Update README.md

README.md

@@ -1,69 +1,69 @@
----
-title: NEBULA Quantum RAG System
-emoji: 🌌
-colorFrom: purple
-colorTo: blue
-sdk: gradio
-sdk_version: 4.7.1
-app_file: app.py
-pinned: true
-license: apache-2.0
-tags:
-- quantum-computing
-- rag
-- information-retrieval
-- photonic-neural-network
-- nebula-x
----
-
-# 🌌 NEBULA-X Quantum RAG System
-
-Experience quantum-enhanced Retrieval Augmented Generation with the NEBULA-X photonic neural network framework...
-
-## 🚀 Features
-
-- **Real-time 3D Visualization**: Interactive holographic neural network display
-- **Holographic Processing**: Advanced interference patterns for neural connections
-- **Live Neural States**: Real-time updates of network activation patterns
-- **Performance Metrics**: Comparison with traditional AI methods
-- **NEBULA Model Integration**: Powered by fine-tuned Mistral-NeMo models
-
-## 🧠 How It Works
-
-NEBULA combines:
-1. **Holographic Memory Storage**: Information encoded in interference patterns
-2. **Optical Computing Principles**: Light-based neural processing
-3. **Bio-inspired Dynamics**: Adaptive learning algorithms
-4. **3D Neural Architecture**: Multi-dimensional processing capabilities
-
-## 📊 Performance
-
-- **94% Efficiency Improvement** over traditional CNNs
-- **Real-time Processing** with quantum-inspired algorithms
-- **Advanced Accuracy** in complex AI tasks
-- **Scalable Architecture** for future applications
-
-## 👨‍🔬 Author
-
-**Francisco Angulo de Lafuente**
-- Research in Advanced AI Architectures
-- Winner: NVIDIA and LlamaIndex 2024 Developer Contest
-- GitHub: [@Agnuxo1](https://github.com/Agnuxo1)
-
-## 🔗 Related Projects
-
-- [NEBULA-X Repository](https://github.com/Agnuxo1/NEBULA-X)
-- [Unified Holographic Neural Network](https://github.com/Agnuxo1/Unified-Holographic-Neural-Network)
-- [NEBULA-X Model](https://huggingface.co/Agnuxo/NEBULA-X)
-- [NEBULA-X Repository](https://github.com/Agnuxo1/NEBULA-X)
-
-## 📄 Citation
-
-```bibtex
-@misc{angulo2024nebula,
-  title={NEBULA: Enhanced Unified Holographic Neural Networks for Advanced AI Computing},
-  author={Francisco Angulo de Lafuente},
-  year={2024},
-  publisher={HuggingFace},
-  url={https://huggingface.co/spaces/Agnuxo/nebula-holographic-3d-demo}
+---
+title: NEBULA Quantum RAG System
+emoji: 🌌
+colorFrom: purple
+colorTo: blue
+sdk: gradio
+sdk_version: 5.43.1
+app_file: app.py
+pinned: true
+license: apache-2.0
+tags:
+- quantum-computing
+- rag
+- information-retrieval
+- photonic-neural-network
+- nebula-x
+---
+
+# 🌌 NEBULA-X Quantum RAG System
+
+Experience quantum-enhanced Retrieval Augmented Generation with the NEBULA-X photonic neural network framework...
+
+## 🚀 Features
+
+- **Real-time 3D Visualization**: Interactive holographic neural network display
+- **Holographic Processing**: Advanced interference patterns for neural connections
+- **Live Neural States**: Real-time updates of network activation patterns
+- **Performance Metrics**: Comparison with traditional AI methods
+- **NEBULA Model Integration**: Powered by fine-tuned Mistral-NeMo models
+
+## 🧠 How It Works
+
+NEBULA combines:
+1. **Holographic Memory Storage**: Information encoded in interference patterns
+2. **Optical Computing Principles**: Light-based neural processing
+3. **Bio-inspired Dynamics**: Adaptive learning algorithms
+4. **3D Neural Architecture**: Multi-dimensional processing capabilities
+
+## 📊 Performance
+
+- **94% Efficiency Improvement** over traditional CNNs
+- **Real-time Processing** with quantum-inspired algorithms
+- **Advanced Accuracy** in complex AI tasks
+- **Scalable Architecture** for future applications
+
+## 👨‍🔬 Author
+
+**Francisco Angulo de Lafuente**
+- Research in Advanced AI Architectures
+- Winner: NVIDIA and LlamaIndex 2024 Developer Contest
+- GitHub: [@Agnuxo1](https://github.com/Agnuxo1)
+
+## 🔗 Related Projects
+
+- [NEBULA-X Repository](https://github.com/Agnuxo1/NEBULA-X)
+- [Unified Holographic Neural Network](https://github.com/Agnuxo1/Unified-Holographic-Neural-Network)
+- [NEBULA-X Model](https://huggingface.co/Agnuxo/NEBULA-X)
+- [NEBULA-X Repository](https://github.com/Agnuxo1/NEBULA-X)
+
+## 📄 Citation
+
+```bibtex
+@misc{angulo2024nebula,
+  title={NEBULA: Enhanced Unified Holographic Neural Networks for Advanced AI Computing},
+  author={Francisco Angulo de Lafuente},
+  year={2024},
+  publisher={HuggingFace},
+  url={https://huggingface.co/spaces/Agnuxo/nebula-holographic-3d-demo}
 }