AGENTS.md@docs/execution git:20260917.482a267A

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# 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

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## 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
- **Main Documentation**: [docs/README.md](../README.md)
- **GNN Documentation**: [gnn/AGENTS.md](../gnn/AGENTS.md)
- **Pipeline Reference**: [src/gnn/AGENTS.md](../../src/gnn/AGENTS.md)
- **Setup Guide**: [docs/SETUP.md](../SETUP.md)

## Subsystems

- **FRAMEWORK_AVAILABILITY.md**: Framework compatibility, model-kind coverage (discrete categorical vs continuous linear-Gaussian), and installation status
- **PyMDP Integration**: Python Active Inference framework (discrete models)
- **RxInfer.jl Integration**: Julia Bayesian inference framework (discrete + continuous LGSSM)
- **ActiveInference.jl**: Complete Active Inference implementation (discrete models)
- **DisCoPy Integration**: Category theory and quantum computing (discrete models)
- **JAX / NumPyro / PyTorch / Stan**: factorized and continuous linear-Gaussian program execution

## 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)
- **Full Documentation Index**: [docs/README.md](../README.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.

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**Status**: ✅ Production Ready  
**Compliance**: Professional documentation standards  
**Maintenance**: Regular updates with new frameworks