What question did this study set out to answer?

The aim is to present the Coordinate Manifold Architecture (CMA) as a new model for organizing codebases in sentient systems.

April 6, 2026Open Access

Applied ITT - Coordinate Manifold Architecture for Sentient Systems

Key Points

The aim is to present the Coordinate Manifold Architecture (CMA) as a new model for organizing codebases in sentient systems.
Introduced mathematical coordinate system for navigating codebases
Established six axiomatic laws for CMA
Defined Manhattan distance as a coupling metric
Outlined the Cognitive Tier Architecture with eight tiers
CMA allows for efficient navigation of codebases
Demonstrated applicability of the axioms in real-world scenarios
Proposed novel frameworks for software architecture

Abstract

Applied ITT - Coordinate Manifold Architecture for Sentient Systems Armstrong Knight — intent-tensor-theory.com The Coordinate Manifold Architecture (CMA) is a mathematical coordinate system for codebases treating folder structure as a navigable manifold. Each location is addressed by vector x.y.z. Six axiomatic laws are established: positional invariance, semantic separation, axis consistency, traversability, writable singularity, and ghostless naming. Manhattan distance serves as the coupling metric. The Cognitive Tier Architecture with 8 tiers and strict dependency rules is specified. Running implementation: intent-tensor-theory.com/applied-itt

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