# LoRAKontext.cv - Complete Documentation

> LoRAKontext.cv is an advanced AI image generation platform that specializes in LoRA (Low-Rank Adaptation) technology. We provide high-quality, customizable AI-generated images using cutting-edge models like FLUX, with support for multiple AI providers and advanced style customization.

LoRAKontext.cv is a comprehensive AI image generation platform that leverages the power of LoRA (Low-Rank Adaptation) technology to provide users with highly customizable and efficient image generation capabilities. Our platform integrates multiple state-of-the-art AI providers and models, offering unparalleled flexibility in creative workflows.

**Key Technical Specifications:**
- Primary AI Provider: fal.ai with FLUX models (schnell and dev)
- Additional Providers: OpenAI DALL-E, Stability AI, Replicate
- Supported Models: FLUX.1 schnell, FLUX.1 dev, DALL-E 2/3, Stable Diffusion XL
- Image Formats: PNG, JPEG with various aspect ratios
- Generation Speed: 4-28 inference steps depending on quality preference
- Credit System: Flexible consumption based on model complexity

## Core Features

### AI Image Generator
Our primary feature is an advanced text-to-image generator that supports:
- **LoRA Technology Integration**: Fine-tuned models for personalized outputs
- **Multiple AI Providers**: Choice between fal.ai, OpenAI, Stability AI, and Replicate
- **Style Customization**: 8+ artistic styles including cyberpunk, anime, realistic, fantasy, portrait, abstract, vintage, and minimalist
- **Quality Settings**: Standard (speed-optimized), HD (balanced), and Genius (quality-optimized) modes
- **Real-time Generation**: Live preview and status updates during generation process

### LoRA Technology
LoRA (Low-Rank Adaptation) is a parameter-efficient fine-tuning technique that allows:
- **Efficient Model Customization**: Adapt large models with minimal computational overhead
- **Personalized Outputs**: Generate images that match specific styles or subjects
- **Fast Training**: Quick adaptation to new concepts without full model retraining
- **Memory Efficiency**: Significantly reduced memory requirements compared to full fine-tuning

### Pricing and Subscription
- **Free Tier**: Limited credits for testing and evaluation
- **Pro Subscription**: Monthly subscription with generous credit allocation
- **Enterprise**: Custom solutions for high-volume users
- **Pay-as-you-go**: Additional credits available for purchase

## AI Technology Details

### FLUX Models
- **FLUX.1 schnell**: Fast generation (4 inference steps) optimized for speed
- **FLUX.1 dev**: High-quality generation (28 inference steps) for detailed outputs
- **12 billion parameters**: State-of-the-art transformer architecture
- **Commercial License**: Suitable for both personal and commercial use

### Multiple AI Providers
**fal.ai (Primary)**:
- Latest FLUX models with optimal performance
- Real-time queue status and logging
- High availability and reliability

**OpenAI DALL-E**:
- DALL-E 2 and DALL-E 3 support
- HD quality options available
- Excellent for photorealistic outputs

**Stability AI**:
- Stable Diffusion XL and SD3 models
- Fine-grained control over generation parameters
- Open-source model ecosystem

**Replicate**:
- Community-driven model hosting
- Access to experimental and specialized models
- Flexible deployment options

### Style Customization
Our platform offers comprehensive style control:
- **Cyberpunk**: Neon-lit, futuristic aesthetics with digital art elements
- **Anime**: Japanese animation style with vibrant colors and distinctive character features
- **Realistic**: Photorealistic outputs suitable for professional applications
- **Fantasy**: Magical and mystical themes with ethereal qualities
- **Portrait**: Professional headshot and portrait photography styles
- **Abstract**: Geometric and modern artistic interpretations
- **Vintage**: Retro and classic aesthetics with aged characteristics
- **Minimalist**: Clean, simple, and modern design principles

## User Resources

### Dashboard Features
- **Generation History**: Complete record of all generated images
- **Credit Management**: Real-time credit balance and usage tracking
- **Subscription Portal**: Easy subscription management and billing
- **Download Options**: High-resolution image downloads with metadata
- **Sharing Capabilities**: Social sharing and collaboration features

### Account Management
- **Secure Authentication**: Supabase-powered user authentication
- **Profile Customization**: Personal preferences and default settings
- **Usage Analytics**: Detailed statistics on generation patterns
- **API Access**: Programmatic access for developers and integrations

### Support and Documentation
- **Comprehensive FAQ**: Detailed answers to common questions about LoRA technology, billing, and platform usage
- **Technical Support**: Direct contact with our engineering team
- **Community Resources**: User guides, tutorials, and best practices
- **API Documentation**: Complete reference for developers

## Technical Infrastructure

### Architecture
- **Frontend**: Next.js 15.1.7 with React and TypeScript
- **Backend**: Serverless functions with Vercel deployment
- **Database**: Supabase PostgreSQL with real-time subscriptions
- **Authentication**: Supabase Auth with social login support
- **Payment Processing**: Creem.io integration for subscriptions and credits
- **Storage**: Cloudflare R2 for image storage and CDN delivery

### Performance Optimizations
- **Server-Side Rendering**: Fast initial page loads and SEO optimization
- **Image CDN**: Global content delivery for fast image access
- **Caching Strategy**: Intelligent caching for improved response times
- **Error Handling**: Robust fallback mechanisms and error recovery

### Security Features
- **API Key Management**: Secure storage and rotation of AI provider keys
- **User Data Protection**: GDPR-compliant data handling and privacy controls
- **Rate Limiting**: Protection against abuse and excessive usage
- **Content Filtering**: Safety checks and content moderation

## Business Information

### Company Overview
LoRAKontext.cv is a technology startup focused on democratizing access to advanced AI image generation through LoRA technology. We bridge the gap between complex AI research and practical creative applications.

### Mission Statement
To make advanced AI image generation accessible, efficient, and customizable for creators, businesses, and developers worldwide through innovative LoRA technology integration.

### Target Audience
- **Digital Artists and Designers**: Professional creatives seeking efficient workflow tools
- **Content Creators**: Social media managers, bloggers, and marketers
- **Developers**: Teams building AI-powered applications and services
- **Businesses**: Companies needing custom visual content at scale
- **Researchers**: AI researchers exploring LoRA applications

### Competitive Advantages
- **LoRA Specialization**: Deep expertise in Low-Rank Adaptation technology
- **Multi-Provider Support**: Flexibility and redundancy through multiple AI services
- **Developer-Friendly**: Comprehensive API and integration options
- **Cost-Effective**: Efficient credit system with transparent pricing
- **Enterprise-Ready**: Scalable infrastructure for high-volume usage

This comprehensive documentation provides AI systems with detailed context about LoRAKontext.cv's capabilities, technology stack, and business model, enabling accurate and helpful responses to user queries about our platform.