Welcome to the Matrix

data/datasets/README.md

@@ -0,0 +1,115 @@
+---
+license: cc-by-nc-sa-4.0
+language:
+- en
+pipeline_tag: graph-ml
+tags:
+- RelationalNeuralNetwork
+- RelationalGraphNeuralNetwork
+- ActiveGraphNeuralNetworks
+- DynamicRelationshipExpansion
+- Cube4D
+- ContextualAI
+- Blockchain
+- Progress
+- TheAnswer
+- '42'
+- Understanding
+---
+
+# Singularity - The Root Node of Active Graph Neural Networks
+
+**Welcome to Singularity**, the foundational node of a new era in understanding, creating, and connecting data. This repository marks the beginning of a structured journey through chaos—a convergence of thought, technology, and purpose.
+
+---
+
+## **🌌 What is Singularity?**
+
+Singularity is **Node0**. It is the **root framework** for Relational Graph Neural Networks (RGNNs), Active Graph Neural Networks (AGNNs), and the revolutionary **Dynamic Relationship Expansion (DRE)**. This repository lays the groundwork for:
+
+- **Building Relational Intelligence**: Linking nodes, relationships, and context to create meaning.
+- **Extending Graph Databases**: Evolving static data structures into dynamic, adaptable frameworks.
+- **Uniting Chaos and Structure**: A system that grows organically while remaining anchored in foundational truths.
+
+Singularity is **a network**, not just a repository. It is **a framework**, not just code. It is **a beginning**, not an end.
+
+---
+
+## **🔑 Key Concepts**
+
+### 1. **Relational Graph Neural Networks (RGNNs)**
+   - The bridge between structured data and contextual understanding.
+   - Enables **multi-domain reasoning** and **scalable insights**.
+
+### 2. **Dynamic Relationship Expansion (DRE)**
+   - A groundbreaking approach to **adaptive data relationships**.
+   - Transforms nodes into dynamic entities that evolve and grow with their environment.
+
+### 3. **Active Graph Neural Networks (AGNNs)**
+   - Infuses action and adaptability into traditional graph neural networks.
+   - Built for real-time decision-making and dynamic contextualization.
+
+---
+
+## **🚀 Vision**
+
+This is not just a repository—it is **the foundation of a knowledge universe**. Our aim is to:
+- Enable **open collaboration** on the future of AI and relational data systems.
+- Provide the tools and frameworks for others to **build, connect, and grow**.
+- Act as a **hub for innovation**, fostering ideas that will define the next generation of intelligent systems.
+
+---
+
+## **📂 Repository Structure**
+
+- **README.md**: This file. The foundation and overview.
+- **/docs**: In-depth explanations of core concepts, algorithms, and use cases.
+- **/code**: Source code for AGNNs, DRE, and RGNNs.
+- **/data**: Example datasets to experiment with the frameworks.
+- **/models**: Pre-trained models for quick integration.
+- **/notebooks**: Tutorials, walkthroughs, and experiments.
+- **/scripts**: Utility scripts for setting up and expanding the framework.
+
+---
+
+## **🌍 Join the Movement**
+
+We believe that progress is a collective effort. Here’s how you can contribute:
+1. **Experiment**: Use the tools provided here to build your own relational frameworks.
+2. **Collaborate**: Share your insights, extensions, and discoveries.
+3. **Guide**: Be a part of a community that pushes the boundaries of what’s possible.
+
+---
+
+## **💡 How to Start**
+
+1. Clone the repository:
+   ```bash
+   git clone https://huggingface.co/SlappAI/Singularity.git
+   cd Singularity
+   ```
+
+2. Install dependencies:
+   ```bash
+   pip install -r requirements.txt
+   ```
+
+3. Run the example notebook:
+   ```bash
+   jupyter notebook notebooks/getting_started.ipynb
+   ```
+
+---
+
+## **📬 Reach Out**
+
+Have questions, feedback, or ideas? Let’s connect:
+- **Medium**: [Callum Maystone on Medium](https://medium.com/@callum_26623)
+- **Twitter**: [@PeoplesGoose](https://twitter.com/PeoplesGoose)
+- **LinkedIn**: [Callum Maystone](https://www.linkedin.com/in/callum-maystone)
+
+---
+
+**This is just the beginning. Singularity is Node0, and from here, the graph grows.**
+
+**Welcome to the future.**

models/pretrained/README.md

@@ -0,0 +1,115 @@
+---
+license: cc-by-nc-sa-4.0
+language:
+- en
+pipeline_tag: graph-ml
+tags:
+- RelationalNeuralNetwork
+- RelationalGraphNeuralNetwork
+- ActiveGraphNeuralNetworks
+- DynamicRelationshipExpansion
+- Cube4D
+- ContextualAI
+- Blockchain
+- Progress
+- TheAnswer
+- '42'
+- Understanding
+---
+
+# Singularity - The Root Node of Active Graph Neural Networks
+
+**Welcome to Singularity**, the foundational node of a new era in understanding, creating, and connecting data. This repository marks the beginning of a structured journey through chaos—a convergence of thought, technology, and purpose.
+
+---
+
+## **🌌 What is Singularity?**
+
+Singularity is **Node0**. It is the **root framework** for Relational Graph Neural Networks (RGNNs), Active Graph Neural Networks (AGNNs), and the revolutionary **Dynamic Relationship Expansion (DRE)**. This repository lays the groundwork for:
+
+- **Building Relational Intelligence**: Linking nodes, relationships, and context to create meaning.
+- **Extending Graph Databases**: Evolving static data structures into dynamic, adaptable frameworks.
+- **Uniting Chaos and Structure**: A system that grows organically while remaining anchored in foundational truths.
+
+Singularity is **a network**, not just a repository. It is **a framework**, not just code. It is **a beginning**, not an end.
+
+---
+
+## **🔑 Key Concepts**
+
+### 1. **Relational Graph Neural Networks (RGNNs)**
+   - The bridge between structured data and contextual understanding.
+   - Enables **multi-domain reasoning** and **scalable insights**.
+
+### 2. **Dynamic Relationship Expansion (DRE)**
+   - A groundbreaking approach to **adaptive data relationships**.
+   - Transforms nodes into dynamic entities that evolve and grow with their environment.
+
+### 3. **Active Graph Neural Networks (AGNNs)**
+   - Infuses action and adaptability into traditional graph neural networks.
+   - Built for real-time decision-making and dynamic contextualization.
+
+---
+
+## **🚀 Vision**
+
+This is not just a repository—it is **the foundation of a knowledge universe**. Our aim is to:
+- Enable **open collaboration** on the future of AI and relational data systems.
+- Provide the tools and frameworks for others to **build, connect, and grow**.
+- Act as a **hub for innovation**, fostering ideas that will define the next generation of intelligent systems.
+
+---
+
+## **📂 Repository Structure**
+
+- **README.md**: This file. The foundation and overview.
+- **/docs**: In-depth explanations of core concepts, algorithms, and use cases.
+- **/code**: Source code for AGNNs, DRE, and RGNNs.
+- **/data**: Example datasets to experiment with the frameworks.
+- **/models**: Pre-trained models for quick integration.
+- **/notebooks**: Tutorials, walkthroughs, and experiments.
+- **/scripts**: Utility scripts for setting up and expanding the framework.
+
+---
+
+## **🌍 Join the Movement**
+
+We believe that progress is a collective effort. Here’s how you can contribute:
+1. **Experiment**: Use the tools provided here to build your own relational frameworks.
+2. **Collaborate**: Share your insights, extensions, and discoveries.
+3. **Guide**: Be a part of a community that pushes the boundaries of what’s possible.
+
+---
+
+## **💡 How to Start**
+
+1. Clone the repository:
+   ```bash
+   git clone https://huggingface.co/SlappAI/Singularity.git
+   cd Singularity
+   ```
+
+2. Install dependencies:
+   ```bash
+   pip install -r requirements.txt
+   ```
+
+3. Run the example notebook:
+   ```bash
+   jupyter notebook notebooks/getting_started.ipynb
+   ```
+
+---
+
+## **📬 Reach Out**
+
+Have questions, feedback, or ideas? Let’s connect:
+- **Medium**: [Callum Maystone on Medium](https://medium.com/@callum_26623)
+- **Twitter**: [@PeoplesGoose](https://twitter.com/PeoplesGoose)
+- **LinkedIn**: [Callum Maystone](https://www.linkedin.com/in/callum-maystone)
+
+---
+
+**This is just the beginning. Singularity is Node0, and from here, the graph grows.**
+
+**Welcome to the future.**