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March 23, 2026Open Access

The Geometric Coupling Display Protocol: Direct Rendering of Coupling Geometry from AI Latent Space

Key Points

The core aim is to create a display protocol that renders AI latent space coupling geometry directly.
Development of a display protocol utilizing RGB channels for independent coupling reads.
Direct encoding of surface area, proximity, and permeability coupling into color channels.
Rendering geometric fields directly based on output coupling coordinates.
Temporal consistency issues are shifted from software to hardware challenges.
The model provides continuous geometric fields instead of collapsed pixel representations.
Addresses key problems in large language model geometry representation.

Abstract

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.

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Authors

James E. Dunn

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Directorate-General for Interpretation

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The Geometric Coupling Display Protocol: Direct Rendering of Coupling Geometry from AI Latent Space

Key Points

Abstract

Citation Network

Connected Papers

Discussion

Authors

Actions

Institutions

References and Citations

Citation Network

Connected Papers

Discussion

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