git:20260906.82c8031 to git:20260907.ae194c2

# research

## Overview

This directory contains research documentation and academic resources for the GNN project.

**Status**: ✅ Documentation

**Version**: 1.0

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## Purpose

Research papers, theoretical foundations, and academic references for Active Inference and GNN methodology.

## Contents

- [README.md](README.md) - Research documentation index

## Quick Navigation

- **GNN Documentation**: [gnn/AGENTS.md](../gnn/AGENTS.md)

- **Pipeline Reference**: [src/gnn/AGENTS.md](../../src/gnn/AGENTS.md)

- **POMDP Theory**: [pomdp/AGENTS.md](../pomdp/AGENTS.md)

## Topics

- Active Inference theoretical foundations

- GNN methodology and design

- Framework integration research

- Benchmark and validation studies

## Integration with Pipeline

This documentation provides theoretical grounding for:

- Core GNN syntax design (Steps 3-4)

- Ontology system (Step 10)

- LLM analysis integration (Step 13)

See [src/gnn/AGENTS.md](../../src/gnn/AGENTS.md) for complete pipeline documentation.

## Related Resources

- [POMDP Documentation](../pomdp/README.md)

- [Cognitive Phenomena](../cognitive_phenomena/README.md)

- [Active Inference Institute](https://activeinference.org)

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**Status**: ✅ Production Ready

**Last Updated**: 2026-04-14