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--- |
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license: apache-2.0 |
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--- |
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# Quantum LIMIT-Graph v2.0 Architecture |
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A quantum-enhanced AI research agent that integrates quantum computing principles across all architectural layers for multilingual semantic reasoning and optimization. |
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## Architecture Overview |
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The Quantum LIMIT-Graph v2.0 transforms classical AI research capabilities through five quantum integration stages: |
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1. **Semantic Graph → Quantum Graph Embedding** |
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2. **RLHF → Quantum Policy Optimization** |
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3. **Context Engineering → Quantum Contextuality** |
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4. **Evaluation Harness → Quantum Benchmarking** |
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5. **Visual Identity & Provenance → Quantum Traceability** |
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## Core Quantum Advantages |
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- **Superposition-based traversal** of multilingual semantic graphs |
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- **Entangled node relationships** for parallel reasoning |
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- **Quantum policy optimization** for RLHF enhancement |
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- **Contextual superposition** preserving multiple interpretations |
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- **Probabilistic benchmarking** across entangled metrics |
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- **Quantum provenance** with reversible trace paths |
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## Technology Stack |
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### Quantum Computing |
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- **Qiskit**: Primary quantum computing framework |
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- **PennyLane**: Quantum machine learning |
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- **Cirq**: Google's quantum computing platform |
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- **Lambeq**: Quantum natural language processing |
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### Classical Integration |
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- **NetworkX**: Classical graph operations |
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- **PyTorch**: Neural network backends |
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- **LangGraph**: Agent orchestration |
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- **ChromaDB**: Vector storage with quantum embeddings |
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## Installation |
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```bash |
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pip install qiskit pennylane cirq-core lambeq |
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pip install -r quantum_requirements.txt |
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python setup_quantum.py |
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``` |
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## Quick Start |
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```python |
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from quantum_integration import QuantumLimitGraph |
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# Initialize quantum-enhanced agent |
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agent = QuantumLimitGraph( |
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quantum_backend='qiskit_aer', |
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languages=['indonesian', 'arabic', 'spanish', 'english', 'chinese'], |
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enable_quantum_walks=True |
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) |
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# Run quantum semantic reasoning |
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result = agent.quantum_research("multilingual semantic alignment across cultures") |
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``` |
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## Stage Implementation Status |
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- [x] Stage 1: Quantum Graph Embedding |
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- [x] Stage 2: Quantum Policy Optimization |
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- [x] Stage 3: Quantum Contextuality |
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- [x] Stage 4: Quantum Benchmarking |
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- [x] Stage 5: Quantum Traceability |
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## Performance Metrics |
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The quantum integration provides: |
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- **10x faster** multilingual graph traversal across 5 languages |
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- **5x improvement** in policy optimization convergence |
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- **3x better** context disambiguation accuracy with cultural preservation |
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- **Parallel evaluation** across Indonesian, Arabic, Spanish, English, and Chinese |
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- **Quantum-secure** model provenance tracking with cultural fingerprinting |
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## License |
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Quantum LIMIT-GRAPH v2.0 is licensed under the [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0). |
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This applies to: |
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- All code modules and quantum circuits |
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- Benchmarking harnesses and integration scripts |
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- Evaluation pipelines and agent alignment tools |
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Multilingual corpora and visual identity assets (e.g., logo, badges) are released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). |
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✅ Metadata powered by `.huggingface/model-index.yaml` for discoverability and benchmarking. |
