|
|
--- |
|
|
title: Quantum LIMIT Graph v2.4.0 Level 4 |
|
|
emoji: 🔮 |
|
|
colorFrom: purple |
|
|
colorTo: blue |
|
|
sdk: static |
|
|
pinned: false |
|
|
tags: |
|
|
- quantum-computing |
|
|
- multi-agent |
|
|
- self-reflection |
|
|
- ethical-ai |
|
|
- rust |
|
|
- rlhf |
|
|
- provenance |
|
|
- collaboration |
|
|
- retrieval |
|
|
- benchmarking |
|
|
--- |
|
|
|
|
|
# 🔮 Quantum LIMIT Graph v2.4.0 - Level 4 Maturity |
|
|
|
|
|
[](https://creativecommons.org/licenses/by-nc-sa/4.0/) |
|
|
[](https://www.rust-lang.org/) |
|
|
[](LEVEL_4_MATURITY_COMPLETE.md/) |
|
|
[](https://huggingface.co/) |
|
|
|
|
|
**Self-Reflective, Collaborative, and Ethically-Aware Quantum Agents** |
|
|
|
|
|
## 🎯 Overview |
|
|
|
|
|
Quantum LIMIT Graph v2.4.0 Level 4 represents the pinnacle of autonomous AI agent capabilities, featuring: |
|
|
|
|
|
- 🧠 **Self-Reflective Agents** - Audit their own reasoning, entropy, and coherence |
|
|
- 🤝 **Cross-Agent Collaboration** - Dynamic coalitions with quantum teleportation |
|
|
- 🔐 **Cryptographic Provenance** - Full edit lineage with Merkle tree integrity |
|
|
- 🎯 **Autonomous Benchmarking** - Self-generating tests from failure patterns |
|
|
- 🔍 **Quantum Retrieval** - Multi-head attention over contributors and backends |
|
|
- ⚖️ **Ethical Governance** - Cultural norm awareness with policy adaptation |
|
|
|
|
|
## 🚀 Quick Start |
|
|
|
|
|
### Installation |
|
|
|
|
|
```bash |
|
|
# Clone the repository |
|
|
git clone https://huggingface.co/spaces/YOUR_USERNAME/quantum-limit-graph-v2.4.0 |
|
|
cd quantum-limit-graph-v2.4.0/rust |
|
|
|
|
|
# Build |
|
|
cargo build --release |
|
|
|
|
|
# Run tests |
|
|
cargo test --test test_level4 |
|
|
|
|
|
# Run demo |
|
|
cargo run --example level4_demo |
|
|
``` |
|
|
|
|
|
### Basic Usage |
|
|
|
|
|
```rust |
|
|
use quantum_limit_graph::level4::*; |
|
|
|
|
|
#[tokio::main] |
|
|
async fn main() -> Result<()> { |
|
|
// Initialize Level 4 Agent |
|
|
let agent = Level4Agent::new(); |
|
|
|
|
|
// Process edit with full pipeline |
|
|
let edit = EditOperation { |
|
|
edit_id: "edit_001".to_string(), |
|
|
content: "Multilingual content".to_string(), |
|
|
language: "en".to_string(), |
|
|
}; |
|
|
|
|
|
let result = agent.process_edit( |
|
|
edit, |
|
|
"contributor_id", |
|
|
"legal", |
|
|
"EU" |
|
|
).await?; |
|
|
|
|
|
if result.success { |
|
|
println!("✅ Edit processed successfully"); |
|
|
println!("Coherence: {:.3}", |
|
|
result.audit_report.unwrap().entropy_metrics.coherence_score); |
|
|
} |
|
|
|
|
|
Ok(()) |
|
|
} |
|
|
``` |
|
|
|
|
|
## 📚 Key Features |
|
|
|
|
|
### 1. Self-Audit Module |
|
|
Tracks quantum entropy shifts and semantic drift: |
|
|
- Von Neumann entropy calculation |
|
|
- Coherence scoring via quantum fidelity |
|
|
- Cross-lingual semantic drift detection |
|
|
- Automatic feedback generation |
|
|
|
|
|
### 2. Agent Mesh Protocol |
|
|
Dynamic agent collaboration: |
|
|
- Quantum teleportation for shard exchange |
|
|
- Bell state entanglement |
|
|
- Shared policy negotiation via RLHF |
|
|
- Async Tokio messaging |
|
|
|
|
|
### 3. Provenance Ledger |
|
|
Cryptographic edit tracking: |
|
|
- SHA-256 semantic fingerprinting |
|
|
- Merkle tree integrity verification |
|
|
- Parent-child edit relationships |
|
|
- Visual lineage generation |
|
|
|
|
|
### 4. Benchmark Synthesizer |
|
|
Autonomous test generation: |
|
|
- Failure pattern analysis |
|
|
- Entropy spike detection |
|
|
- Domain-specific validation |
|
|
- Difficulty scoring |
|
|
|
|
|
### 5. Quantum Retrieval Planner |
|
|
Intelligent retrieval optimization: |
|
|
- 8-head quantum attention |
|
|
- Contributor embedding integration |
|
|
- Backend performance analysis |
|
|
- Real-time adaptation |
|
|
|
|
|
### 6. Ethical Reasoning |
|
|
Cultural and policy awareness: |
|
|
- Normative logic enforcement |
|
|
- Contributor value alignment |
|
|
- Region/domain-specific policies |
|
|
- Dynamic constraint updates |
|
|
|
|
|
## 🏗️ Architecture |
|
|
|
|
|
``` |
|
|
Level4Agent |
|
|
├── SelfAuditModule → Entropy tracking, coherence scoring |
|
|
├── AgentMeshProtocol → Quantum collaboration |
|
|
├── EditProvenanceLedger → Cryptographic lineage |
|
|
├── BenchmarkSynthesizer → Autonomous testing |
|
|
├── QuantumRetrievalPlanner → Intelligent retrieval |
|
|
└── EthicalReasoningModule → Governance |
|
|
``` |
|
|
|
|
|
## 📊 Performance |
|
|
|
|
|
| Operation | Complexity | Notes | |
|
|
|-----------|-----------|-------| |
|
|
| Entropy Tracking | O(n log n) | Von Neumann entropy | |
|
|
| Agent Teleportation | O(1) | Quantum handshake | |
|
|
| Provenance Verification | O(log n) | Merkle tree | |
|
|
| Retrieval Planning | O(k·h) | Multi-head attention | |
|
|
| Ethical Evaluation | O(c) | Constraint checking | |
|
|
|
|
|
## 🧪 Examples |
|
|
|
|
|
### Form Agent Coalition |
|
|
```rust |
|
|
let coalition = agent.form_coalition( |
|
|
"Translate legal document across 5 languages".to_string(), |
|
|
vec![ |
|
|
AgentSpecialization::Translation, |
|
|
AgentSpecialization::FactChecking, |
|
|
], |
|
|
).await?; |
|
|
|
|
|
println!("Coalition formed with {} agents", coalition.members.len()); |
|
|
``` |
|
|
|
|
|
### Plan Quantum Retrieval |
|
|
```rust |
|
|
let plan = agent.plan_retrieval( |
|
|
"Find legal precedents on data privacy", |
|
|
"legal", |
|
|
&["shard_en", "shard_es", "shard_fr"], |
|
|
).await?; |
|
|
|
|
|
println!("Estimated latency: {}ms", plan.estimated_latency_ms); |
|
|
println!("Coherence: {:.3}", plan.coherence_score); |
|
|
``` |
|
|
|
|
|
### Visualize Edit Lineage |
|
|
```rust |
|
|
let lineage_viz = agent.visualize_lineage("edit_001").await?; |
|
|
println!("{}", lineage_viz); |
|
|
``` |
|
|
|
|
|
## 📖 Documentation |
|
|
|
|
|
- [Complete Documentation](LEVEL_4_MATURITY_COMPLETE.md) |
|
|
- [Quick Start Guide](LEVEL_4_QUICK_START.md) |
|
|
- [Architecture Diagrams](LEVEL_4_ARCHITECTURE_DIAGRAM.md) |
|
|
- [Delivery Summary](LEVEL_4_DELIVERY_SUMMARY.md) |
|
|
- [Rust README](rust/README_LEVEL4.md) |
|
|
|
|
|
## 🔬 Research Applications |
|
|
|
|
|
Level 4 is ideal for: |
|
|
- Multi-agent research collaboration systems |
|
|
- Ethically-aware content moderation |
|
|
- Provenance-tracked knowledge graphs |
|
|
- Autonomous quality assurance |
|
|
- Cross-lingual semantic coherence |
|
|
- Quantum-enhanced information retrieval |
|
|
|
|
|
## 🤝 Contributing |
|
|
|
|
|
We welcome contributions! Areas of interest: |
|
|
- Hardware quantum backend integration |
|
|
- Advanced visualization tools |
|
|
- Domain-specific benchmark libraries |
|
|
- Ethical policy templates |
|
|
- Performance optimizations |
|
|
|
|
|
## 📄 License |
|
|
|
|
|
CC BY-NC-SA 4.0 - See [LICENSE](LICENSE) for details |
|
|
|
|
|
## 🙏 Acknowledgments |
|
|
|
|
|
Built with: |
|
|
- Rust for high-performance implementation |
|
|
- Tokio for async runtime |
|
|
- Quantum algorithms (Bell states, teleportation) |
|
|
- Cryptographic primitives (SHA-256, Merkle trees) |
|
|
|
|
|
## 📞 Contact |
|
|
|
|
|
- Issues: [GitHub Issues](https://github.com/YOUR_USERNAME/quantum-limit-graph/issues) |
|
|
- Discussions: [GitHub Discussions](https://github.com/YOUR_USERNAME/quantum-limit-graph/discussions) |
|
|
|
|
|
## 🌟 Citation |
|
|
|
|
|
If you use Quantum LIMIT Graph v2.4.0 in your research, please cite: |
|
|
|
|
|
```bibtex |
|
|
@software{quantum_limit_graph_2024, |
|
|
title = {Quantum LIMIT Graph v2.4.0: Self-Reflective Quantum Agents}, |
|
|
author = {AI Research Agent Team}, |
|
|
year = {2025}, |
|
|
version = {2.4.0}, |
|
|
url = {https://huggingface.co/spaces/YOUR_USERNAME/quantum-limit-graph-v2.4.0} |
|
|
} |
|
|
``` |
|
|
|
|
|
--- |
|
|
|
|
|
**Level 4 Maturity: COMPLETE** ✅ |
|
|
|
|
|
*Pushing the boundaries of quantum-enhanced AI* |
|
|
|
