture that still reads correctly, and 1.2 blows the highlights --
so the range is -1..1, set from what was measured rather than from a round
number. A slider whose top half destroys the image lies about its range.
Two things found while building it. ComfyUI has a real circular import
between nodes_latent and nodes_post_processing that resolves only because
init_extra_nodes reaches one first; a custom node has to break it the same
way. And the accumulation bug returned through a third door: stripping
handled keyed wrappers but not the anonymous function lists on
model_options, so chaining doubled the effect. Tagging is now generic -- it
looks for our mark rather than for a list of hook names that would need
keeping current.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
digital-garbage