---
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.