Home

FairMind Ethical AI Sandbox

Welcome to the FairMind Ethical AI Sandbox documentation! This wiki provides comprehensive guides, tutorials, and reference materials for using FairMind's ethical AI governance platform.

What is FairMind?

FairMind is a comprehensive ethical AI sandbox that provides 8 core features for testing, monitoring, and governing AI models with a focus on fairness, security, and ethical compliance.

Key Features

Feature	Description	Status
Bias Detection	Comprehensive fairness analysis with 5 bias metrics	✅ Active
AI DNA Profiling	Model signatures and lineage tracking	✅ Active
AI Time Travel	Historical and future analysis capabilities	✅ Active
AI Circus	Comprehensive testing suite	✅ Active
OWASP AI Security	All 10 security categories	✅ Active
AI Ethics Observatory	Ethics framework assessment	✅ Active
AI Bill of Materials	Component tracking and compliance	✅ Active
Model Registry	Lifecycle management and governance	✅ Active

Quick Start Guides

For Developers

• Getting Started - Set up your development environment
• Installation Guide - Install FairMind locally
• API Reference - Complete API documentation
• Testing Guide - Run comprehensive tests

For Users

• User Guide - How to use FairMind features
• Dashboard Overview - Understanding the interface
• Model Upload - Upload and register models
• Bias Detection - Analyze model bias

For Administrators

• Deployment Guide - Deploy to production
• Configuration - System configuration
• Monitoring - System monitoring and alerts
• Security - Security best practices

Testing & Validation

Comprehensive Testing Suite

FairMind includes a complete testing infrastructure with:

Metric	Value	Status
Models Tested	11 (3 traditional ML + 8 LLM)	✅ Complete
Feature Coverage	100% (All 8 features)	✅ Complete
Tooling	UV (Python) + Bun (JavaScript)	✅ Modern
Deployment	Railway + Netlify	✅ Production Ready

Test Results

• Testing Summary - Complete testing achievements
• Performance Metrics - System performance data
• Model Validation - Model testing results
• Security Assessment - Security testing results

Technology Stack

Backend (Python + UV)

Component	Purpose	Status
FastAPI	Modern, fast web framework	✅ Active
scikit-learn	Traditional ML algorithms	✅ Active
transformers	Hugging Face transformers for LLM support	✅ Active
pytest	Comprehensive testing framework	✅ Active

Frontend (JavaScript + Bun)

Component	Purpose	Status
Next.js 14	React framework with App Router	✅ Active
Tailwind CSS	Utility-first styling	✅ Active
TypeScript	Type-safe development	✅ Active
Terminal-inspired UI	Modern, accessible design	✅ Active

Infrastructure

Service	Purpose	URL
Railway	Backend deployment	api.fairmind.xyz
Netlify	Frontend deployment	app-demo.fairmind.xyz
GitHub	Version control and collaboration	github.com/adhit-r/fairmind

Documentation Structure

User Documentation

• User Guide
• Feature Guides
• Tutorials
• FAQ

Developer Documentation

• API Reference
• Architecture
• Contributing
• Testing

Administrator Documentation

• Deployment
• Configuration
• Monitoring
• Troubleshooting

Feature Guides

Core Features

• Bias Detection
• Security Testing
• Model Registry
• AI BOM

Advanced Features

• AI DNA Profiling
• AI Time Travel
• AI Circus
• Ethics Observatory

Development

Setup & Installation

• Development Setup
• Environment Configuration
• Dependencies
• IDE Configuration

Testing & Quality

• Testing Framework
• Code Quality
• Performance Testing
• Security Testing

Deployment

• Local Development
• Staging Deployment
• Production Deployment
• CI/CD Pipeline

Performance & Monitoring

System Metrics

• Performance Benchmarks
• Response Times
• Scalability
• Resource Usage

Monitoring & Alerting

• System Monitoring
• Application Monitoring
• Error Tracking
• Alert Configuration

Security

Security Features

• OWASP AI Security
• Authentication
• Authorization
• Data Protection

Compliance

• GDPR Compliance
• NIST AI RMF
• SOC 2
• Audit Trail

Contributing

Getting Started

• Contributing Guide
• Code of Conduct
• Development Workflow
• Pull Request Process

Development Guidelines

• Code Standards
• Testing Requirements
• Documentation Standards
• Review Process

Support

Getting Help

• FAQ
• Troubleshooting
• Common Issues
• Contact Support

Resources

• Community
• Training Materials
• Video Tutorials
• Blog Posts

Legal & Compliance

• License
• Privacy Policy
• Terms of Service
• Data Processing

---

Welcome to FairMind - The Future of Ethical AI Governance!

Built with modern tooling (UV + Bun) for responsible AI development.