Proposes a display protocol that renders AI latent space coupling geometry directly rather than collapsing it to pixels. Three RGB channels encode three independent coupling reads: red=surface area coupling, green=proximity coupling, blue=permeability coupling. Temporal consistency becomes a hardware problem not a software problem. The model outputs coupling coordinates directly; the display renders them as continuous geometric fields. Addresses the core problem of LLM geometry collapsing through token-to-text-to-pixel pipeline.
James E. Dunn (Fri,) studied this question.