643 lines
14 KiB
Markdown
643 lines
14 KiB
Markdown
# AI Image Studio: Quick Start Implementation Guide
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## Overview
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This guide provides a quick reference for implementing the AI Image Studio - ALwrity's unified image creation, editing, and optimization platform.
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---
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## What is AI Image Studio?
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A centralized hub that consolidates:
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- ✅ **Existing**: Stability AI (25+ operations), HuggingFace, Gemini
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- ✅ **New**: WaveSpeed Ideogram V3, Qwen, Image-to-Video, Avatar Creation
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- ✅ **Features**: Create, Edit, Upscale, Transform, Optimize for Social Media
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**Target Users**: Digital marketers, content creators, solopreneurs
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---
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## Core Modules (7 Total)
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### 1. **Create Studio** - Image Generation
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- Text-to-image with multiple providers
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- Platform templates (Instagram, LinkedIn, etc.)
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- Style presets (40+ options)
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- Batch generation (1-10 variations)
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**Providers:**
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- Stability AI (Ultra/Core/SD3)
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- WaveSpeed Ideogram V3 (NEW - photorealistic)
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- WaveSpeed Qwen (NEW - fast generation)
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- HuggingFace (FLUX models)
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- Gemini (Imagen)
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---
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### 2. **Edit Studio** - Image Editing
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- Smart erase (remove objects)
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- AI inpainting (fill areas)
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- Outpainting (extend images)
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- Object replacement (search & replace)
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- Color transformation (recolor)
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- Background operations (remove/replace/relight)
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- Conversational editing (natural language)
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**Uses**: Stability AI suite
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---
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### 3. **Upscale Studio** - Resolution Enhancement
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- Fast Upscale (4x in 1 second)
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- Conservative Upscale (4K, preserve style)
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- Creative Upscale (4K, enhance style)
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- Batch upscaling
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**Uses**: Stability AI upscaling endpoints
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---
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### 4. **Transform Studio** - Media Conversion
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#### 4.1 Image-to-Video (NEW)
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- Convert static images to videos
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- 480p/720p/1080p options
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- Up to 10 seconds
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- Add audio/voiceover
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- Social media optimization
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**Uses**: WaveSpeed WAN 2.5
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**Pricing**: $0.05-$0.15/second
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#### 4.2 Make Avatar (NEW)
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- Talking avatars from photos
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- Audio-driven lip-sync
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- Up to 2 minutes
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- Emotion control
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- Multi-language
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**Uses**: WaveSpeed Hunyuan Avatar
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**Pricing**: $0.15-$0.30/5 seconds
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#### 4.3 Image-to-3D
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- Convert 2D to 3D models
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- GLB/OBJ export
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- Texture control
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**Uses**: Stability AI 3D endpoints
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---
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### 5. **Social Media Optimizer** - Platform Export
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- Platform-specific sizes (Instagram, Facebook, Twitter, LinkedIn, YouTube, Pinterest, TikTok)
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- Smart resize with focal point detection
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- Text overlay safe zones
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- File size optimization
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- Batch export all platforms
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- A/B testing variants
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**Output**: Platform-optimized images/videos
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---
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### 6. **Control Studio** - Advanced Generation
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- Sketch-to-image
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- Structure control
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- Style transfer
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- Style control
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- Control strength adjustment
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**Uses**: Stability AI control endpoints
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---
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### 7. **Asset Library** - Organization
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- Smart tagging (AI-powered)
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- Search by visual similarity
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- Project organization
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- Usage tracking
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- Version history
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- Analytics
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**Storage**: CDN + Database
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---
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## Key Features Summary
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| Feature | Provider | Cost | Speed | Use Case |
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|---------|----------|------|-------|----------|
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| **Text-to-Image (Ultra)** | Stability | 8 credits | 5s | Final quality images |
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| **Text-to-Image (Core)** | Stability | 3 credits | 3s | Draft/iteration |
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| **Ideogram V3** | WaveSpeed | TBD | 3s | Photorealistic, text rendering |
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| **Qwen Image** | WaveSpeed | TBD | 2s | Fast generation |
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| **Image Edit** | Stability | 3-6 credits | 3-5s | Professional editing |
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| **Upscale 4x** | Stability | 2 credits | 1s | Quick enhancement |
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| **Upscale 4K** | Stability | 4-6 credits | 5s | Print-ready quality |
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| **Image-to-Video** | WaveSpeed | $0.05-$0.15/s | 15s | Social media videos |
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| **Make Avatar** | WaveSpeed | $0.15-$0.30/5s | 20s | Talking head videos |
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| **Image-to-3D** | Stability | TBD | 30s | 3D models |
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---
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## Typical Workflows
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### Workflow 1: Instagram Post
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```
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1. Create Studio → Select "Instagram Feed" template
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2. Enter prompt → Generate with Ideogram V3
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3. Review → Edit if needed (Edit Studio)
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4. Social Optimizer → Export 1:1 and 4:5
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5. Save to Asset Library
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```
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**Time**: 2-3 minutes
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**Cost**: ~$0.10-0.15
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---
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### Workflow 2: Product Marketing Video
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```
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1. Upload product photo
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2. Edit Studio → Remove background
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3. Edit Studio → Replace with studio background
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4. Transform Studio → Image-to-Video (10s)
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5. Social Optimizer → Export for all platforms
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```
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**Time**: 5-7 minutes
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**Cost**: ~$1.50-2.00
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---
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### Workflow 3: Avatar Spokesperson
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```
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1. Upload founder photo
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2. Upload audio script or use TTS
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3. Transform Studio → Make Avatar
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4. Review → Export 720p
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5. Use in email campaigns
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```
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**Time**: 3-5 minutes
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**Cost**: ~$3.60-7.20 (for 2 min)
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---
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### Workflow 4: Campaign Batch Production
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```
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1. Create Studio → Enter 10 product prompts
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2. Batch Processor → Generate all
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3. Batch Processor → Auto-optimize for platforms
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4. Review → Edit outliers
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5. Asset Library → Organize by campaign
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```
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**Time**: 15-20 minutes
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**Cost**: ~$1.00-3.00
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---
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## Implementation Priority
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### Phase 1: Foundation (Weeks 1-4)
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**Focus**: Consolidate existing + Add WaveSpeed video
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- ✅ Create Studio (basic)
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- ✅ Edit Studio (consolidate Stability)
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- ✅ Upscale Studio (Stability)
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- ✅ Transform: Image-to-Video (WaveSpeed WAN 2.5)
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- ✅ Social Optimizer (basic)
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- ✅ Asset Library (basic)
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- ✅ Ideogram V3 integration
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**Deliverable**: Users can generate, edit, upscale, and convert to video
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---
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### Phase 2: Advanced (Weeks 5-8)
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**Focus**: Avatar + Batch + Optimization
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- ✅ Transform: Make Avatar (Hunyuan)
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- ✅ Batch Processor
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- ✅ Control Studio
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- ✅ Enhanced Social Optimizer
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- ✅ Qwen integration
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- ✅ Template system
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**Deliverable**: Complete professional workflow
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---
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### Phase 3: Polish (Weeks 9-12)
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**Focus**: Performance + Analytics
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- ✅ Performance optimization
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- ✅ Analytics dashboard
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- ✅ Collaboration features
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- ✅ Developer API
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- ✅ Mobile optimization
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**Deliverable**: Production-ready, scalable platform
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---
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## Technical Stack
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### Backend
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```
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backend/services/image_studio/
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├── studio_manager.py # Orchestration
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├── create_service.py # Generation
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├── edit_service.py # Editing
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├── upscale_service.py # Upscaling
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├── transform_service.py # Video/Avatar
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├── social_optimizer.py # Platform export
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├── control_service.py # Advanced controls
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├── batch_processor.py # Batch ops
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└── asset_library.py # Asset mgmt
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```
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### Frontend
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```
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frontend/src/components/ImageStudio/
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├── ImageStudioLayout.tsx
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├── CreateStudio.tsx
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├── EditStudio.tsx
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├── UpscaleStudio.tsx
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├── TransformStudio/
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├── SocialOptimizer.tsx
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├── ControlStudio.tsx
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├── BatchProcessor.tsx
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└── AssetLibrary/
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```
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---
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## API Endpoints
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### Core Operations
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```
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POST /api/image-studio/create
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POST /api/image-studio/edit
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POST /api/image-studio/upscale
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POST /api/image-studio/transform/image-to-video
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POST /api/image-studio/transform/make-avatar
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POST /api/image-studio/transform/image-to-3d
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POST /api/image-studio/optimize/social-media
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POST /api/image-studio/control/sketch-to-image
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POST /api/image-studio/control/style-transfer
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POST /api/image-studio/batch/process
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GET /api/image-studio/assets
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POST /api/image-studio/estimate-cost
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```
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### Provider Integrations
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```
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# Existing
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/api/stability/* # Stability AI (25+ endpoints)
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/api/images/generate # Current facade
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/api/images/edit # Current editing
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# New
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/api/wavespeed/image/* # Ideogram, Qwen
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/api/wavespeed/transform/* # Image-to-video, Avatar
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```
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---
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## Cost Management
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### Pre-Flight Validation
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```python
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# BEFORE any API call
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1. Check user subscription tier
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2. Validate feature availability
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3. Estimate operation cost
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4. Check remaining credits
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5. Display cost to user
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6. Proceed only if approved
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```
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### Cost Optimization
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- Default to cost-effective providers (Core vs Ultra)
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- Smart provider selection based on task
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- Batch discounts
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- Caching similar generations
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- Compression and optimization
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### Pricing Transparency
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- Real-time cost estimates
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- Monthly budget tracking
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- Per-operation cost breakdown
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- Optimization recommendations
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---
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## Subscription Tiers
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### Free Tier
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- 10 images/month
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- 480p only
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- Basic features
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- Core model only
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### Basic ($19/month)
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- 50 images/month
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- Up to 720p
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- All generation models
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- Basic editing
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- Fast upscale
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### Pro ($49/month)
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- 150 images/month
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- Up to 1080p
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- All features
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- Image-to-video
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- Avatar creation
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- Batch processing
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### Enterprise ($149/month)
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- Unlimited images
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- All features
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- Priority processing
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- API access
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- Custom training
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---
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## Social Media Platform Specs
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### Instagram
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- **Feed Post**: 1080x1080 (1:1), 1080x1350 (4:5)
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- **Story**: 1080x1920 (9:16)
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- **Reel**: 1080x1920 (9:16)
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### Facebook
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- **Feed Post**: 1200x630 (1.91:1), 1080x1080 (1:1)
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- **Story**: 1080x1920 (9:16)
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- **Cover**: 820x312 (16:9)
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### Twitter/X
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- **Tweet Image**: 1200x675 (16:9)
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- **Header**: 1500x500 (3:1)
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### LinkedIn
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- **Feed Post**: 1200x628 (1.91:1), 1080x1080 (1:1)
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- **Article**: 1200x627 (2:1)
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- **Company Cover**: 1128x191 (4:1)
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### YouTube
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- **Thumbnail**: 1280x720 (16:9)
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- **Channel Art**: 2560x1440 (16:9)
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### Pinterest
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- **Pin**: 1000x1500 (2:3)
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- **Story Pin**: 1080x1920 (9:16)
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### TikTok
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- **Video**: 1080x1920 (9:16)
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---
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## Competitive Advantages
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### vs. Canva
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- ✅ More advanced AI models
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- ✅ Unified workflow (not separate tools)
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- ✅ Subscription includes AI (not per-use)
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- ✅ Built for marketers, not designers
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### vs. Midjourney/DALL-E
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- ✅ Complete workflow (edit/optimize/export)
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- ✅ Platform integration
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- ✅ Batch processing
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- ✅ Business-focused features
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### vs. Photoshop
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- ✅ No learning curve
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- ✅ Instant AI results
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- ✅ Affordable subscription
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- ✅ Built-in marketing tools
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---
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## Success Metrics
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### User Engagement
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- Adoption rate: % of users using Image Studio
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- Usage frequency: Sessions per week
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- Feature usage: % using each module
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### Content Metrics
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- Images generated per day
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- Quality ratings (user feedback)
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- Platform distribution
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- Reuse rate
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### Business Metrics
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- Revenue from Image Studio
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- Conversion rate (Free → Paid)
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- ARPU increase
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- Churn reduction
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- Cost per image
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---
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## Dependencies
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### External APIs
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- ✅ Stability AI API (existing)
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- ✅ WaveSpeed API (new - Ideogram, Qwen, WAN 2.5, Hunyuan)
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- ✅ HuggingFace API (existing)
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- ✅ Gemini API (existing)
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### Internal Systems
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- ✅ Subscription system (tier checking, limits)
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- ✅ Persona system (brand consistency)
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- ✅ Cost tracking (usage monitoring)
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- ✅ Asset management (storage, CDN)
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- ✅ Authentication (access control)
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---
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## Quick Start for Developers
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### 1. Set Up Environment
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```bash
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# Backend
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cd backend
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pip install -r requirements.txt
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# Environment variables
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STABILITY_API_KEY=your_key
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WAVESPEED_API_KEY=your_key
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HF_API_KEY=your_key
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GEMINI_API_KEY=your_key
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# Frontend
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cd frontend
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npm install
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```
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### 2. Run Existing Tests
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```bash
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# Test Stability integration
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python test_stability_basic.py
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# Test image generation
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python -m pytest tests/test_image_generation.py
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```
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### 3. Create New Module
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```bash
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# Backend
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touch backend/services/image_studio/studio_manager.py
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# Frontend
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mkdir frontend/src/components/ImageStudio
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touch frontend/src/components/ImageStudio/ImageStudioLayout.tsx
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```
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### 4. Add API Endpoint
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```python
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# backend/routers/image_studio.py
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from fastapi import APIRouter, UploadFile, File, Form
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router = APIRouter(prefix="/api/image-studio", tags=["image-studio"])
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@router.post("/create")
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async def create_image(
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prompt: str = Form(...),
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provider: str = Form("auto"),
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user_id: str = Depends(get_current_user_id)
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):
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# Pre-flight validation
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# Generate image
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# Return result
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pass
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```
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### 5. Add Frontend Component
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```typescript
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// frontend/src/components/ImageStudio/CreateStudio.tsx
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import React from 'react';
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export const CreateStudio: React.FC = () => {
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return (
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<div className="create-studio">
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<h2>Create Studio</h2>
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{/* Implementation */}
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</div>
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);
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};
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```
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---
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## Testing Checklist
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### Phase 1 Testing
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- [ ] Generate image with each provider
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- [ ] Edit image (erase, inpaint, outpaint)
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- [ ] Upscale image (fast, conservative, creative)
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- [ ] Convert image to video (480p, 720p, 1080p)
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- [ ] Cost validation works
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- [ ] Asset library saves images
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- [ ] Social optimizer exports correct sizes
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### Phase 2 Testing
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- [ ] Create avatar from image + audio
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- [ ] Batch process 10 images
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- [ ] Control generation (sketch, style)
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- [ ] Template system works
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- [ ] All subscription tiers enforce limits
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- [ ] Error handling graceful
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### Phase 3 Testing
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- [ ] Performance benchmarks met
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- [ ] Mobile interface responsive
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- [ ] Analytics accurate
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- [ ] API endpoints documented
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- [ ] Load testing passed
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- [ ] User acceptance testing complete
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---
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## Troubleshooting
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### Common Issues
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**"API key missing"**
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→ Set environment variables in `.env`
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**"Rate limit exceeded"**
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→ Implement queue system, retry logic
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**"Cost overrun"**
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→ Check pre-flight validation is working
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**"Quality poor"**
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→ Try different provider, adjust settings
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**"Generation slow"**
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→ Check network, consider caching
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**"File too large"**
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→ Compress before upload, check limits
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---
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## Resources
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### Documentation
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- [Comprehensive Plan](./AI_IMAGE_STUDIO_COMPREHENSIVE_PLAN.md)
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- [WaveSpeed Proposal](./WAVESPEED_AI_FEATURE_PROPOSAL.md)
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- [Stability Quick Start](./STABILITY_QUICK_START.md)
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- [Implementation Roadmap](./WAVESPEED_IMPLEMENTATION_ROADMAP.md)
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### External Resources
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- [Stability AI Docs](https://platform.stability.ai/docs)
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- [WaveSpeed AI](https://wavespeed.ai)
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- [HuggingFace Inference](https://huggingface.co/docs/api-inference)
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- [Gemini API](https://ai.google.dev/docs)
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---
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## Next Steps
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### This Week
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1. [ ] Review comprehensive plan
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2. [ ] Approve architecture
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3. [ ] Set up WaveSpeed API access
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4. [ ] Create project tasks
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5. [ ] Assign team members
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### Next Week
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|
1. [ ] Start Phase 1 implementation
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2. [ ] Design UI mockups
|
|
3. [ ] Set up backend structure
|
|
4. [ ] Implement Create Studio
|
|
5. [ ] Daily standups
|
|
|
|
### This Month
|
|
1. [ ] Complete Phase 1
|
|
2. [ ] Internal testing
|
|
3. [ ] Fix critical bugs
|
|
4. [ ] Prepare for Phase 2
|
|
5. [ ] User documentation
|
|
|
|
---
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## Questions?
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|
|
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**Technical Questions**: Contact backend team
|
|
**Design Questions**: Contact frontend/UX team
|
|
**Business Questions**: Contact product team
|
|
**API Issues**: Check logs, contact provider support
|
|
|
|
---
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|
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*Quick Start Guide Version: 1.0*
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*Last Updated: January 2025*
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|
*Status: Ready for Implementation*
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