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May 7, 20260 citationsOpen Access

Concrete Coordinate System for Software Artifacts

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RNRenji Nakayama

Key Points

  • To propose a geometric framework, Concrete Coordinate System (CCS), for organizing software artifacts in codebases.
  • Introduced a geometric framework that embeds software artifacts into a fixed-dimensional Euclidean space.
  • Assigned absolute coordinates to artifacts based on file paths, syntactic forms, and dependency relations.
  • Developed a directional anomaly detection model that utilizes angular deviation and cluster displacement for identifying issues.
  • Established an OS-level integration model for real-time tracking of structural flow within codebases.
  • Demonstrated a new approach to reduce directional disorientation in large-scale software development.

Abstract

Modern software systems have grown to a scale where developers frequently lose their sense of location and direction within a codebase. Existing tools such as language servers, dependency analyzers, and AST-based representations provide partial structural information but lack a unified notion of absolute position. This paper introduces the Concrete Coordinate System (CCS), a geometric framework that embeds software artifacts into a fixed-dimensional Euclidean space using only their concrete structure: file paths, syntactic forms, and dependency relations. CCS assigns each artifact an absolute coordinate, enabling modifications to be represented as direction vectors in this space. Building on this representation, we propose a directional anomaly detection model that identifies structurally inconsistent or harmful changes based on angular deviation, magnitude, dependency reversal, and cluster displacement. We further present an OS-level integration model that provides real-time tracking of position, direction, and structural flow within a codebase. CCS establishes the foundation for Code Geometry, a new research domain that unifies software engineering and geometric representation, and offers a principled solution to directional disorientation in large-scale development.

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Cite This Study

Renji Nakayama (2026) studied this question.

synapsesocial.com/papers/69fbefd5164b5133a91a3d67https://doi.org/10.5281/zenodo.20037302
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