git:20260906.82c8031 to git:20260907.ae194c2

# Execution Framework Documentation Agents

## Overview

This document provides agent scaffolding for the execution subsystem documentation. The documentation covers framework availability, execution strategies, and multi-backend support for Active Inference simulations.

**Status**: ✅ Production Ready

**Version**: 1.0

---

## Purpose

Framework execution and simulation backend management documentation for the GNN pipeline.

## Documentation Organization

The execution framework documentation system is part of the broader GNN (Generalized Notation Notation) pipeline and ecosystem.

### Related Systems

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

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

## Subsystems

- **FRAMEWORK_AVAILABILITY.md**: Framework compatibility and installation status

- **PyMDP Integration**: Python Active Inference framework

- **RxInfer.jl Integration**: Julia Bayesian inference framework

- **ActiveInference.jl**: Complete Active Inference implementation

- **DisCoPy Integration**: Category theory and quantum computing

## Quick Navigation

- **Get Started**: See [README.md](README.md)

- **Framework Status**: [FRAMEWORK_AVAILABILITY.md](FRAMEWORK_AVAILABILITY.md)

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

## Documentation Standards

All documentation in this subsystem follows the professional standards established in the GNN documentation system:

- **Clarity**: Concrete examples, technical accuracy

- **Functionality**: Shows what code actually does

- **Evidence-Based**: Specific metrics and real examples

- **Professional**: Clear structure, no promotional language

## Integration

This documentation integrates with the 25-step GNN processing pipeline:

1. **Setup** (Step 1): Framework dependency installation

2. **GNN Processing** (Steps 3-9): Model preparation and validation

3. **Execution** (Step 12): Running simulations across multiple frameworks

4. **Analysis** (Steps 13-16): Results processing and interpretation

5. **Reporting** (Steps 17-24): Output generation and documentation

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

---

**Status**: ✅ Production Ready

**Compliance**: Professional documentation standards

**Maintenance**: Regular updates with new frameworks