---
name: "COGANT"
description: "Use for COGANT: Deterministic Codebase-to-GNN Translation, a Zenodo publication (paired with the ActiveInferenceInstitute/COGANT repository) with DOI 10.5281/zenodo.20705351."
tags: ["program-analysis", "generalized-notation-notation", "intermediate-representation", "active-inference", "reproducible-research"]
---

# COGANT: Deterministic Codebase-to-GNN Translation

## Instructions

Use this skill when working with the publication **COGANT: Deterministic Codebase-to-GNN Translation** or its archival record.

1. Ground citations in DOI `10.5281/zenodo.20705351` (concept DOI `10.5281/zenodo.20705350`).
2. Treat the Zenodo record as the archival source and ActiveInferenceInstitute/COGANT as the code home.
3. Remember: "GNN" denotes **Generalized Notation Notation**, the Active Inference Institute model format — not graph neural networks.

## Key Concepts

- **program analysis** — fixpoint propagation of reviewable program facts
- **Generalized Notation Notation (GNN)** — Active Inference model artifact format
- **intermediate representation** — confidence- and provenance-carrying program graph
- **active inference** — 7 mapping kinds; Markov-blanket structural partition
- **reproducible research** — forward→reverse→forward roundtrip evidence

## Related

- [README.md](README.md)
- [Full Bibliography](../../pages/BIBLIOGRAPHY.md)