Whitepaper Efficiency I – The Geometry of Intelligence

Visual Efficiency through the Geometric Ratio Model (GRM)

GRM Efficiency Series (Whitepaper E-I)

Why this matters

As AI-generated imagery, UX design, and virtual environments become more complex, outcomes often degrade into visual noise, spatial imbalance, and excessive iteration cycles. These issues rarely stem from a lack of computing power. They typically arise from missing structure.

GRM is designed to introduce structure first: a proportional reference framework that improves interpretability and consistency in digital composition and generative workflows.

How GRM changes the workflow

The Geometric Ratio Model (GRM) introduces a scalable visual grammar based on fixed proportional occupation within a reference container.

SPU (1D): perimeter and rhythmic structure
SAU (2D): layout and spatial occupation logic
SVU (3D): volume and enclosed form reasoning

By using the square or cube as a reference frame, GRM enables designers, developers, and AI workflows to apply dimensionally consistent geometry. This reduces ambiguity in composition and supports a more stable prompt-to-image pipeline.

What this whitepaper provides

This whitepaper presents the practical implementation logic of GRM in efficiency-oriented visual workflows, including:

use cases in AI image generation, layout systems, and structured visual design
comparative examples showing unstructured prompting versus GRM-guided prompting
repeatable prompting and composition strategies based on proportional framing
an introduction to potential energy savings through fewer iterative render cycles
implementation notes and design patterns for integration in digital systems

This document focuses on structure and workflow clarity. It does not present performance guarantees.

Access

Whitepaper E-I is available upon request.

To receive the document, email info@inratios.com with the subject line:
Request: Whitepaper E-I – Visual Efficiency through GRM

This paper is available for educational and exploratory use. Commercial use or redistribution may require a separate agreement.

“Efficiency follows structure.”
M.C.M. van Kroonenburgh, MSc