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| license: mit | |
| title: maximus-im | |
| sdk: gradio | |
| colorFrom: gray | |
| colorTo: indigo | |
| pinned: false | |
| sdk_version: 5.26.0 | |
| # Quantum NLP Framework | |
| A Python-based Flask web application with spaCy NLP processing, quantum-inspired recursive functions, and OpenAI API integration. This framework implements a multi-dimensional, layered thinking process inspired by quantum computing concepts. | |
| ## Features | |
| - Natural language processing using spaCy | |
| - Recursive function simulating quantum-inspired thinking processes | |
| - OpenAI API integration for generating human-like text | |
| - Flask web interface with input fields for text processing | |
| - Multi-dimensional, layered thinking simulation | |
| ## Requirements | |
| - Python 3.x | |
| - Flask | |
| - spaCy (with the English model) | |
| - OpenAI Python client | |
| - requests | |
| ## Installation on Replit | |
| 1. **Create a new Replit project** | |
| - Choose Python as the language | |
| 2. **Install dependencies** | |
| ``` | |
| pip install flask spacy openai | |
| python -m spacy download en_core_web_sm | |
| ``` | |
| 3. **Set up your OpenAI API key** | |
| - In Replit, go to the "Secrets" tab in the Tools panel | |
| - Add a new secret with the key `OPENAI_API_KEY` and your OpenAI API key as the value | |
| 4. **Run the application** | |
| - Click the "Run" button in Replit | |
| - The application will be available at `https://your-repl-name.your-username.repl.co` | |
| ## Usage | |
| 1. Enter text in the input field | |
| 2. Select the depth of quantum analysis (1-4 dimensions) | |
| 3. Toggle the option to use OpenAI for enhanced analysis | |
| 4. Click "Analyze Text" to process the input | |
| 5. View the results in the three results sections: | |
| - NLP Analysis | |
| - Quantum Thinking Results | |
| - AI Analysis (if OpenAI is enabled) | |
| ## How It Works | |
| ### NLP Processing | |
| The application uses spaCy to process text input, extracting: | |
| - Named entities | |
| - Part-of-speech tags | |
| - Noun chunks | |
| - Text statistics | |
| ### Quantum-Inspired Recursive Thinking | |
| The recursive function simulates a multi-dimensional, layered thinking process by: | |
| 1. Extracting key concepts from the input text | |
| 2. For each concept, creating a "thought path" for recursive exploration | |
| 3. Applying "superposition" by allowing paths to influence each other | |
| 4. Synthesizing meta-insights from all paths | |
| 5. Computing a "quantum probability" score | |
| ### OpenAI Integration | |
| When enabled, the application: | |
| 1. Creates a prompt that incorporates the quantum thinking results | |
| 2. Sends the prompt to OpenAI's API | |
| 3. Displays the AI-generated response | |
| ## Project Structure | |
| - `main.py`: Entry point for the application | |
| - `app.py`: Main Flask application code | |
| - `nlp_processor.py`: spaCy NLP processing functions | |
| - `quantum_thinking.py`: Quantum-inspired recursive thinking implementation | |
| - `openai_integration.py`: Functions for working with the OpenAI API | |
| - `templates/`: HTML templates for the web interface | |
| - `static/`: CSS and JavaScript files | |
| ## License | |
| This project is open-source and available under the MIT License. |