the transformer derived from graph theory — not empirical, compiled from the tri-kernel standard vs minimal two norms → one. sequential attention+FFN → parallel. two residuals → one derivation from tri-kernel one transformer layer = one application of tri-kernel operator R: $$R(\phi) =…

compile