hope-genome 1.5.0

Tamper-evident cryptographic framework for AI accountability with Python bindings

Hope Genome 🛡️

Tamper-Evident Cryptographic Framework for AI Accountability

"Not unhackable, but tamper-evident with cryptographic proof."

🎯 What is Hope Genome?

Hope Genome is a production-ready framework that makes AI systems accountable and auditable through cryptographic proofs. Every AI decision is cryptographically signed and traceable - no more "the AI did it" excuses.

Why Hope Genome?

The AI industry is selling you a black box. They say: "Trust us!" But trust is not an engineering category. Trust is where lies begin.

Hope Genome forces AI into accountability by:

• 🔒 Cryptographically sealing ethical rules (tamper-evident, immutable)
• 📝 Logging every decision with Ed25519 signatures
• 🔗 Blockchain-style audit trails (any tampering is instantly detected)
• 🛡️ Hardware-backed security (HSM/TEE support for production)
• 🐍 Native Python support for AI/ML ecosystem integration

🚀 Quick Start

Python (pip)

pip install hope-genome

import hope_genome as hg

# Create and seal a genome with ethical rules
genome = hg.SealedGenome(rules=[
    "Do no harm",
    "Respect user privacy",
    "Provide transparent explanations"
])
genome.seal()  # Rules are now immutable

# Verify an AI action
action = hg.Action.delete_file("user_data.txt")
proof = genome.verify_action(action)

print(f"Approved: {proof.approved}")
print(f"Proof Hash: {proof.genome_hash}")
print(f"Signature: {proof.signature_hex()[:32]}...")

# Audit the proof (replay attack detection)
auditor = hg.ProofAuditor()
auditor.verify_proof(proof)  # Throws if tampered or replayed

Rust (Cargo)

[dependencies]
hope_core = "1.5"

use hope_core::genome::SealedGenome;
use hope_core::proof::Action;

fn main() -> Result<(), Box<dyn std::error::Error>> {
    // Create and seal genome
    let mut genome = SealedGenome::new(vec![
        "Do no harm".to_string(),
        "Respect privacy".to_string(),
    ])?;
    genome.seal()?;

    // Verify action
    let action = Action::delete("user_data.txt");
    let proof = genome.verify_action(&action)?;

    println!("Approved: {}", proof.is_approved());
    Ok(())
}

🌟 Key Features

🔐 Cryptographic Integrity

• Ed25519 Signatures: Every proof is cryptographically signed (128-bit security level)
• Tamper-Evident: Any modification to proofs or audit logs is instantly detectable
• Replay Attack Protection: Cryptographic nonces prevent proof reuse
• Hardware Security: Optional HSM (PKCS#11) and TEE (SGX/TrustZone) support

📊 Audit & Compliance

• Blockchain-Style Logging: Immutable audit trail with cryptographic chaining
• Byzantine Fault Tolerance: Multi-source consensus for critical decisions
• CISA CPG 2.0 Compliant: Meets US government cybersecurity standards
• OWASP AI-SBOM: Runtime integrity verification for AI models

🐍 Python Integration

• Zero-Copy Performance: Native Rust performance via PyO3
• Type-Safe API: Complete .pyi stubs for IDE autocomplete
• AI/ML Ecosystem Ready:
  • FastAPI REST APIs
  • LangChain agents
  • OpenAI function calling
  • HuggingFace models

🦀 Rust-First Design

• Memory Safe: Zero unsafe code in core logic
• High Performance: Optimized for production workloads
• Cross-Platform: Linux, macOS, Windows support
• Async Ready: Tokio-compatible for async workflows

📚 Documentation

• 📖 Rust API Docs: https://silentnoisehun.github.io/Hope_Genome/
• 🐍 Python Examples: examples/
• 📘 Publishing Guide: PUBLISHING.md
• 🔐 Security: SECURITY.md

🎯 Use Cases

1. Accountable LLM Agents

# LangChain integration
from langchain.agents import Tool
import hope_genome as hg

genome = hg.SealedGenome(rules=["No data exfiltration", "Respect privacy"])
genome.seal()

def delete_file(filename: str) -> str:
    action = hg.Action.delete_file(filename)
    proof = genome.verify_action(action)

    if proof.approved:
        os.remove(filename)
        return f"Deleted: {filename} (Proof: {proof.signature_hex()[:16]})"
    else:
        return f"DENIED: {proof.denial_reason()}"

tool = Tool(name="delete_file", func=delete_file, description="Delete a file")

2. REST API with Cryptographic Proofs

# FastAPI integration
from fastapi import FastAPI, HTTPException
import hope_genome as hg

app = FastAPI()
genome = hg.SealedGenome(rules=["Do no harm"])
genome.seal()

@app.post("/actions/delete")
async def delete_file(filename: str):
    action = hg.Action.delete_file(filename)
    proof = genome.verify_action(action)

    if not proof.approved:
        raise HTTPException(403, proof.denial_reason())

    # Execute with cryptographic proof
    return {
        "approved": True,
        "proof_hash": proof.genome_hash,
        "signature": proof.signature_hex(),
        "timestamp": proof.timestamp()
    }

3. AI Model Integrity Verification

# AIBOM verification
import hope_genome as hg

# Load AI model with integrity check
model_hash = hg.compute_model_hash("model.pt")
aibom = hg.AibomVerifier("aibom.xml")

if aibom.verify_component("GPT-Model", model_hash):
    model = torch.load("model.pt")  # Safe to load
else:
    raise SecurityError("Model tampered!")  # ABORT

🔒 Security

Hope Genome has undergone Red Team security audits. See SECURITY.md for:

• Threat model
• Security guarantees
• Vulnerability disclosure policy
• Audit history

Latest Security Fixes (v1.5.0):

• ✅ PyO3 buffer overflow fix (RUSTSEC-2025-0020)
• ✅ Ed25519 API misuse protection (P0)
• ✅ Verify-After-Sign fault attack mitigation (P2)

🏗️ Architecture

┌─────────────────────────────────────────────┐
│           AI Application Layer               │
│  (LangChain, OpenAI, FastAPI, HuggingFace)  │
└─────────────────┬───────────────────────────┘
                  │
┌─────────────────▼───────────────────────────┐
│         Hope Genome Python API               │
│   (PyO3 Bindings - Zero-Copy Performance)   │
└─────────────────┬───────────────────────────┘
                  │
┌─────────────────▼───────────────────────────┐
│          Hope Genome Rust Core               │
│  ┌──────────┬─────────┬──────────────────┐  │
│  │ Sealed   │ Proof   │ Audit Log        │  │
│  │ Genome   │ Auditor │ (Blockchain)     │  │
│  └──────────┴─────────┴──────────────────┘  │
│  ┌──────────────────────────────────────┐   │
│  │ Cryptographic Engine (Ed25519)       │   │
│  └──────────────────────────────────────┘   │
└─────────────────┬───────────────────────────┘
                  │
┌─────────────────▼───────────────────────────┐
│     Hardware Security Layer (Optional)       │
│    HSM (PKCS#11) │ TEE (SGX/TrustZone)      │
└──────────────────────────────────────────────┘

🧪 Testing

# Rust tests
cd hope_core
cargo test

# Python tests
pip install pytest
pytest tests/

# Security tests
cargo test --test security_tests

# Full CI suite
cargo test --all-features

📦 Installation Options

Python

pip install hope-genome                    # Latest stable
pip install hope-genome==1.5.0            # Specific version

Rust

[dependencies]
hope_core = "1.5"                         # Latest 1.x
hope_core = { version = "1.5", features = ["hsm"] }  # With HSM support

Docker

docker pull hope-genome:latest
docker run -it hope-genome:latest

Build from Source

git clone https://github.com/silentnoisehun/Hope_Genome.git
cd Hope_Genome/hope_core
cargo build --release

🤝 Contributing

We welcome contributions! See CONTRIBUTING.md for guidelines.

Development Setup:

# Clone repo
git clone https://github.com/silentnoisehun/Hope_Genome.git
cd Hope_Genome

# Install Rust
curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh

# Run tests
cargo test

# Install Python bindings
pip install maturin
maturin develop --features python-bindings

📊 Project Status

• ✅ v1.5.0 Released (December 2025)
• 🟢 Production Ready
• 🔒 Security Audited
• 📦 96/96 Tests Passing
• 🌍 Global Deployment Ready

📜 License

MIT License - see LICENSE for details.

📞 Support

• Issues: https://github.com/silentnoisehun/Hope_Genome/issues
• Discussions: https://github.com/silentnoisehun/Hope_Genome/discussions
• Email: [e-mail]

🙏 Acknowledgments

Built with:

• PyO3 - Rust-Python interoperability
• ed25519-compact - Cryptography
• Maturin - Python packaging

---

👨‍💻 Created By

Created by: Máté Róbert

I am a factory worker with an architect's vision. My experience in precision manufacturing taught me that accountability is binary: it either exists or it doesn't.

Hope Genome is my contribution to ensuring that AI becomes a tool of truth, not a shield for lies.

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Hope Genome makes AI accountable. No more excuses. Just proof.

Built with ❤️ by Máté Róbert and Claude, in collaboration with the OWASP community

🤖 Built with Claude Code