Computational · Paper · 2026

COGANT: Deterministic Codebase-to-GNN Translation

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Citation KeyFriedman2026COGANTDeterministicCodebaseGNN169
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Overview

Extracted from the local paper documentation when available.

COGANT (Codebase-to-GNN Translation) deterministically converts software repositories into structured Active Inference artifacts expressed in the Active Inference Institute's Generalized Notation Notation (GNN). It is an evidence compiler: it propagates reviewable program facts through a finite fixpoint rule pipeline and emits graph, matrix, provenance, visualization, and round-trip artifacts with...

program analysisGeneralized Notation NotationGNNintermediate representationcode property graphactive inferencereproducible researchcodebase-to-model translationcognitive ecosystem modeling

Use Notes

Concise findings and methods pulled from README/SKILL documentation.

Findings / Concepts
  • COGANT (Codebase-to-GNN Translation) deterministically converts software repositories into structured Active Inference artifacts expressed in the Active Inference Institute's Generalized Notation Nota
  • It is an evidence compiler: it propagates reviewable program facts through a finite fixpoint rule pipeline and emits graph, matrix, provenance, visualization, and round-trip artifacts with confidence
Methods / Techniques
  • Deterministic codebase-to-GNN translation
  • Software architecture pattern extraction

Citation

Plain-text citation for quick reuse.

Friedman, Daniel Ari. 2026. COGANT: Deterministic Codebase-to-GNN Translation. Zenodo. DOI: 10.5281/zenodo.20705350. URL: https://doi.org/10.5281/zenodo.20705350.

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