Protocol-level Governance for AI Reasoning & Output Authorization
The Lexicoding Governance Protocol (VARX) provides a cryptographically-verified governance framework for AI systems, enabling secure decision-making with immutable audit trails.
The Lexicoding Governance Protocol implements a three-node architecture that ensures:
- Authenticity: All messages are cryptographically signed with Ed25519
- Integrity: Tamper-evident hash chains protect audit records
- Non-Repudiation: Digital signatures prevent denial of actions
- Replay Protection: Secure nonces prevent message replay attacks
┌─────────────┐ ┌─────────────┐ ┌──────────────┐
│ ModelNode │ │ VARXNode │ │ AuditorNode │
└──────┬──────┘ └──────┬──────┘ └──────┬───────┘
│ │ │
│ 1. Signed Request │ │
├──────────────────────>│ │
│ │ 2. Evaluate π_varx │
│ │ 3. Apply Rules │
│ 4. Signed Decision │ │
│<──────────────────────┤ │
│ │ 5. Audit Record │
│ ├───────────────────────>│
│ │ │ 6. Add to Chain
| Node | Purpose |
|---|---|
| ModelNode | AI system interface - generates signed governance requests |
| VARXNode | Decision engine - evaluates reasoning with π_varx semantic analysis |
| AuditorNode | Audit trail - maintains cryptographic hash chain of all decisions |
- Ed25519 Digital Signatures - 128-bit security for message authentication
- SHA256 Hash Chains - Tamper-evident audit trails
- π_varx Semantic Engine - AI reasoning pathway analysis
- Configurable Rule Bundles - Flexible governance policies
- HKDF Key Derivation - Secure key management
- Replay Protection - Secure nonces prevent attacks
- Python 3.9 or higher
- pip (Python package installer)
# Clone the repository
git clone https://github.com/Lexicoding-systems/Lexicoding-Governance.git
cd Lexicoding-Governance
# Install the package
pip install -e .pip install -r requirements.txtpip install -e ".[dev]"from core.crypto import generate_keypair, sign_message, verify_signature
# Generate node identity
private_key, public_key = generate_keypair()
# Sign a governance request
request = {
"type": "governance_request",
"action": "data_access",
"reasoning": {"steps": [{"step": 1, "reasoning": "User consent obtained"}]}
}
signature = sign_message(request, private_key)
# Verify the signature
is_valid = verify_signature(request, signature, public_key)
print(f"Signature valid: {is_valid}")lexicoding-governance/
├── src/
│ ├── audit/ # Audit trail and hash chain
│ ├── core/ # Cryptographic primitives
│ ├── engine/ # π_varx semantic engine & SAT solver
│ ├── nodes/ # ModelNode, VARXNode, AuditorNode
│ └── utils/ # Utility functions
├── tests/ # Test suite
├── docs/ # Documentation
│ ├── architecture.md
│ ├── cryptography.md
│ ├── api-specification.md
│ └── regulatory-compliance.md
├── pyproject.toml # Project configuration
└── requirements.txt # Dependencies
- Architecture Overview - Detailed system architecture
- Cryptography - Cryptographic primitives and security
- API Specification - Protocol API documentation
- Regulatory Compliance - Compliance guidelines
# Run all tests
pytest
# Run with coverage
pytest --cov=src --cov-report=term-missing
# Run specific test file
pytest tests/test_crypto.py# Format code
black src tests
# Sort imports
isort src tests
# Lint code
ruff check src tests
# Type checking
mypy srcThe VARX Protocol employs industry-standard cryptographic primitives:
| Primitive | Algorithm | Security Level |
|---|---|---|
| Digital Signatures | Ed25519 | 128-bit |
| Hash Functions | SHA256 | 128-bit collision resistance |
| Key Derivation | HKDF-SHA256 | 256-bit |
| Nonces | CSPRNG | 128-bit randomness |
Please report security vulnerabilities by opening an issue or contacting the maintainers directly.
Contributions are welcome! Please feel free to submit a Pull Request.
- Fork the repository
- Create your feature branch (
git checkout -b feature/amazing-feature) - Commit your changes (
git commit -m 'Add amazing feature') - Push to the branch (
git push origin feature/amazing-feature) - Open a Pull Request
This project is licensed under the MIT License - see the LICENSE file for details.
- Organization: Lexicoding Systems
- Email: Jacobporter@Lexicoding.tech
- GitHub: Lexicoding-systems
Built with ❤️ by Lexicoding Systems