Strong synergy with my Terminal Boundary Systems (TBS) work—your Generate–Conserve–Transform architecture operationalizes the categorical "terminal boundary" obstructions I formalize in Agda (see my Manifund: Formalizing the "Safety Ceiling"). Hallucinations as "irreversible boundary writes" map directly to TBS's E(1) ≁ 1 failure.
Excited to see empirical tests. Happy to discuss Yoneda-structured truth predicates for your latent space analysis.