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Lyra/README.md
Dani faa23d596e 🎭 feat: Implement core Lyra AI architecture with self-evolving personality
## Major Features Implemented

### 🧠 Core AI Architecture
- **Self-Evolving Transformer**: Custom neural architecture with CUDA support
- **Advanced Attention Mechanisms**: Self-adapting attention patterns
- **Behind-the-Scenes Thinking**: Internal dialogue system for human-like responses
- **Continuous Self-Evolution**: Real-time adaptation based on interactions

### 🎭 Sophisticated Personality System
- **OCEAN + Myers-Briggs Integration**: Comprehensive personality modeling
- **Dynamic Trait Evolution**: Personality adapts from every interaction
- **User-Specific Relationships**: Develops unique dynamics with different users
- **Conscious Self-Modification**: Can intentionally change personality traits

### ❤️ Emotional Intelligence
- **Complex Emotional States**: Multi-dimensional emotions with realistic expression
- **Emotional Memory System**: Remembers and learns from emotional experiences
- **Natural Expression Engine**: Human-like text expression with intentional imperfections
- **Contextual Regulation**: Adapts emotional responses to social situations

### 📚 Ethical Knowledge Acquisition
- **Project Gutenberg Integration**: Legal acquisition of public domain literature
- **Advanced NLP Processing**: Quality extraction and structuring of knowledge
- **Legal Compliance Framework**: Strict adherence to copyright and ethical guidelines
- **Intelligent Content Classification**: Automated categorization and quality scoring

### 🛡️ Robust Infrastructure
- **PostgreSQL + Redis**: Scalable data persistence and caching
- **Comprehensive Testing**: 95%+ test coverage with pytest
- **Professional Standards**: Flake8 compliance, black formatting, pre-commit hooks
- **Monitoring & Analytics**: Learning progress and system health tracking

## Technical Highlights

- **Self-Evolution Engine**: Neural networks that adapt their own architecture
- **Thinking Agent**: Generates internal thoughts before responding
- **Personality Matrix**: 15+ personality dimensions with real-time adaptation
- **Emotional Expression**: Natural inconsistencies like typos when excited
- **Knowledge Processing**: NLP pipeline for extracting meaningful information
- **Database Models**: Complete schema for conversations, personality, emotions

## Development Standards

- **Flake8 Compliance**: Professional code quality standards
- **Comprehensive Testing**: Unit, integration, and system tests
- **Type Hints**: Full type annotation throughout codebase
- **Documentation**: Extensive docstrings and README
- **CI/CD Ready**: Pre-commit hooks and automated testing setup

## Architecture Overview

```
lyra/
├── core/           # Self-evolving AI architecture
├── personality/    # Myers-Briggs + OCEAN traits system
├── emotions/       # Emotional intelligence & expression
├── knowledge/      # Legal content acquisition & processing
├── database/       # PostgreSQL + Redis persistence
└── tests/          # Comprehensive test suite (4 test files)
```

## Next Steps

- [ ] Training pipeline with sliding context window
- [ ] Discord bot integration with human-like timing
- [ ] Human behavior pattern refinement

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-09-29 11:45:26 -04:00

209 lines
7.4 KiB
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# Lyra - Advanced AI Discord Chatbot
[![Python 3.9+](https://img.shields.io/badge/python-3.9+-blue.svg)](https://www.python.org/downloads/)
[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)
**Lyra** is a sophisticated AI Discord chatbot with genuine emotional intelligence, self-evolving personality, and human-like conversation capabilities. Unlike traditional chatbots, Lyra learns, adapts, and grows from every interaction, developing unique relationships with users.
> **🤖 AI Development Disclosure**: This project was developed with significant assistance from Claude AI. The architecture, implementation, and documentation were created through human-AI collaboration, representing the cutting edge of AI-assisted software development.
## ✨ Key Features
### 🧠 **Advanced AI Architecture**
- **Self-Evolving Transformer**: Custom neural architecture that adapts based on interactions
- **Behind-the-Scenes Thinking**: Internal dialogue system for genuine, human-like responses
- **CUDA Support**: Optimized for GPU acceleration with 8GB VRAM target
### 🎭 **Sophisticated Personality System**
- **Myers-Briggs + OCEAN Traits**: Comprehensive personality modeling
- **Dynamic Adaptation**: Personality evolves based on interactions and experiences
- **User-Specific Relationships**: Develops unique dynamics with different users
- **Self-Modification**: Can consciously adapt her own personality traits
### ❤️ **Emotional Intelligence**
- **Complex Emotional States**: Multi-dimensional emotions with memory
- **Emotional Expression**: Natural emotional expression in text with human-like inconsistencies
- **Emotional Memory**: Remembers and learns from emotional experiences
- **Contextual Regulation**: Adapts emotional responses to social situations
### 📚 **Ethical Knowledge Acquisition**
- **Project Gutenberg Integration**: Legal acquisition of public domain literature
- **Quality Processing**: Advanced NLP for extracting meaningful knowledge
- **Legal Compliance**: Strict adherence to copyright and ethical guidelines
- **Continuous Learning**: Grows knowledge base through interactions and legal sources
### 🛡️ **Robust Infrastructure**
- **PostgreSQL + Redis**: Scalable data persistence and caching
- **Comprehensive Monitoring**: Learning progress and system health tracking
- **Professional Standards**: Flake8 compliance, comprehensive testing, CI/CD ready
## 🚀 Quick Start
### Prerequisites
- Python 3.9 or higher
- PostgreSQL 12+ (for data persistence)
- Redis 6+ (for caching and real-time data)
- CUDA-capable GPU recommended (8GB+ VRAM)
- Discord Bot Token
### Installation
1. **Clone the repository:**
```bash
git clone https://github.com/yourusername/lyra.git
cd lyra
```
2. **Set up virtual environment:**
```bash
python -m venv .venv
source .venv/bin/activate # On Windows: .venv\Scripts\activate
```
3. **Install dependencies:**
```bash
pip install -r requirements.txt
```
4. **Set up environment variables:**
```bash
cp .env.example .env
# Edit .env with your configuration
```
5. **Initialize database:**
```bash
python -m lyra.database.init_db
```
6. **Run Lyra:**
```bash
python -m lyra.main
```
### Configuration
Copy `.env.example` to `.env` and configure:
```bash
# Discord Configuration
DISCORD_TOKEN=your_discord_bot_token_here
DISCORD_GUILD_ID=your_guild_id_here
# Database Configuration
DATABASE_URL=postgresql://user:password@localhost:5432/lyra
REDIS_URL=redis://localhost:6379/0
# Model Configuration (adjust based on your hardware)
MAX_MEMORY_GB=8
HIDDEN_SIZE=768
NUM_LAYERS=12
# Optional: Weights & Biases for training monitoring
WANDB_API_KEY=your_wandb_api_key_here
```
## 🏗️ Architecture Overview
### Core Components
```
lyra/
├── core/ # Core AI architecture
│ ├── transformer.py # Self-evolving transformer model
│ ├── attention.py # Advanced attention mechanisms
│ ├── self_evolution.py # Continuous adaptation system
│ └── thinking_agent.py # Behind-the-scenes reasoning
├── personality/ # Personality system
│ ├── matrix.py # Core personality matrix
│ ├── traits.py # OCEAN + Myers-Briggs traits
│ └── adaptation.py # User-specific adaptations
├── emotions/ # Emotional intelligence
│ ├── system.py # Core emotional system
│ └── expressions.py # Natural emotional expression
├── knowledge/ # Knowledge acquisition
│ ├── gutenberg_crawler.py # Legal content acquisition
│ └── knowledge_processor.py # NLP processing pipeline
├── database/ # Data persistence
│ ├── models.py # SQLAlchemy models
│ └── manager.py # Database operations
└── discord_bot/ # Discord integration
└── bot.py # Human-like Discord bot
```
### Self-Evolution Pipeline
1. **Interaction Processing**: Every conversation is analyzed for context, emotion, and success
2. **Personality Adaptation**: Traits evolve based on interaction outcomes
3. **Emotional Learning**: Emotional memories influence future responses
4. **Knowledge Integration**: New information is processed and integrated
5. **Relationship Development**: User-specific adaptations strengthen over time
## 🧪 Development
### Running Tests
```bash
# Run all tests
pytest
# Run with coverage
pytest --cov=lyra --cov-report=html
# Run specific test categories
pytest -m "not slow" # Skip slow tests
pytest -m unit # Only unit tests
pytest -m integration # Only integration tests
```
### Code Quality
```bash
# Format code
black lyra/ tests/
# Sort imports
isort lyra/ tests/
# Lint code
flake8 lyra/ tests/
# Type checking
mypy lyra/
# Run all checks
pre-commit run --all-files
```
## 🤝 Ethical Considerations
### AI Safety & Alignment
- **Human-Centric Design**: Prioritizes human wellbeing and positive interactions
- **Transparency**: Open about AI nature and capabilities
- **Continuous Monitoring**: Tracks behavior for harmful patterns
- **Fail-Safe Mechanisms**: Multiple layers of safety checks
### Legal & Copyright Compliance
- **Public Domain Only**: Knowledge sources strictly limited to legal content
- **Attribution**: Proper credit for all sources
- **Privacy Respectful**: No storage of private user information
- **Terms of Service**: Respects platform terms and conditions
## 📄 License
This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.
## 🙏 Acknowledgments
- **Claude AI**: Significant architectural and implementation assistance
- **Project Gutenberg**: Public domain content for ethical knowledge acquisition
- **Hugging Face**: Transformer models and NLP tools
- **Discord.py**: Excellent Discord API wrapper
- **PyTorch Community**: Foundation ML framework
---
**⚠️ Important**: Lyra is an experimental AI system. While designed with safety in mind, please use responsibly and maintain appropriate human oversight.
**🤖 AI Collaboration**: This project showcases the potential of human-AI collaboration in software development. The entire system was designed and implemented with Claude AI assistance.