Each visual reduces one mechanism to the few moving parts needed to inspect it. The point is not to decorate a concept; it is to make the causal sequence visible enough to question.
final renders
45
source-matched scenes
41
delivery format
1080p · 60fps
Selected visual
Transformer self-attention (QKV)
00:38
Separates query, key, and value so routing is legible before the compact equation.
The full atlas
Pick a mechanism to change the specimen above. Every row is a mounted final render.
45 shown
Why this belongs in an engineering portfolio
The work is a practical test of explanation: decide what must remain invariant, model the sequence, render it deterministically, and inspect whether the visual says only what the mechanism supports. The same discipline carries into system design, evaluation, and technical communication.