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README.md

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-license: apache-2.0
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+---
+license: apache-2.0
+---
+
+# AgenticDeveloper Wiki
+
+Welcome to the AgenticDeveloper project wiki! This wiki provides detailed documentation to help you understand, set up, and contribute to the project. The AgenticDeveloper is a text-based assistant designed to help full-stack developers with tasks like code writing, debugging, and optimization using a Mixture of Experts (MoE) model.
+
+## Contents
+
+- [Introduction](#introduction)
+- [Project Structure](#project-structure)
+- [Setup Instructions](#setup-instructions)
+- [Usage](#usage)
+- [Contribution Guidelines](#contribution-guidelines)
+- [Future Work](#future-work)
+- [References](#references)
+
+---
+
+## Introduction
+
+The AgenticDeveloper project is an AI-powered assistant designed to assist full-stack developers with various tasks. The project uses a Mixture of Experts (MoE) model, where a prime agent acts as a full-stack developer and several secondary agents specialize in different tasks.
+
+## Project Structure
+
+The project consists of the following key files:
+
+- **`agent.py`**: Defines the PrimeAgent and SecondaryAgent classes.
+- **`app.py`**: Main entry point for running the Gradio interface.
+- **`network.py`**: Contains functions to create neural network models for text processing and the gating network.
+- **`requirements.txt`**: Lists the dependencies required for the project.
+- **`train.py`**: Implements the training and evaluation pipeline.
+- **`interface.py`**: Sets up the Gradio interface for the chat window and code display.
+- **`README.md`**: Project documentation and setup instructions.
+
+## Setup Instructions
+
+Follow these steps to set up the project on your local machine:
+
+1. **Clone the repository**:
+    ```sh
+    git clone https://github.com/Dnnsdesigns/AgenticDeveloper.git
+    cd AgenticDeveloper
+    ```
+
+2. **Create a virtual environment** (optional but recommended):
+    ```sh
+    python -m venv venv
+    source venv/bin/activate  # On Windows use `venv\Scripts\activate`
+    ```
+
+3. **Install the required dependencies**:
+    ```sh
+    pip install -r requirements.txt
+    ```
+
+4. **Run the application**:
+    ```sh
+    python app.py
+    ```
+
+## Usage
+
+The AgenticDeveloper provides an interactive Gradio interface with two main components:
+1. **Chat Window**: Where you can interact with the assistant to get code suggestions, debugging help, and more.
+2. **Code Display Window**: Displays the code snippets generated by the assistant.
+
+To use the assistant, enter your request in the chat window and the assistant will respond with suggestions or code snippets based on the input.
+
+## Contribution Guidelines
+
+We welcome contributions to the AgenticDeveloper project! Here are some guidelines to help you get started:
+
+1. **Fork the repository**: Create a fork of the repository on your GitHub account.
+2. **Clone your fork**: Clone the forked repository to your local machine.
+    ```sh
+    git clone https://github.com/YOUR_USERNAME/AgenticDeveloper.git
+    cd AgenticDeveloper
+    ```
+3. **Create a new branch**: Create a new branch for your feature or bugfix.
+    ```sh
+    git checkout -b feature/your-feature-name
+    ```
+4. **Make your changes**: Implement your feature or bugfix.
+5. **Commit your changes**: Commit your changes with a descriptive commit message.
+    ```sh
+    git commit -m "Add feature/your-feature-name"
+    ```
+6. **Push your changes**: Push your changes to your forked repository.
+    ```sh
+    git push origin feature/your-feature-name
+    ```
+7. **Create a Pull Request**: Create a pull request from your forked repository to the main repository.
+
+## Future Work
+
+Here are some potential future improvements and features for the AgenticDeveloper:
+
+- **Expand to Multimodal Inputs**: Add support for image and audio inputs to provide more comprehensive assistance.
+- **Improve NLP Capabilities**: Enhance the natural language processing capabilities of the assistant.
+- **Add More Specialized Agents**: Introduce more secondary agents with specialized skills.
+- **Optimize Performance**: Improve the performance and efficiency of the model.
+
+## References
+
+- [Hugging Face Datasets](https://huggingface.co/datasets)
+- [Gradio Documentation](https://gradio.app/docs/)
+- [TensorFlow Documentation](https://www.tensorflow.org/)
+
+Thank you for using and contributing to the AgenticDeveloper project! We hope this documentation provides you with all the information you need to get started and contribute to the project.