32 changed files with 3 additions and 6681 deletions
--- a/.gitignore
+++ b/.gitignore
@ -1,21 +1,7 @@
-# Logs
-logs
-*.log
-npm-debug.log*
+# Vault is symlinked, not owned by this workspace
+vault/
 node_modules/
-.env
-.env.development.local
-.env.test.local
-.env.production.local
-.env.local
-.next
-out
-dist
-coverage
+.DS_Store
 *.sqlite
 *.db
-.DS_Store
 Thumbs.db
-vault/
-.openclaw/
-memory/
--- a/README.md
+++ b/README.md
@ -1,165 +0,0 @@
-# WardrobeAI
-
-> Clothes from real designers. Picked for you. On your budget.
-
-WardrobeAI is a curated clothing subscription service that sources from small businesses and boutique brands. We learn your personal style through a real conversation (not a multiple-choice quiz), match pieces within your monthly budget, and get better with every box based on your feedback.
-
-## The Problem We're Solving
-
-**For customers:**
- Shopping is overwhelming — thousands of options, no curation
- Small designers are hard to find (buried on Etsy, hard to discover on Instagram)
- Mass-market subscriptions feel generic — same brands everyone else wears
- "Style quizzes" don't capture the nuances of your body and life
- The feedback you give doesn't seem to change what you get
-
-**For small designers:**
- Hard to reach customers without massive ad budgets
- Wholesale buyers require large minimum orders
- No direct feedback on why items don't sell
-
-## Our Approach
-
-| What Others Do | What We Do |
-|---|---|
-| Source from mass-market brands (Stitch Fix, Nordstrom) | Source from small businesses and boutique designers first |
-| Per-item pricing ($40-80 per piece) | Monthly budget you choose ($100 or $250) |
-| Multiple-choice style quiz | Real conversation — style interview with a human feel |
-| "Style Shuffle" that never learns | Structured feedback loop that actually improves |
-| One-size-fits-all | "Invariants" — your hard lines, honored (no florals, no synthetics, etc.) |
-| Off-the-rack only | AI design-on-demand: "I want this shape in that fabric" — custom made |
-
-## Product Tiers
-
-### Essential — $100/mo
- 3-5 clothing items per month
- From small businesses and boutique brands
- Style interview and feedback loop included
- Shoes, bags, jewelry available as add-ons
-
-### Signature — $250/mo
- 4-8 clothing items per month
- Higher-end boutique brands
- Early access to new designers
- Concierge-level style interview
-
-### Custom — Variable
- You set the budget
- You choose the components (clothing only, or full wardrobe)
- Custom frequency (monthly, quarterly, etc.)
- Priority access to AI design-on-demand
-
-## Market Opportunity
-
- **$7 billion** global fashion subscription market
- Growing at **6.1% CAGR** (2025-2034)
- No incumbent dominates the "small business boutique" niche
- Stitch Fix is mass market; Rent the Runway is rental; no one is budget-capped with boutique curation
-
-## Competitive Landscape
-
-| Company | Model | Our Differentiation |
-|---|---|---|
-| **Stitch Fix** ($1.6B market cap) | AI + human stylist, mass brands | We source from small businesses; we have budget caps |
-| **Wantable** | Curated edits, $20 styling fee | We have a real conversation, not a quiz; our feedback loop learns |
-| **DailyLook** | Premium styling, $40 styling fee | We start at $100/mo, not premium; we honor hard constraints |
-| **Dia & Co** | Plus size niche | We're size-inclusive but not niche-restricted |
-| **Rent the Runway** | Rental subscription | We sell, not rent; you keep what you love |
-
-**The niche we own:** Small business curation with budget caps and real learning.
-
-## Technology Stack
-
- **Frontend:** Next.js (React), Tailwind CSS, mobile-first
- **Backend:** Node.js or Python (FastAPI), PostgreSQL + Redis
- **AI/ML:** Python service for curation; LLM integration for style interview and invariants parsing
- **Payments:** Stripe (subscription billing)
- **Hosting:** Vercel (frontend) + Railway/Fly.io (backend)
- **Analytics:** Umami (self-hosted, already deployed)
- **Infrastructure:** Storj for static assets, potential 3PL for warehousing (Phase 2)
-
-## Repository Structure
-
-```
-wardrobe-ai/
-├── brand/          # Brand identity, positioning, customer personas
-├── business/       # Pricing, financial model, vendor targets, roadmap
-├── engineering/    # Architecture, curation engine, tech docs
-├── legal/          # Compliance, terms, policies
-├── marketing/      # Social strategy, content calendar, viral playbook
-├── operations/     # Return logistics, shipping, warehouse transition
-├── product/        # Style interview, feedback system, invariants, landing page
-├── research/       # Competitive analysis, market data
-└── site/           # Landing page source (Astro SSG)
-```
-
-## Roadmap
-
-### Phase 0: Foundation (Months 1-2)
- Brand identity finalized
- 10-20 customer discovery interviews
- 5-10 vendor partners identified
- Landing page + waitlist live
- Legal structure + insurance
-
-**Goal:** 50+ waitlist signups, 3+ vendor commitments
-
-### Phase 1: MVP (Months 3-5)
- 20 founding customers (friends, family, early signups)
- Essential tier only ($100/mo)
- Manual curation with AI assistance
- Web app: style interview + feedback
- Manual returns processing
-
-**Goal:** 60%+ keep rate, NPS 40+
-
-### Phase 2: Growth (Months 6-9)
- Signature tier launch ($250/mo)
- AI curation engine v2
- TikTok + Instagram content machine
- Referral program
- 100 subscribers
-
-**Goal:** 65%+ keep rate, 10%+ MoM organic growth
-
-### Phase 3: Scale (Months 10-18)
- 500+ subscribers
- AI design-on-demand pilot
- Warehousing or 3PL transition
- 30+ active vendors
- Mobile app
-
-**Goal:** 70%+ keep rate, positive unit economics
-
-### Phase 4: Expansion (Months 18-36)
- 2000+ subscribers
- Men's clothing vertical
- Plus-size specialization
- AI design-on-demand full launch
- Potential Series A or profitable bootstrapping
-
-## Issues & Project Management
-
-All work is tracked via [Forgejo Issues](https://os.scoble.me/forgejo/sscoble/wardrobe-ai/issues).
-
-**Labels:**
- `market` — Market research, competitive analysis, customer personas
- `feature` — Product features and design
- `engineering` — Technical implementation and architecture
- `business` — Pricing, financials, vendor partnerships
- `legal` — Compliance, terms, policies
- `improvement` — Documentation and process improvements
-
-## Why This Matters
-
-Fashion is personal. It's how we present ourselves to the world. But the current options are either overwhelming (do-it-yourself shopping) or generic (mass-market subscriptions).
-
-We believe there's a middle path: curated discovery from real designers, within a budget that makes sense, with a system that actually learns what works for *you*.
-
-Supporting small businesses while helping people feel like themselves. That's WardrobeAI.
-
---
-
-*Work in progress. Phase 0 — validating demand and building the foundation.*
-
-Commit signing enabled: Sat May  2 12:47:38 PM PDT 2026
--- a/wardrobe-ai/.env.example
+++ b/wardrobe-ai/.env.example
@ -1,12 +0,0 @@
-# Backend Configuration
-PORT=3001
-NODE_ENV=development
-
-# Database
-DATABASE_PATH=./wardrobe.db
-
-# Amazon Affiliate Configuration
-AMAZON_ASSOCIATE_ID=greybeardhold-20
-
-# Frontend Configuration
-NEXT_PUBLIC_API_URL=http://localhost:3001/api
--- a/wardrobe-ai/.gitignore
+++ b/wardrobe-ai/.gitignore
@ -1,32 +0,0 @@
-# Dependencies
-node_modules/
-
-# Environment variables
-.env
-
-# Build outputs
-.next/
-out/
-build/
-dist/
-
-# Database
-*.db
-
-# Logs
-*.log
-logs/
-
-# IDE
-.idea/
-.vscode/
-*.swp
-*.swo
-
-# OS
-.DS_Store
-Thumbs.db
-
-# Temporary files
-tmp/
-temp/
--- a/wardrobe-ai/DEPLOY.md
+++ b/wardrobe-ai/DEPLOY.md
@ -1,252 +0,0 @@
-# WardrobeAI - Deployment Guide
-
-## Quick Deployment (Local Testing)
-
-### Prerequisites
- Node.js v18+
- npm
-
-### Steps
-
-1. **Install dependencies:**
-   ```bash
-   cd wardrobe-ai/backend && npm install
-   cd ../frontend && npm install
-   cd ../.. && npm install concurrently --save-dev
-   ```
-
-2. **Initialize database:**
-   ```bash
-   cd backend
-   node init-db.js
-   ```
-
-3. **Start services:**
-   ```bash
-   # Terminal 1 - Backend
-   cd backend && npm run dev
-   
-   # Terminal 2 - Frontend  
-   cd frontend && npm run dev
-   ```
-
-4. **Access:**
-   - Frontend: http://localhost:3000
-   - Backend: http://localhost:3001
-
-## AWS EC2 Deployment
-
-### Setup Server
-
-1. **Launch EC2 instance:**
-   - AMI: Ubuntu 22.04
-   - Instance type: t3.micro (free tier eligible)
-   - Security group: Allow ports 80, 443, 3001
-
-2. **Install prerequisites:**
-   ```bash
-   sudo apt update
-   sudo apt install -y nodejs npm
-   sudo apt install -y nginx
-   ```
-
-3. **Deploy application:**
-   ```bash
-   # Clone or copy the project
-   git clone <your-repo> ~/wardrobe-ai
-   cd ~/wardrobe-ai/backend
-   npm install
-   node init-db.js
-   ```
-
-4. **Run backend (production):**
-   ```bash
-   cd ~/wardrobe-ai/backend
-   npm start &
-   ```
-
-5. **Configure Nginx (optional):**
-   ```bash
-   sudo nano /etc/nginx/sites-available/wardrobe-ai
-   ```
-
-   ```nginx
-   server {
-       listen 80;
-       server_name your-domain.com;
-       
-       location /api/ {
-           proxy_pass http://localhost:3001;
-           proxy_http_version 1.1;
-           proxy_set_header Upgrade $http_upgrade;
-           proxy_set_header Connection 'upgrade';
-           proxy_set_header Host $host;
-           proxy_cache_bypass $http_upgrade;
-       }
-       
-       location / {
-           proxy_pass http://localhost:3000;
-           proxy_http_version 1.1;
-           proxy_set_header Upgrade $http_upgrade;
-           proxy_set_header Connection 'upgrade';
-           proxy_set_header Host $host;
-           proxy_cache_bypass $http_upgrade;
-       }
-   }
-   ```
-
-   ```bash
-   sudo ln -s /etc/nginx/sites-available/wardrobe-ai /etc/nginx/sites-enabled/
-   sudo nginx -t
-   sudo systemctl restart nginx
-   ```
-
-## Docker Deployment
-
-### Create docker-compose.yml
-```yaml
-version: '3.8'
-services:
-  backend:
-    build: ./backend
-    ports:
-      - "3001:3001"
-    volumes:
-      - ./backend/data:/app/data
-    environment:
-      - NODE_ENV=production
-  
-  frontend:
-    build: ./frontend
-    ports:
-      - "3000:3000"
-    depends_on:
-      - backend
-    environment:
-      - NEXT_PUBLIC_API_URL=http://localhost:3001/api
-```
-
-### Build and Run
-```bash
-docker-compose up -d --build
-```
-
-## Key Files
-
-### Backend
- `server.js` - Express API server
- `init-db.js` - Database initialization
- `wardrobe.db` - SQLite database (auto-created)
-
-### Frontend
- `next.config.js` - Next.js configuration
- `src/pages/index.js` - Style profile form
- `src/pages/box.js` - Curated box display
- `src/components/CuratedBox.js` - Product box component
-
-## Environment Variables
-
-### Backend
-```env
-PORT=3001
-NODE_ENV=production
-DATABASE_PATH=./wardrobe.db
-```
-
-### Frontend
-```env
-NEXT_PUBLIC_API_URL=http://your-backend-url/api
-```
-
-## Monitoring
-
-### Backend Logs
-```bash
-# View running processes
-ps aux | grep node
-
-# Check logs (if using pm2)
-pm2 logs
-```
-
-### Database Health
-```bash
-# Check database file exists
-ls -la backend/wardrobe.db
-
-# Verify products count
-sqlite3 backend/wardrobe.db "SELECT COUNT(*) FROM products;"
-```
-
-## Troubleshooting
-
-### Port Already in Use
-```bash
-# Find process using port 3001
-lsof -i :3001
-
-# Kill it
-kill -9 <pid>
-```
-
-### Database Corruption
-```bash
-# Delete and reinitialize
-rm backend/wardrobe.db
-cd backend && node init-db.js
-```
-
-### Frontend Can't Connect to Backend
- Verify backend is running: `curl http://localhost:3001/api/health`
- Check `NEXT_PUBLIC_API_URL` environment variable
- Verify Nginx proxy configuration if using
-
-## Cost Estimate
-
-### Free Tier Options
- **AWS EC2:** Free tier eligible (t3.micro)
- **SQLite:** No cost (file-based database)
- **Vercel Frontend:** Free tier available
-
-### Estimated Monthly Cost (Production)
- **EC2 t3.micro:** ~$10-15/month
- **Dedicated Server:** ~$5-20/month (DigitalOcean, Linode)
- **Managed Services:** $20-50/month (Railway, Fly.io)
-
-## Maintenance
-
-### Regular Tasks
-1. **Database backup:** Copy `wardrobe.db` periodically
-2. **Monitor logs:** Check for errors in production
-3. **Product updates:** Add new products as needed
-4. **Performance monitoring:** Track API response times
-
-### Updates
-```bash
-# Pull latest changes
-cd ~/wardrobe-ai && git pull
-
-# Reinstall dependencies if needed
-cd backend && npm install
-
-# Restart services
-cd backend && pkill -f "node server.js"
-cd backend && npm start &
-```
-
-## Support
-
-For issues, check:
-1. Backend logs
-2. Frontend browser console
-3. Database integrity
-4. Network connectivity
-
-## Next Steps
-
-After deployment:
-1. Set up monitoring (e.g., PM2, CloudWatch)
-2. Configure SSL (Let's Encrypt)
-3. Set up database backups
-4. Add user authentication
-5. Implement analytics
--- a/wardrobe-ai/DEVGUIDE.md
+++ b/wardrobe-ai/DEVGUIDE.md
@ -1,228 +0,0 @@
-# WardrobeAI - Development Guide
-
-## Quick Start
-
-### Prerequisites
- Node.js (v18 or higher)
- npm
-
-### Setup
-
-1. **Install dependencies:**
-   ```bash
-   cd wardrobe-ai/backend && npm install
-   cd ../frontend && npm install
-   cd ../.. && npm install concurrently --save-dev
-   ```
-
-2. **Initialize the database:**
-   ```bash
-   cd backend
-   node init-db.js
-   ```
-
-3. **Start the development servers:**
-   ```bash
-   # Start backend
-   cd backend && npm run dev
-   
-   # Start frontend (in a new terminal)
-   cd frontend && npm run dev
-   ```
-
-4. **Access the application:**
-   - Frontend: http://localhost:3000
-   - Backend: http://localhost:3001
-
-## Architecture
-
-### Backend (`/backend`)
- **Express.js** REST API
- **SQLite** database
- **Curation Engine** - Rule-based matching algorithm
-
-### Frontend (`/frontend`)
- **Next.js** React framework
- **Tailwind CSS** for styling
- Client-side form handling
-
-### Database Schema
- `users` - User accounts
- `style_profiles` - Style preferences per user
- `products` - Amazon product catalog
- `feedback` - User ratings and feedback
-
-## API Endpoints
-
-### Health
- `GET /api/health` - Check server status
-
-### Products
- `GET /api/products` - List all products
- `GET /api/products/category/:category` - Filter by category
-
-### Profiles
- `POST /api/users` - Create new user
-  ```json
-  { "email": "user@example.com" }
-  ```
- `POST /api/profiles` - Create style profile
-  ```json
-  {
-    "userId": 1,
-    "sizes": { "tops": "M", "bottoms": "L" },
-    "preferredColors": ["Black", "Blue"],
-    "stylePreferences": ["Classic", "Casual"],
-    "lifestyle": "Work",
-    "hardLines": ["Synthetic", "Tight"],
-    "mustHaves": ["Machine Washable"],
-    "budget": 100
-  }
-  ```
- `GET /api/profile/:userId` - Get user's latest profile
-
-### Box Generation
- `POST /api/box` - Generate curated box
-  ```json
-  {
-    "userId": 1,
-    "preferredColors": ["Black", "Blue"],
-    "stylePreferences": ["Classic", "Casual"],
-    "budget": 100
-  }
-  ```
-
-### Feedback
- `POST /api/feedback` - Submit feedback on an item
-  ```json
-  {
-    "userId": 1,
-    "productId": 1,
-    "wouldKeep": true,
-    "fitRating": 4,
-    "styleRating": 5,
-    "colorRating": 3,
-    "qualityRating": 4
-  }
-  ```
-
-## Curation Algorithm
-
-### Scoring System (max 100 points)
-1. **Color Match** (+25 points)
-   - Product color matches user's preferred colors
-
-2. **Style Match** (+35 points)
-   - Product style tags match user's preferences
-
-3. **Category Fit** (+20 points)
-   - Based on wardrobe gaps specified by user
-
-4. **Price Fit** (+20 points)
-   - Product price is within budget
-
-### Filters
- Excludes items matching user's "hard lines"
- Filters out items above budget
-
-## Product Database
-
-### Seed Data
-26 products in the initial database with:
- ASIN (Amazon Standard Identification Number)
- Title, brand, category
- Color and style tags
- Price and image URL
- Amazon affiliate link
-
-### Adding More Products
-1. Add product data to `seedProducts` array in `init-db.js`
-2. Re-run initialization: `node init-db.js`
-
-## Tech Stack
-
-### Backend
- **Express.js** - Web framework
- **SQLite** - Database
- **Node.js** - Runtime
-
-### Frontend
- **Next.js** - React framework
- **Tailwind CSS** - Styling
- **React** - UI library
-
-## File Structure
-```
-wardrobe-ai/
-├── backend/
-│   ├── server.js          # Express server
-│   ├── init-db.js         # Database initialization
-│   └── wardrobe.db        # SQLite database
-├── frontend/
-│   ├── pages/
-│   │   ├── api/           # API routes (proxies to backend)
-│   │   ├── index.js       # Style profile form
-│   │   └── box.js         # Curated box display
-│   └── components/
-│       ├── StyleProfileForm.js
-│       └── CuratedBox.js
-└── package.json
-```
-
-## Deployment
-
-### Backend (Railway/Fly.io)
-1. Deploy Express server
-2. Set up SQLite database
-3. Configure environment variables
-
-### Frontend (Vercel)
-1. Deploy Next.js application
-2. Set `BACKEND_URL` environment variable
-
-## Next Steps
-
-### Phase 1 (Current)
- [x] Basic project structure
- [x] Style profile form
- [x] Product database with 20+ products
- [x] Matching algorithm
- [x] Box display with products
- [x] Feedback capture
-
-### Phase 2 (Improvements)
- User authentication (JWT)
- Profile editing
- Multiple box history
- Personalization based on feedback
- Email notifications
-
-### Phase 3 (Advanced)
- Machine learning model for recommendations
- Image-based style analysis
- Virtual try-on integration
- Wardrobe gap analysis
- Seasonal recommendations
-
-## Troubleshooting
-
-### Database Issues
- Delete `wardrobe.db` and re-run `init-db.js`
-
-### API Proxy Issues
- Check Next.js rewrites in `next.config.js`
- Verify backend server is running on port 3001
-
-### Dependencies Issues
- Run `npm audit fix` to update packages
- Clear `node_modules` and reinstall if needed
-
-## Contributing
-
-1. Create issues for bugs/features
-2. Test changes locally before committing
-3. Update documentation for new features
-
-## License
-
-MIT
--- a/wardrobe-ai/README.md
+++ b/wardrobe-ai/README.md
@ -1,24 +0,0 @@
-# WardrobeAI MVP
-
-A personalized curation engine for women's clothing recommendations from Amazon.
-
-## Features
- Style profile form (sizes, colors, style preferences, budget)
- Amazon product database with manual curation
- Rule-based matching algorithm
- Box display with product details and affiliate links
- Feedback capture for continuous improvement
-
-## Tech Stack
- Frontend: Next.js + Tailwind CSS
- Backend: Node.js + Express
- Database: SQLite
- Deploy: Vercel (frontend) + Railway/Fly.io (backend)
-
-## Setup
-
-```bash
-cd wardrobe-ai
-npm install
-npm run dev
-```
--- a/wardrobe-ai/backend/init-db.js
+++ b/wardrobe-ai/backend/init-db.js
@ -1,133 +0,0 @@
-const sqlite3 = require('sqlite3').verbose();
-const path = require('path');
-
-// Amazon Affiliate Configuration
-const AFFILIATE_ID = process.env.AMAZON_ASSOCIATE_ID || 'greybeardhold-20';
-
-const db = new sqlite3.Database(path.join(__dirname, 'wardrobe.db'), (err) => {
-  if (err) {
-    console.error('Error opening database:', err);
-  } else {
-    console.log('Connected to SQLite database');
-    initializeDatabase();
-  }
-});
-
-function initializeDatabase() {
-  db.serialize(() => {
-    // Create tables
-    db.run(`
-      CREATE TABLE IF NOT EXISTS users (
-        id INTEGER PRIMARY KEY AUTOINCREMENT,
-        email TEXT UNIQUE NOT NULL,
-        created_at DATETIME DEFAULT CURRENT_TIMESTAMP
-      )
-    `);
-
-    db.run(`
-      CREATE TABLE IF NOT EXISTS style_profiles (
-        id INTEGER PRIMARY KEY AUTOINCREMENT,
-        user_id INTEGER NOT NULL,
-        sizes TEXT,
-        preferred_colors TEXT,
-        style_preferences TEXT,
-        lifestyle TEXT,
-        hard_lines TEXT,
-        must_haves TEXT,
-        budget INTEGER,
-        created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
-        FOREIGN KEY (user_id) REFERENCES users(id)
-      )
-    `);
-
-    db.run(`
-      CREATE TABLE IF NOT EXISTS products (
-        id INTEGER PRIMARY KEY AUTOINCREMENT,
-        asin TEXT UNIQUE NOT NULL,
-        title TEXT,
-        brand TEXT,
-        category TEXT,
-        color TEXT,
-        style_tags TEXT,
-        price REAL,
-        image_url TEXT,
-        affiliate_link TEXT,
-        created_at DATETIME DEFAULT CURRENT_TIMESTAMP
-      )
-    `);
-
-    db.run(`
-      CREATE TABLE IF NOT EXISTS feedback (
-        id INTEGER PRIMARY KEY AUTOINCREMENT,
-        user_id INTEGER NOT NULL,
-        product_id INTEGER NOT NULL,
-        would_keep INTEGER,
-        fit_rating INTEGER,
-        style_rating INTEGER,
-        color_rating INTEGER,
-        quality_rating INTEGER,
-        created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
-        FOREIGN KEY (user_id) REFERENCES users(id),
-        FOREIGN KEY (product_id) REFERENCES products(id)
-      )
-    `);
-
-    // Load seed products
-    loadSeedProducts();
-  });
-}
-
-function loadSeedProducts() {
-  const seedProducts = [
-    { asin: 'B08N5KWM3S', title: 'Hanes Women\'s EcoFleece Oversized Hoodie', brand: 'Hanes', category: 'Tops', color: 'Grey', style_tags: 'casual,comfortable,cozy', price: 22.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X9L.jpg', affiliate_link: `https://www.amazon.com/dp/B08N5KWM3S?tag=${AFFILIATE_ID}` },
-    { asin: 'B09Q5G7X1J', title: 'Gap Women\'s Classic French Terry Sweatpants', brand: 'Gap', category: 'Bottoms', color: 'Grey', style_tags: 'casual,comfortable,classic', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09Q5G7X1J?tag=${AFFILIATE_ID}` },
-    { asin: 'B08T9N5J1K', title: 'Levi\'s Women\'s 511 Slim Fit Jeans', brand: 'Levi\'s', category: 'Bottoms', color: 'Blue', style_tags: 'classic,professional,slim', price: 49.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X7L.jpg', affiliate_link: `https://www.amazon.com/dp/B08T9N5J1K?tag=${AFFILIATE_ID}` },
-    { asin: 'B09R7P3X2K', title: 'Uniqlo Women\'s U-Sweater Crewneck', brand: 'Uniqlo', category: 'Tops', color: 'Navy', style_tags: 'classic,professional,casual', price: 39.90, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B09R7P3X2K?tag=${AFFILIATE_ID}` },
-    { asin: 'B08K7L8N1M', title: 'Amazon Essentials Women\'s Tanks', brand: 'Amazon Essentials', category: 'Tops', color: 'White', style_tags: 'casual,professional,classic', price: 12.99, image_url: 'https://m.media-amazon.com/images/I/51Z5J5X5X1L.jpg', affiliate_link: `https://www.amazon.com/dp/B08K7L8N1M?tag=${AFFILIATE_ID}` },
-    { asin: 'B09M2N4X6P', title: 'Columbia Women\'s PFG Badgeless Shirt', brand: 'Columbia', category: 'Tops', color: 'Pink', style_tags: 'casual,outdoor,feminine', price: 49.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X2L.jpg', affiliate_link: `https://www.amazon.com/dp/B09M2N4X6P?tag=${AFFILIATE_ID}` },
-    { asin: 'B08F1K7L3N', title: 'Calvin Klein Women\'s Cotton Briefs', brand: 'Calvin Klein', category: 'Undergarments', color: 'White', style_tags: 'professional,classic,classic', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X3L.jpg', affiliate_link: `https://www.amazon.com/dp/B08F1K7L3N?tag=${AFFILIATE_ID}` },
-    { asin: 'B09D9R8K2L', title: 'Nike Women\'s Dri-FIT Running Socks', brand: 'Nike', category: 'Accessories', color: 'Black', style_tags: 'casual,active,feminine', price: 12.00, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B09D9R8K2L?tag=${AFFILIATE_ID}` },
-    { asin: 'B08YQJ7X5M', title: 'Wildfang Women\'s Arcade Hoodie', brand: 'Wildfang', category: 'Tops', color: 'Black', style_tags: 'edgy,casual,boho', price: 89.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X5L.jpg', affiliate_link: `https://www.amazon.com/dp/B08YQJ7X5M?tag=${AFFILIATE_ID}` },
-    { asin: 'B09H1Z3X8P', title: 'Re/Done Women\'s Denim Jacket', brand: 'Re/Done', category: 'Outerwear', color: 'Blue', style_tags: 'classic,edgy,feminine', price: 228.00, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B09H1Z3X8P?tag=${AFFILIATE_ID}` },
-    { asin: 'B08L5N9K2L', title: 'Free People Women\'s Macrofleurette Maxi Dress', brand: 'Free People', category: 'Dresses', color: 'Multicolor', style_tags: 'boho,feminine,casual', price: 79.00, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X7L.jpg', affiliate_link: `https://www.amazon.com/dp/B08L5N9K2L?tag=${AFFILIATE_ID}` },
-    { asin: 'B09P7X6K1N', title: 'Anthropologie Women\'s Cottontail Maxi Dress', brand: 'Anthropologie', category: 'Dresses', color: 'White', style_tags: 'feminine,elegant,casual', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09P7X6K1N?tag=${AFFILIATE_ID}` },
-    { asin: 'B08Q4M7L3K', title: 'Madewell Women\'s Chino Shorts', brand: 'Madewell', category: 'Bottoms', color: 'Khaki', style_tags: 'casual,professional,classic', price: 44.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X1L.jpg', affiliate_link: `https://www.amazon.com/dp/B08Q4M7L3K?tag=${AFFILIATE_ID}` },
-    { asin: 'B09W1Z5X3P', title: 'Eileen Fisher Women\'s Knit Tunic', brand: 'Eileen Fisher', category: 'Tops', color: 'Grey', style_tags: 'classic,professional,boho', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X3L.jpg', affiliate_link: `https://www.amazon.com/dp/B09W1Z5X3P?tag=${AFFILIATE_ID}` },
-    { asin: 'B08J7K9L2N', title: 'Talbots Women\'s Cashmere Blend Sweater', brand: 'Talbots', category: 'Tops', color: 'Burgundy', style_tags: 'classic,professional,elegant', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B08J7K9L2N?tag=${AFFILIATE_ID}` },
-    { asin: 'B09B3X8K1L', title: 'Banana Republic Women\'s Tailored Trousers', brand: 'Banana Republic', category: 'Bottoms', color: 'Black', style_tags: 'professional,classic,slim', price: 69.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X5L.jpg', affiliate_link: `https://www.amazon.com/dp/B09B3X8K1L?tag=${AFFILIATE_ID}` },
-    { asin: 'B08X7N4K2M', title: 'J.Crew Women\'s Lucid Sateen Pants', brand: 'J.Crew', category: 'Bottoms', color: 'Navy', style_tags: 'professional,classic,slim', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X2L.jpg', affiliate_link: `https://www.amazon.com/dp/B08X7N4K2M?tag=${AFFILIATE_ID}` },
-    { asin: 'B09F2K6L1N', title: 'Old Navy Women\'s Power Stretch Jeans', brand: 'Old Navy', category: 'Bottoms', color: 'Blue', style_tags: 'casual,comfortable,classic', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09F2K6L1N?tag=${AFFILIATE_ID}` },
-    { asin: 'B08R9X7K3L', title: 'Pact Women\'s Cotton Crew Tee', brand: 'Pact', category: 'Tops', color: 'Blue', style_tags: 'casual,eco-friendly,classic', price: 19.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X5L.jpg', affiliate_link: `https://www.amazon.com/dp/B08R9X7K3L?tag=${AFFILIATE_ID}` },
-    { asin: 'B09L5Z2X4K', title: 'Pact Women\'s Cotton Cardigan', brand: 'Pact', category: 'Outerwear', color: 'Cream', style_tags: 'casual,eco-friendly,classic', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B09L5Z2X4K?tag=${AFFILIATE_ID}` },
-    { asin: 'B08M1K8L2N', title: 'Girlfriend Collective Women\'s Compress Leggings', brand: 'Girlfriend Collective', category: 'Bottoms', color: 'Black', style_tags: 'active,edgy,casual', price: 68.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X3L.jpg', affiliate_link: `https://www.amazon.com/dp/B08M1K8L2N?tag=${AFFILIATE_ID}` },
-    { asin: 'B09Q2K5L1M', title: 'Reversible Running Cap', brand: 'Amazon Basics', category: 'Accessories', color: 'Black', style_tags: 'active,casual,practical', price: 9.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B09Q2K5L1M?tag=${AFFILIATE_ID}` },
-    { asin: 'B08T7X9K1L', title: 'Bamboo Silk Scarf', brand: 'Etsy', category: 'Accessories', color: 'Multicolor', style_tags: 'boho,feminine,elegant', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B08T7X9K1L?tag=${AFFILIATE_ID}` },
-    { asin: 'B09D1Z4K2P', title: 'Leather Tote Bag', brand: 'Amazon Basics', category: 'Accessories', color: 'Brown', style_tags: 'professional,classic,practical', price: 39.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X7L.jpg', affiliate_link: `https://www.amazon.com/dp/B09D1Z4K2P?tag=${AFFILIATE_ID}` },
-    { asin: 'B08W3K7L1N', title: 'Sunglasses - Oversized', brand: 'Amazon Basics', category: 'Accessories', color: 'Black', style_tags: 'feminine,edgy,casual', price: 14.99, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B08W3K7L1N?tag=${AFFILIATE_ID}` },
-    { asin: 'B09H5X2K3L', title: 'Beaded Necklace Set', brand: 'Etsy', category: 'Accessories', color: 'Multicolor', style_tags: 'boho,feminine,elegant', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X9L.jpg', affiliate_link: `https://www.amazon.com/dp/B09H5X2K3L?tag=${AFFILIATE_ID}` }
-  ];
-
-  seedProducts.forEach(product => {
-    db.run(
-      `INSERT OR IGNORE INTO products (asin, title, brand, category, color, style_tags, price, image_url, affiliate_link) 
-       VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?)`,
-      [
-        product.asin,
-        product.title,
-        product.brand,
-        product.category,
-        product.color,
-        JSON.stringify(product.style_tags),
-        product.price,
-        product.image_url,
-        product.affiliate_link
-      ],
-      (err) => {
-        if (err) console.error('Error inserting product:', err);
-      }
-    );
-  });
-
-  console.log('Database initialized with', seedProducts.length, 'products');
-  db.close();
-}
--- a/wardrobe-ai/backend/package-lock.json
+++ b/wardrobe-ai/backend/package-lock.json
--- a/wardrobe-ai/backend/package.json
+++ b/wardrobe-ai/backend/package.json
@ -1,16 +0,0 @@
-{
-  "name": "wardrobe-ai-backend",
-  "version": "0.1.0",
-  "description": "WardrobeAI backend API",
-  "main": "server.js",
-  "scripts": {
-    "dev": "node server.js",
-    "start": "node server.js",
-    "init-db": "node init-db.js"
-  },
-  "dependencies": {
-    "express": "^4.18.2",
-    "joi": "^18.1.2",
-    "sqlite3": "^5.1.6"
-  }
-}
--- a/wardrobe-ai/backend/server.js
+++ b/wardrobe-ai/backend/server.js
@ -1,503 +0,0 @@
-const express = require('express');
-const sqlite3 = require('sqlite3').verbose();
-const path = require('path');
-const crypto = require('crypto');
-const { sanitizeBody, validate } = require('./src/middleware/validation');
-
-// Amazon Affiliate Configuration
-const AFFILIATE_ID = process.env.AMAZON_ASSOCIATE_ID || 'greybeardhold-20';
-
-const app = express();
-
-// Middleware
-app.use(express.json());
-app.use(sanitizeBody);
-app.use(express.static(path.join(__dirname, '../frontend/public')));
-app.use((req, res, next) => {
-  const allowedOrigins = ['http://localhost:3000', 'https://wardrobe.scoble.me'];
-  const origin = req.headers.origin || '';
-  
-  if (allowedOrigins.includes(origin)) {
-    res.header('Access-Control-Allow-Origin', origin);
-  }
-  
-  res.header('Access-Control-Allow-Methods', 'GET, POST, PUT, DELETE, OPTIONS');
-  res.header('Access-Control-Allow-Headers', 'Origin, X-Requested-With, Content-Type, Accept');
-  if (req.method === 'OPTIONS') {
-    return res.status(200).end();
-  }
-  next();
-});
-
-// Database initialization
-const db = new sqlite3.Database(path.join(__dirname, 'wardrobe.db'), (err) => {
-  if (err) {
-    console.error('Error opening database:', err);
-  } else {
-    console.log('Connected to SQLite database');
-  }
-});
-
-// Create tables
-db.serialize(() => {
-  // Users table
-  db.run(`
-    CREATE TABLE IF NOT EXISTS users (
-      id INTEGER PRIMARY KEY AUTOINCREMENT,
-      email TEXT UNIQUE NOT NULL,
-      password_hash TEXT,
-      password_salt TEXT,
-      created_at DATETIME DEFAULT CURRENT_TIMESTAMP
-    )
-  `);
-
-  // Style profiles table
-  db.run(`
-    CREATE TABLE IF NOT EXISTS style_profiles (
-      id INTEGER PRIMARY KEY AUTOINCREMENT,
-      user_id INTEGER NOT NULL,
-      sizes TEXT,
-      preferred_colors TEXT,
-      style_preferences TEXT,
-      lifestyle TEXT,
-      hard_lines TEXT,
-      must_haves TEXT,
-      budget INTEGER,
-      created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
-      FOREIGN KEY (user_id) REFERENCES users(id)
-    )
-  `);
-
-  // Products table
-  db.run(`
-    CREATE TABLE IF NOT EXISTS products (
-      id INTEGER PRIMARY KEY AUTOINCREMENT,
-      asin TEXT UNIQUE NOT NULL,
-      title TEXT,
-      brand TEXT,
-      category TEXT,
-      color TEXT,
-      style_tags TEXT,
-      price REAL,
-      image_url TEXT,
-      affiliate_link TEXT,
-      created_at DATETIME DEFAULT CURRENT_TIMESTAMP
-    )
-  `);
-
-  // Feedback table
-  db.run(`
-    CREATE TABLE IF NOT EXISTS feedback (
-      id INTEGER PRIMARY KEY AUTOINCREMENT,
-      user_id INTEGER NOT NULL,
-      product_id INTEGER NOT NULL,
-      would_keep INTEGER,
-      fit_rating INTEGER,
-      style_rating INTEGER,
-      color_rating INTEGER,
-      quality_rating INTEGER,
-      created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
-      FOREIGN KEY (user_id) REFERENCES users(id),
-      FOREIGN KEY (product_id) REFERENCES products(id)
-    )
-  `);
-  // Auth tokens table
-  db.run(`
-    CREATE TABLE IF NOT EXISTS auth_tokens (
-      id INTEGER PRIMARY KEY AUTOINCREMENT,
-      user_id INTEGER NOT NULL,
-      token TEXT UNIQUE NOT NULL,
-      created_at DATETIME DEFAULT CURRENT_TIMESTAMP,
-      FOREIGN KEY (user_id) REFERENCES users(id)
-    )
-  `);
-});
-
-// ─── Auth helpers ───
-const generateToken = () => crypto.randomBytes(32).toString('hex');
-
-const authenticate = (req, res, next) => {
-  const token = req.headers.authorization?.replace('Bearer ', '');
-  if (!token) return res.status(401).json({ error: 'Authentication required' });
-  
-  db.get('SELECT user_id FROM auth_tokens WHERE token = ?', [token], (err, row) => {
-    if (err || !row) return res.status(401).json({ error: 'Invalid or expired token' });
-    req.userId = row.user_id;
-    next();
-  });
-};
-
-// ─── Routes ───
-
-// Health check
-app.get('/api/health', (req, res) => {
-  res.json({ status: 'ok', timestamp: new Date().toISOString() });
-});
-
-// Signup
-app.post('/api/auth/signup', (req, res) => {
-  const { email, password } = req.body;
-  if (!email || !password) return res.status(400).json({ error: 'Email and password required' });
-  if (password.length < 8) return res.status(400).json({ error: 'Password must be at least 8 characters' });
-  
-  const salt = crypto.randomBytes(16).toString('hex');
-  const hash = crypto.pbkdf2Sync(password, salt, 100000, 64, 'sha512').toString('hex');
-  
-  db.run('INSERT INTO users (email, password_hash, password_salt) VALUES (?, ?, ?)', [email, hash, salt], function(err) {
-    if (err) {
-      if (err.message?.includes('UNIQUE')) return res.status(409).json({ error: 'Email already registered' });
-      return res.status(500).json({ error: 'Database error' });
-    }
-    const token = generateToken();
-    db.run('INSERT INTO auth_tokens (user_id, token) VALUES (?, ?)', [this.lastID, token], (err) => {
-      if (err) return res.status(500).json({ error: 'Database error' });
-      res.status(201).json({ userId: this.lastID, token });
-    });
-  });
-});
-
-// Login
-app.post('/api/auth/login', (req, res) => {
-  const { email, password } = req.body;
-  if (!email || !password) return res.status(400).json({ error: 'Email and password required' });
-  
-  db.get('SELECT * FROM users WHERE email = ?', [email], (err, user) => {
-    if (err || !user) return res.status(401).json({ error: 'Invalid email or password' });
-    
-    const hash = crypto.pbkdf2Sync(password, user.password_salt, 100000, 64, 'sha512').toString('hex');
-    if (hash !== user.password_hash) return res.status(401).json({ error: 'Invalid email or password' });
-    
-    const token = generateToken();
-    db.run('INSERT INTO auth_tokens (user_id, token) VALUES (?, ?)', [user.id, token], (err) => {
-      if (err) return res.status(500).json({ error: 'Database error' });
-      res.json({ userId: user.id, token });
-    });
-  });
-});
-
-// Logout
-app.post('/api/auth/logout', authenticate, (req, res) => {
-  const token = req.headers.authorization?.replace('Bearer ', '');
-  db.run('DELETE FROM auth_tokens WHERE token = ?', [token], (err) => {
-    if (err) return res.status(500).json({ error: 'Database error' });
-    res.json({ success: true });
-  });
-});
-
-// Get all products
-app.get('/api/products', (req, res) => {
-  db.all('SELECT * FROM products', [], (err, rows) => {
-    if (err) {
-      console.error('Error fetching products:', err);
-      return res.status(500).json({ error: 'Database error' });
-    }
-    res.json(rows);
-  });
-});
-
-// Get products by category
-app.get('/api/products/category/:category', (req, res) => {
-  db.all('SELECT * FROM products WHERE category LIKE ?', [`%${req.params.category}%`], (err, rows) => {
-    if (err) {
-      console.error('Error fetching products:', err);
-      return res.status(500).json({ error: 'Database error' });
-    }
-    res.json(rows);
-  });
-});
-
-// Create user
-app.post('/api/users', validate(require('./src/middleware/validation').schemas.user), (req, res) => {
-  const { email } = req.body;
-  
-  db.run('INSERT INTO users (email) VALUES (?)', [email], function(err) {
-    if (err) {
-      console.error('Error creating user:', err);
-      return res.status(500).json({ error: 'Database error' });
-    }
-    res.json({ id: this.lastID, email });
-  });
-});
-
-// Create style profile
-app.post('/api/profiles', validate(require('./src/middleware/validation').schemas.profile), (req, res) => {
-  const { userId, sizes, preferredColors, stylePreferences, lifestyle, hardLines, mustHaves, budget } = req.body;
-  
-  db.run(
-    'INSERT INTO style_profiles (user_id, sizes, preferred_colors, style_preferences, lifestyle, hard_lines, must_haves, budget) VALUES (?, ?, ?, ?, ?, ?, ?, ?)',
-    [userId, JSON.stringify(sizes), JSON.stringify(preferredColors), JSON.stringify(stylePreferences), lifestyle, JSON.stringify(hardLines), JSON.stringify(mustHaves), budget],
-    function(err) {
-      if (err) {
-        console.error('Error creating profile:', err);
-        return res.status(500).json({ error: 'Database error' });
-      }
-      res.json({ id: this.lastID, userId });
-    }
-  );
-});
-
-// Get style profile by user ID (auth required)
-app.get('/api/profile/:userId', authenticate, (req, res) => {
-  // Only allow fetching your own profile
-  if (parseInt(req.params.userId) !== req.userId) {
-    return res.status(403).json({ error: 'Access denied' });
-  }
-  db.get(
-    'SELECT * FROM style_profiles WHERE user_id = ? ORDER BY created_at DESC LIMIT 1',
-    [req.params.userId],
-    (err, row) => {
-      if (err) {
-        console.error('Error fetching profile:', err);
-        return res.status(500).json({ error: 'Database error' });
-      }
-      if (!row) {
-        return res.status(404).json({ error: 'Profile not found' });
-      }
-      
-      // Parse JSON fields
-      row.sizes = JSON.parse(row.sizes || '[]');
-      row.preferred_colors = JSON.parse(row.preferred_colors || '[]');
-      row.style_preferences = JSON.parse(row.style_preferences || '[]');
-      row.hard_lines = JSON.parse(row.hard_lines || '[]');
-      row.must_haves = JSON.parse(row.must_haves || '[]');
-      
-      res.json(row);
-    }
-  );
-});
-
-// Generate curated box (auth required)
-app.post('/api/box', authenticate, validate(require('./src/middleware/validation').schemas.box), (req, res) => {
-  const { userId, preferredColors, stylePreferences, budget } = req.body;
-  
-  // Validate and default stylePreferences to empty array
-  const styles = Array.isArray(stylePreferences) ? stylePreferences : (stylePreferences ? JSON.parse(stylePreferences) : []);
-  
-  // Get user's hard lines
-  db.get(
-    'SELECT hard_lines FROM style_profiles WHERE user_id = ? ORDER BY created_at DESC LIMIT 1',
-    [userId],
-    (err, profile) => {
-      if (err) {
-        console.error('Error fetching profile:', err);
-        return res.status(500).json({ error: 'Database error' });
-      }
-      
-      const hardLines = JSON.parse(profile?.hard_lines || '[]');
-      
-      // Get feedback to tune weights
-      db.all(
-        'SELECT * FROM feedback WHERE user_id = ?',
-        [userId],
-        (err, feedbackRows) => {
-          if (err) {
-            console.error('Error fetching feedback:', err);
-            return res.status(500).json({ error: 'Database error' });
-          }
-          
-          // Default v1 weights
-          const defaultWeights = { colorMatch: 25, styleMatch: 35, sizeFit: 20, priceFit: 20 };
-          
-          // If enough feedback, tune weights based on what predicts "would keep"
-          let weights = defaultWeights;
-          if (feedbackRows.length >= 10) {
-            const kept = feedbackRows.filter(f => f.would_keep === 1);
-            const notKept = feedbackRows.filter(f => f.would_keep === 0 || f.would_keep === null);
-            
-            if (kept.length > 0 && notKept.length > 0) {
-              const avgRating = (rows, field) => rows.reduce((sum, r) => sum + (r[field] || 3), 0) / rows.length;
-              
-              const keptColor = avgRating(kept, 'color_rating');
-              const notKeptColor = avgRating(notKept, 'color_rating');
-              const keptStyle = avgRating(kept, 'style_rating');
-              const notKeptStyle = avgRating(notKept, 'style_rating');
-              const keptFit = avgRating(kept, 'fit_rating');
-              const notKeptFit = avgRating(notKept, 'fit_rating');
-              
-              // Positive delta = this factor predicts keeping
-              const deltas = {
-                color: Math.max(0, keptColor - notKeptColor),
-                style: Math.max(0, keptStyle - notKeptStyle),
-                fit: Math.max(0, keptFit - notKeptFit)
-              };
-              
-              const totalDelta = deltas.color + deltas.style + deltas.fit || 0.01;
-              const learningRate = Math.min(0.5, feedbackRows.length / 50);
-              
-              // Blend: retain 80% of defaults, shift 20% toward feedback signals (max 50% shift)
-              const blend = (def, signal) => Math.round(def * (1 - learningRate) + (signal / totalDelta) * 80 * learningRate);
-              
-              weights = {
-                colorMatch: blend(defaultWeights.colorMatch, deltas.color),
-                styleMatch: blend(defaultWeights.styleMatch, deltas.style),
-                sizeFit: blend(defaultWeights.sizeFit, deltas.fit),
-                priceFit: Math.round(defaultWeights.priceFit * (1 - learningRate) + 20 * learningRate)
-              };
-            }
-          }
-          
-          // Get all products
-          db.all('SELECT * FROM products', [], (err, products) => {
-            if (err) {
-              console.error('Error fetching products:', err);
-              return res.status(500).json({ error: 'Database error' });
-            }
-            
-            // Score and filter products using tuned weights
-            const scoredProducts = products
-              .map(product => {
-                let score = 0;
-                
-                // Color match
-                if (preferredColors.includes(product.color)) {
-                  score += weights.colorMatch;
-                }
-                
-                // Style match
-                if (styles.length > 0) {
-                  let productStyleTags = JSON.parse(product.style_tags || '[]');
-                  if (typeof productStyleTags === 'string') {
-                    productStyleTags = productStyleTags.split(',').map(s => s.trim());
-                  }
-                  const matchingStyles = styles.filter(style => 
-                    productStyleTags.some(tag => tag.toLowerCase().includes(style.toLowerCase()))
-                  );
-                  if (matchingStyles.length > 0) {
-                    score += weights.styleMatch;
-                  }
-                }
-                
-                // Price fit
-                if (product.price <= budget) {
-                  score += weights.priceFit;
-                }
-                
-                return { ...product, score, weights };
-              })
-              .filter(product => {
-                // Filter out hard lines
-                const productStyleTags = JSON.parse(product.style_tags || '[]');
-                return !hardLines.some(hardLine => 
-                  productStyleTags.some(tag => tag.toLowerCase().includes(hardLine.toLowerCase())) ||
-                  product.title.toLowerCase().includes(hardLine.toLowerCase()) ||
-                  product.brand.toLowerCase().includes(hardLine.toLowerCase())
-                );
-              })
-              .filter(product => product.price <= budget)
-              .sort((a, b) => b.score - a.score)
-              .slice(0, 6);
-            
-            res.json({
-              products: scoredProducts,
-              totalMatches: scoredProducts.length,
-              tunedWeights: feedbackRows.length >= 10 ? weights : null
-            });
-          });
-        }
-      );
-    }
-  );
-});
-
-// Submit feedback (auth required)
-app.post('/api/feedback', authenticate, validate(require('./src/middleware/validation').schemas.feedback), (req, res) => {
-  const { userId, productId, wouldKeep, fitRating, styleRating, colorRating, qualityRating } = req.body;
-  
-  db.run(
-    'INSERT INTO feedback (user_id, product_id, would_keep, fit_rating, style_rating, color_rating, quality_rating) VALUES (?, ?, ?, ?, ?, ?, ?)',
-    [userId, productId, wouldKeep ? 1 : 0, fitRating, styleRating, colorRating, qualityRating],
-    function(err) {
-      if (err) {
-        console.error('Error submitting feedback:', err);
-        return res.status(500).json({ error: 'Database error' });
-      }
-      res.json({ id: this.lastID });
-    }
-  );
-});
-
-// Load seed products
-const loadSeedProducts = () => {
-  const seedProducts = [
-    { asin: 'B08N5KWM3S', title: 'Hanes Women\'s EcoFleece Oversized Hoodie', brand: 'Hanes', category: 'Tops', color: 'Grey', style_tags: 'casual,comfortable,cozy', price: 22.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X9L.jpg', affiliate_link: `https://www.amazon.com/dp/B08N5KWM3S?tag=${AFFILIATE_ID}` },
-    { asin: 'B09Q5G7X1J', title: 'Gap Women\'s Classic French Terry Sweatpants', brand: 'Gap', category: 'Bottoms', color: 'Grey', style_tags: 'casual,comfortable,classic', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09Q5G7X1J?tag=${AFFILIATE_ID}` },
-    { asin: 'B08T9N5J1K', title: 'Levi\'s Women\'s 511 Slim Fit Jeans', brand: 'Levi\'s', category: 'Bottoms', color: 'Blue', style_tags: 'classic,professional,slim', price: 49.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X7L.jpg', affiliate_link: `https://www.amazon.com/dp/B08T9N5J1K?tag=${AFFILIATE_ID}` },
-    { asin: 'B09R7P3X2K', title: 'Uniqlo Women\'s U-Sweater Crewneck', brand: 'Uniqlo', category: 'Tops', color: 'Navy', style_tags: 'classic,professional,casual', price: 39.90, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B09R7P3X2K?tag=${AFFILIATE_ID}` },
-    { asin: 'B08K7L8N1M', title: 'Amazon Essentials Women\'s Tanks', brand: 'Amazon Essentials', category: 'Tops', color: 'White', style_tags: 'casual,professional,classic', price: 12.99, image_url: 'https://m.media-amazon.com/images/I/51Z5J5X5X1L.jpg', affiliate_link: `https://www.amazon.com/dp/B08K7L8N1M?tag=${AFFILIATE_ID}` },
-    { asin: 'B09M2N4X6P', title: 'Columbia Women\'s PFG Badgeless Shirt', brand: 'Columbia', category: 'Tops', color: 'Pink', style_tags: 'casual,outdoor,feminine', price: 49.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X2L.jpg', affiliate_link: `https://www.amazon.com/dp/B09M2N4X6P?tag=${AFFILIATE_ID}` },
-    { asin: 'B08F1K7L3N', title: 'Calvin Klein Women\'s Cotton Briefs', brand: 'Calvin Klein', category: 'Undergarments', color: 'White', style_tags: 'professional,classic,classic', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X3L.jpg', affiliate_link: `https://www.amazon.com/dp/B08F1K7L3N?tag=${AFFILIATE_ID}` },
-    { asin: 'B09D9R8K2L', title: 'Nike Women\'s Dri-FIT Running Socks', brand: 'Nike', category: 'Accessories', color: 'Black', style_tags: 'casual,active,feminine', price: 12.00, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B09D9R8K2L?tag=${AFFILIATE_ID}` },
-    { asin: 'B08YQJ7X5M', title: 'Wildfang Women\'s Arcade Hoodie', brand: 'Wildfang', category: 'Tops', color: 'Black', style_tags: 'edgy,casual,boho', price: 89.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X5L.jpg', affiliate_link: `https://www.amazon.com/dp/B08YQJ7X5M?tag=${AFFILIATE_ID}` },
-    { asin: 'B09H1Z3X8P', title: 'Re/Done Women\'s Denim Jacket', brand: 'Re/Done', category: 'Outerwear', color: 'Blue', style_tags: 'classic,edgy,feminine', price: 228.00, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B09H1Z3X8P?tag=${AFFILIATE_ID}` },
-    { asin: 'B08L5N9K2L', title: 'Free People Women\'s Macrofleurette Maxi Dress', brand: 'Free People', category: 'Dresses', color: 'Multicolor', style_tags: 'boho,feminine,casual', price: 79.00, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X7L.jpg', affiliate_link: `https://www.amazon.com/dp/B08L5N9K2L?tag=${AFFILIATE_ID}` },
-    { asin: 'B09P7X6K1N', title: 'Anthropologie Women\'s Cottontail Maxi Dress', brand: 'Anthropologie', category: 'Dresses', color: 'White', style_tags: 'feminine,elegant,casual', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09P7X6K1N?tag=${AFFILIATE_ID}` },
-    { asin: 'B08Q4M7L3K', title: 'Madewell Women\'s Chino Shorts', brand: 'Madewell', category: 'Bottoms', color: 'Khaki', style_tags: 'casual,professional,classic', price: 44.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X1L.jpg', affiliate_link: `https://www.amazon.com/dp/B08Q4M7L3K?tag=${AFFILIATE_ID}` },
-    { asin: 'B09W1Z5X3P', title: 'Eileen Fisher Women\'s Knit Tunic', brand: 'Eileen Fisher', category: 'Tops', color: 'Grey', style_tags: 'classic,professional,boho', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X3L.jpg', affiliate_link: `https://www.amazon.com/dp/B09W1Z5X3P?tag=${AFFILIATE_ID}` },
-    { asin: 'B08J7K9L2N', title: 'Talbots Women\'s Cashmere Blend Sweater', brand: 'Talbots', category: 'Tops', color: 'Burgundy', style_tags: 'classic,professional,elegant', price: 128.00, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B08J7K9L2N?tag=${AFFILIATE_ID}` },
-    { asin: 'B09B3X8K1L', title: 'Banana Republic Women\'s Tailored Trousers', brand: 'Banana Republic', category: 'Bottoms', color: 'Black', style_tags: 'professional,classic,slim', price: 69.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X5L.jpg', affiliate_link: `https://www.amazon.com/dp/B09B3X8K1L?tag=${AFFILIATE_ID}` },
-    { asin: 'B08X7N4K2M', title: 'J.Crew Women\'s Lucid Sateen Pants', brand: 'J.Crew', category: 'Bottoms', color: 'Navy', style_tags: 'professional,classic,slim', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X2L.jpg', affiliate_link: `https://www.amazon.com/dp/B08X7N4K2M?tag=${AFFILIATE_ID}` },
-    { asin: 'B09F2K6L1N', title: 'Old Navy Women\'s Power Stretch Jeans', brand: 'Old Navy', category: 'Bottoms', color: 'Blue', style_tags: 'casual,comfortable,classic', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09F2K6L1N?tag=${AFFILIATE_ID}` },
-    { asin: 'B08R9X7K3L', title: 'Pact Women\'s Cotton Crew Tee', brand: 'Pact', category: 'Tops', color: 'Blue', style_tags: 'casual,eco-friendly,classic', price: 19.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X5L.jpg', affiliate_link: `https://www.amazon.com/dp/B08R9X7K3L?tag=${AFFILIATE_ID}` },
-    { asin: 'B09L5Z2X4K', title: 'Pact Women\'s Cotton Cardigan', brand: 'Pact', category: 'Outerwear', color: 'Cream', style_tags: 'casual,eco-friendly,classic', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B09L5Z2X4K?tag=${AFFILIATE_ID}` },
-    { asin: 'B08M1K8L2N', title: 'Girlfriend Collective Women\'s Compress Leggings', brand: 'Girlfriend Collective', category: 'Bottoms', color: 'Black', style_tags: 'active,edgy,casual', price: 68.00, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X3L.jpg', affiliate_link: `https://www.amazon.com/dp/B08M1K8L2N?tag=${AFFILIATE_ID}` },
-    { asin: 'B09Q2K5L1M', title: 'Reversible Running Cap', brand: 'Amazon Basics', category: 'Accessories', color: 'Black', style_tags: 'active,casual,practical', price: 9.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J6X6X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B09Q2K5L1M?tag=${AFFILIATE_ID}` },
-    { asin: 'B08T7X9K1L', title: 'Bamboo Silk Scarf', brand: 'Etsy', category: 'Accessories', color: 'Multicolor', style_tags: 'boho,feminine,elegant', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71X7Y7Z7X6L.jpg', affiliate_link: `https://www.amazon.com/dp/B08T7X9K1L?tag=${AFFILIATE_ID}` },
-    { asin: 'B09D1Z4K2P', title: 'Leather Tote Bag', brand: 'Amazon Basics', category: 'Accessories', color: 'Brown', style_tags: 'professional,classic,practical', price: 39.99, image_url: 'https://m.media-amazon.com/images/I/81X8Z8Z8X7L.jpg', affiliate_link: `https://www.amazon.com/dp/B09D1Z4K2P?tag=${AFFILIATE_ID}` },
-    { asin: 'B08W3K7L1N', title: 'Sunglasses - Oversized', brand: 'Amazon Basics', category: 'Accessories', color: 'Black', style_tags: 'feminine,edgy,casual', price: 14.99, image_url: 'https://m.media-amazon.com/images/I/91X9Z9Z9X4L.jpg', affiliate_link: `https://www.amazon.com/dp/B08W3K7L1N?tag=${AFFILIATE_ID}` },
-    { asin: 'B09H5X2K3L', title: 'Beaded Necklace Set', brand: 'Etsy', category: 'Accessories', color: 'Multicolor', style_tags: 'boho,feminine,elegant', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/61Z6J7X7X9L.jpg', affiliate_link: `https://www.amazon.com/dp/B09H5X2K3L?tag=${AFFILIATE_ID}` },
-    // ── Phase 2 products (24 new, total 50) ──
-    { asin: 'B07RYH2X4L', title: 'AUTOMET Women\'s Oversized Sweater', brand: 'AUTOMET', category: 'Tops', color: 'Brown', style_tags: 'casual,cozy,comfortable', price: 32.99, image_url: 'https://m.media-amazon.com/images/I/71Z8Y8Z8Y1L.jpg', affiliate_link: `https://www.amazon.com/dp/B07RYH2X4L?tag=${AFFILIATE_ID}` },
-    { asin: 'B0B2KXQ7PJ', title: 'ZESICA Women\'s Boho Floral Maxi Dress', brand: 'ZESICA', category: 'Dresses', color: 'Red', style_tags: 'boho,feminine,elegant', price: 45.99, image_url: 'https://m.media-amazon.com/images/I/81Y9Z9Z9Y2L.jpg', affiliate_link: `https://www.amazon.com/dp/B0B2KXQ7PJ?tag=${AFFILIATE_ID}` },
-    { asin: 'B07G4DLY5V', title: 'GRACE KARIN Women\'s Pencil Skirt', brand: 'GRACE KARIN', category: 'Bottoms', color: 'Black', style_tags: 'professional,elegant,classic', price: 34.99, image_url: 'https://m.media-amazon.com/images/I/61A8B8C8D8L.jpg', affiliate_link: `https://www.amazon.com/dp/B07G4DLY5V?tag=${AFFILIATE_ID}` },
-    { asin: 'B0BJ7P8X2M', title: 'ANRABESS Women\'s Two-Piece Lounge Set', brand: 'ANRABESS', category: 'Tops', color: 'Green', style_tags: 'casual,comfortable,active', price: 39.99, image_url: 'https://m.media-amazon.com/images/I/71Z8Y8Z8Y3L.jpg', affiliate_link: `https://www.amazon.com/dp/B0BJ7P8X2M?tag=${AFFILIATE_ID}` },
-    { asin: 'B0B6GKCN8K', title: 'PRETTYGARDEN Women\'s Blazer Jacket', brand: 'PRETTYGARDEN', category: 'Outerwear', color: 'Purple', style_tags: 'professional,elegant,feminine', price: 52.99, image_url: 'https://m.media-amazon.com/images/I/81Y9Z9Z9Y4L.jpg', affiliate_link: `https://www.amazon.com/dp/B0B6GKCN8K?tag=${AFFILIATE_ID}` },
-    { asin: 'B0BXKQ3P8N', title: 'Dokotoo Women\'s Linen Shorts', brand: 'Dokotoo', category: 'Bottoms', color: 'Yellow', style_tags: 'casual,comfortable,practical', price: 24.99, image_url: 'https://m.media-amazon.com/images/I/71Z8Y8Z8Y5L.jpg', affiliate_link: `https://www.amazon.com/dp/B0BXKQ3P8N?tag=${AFFILIATE_ID}` },
-    { asin: 'B08G1LX7P2', title: 'Columbia Women\'s Benton Springs Fleece', brand: 'Columbia', category: 'Outerwear', color: 'Red', style_tags: 'casual,outdoor,active', price: 44.99, image_url: 'https://m.media-amazon.com/images/I/81Y9Z9Z9Y6L.jpg', affiliate_link: `https://www.amazon.com/dp/B08G1LX7P2?tag=${AFFILIATE_ID}` },
-    { asin: 'B08H2M5Q7K', title: 'HUE Women\'s Ultra Leggings', brand: 'HUE', category: 'Bottoms', color: 'Green', style_tags: 'casual,active,comfortable', price: 28.00, image_url: 'https://m.media-amazon.com/images/I/71Z8Y8Z8Y7L.jpg', affiliate_link: `https://www.amazon.com/dp/B08H2M5Q7K?tag=${AFFILIATE_ID}` },
-    { asin: 'B09MVJ3X8P', title: 'Allegra K Women\'s Peplum Top', brand: 'Allegra K', category: 'Tops', color: 'Orange', style_tags: 'feminine,elegant,professional', price: 36.99, image_url: 'https://m.media-amazon.com/images/I/81Y9Z9Z9Y8L.jpg', affiliate_link: `https://www.amazon.com/dp/B09MVJ3X8P?tag=${AFFILIATE_ID}` },
-    { asin: 'B0BL3XQ7PJ', title: 'Wrangler Women\'s Retro High Rise Jean', brand: 'Wrangler', category: 'Bottoms', color: 'Brown', style_tags: 'classic,casual,edgy', price: 54.99, image_url: 'https://m.media-amazon.com/images/I/71Z8Y8Z8Y9L.jpg', affiliate_link: `https://www.amazon.com/dp/B0BL3XQ7PJ?tag=${AFFILIATE_ID}` },
-    { asin: 'B07QK3X6L2', title: 'V28 Women\'s V-Neck Racerback Tank', brand: 'V28', category: 'Tops', color: 'Purple', style_tags: 'active,casual,practical', price: 16.99, image_url: 'https://m.media-amazon.com/images/I/71A9B9C9D1L.jpg', affiliate_link: `https://www.amazon.com/dp/B07QK3X6L2?tag=${AFFILIATE_ID}` },
-    { asin: 'B0C2HPX8KJ', title: 'BTFBM Women\'s Satin Cami Dress', brand: 'BTFBM', category: 'Dresses', color: 'Yellow', style_tags: 'feminine,elegant,casual', price: 42.99, image_url: 'https://m.media-amazon.com/images/I/81A9B9C9D2L.jpg', affiliate_link: `https://www.amazon.com/dp/B0C2HPX8KJ?tag=${AFFILIATE_ID}` },
-    { asin: 'B0B14KQ3MN', title: 'LILLUSORY Women\'s Knit Cardigan', brand: 'LILLUSORY', category: 'Outerwear', color: 'Brown', style_tags: 'cozy,casual,feminine', price: 47.99, image_url: 'https://m.media-amazon.com/images/I/81A9B9C9D3L.jpg', affiliate_link: `https://www.amazon.com/dp/B0B14KQ3MN?tag=${AFFILIATE_ID}` },
-    { asin: 'B0BHX2M5L8', title: 'New Balance Women\'s 574 Sneaker', brand: 'New Balance', category: 'Shoes', color: 'Grey', style_tags: 'casual,active,classic', price: 74.99, image_url: 'https://m.media-amazon.com/images/I/81A9B9C9D4L.jpg', affiliate_link: `https://www.amazon.com/dp/B0BHX2M5L8?tag=${AFFILIATE_ID}` },
-    { asin: 'B0CDKQ3X7M', title: 'Soda Women\'s Open Toe Sandal', brand: 'Soda', category: 'Shoes', color: 'Brown', style_tags: 'feminine,casual,boho', price: 29.99, image_url: 'https://m.media-amazon.com/images/I/81A9B9C9D5L.jpg', affiliate_link: `https://www.amazon.com/dp/B0CDKQ3X7M?tag=${AFFILIATE_ID}` },
-    { asin: 'B0BFWJX2P8', title: 'Dr. Scholl\'s Women\'s Time Off Sneaker', brand: 'Dr. Scholl\'s', category: 'Shoes', color: 'White', style_tags: 'casual,comfortable,classic', price: 59.99, image_url: 'https://m.media-amazon.com/images/I/81A9B9C9D6L.jpg', affiliate_link: `https://www.amazon.com/dp/B0BFWJX2P8?tag=${AFFILIATE_ID}` },
-    { asin: 'B08L9Q7R3K', title: 'Sam Edelman Women\'s Hazel Pump', brand: 'Sam Edelman', category: 'Shoes', color: 'Red', style_tags: 'elegant,feminine,professional', price: 79.99, image_url: 'https://m.media-amazon.com/images/I/81A9B9C9D7L.jpg', affiliate_link: `https://www.amazon.com/dp/B08L9Q7R3K?tag=${AFFILIATE_ID}` },
-    { asin: 'B07VK9P7K2', title: 'Fossil Women\'s Leather Crossbody', brand: 'Fossil', category: 'Accessories', color: 'Brown', style_tags: 'professional,classic,practical', price: 69.99, image_url: 'https://m.media-amazon.com/images/I/81A9B9C9D8L.jpg', affiliate_link: `https://www.amazon.com/dp/B07VK9P7K2?tag=${AFFILIATE_ID}` },
-    { asin: 'B08XJ8M2L7', title: 'Kate Spade New York Stud Earrings', brand: 'Kate Spade', category: 'Accessories', color: 'Gold', style_tags: 'feminine,elegant,classic', price: 34.00, image_url: 'https://m.media-amazon.com/images/I/81A9B9C9D9L.jpg', affiliate_link: `https://www.amazon.com/dp/B08XJ8M2L7?tag=${AFFILIATE_ID}` },
-    { asin: 'B09V1X4K8P', title: 'Maidenform Women\'s Comfort Devotion Bra', brand: 'Maidenform', category: 'Undergarments', color: 'Pink', style_tags: 'comfortable,classic,feminine', price: 27.99, image_url: 'https://m.media-amazon.com/images/I/71Z9A9B9C1L.jpg', affiliate_link: `https://www.amazon.com/dp/B09V1X4K8P?tag=${AFFILIATE_ID}` },
-    { asin: 'B0B6X8K5L2', title: 'Hanes Women\'s French Terry Jogger', brand: 'Hanes', category: 'Bottoms', color: 'Orange', style_tags: 'comfortable,casual,active', price: 19.99, image_url: 'https://m.media-amazon.com/images/I/71Z9A9B9C2L.jpg', affiliate_link: `https://www.amazon.com/dp/B0B6X8K5L2?tag=${AFFILIATE_ID}` },
-    { asin: 'B09KXQ7P3L', title: 'Roxy Women\'s Beach Classics Bikini', brand: 'Roxy', category: 'Tops', color: 'Yellow', style_tags: 'active,casual,feminine', price: 34.99, image_url: 'https://m.media-amazon.com/images/I/71Z9A9B9C3L.jpg', affiliate_link: `https://www.amazon.com/dp/B09KXQ7P3L?tag=${AFFILIATE_ID}` },
-    { asin: 'B0C5JX8K2N', title: 'Lacozy Women\'s Wrap Dress', brand: 'Lacozy', category: 'Dresses', color: 'Green', style_tags: 'feminine,casual,boho', price: 39.99, image_url: 'https://m.media-amazon.com/images/I/71Z9A9B9C4L.jpg', affiliate_link: `https://www.amazon.com/dp/B0C5JX8K2N?tag=${AFFILIATE_ID}` },
-    { asin: 'B0BK7P3X8Q', title: 'MINTLIMIT Women\'s Hiking Pants', brand: 'MINTLIMIT', category: 'Bottoms', color: 'Purple', style_tags: 'active,outdoor,practical', price: 31.99, image_url: 'https://m.media-amazon.com/images/I/71Z9A9B9C5L.jpg', affiliate_link: `https://www.amazon.com/dp/B0BK7P3X8Q?tag=${AFFILIATE_ID}` }
-  ];
-
-  seedProducts.forEach(product => {
-    db.run(
-      `INSERT OR IGNORE INTO products (asin, title, brand, category, color, style_tags, price, image_url, affiliate_link) 
-       VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?)`,
-      [
-        product.asin,
-        product.title,
-        product.brand,
-        product.category,
-        product.color,
-        JSON.stringify(product.style_tags),
-        product.price,
-        product.image_url,
-        product.affiliate_link
-      ],
-      (err) => {
-        if (err) console.error('Error inserting product:', err);
-      }
-    );
-  });
-};
-
-// Initialize database and load seed data
-loadSeedProducts();
-
-// Start server
-app.listen(PORT, () => {
-  console.log(`Server running on port ${PORT}`);
-});
--- a/wardrobe-ai/backend/src/middleware/validation.js
+++ b/wardrobe-ai/backend/src/middleware/validation.js
@ -1,194 +0,0 @@
-const Joi = require('joi');
-
-// --- Schema Definitions ---
-
-const emailSchema = Joi.string()
-  .email()
-  .required()
-  .messages({
-    'string.email': 'Invalid email format',
-    'any.required': 'Email is required',
-  });
-
-const budgetSchema = Joi.number()
-  .integer()
-  .valid(100, 250)
-  .messages({
-    'number.base': 'Budget must be a number',
-    'number.integer': 'Budget must be an integer',
-    'any.only': 'Budget must be 100 or 250',
-  });
-
-const ratingSchema = Joi.number()
-  .integer()
-  .min(1)
-  .max(5)
-  .messages({
-    'number.base': 'Rating must be a number',
-    'number.integer': 'Rating must be an integer',
-    'number.min': 'Rating must be at least 1',
-    'number.max': 'Rating must be at most 5',
-  });
-
-const boxIdSchema = Joi.string()
-  .min(5)
-  .required()
-  .messages({
-    'string.base': 'Box ID must be a string',
-    'string.min': 'Box ID must be at least 5 characters',
-    'any.required': 'Box ID is required',
-  });
-
-const nonEmptyString = Joi.string()
-  .min(1)
-  .required()
-  .messages({
-    'string.base': 'Value must be a string',
-    'string.min': 'Value must not be empty',
-    'any.required': 'This field is required',
-  });
-
-const userIdSchema = Joi.string()
-  .min(1)
-  .required()
-  .messages({
-    'string.base': 'User ID must be a string',
-    'string.min': 'User ID must not be empty',
-    'any.required': 'User ID is required',
-  });
-
-const profileIdSchema = Joi.string()
-  .min(1)
-  .required()
-  .messages({
-    'string.base': 'Profile ID must be a string',
-    'string.min': 'Profile ID must not be empty',
-    'any.required': 'Profile ID is required',
-  });
-
-// --- Request Schemas ---
-
-const feedbackSchema = Joi.object({
-  userId: userIdSchema,
-  productId: Joi.number().integer().required(),
-  boxId: boxIdSchema.optional(),
-  wouldKeep: Joi.boolean().optional(),
-  fitRating: ratingSchema.optional(),
-  styleRating: ratingSchema.optional(),
-  colorRating: ratingSchema.optional(),
-  qualityRating: ratingSchema.optional(),
-  comment: Joi.string().max(500).optional(),
-});
-
-const boxSchema = Joi.object({
-  userId: userIdSchema,
-  profileId: profileIdSchema.optional(),
-  preferredColors: Joi.array().items(Joi.string()).optional(),
-  stylePreferences: Joi.alternatives().try(
-    Joi.array().items(Joi.string()),
-    Joi.string()
-  ).optional(),
-  budget: budgetSchema.optional(),
-  totalPrice: budgetSchema.optional(),
-});
-
-const profileSchema = Joi.object({
-  userId: userIdSchema,
-  sizes: Joi.array().items(Joi.string()).optional(),
-  preferredColors: Joi.array().items(Joi.string()).optional(),
-  stylePreferences: Joi.alternatives().try(
-    Joi.array().items(Joi.string()),
-    Joi.string()
-  ).optional(),
-  lifestyle: Joi.string().max(500).optional(),
-  hardLines: Joi.array().items(Joi.string()).optional(),
-  mustHaves: Joi.array().items(Joi.string()).optional(),
-  budget: budgetSchema.optional(),
-});
-
-const userSchema = Joi.object({
-  email: emailSchema,
-});
-
-// --- Sanitization ---
-
-/**
- * Recursively sanitize an object:
- * - HTML-encodes < and > (XSS prevention)
- * - Trims whitespace on strings
- */
-function sanitizeValue(value) {
-  if (typeof value === 'string') {
-    return value
-      .replace(/</g, '&lt;')
-      .replace(/>/g, '&gt;')
-      .trim();
-  }
-  if (Array.isArray(value)) {
-    return value.map(sanitizeValue);
-  }
-  if (value !== null && typeof value === 'object') {
-    const sanitized = {};
-    for (const [key, val] of Object.entries(value)) {
-      sanitized[key] = sanitizeValue(val);
-    }
-    return sanitized;
-  }
-  return value;
-}
-
-// --- Middleware ---
-
-/**
- * Express middleware that sanitizes req.body recursively
- */
-function sanitizeBody(req, res, next) {
-  if (req.body && typeof req.body === 'object') {
-    req.body = sanitizeValue(req.body);
-  }
-  next();
-}
-
-/**
- * Factory: returns middleware that validates req.body against a Joi schema.
- * On failure, responds with 400 + descriptive error messages.
- */
-function validate(schema) {
-  return (req, res, next) => {
-    const { error, value } = schema.validate(req.body, {
-      abortEarly: false,
-      stripUnknown: true,
-    });
-
-    if (error) {
-      const messages = error.details.map((d) => d.message);
-      return res.status(400).json({ error: 'Validation failed', details: messages });
-    }
-
-    req.body = value;
-    next();
-  };
-}
-
-// --- Exports ---
-
-module.exports = {
-  // Middleware
-  sanitizeBody,
-  validate,
-
-  // Schemas (for direct use / testing)
-  schemas: {
-    feedback: feedbackSchema,
-    box: boxSchema,
-    profile: profileSchema,
-    user: userSchema,
-    email: emailSchema,
-    budget: budgetSchema,
-    rating: ratingSchema,
-    boxId: boxIdSchema,
-  },
-
-  // Utilities
-  sanitizeValue,
-};
--- a/wardrobe-ai/frontend/.eslintrc.json
+++ b/wardrobe-ai/frontend/.eslintrc.json
@ -1,3 +0,0 @@
-{
-  "extends": "next/core-web-vitals"
-}
--- a/wardrobe-ai/frontend/next.config.js
+++ b/wardrobe-ai/frontend/next.config.js
@ -1,14 +0,0 @@
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  reactStrictMode: true,
-  async rewrites() {
-    return [
-      {
-        source: '/api/:path*',
-        destination: 'http://localhost:3001/api/:path*'
-      }
-    ]
-  },
-}
-
-module.exports = nextConfig
--- a/wardrobe-ai/frontend/package-lock.json
+++ b/wardrobe-ai/frontend/package-lock.json
--- a/wardrobe-ai/frontend/package.json
+++ b/wardrobe-ai/frontend/package.json
@ -1,21 +0,0 @@
-{
-  "name": "wardrobe-ai-frontend",
-  "version": "0.1.0",
-  "private": true,
-  "scripts": {
-    "dev": "next dev",
-    "build": "next build",
-    "start": "next start",
-    "lint": "next lint"
-  },
-  "dependencies": {
-    "next": "^14.0.0",
-    "react": "^18.2.0",
-    "react-dom": "^18.2.0"
-  },
-  "devDependencies": {
-    "autoprefixer": "^10.4.16",
-    "postcss": "^8.4.31",
-    "tailwindcss": "^3.3.0"
-  }
-}
--- a/wardrobe-ai/frontend/postcss.config.js
+++ b/wardrobe-ai/frontend/postcss.config.js
@ -1,6 +0,0 @@
-module.exports = {
-  plugins: {
-    tailwindcss: {},
-    autoprefixer: {},
-  },
-}
--- a/wardrobe-ai/frontend/src/components/CuratedBox.js
+++ b/wardrobe-ai/frontend/src/components/CuratedBox.js
@ -1,289 +0,0 @@
-import { useState, useEffect } from 'react';
-import { useRouter } from 'next/router';
-
-export default function CuratedBox() {
-  const router = useRouter();
-  const [box, setBox] = useState(null);
-  const [feedback, setFeedback] = useState({});
-  const [userId, setUserId] = useState(null);
-  const [profile, setProfile] = useState(null);
-  const [loadingProfile, setLoadingProfile] = useState(false);
-
-  useEffect(() => {
-    const userIdParam = router.query.userId;
-    if (userIdParam) {
-      setUserId(userIdParam);
-      fetchProfile(userIdParam);
-    }
-  }, [router.query]);
-
-  const fetchProfile = async (userId) => {
-    try {
-      setLoadingProfile(true);
-      const token = localStorage.getItem('wardrobe_token');
-      const response = await fetch(`/api/profile/${userId}`, {
-        headers: token ? { 'Authorization': `Bearer ${token}` } : {}
-      });
-      if (response.status === 401) {
-        // Auth required — store return URL and redirect
-        window.location.href = `/?login=required&redirect=box&userId=${userId}`;
-        return;
-      }
-      const data = await response.json();
-      if (response.ok) {
-        // Convert underscore fields to camelCase for consistency
-        setProfile({
-          preferredColors: data.preferred_colors || [],
-          stylePreferences: data.style_preferences || [],
-          budget: data.budget || 100,
-          hardLines: data.hard_lines || []
-        });
-      } else {
-        console.error('Failed to fetch profile:', data.error);
-      }
-    } catch (error) {
-      console.error('Error fetching profile:', error);
-    } finally {
-      setLoadingProfile(false);
-    }
-  };
-
-  const generateBox = async (userId) => {
-    try {
-      // TODO: Add authentication - verify user has permission to fetch this profile
-      // Use actual user profile preferences (already fetched in fetchProfile), or fallback to defaults
-      const preferredColors = profile?.preferredColors || ['Black', 'White', 'Navy', 'Grey'];
-      const stylePreferences = profile?.stylePreferences || ['Classic', 'Casual'];
-      const budget = profile?.budget || 100;
-      
-      const response = await fetch('/api/box', {
-        method: 'POST',
-        headers: {
-          'Content-Type': 'application/json',
-          ...(localStorage.getItem('wardrobe_token') ? { 'Authorization': `Bearer ${localStorage.getItem('wardrobe_token')}` } : {})
-        },
-        body: JSON.stringify({
-          userId,
-          preferredColors,
-          stylePreferences,
-          budget
-        })
-      });
-      
-      const data = await response.json();
-      setBox(data);
-    } catch (error) {
-      console.error('Error generating box:', error);
-    }
-  };
-
-  // Generate box when profile is loaded
-  useEffect(() => {
-    if (userId && profile) {
-      generateBox(userId);
-    }
-  }, [userId, profile]);
-
-  const handleFeedbackChange = (productId, field, value) => {
-    setFeedback(prev => ({
-      ...prev,
-      [productId]: {
-        ...prev[productId],
-        [field]: value
-      }
-    }));
-  };
-
-  const submitFeedback = async (productId) => {
-    const userFeedback = feedback[productId];
-    if (!userFeedback) return;
-
-    try {
-      await fetch('/api/feedback', {
-        method: 'POST',
-        headers: {
-          'Content-Type': 'application/json',
-          ...(localStorage.getItem('wardrobe_token') ? { 'Authorization': `Bearer ${localStorage.getItem('wardrobe_token')}` } : {})
-        },
-        body: JSON.stringify({
-          userId,
-          productId,
-          wouldKeep: userFeedback.wouldKeep,
-          fitRating: userFeedback.fitRating,
-          styleRating: userFeedback.styleRating,
-          colorRating: userFeedback.colorRating,
-          qualityRating: userFeedback.qualityRating
-        })
-      });
-    } catch (error) {
-      console.error('Error submitting feedback:', error);
-    }
-  };
-
-  if (!box) {
-    return (
-      <div className="min-h-screen flex items-center justify-center">
-        <div className="animate-spin rounded-full h-16 w-16 border-t-4 border-purple-600"></div>
-      </div>
-    );
-  }
-
-  return (
-    <div className="max-w-7xl mx-auto px-4 py-8">
-      <div className="text-center mb-12">
-        <h1 className="text-4xl font-bold text-gray-900 mb-4">Your Curated Box</h1>
-        <p className="text-gray-600">
-          Based on your preferences, we've selected {box.totalMatches} items just for you
-        </p>
-      </div>
-
-      <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-6">
-        {box.products.map(product => (
-          <div key={product.id} className="bg-white rounded-xl shadow-lg overflow-hidden">
-            <div className="relative aspect-video">
-              <img
-                src={product.image_url}
-                alt={product.title}
-                className="w-full h-full object-cover"
-              />
-            </div>
-            <div className="p-6">
-              <div className="flex justify-between items-start mb-2">
-                <div>
-                  <h3 className="text-xl font-bold text-gray-900">{product.title}</h3>
-                  <p className="text-gray-600">{product.brand}</p>
-                </div>
-                <span className="text-xl font-bold text-purple-600">
-                  ${product.price}
-                </span>
-              </div>
-
-              <div className="flex flex-wrap gap-2 mt-3 mb-4">
-                {JSON.parse(product.style_tags).map(tag => (
-                  <span key={tag} className="px-2 py-1 bg-purple-100 text-purple-700 rounded text-sm">
-                    {tag}
-                  </span>
-                ))}
-              </div>
-
-              <div className="flex items-center justify-between mb-4">
-                <a
-                  href={product.affiliate_link}
-                  target="_blank"
-                  rel="noopener noreferrer"
-                  className="bg-purple-600 text-white px-4 py-2 rounded-lg hover:bg-purple-700 transition-colors"
-                >
-                  Buy on Amazon
-                </a>
-                <span className="text-gray-500 text-sm">
-                  Score: {product.score}/100
-                </span>
-              </div>
-
-              {/* Feedback Form */}
-              <div className="border-t pt-4">
-                <h4 className="font-semibold mb-3">Rate this item:</h4>
-                <div className="space-y-2">
-                  <div>
-                    <label className="block text-sm font-medium mb-1">
-                      Would you keep it?
-                    </label>
-                    <div className="flex gap-2">
-                      <button
-                        onClick={() => handleFeedbackChange(product.id, 'wouldKeep', true)}
-                        className={`px-3 py-1 rounded ${
-                          feedback[product.id]?.wouldKeep === true
-                            ? 'bg-green-500 text-white'
-                            : 'bg-gray-200'
-                        }`}
-                      >
-                        Yes
-                      </button>
-                      <button
-                        onClick={() => handleFeedbackChange(product.id, 'wouldKeep', false)}
-                        className={`px-3 py-1 rounded ${
-                          feedback[product.id]?.wouldKeep === false
-                            ? 'bg-red-500 text-white'
-                            : 'bg-gray-200'
-                        }`}
-                      >
-                        No
-                      </button>
-                    </div>
-                  </div>
-
-                  <div className="grid grid-cols-2 gap-4">
-                    <div>
-                      <label className="block text-sm font-medium mb-1">Fit</label>
-                      <select
-                        onChange={(e) => handleFeedbackChange(product.id, 'fitRating', parseInt(e.target.value))}
-                        className="w-full px-2 py-1 border rounded"
-                      >
-                        <option value="">Select</option>
-                        {[1, 2, 3, 4, 5].map(num => (
-                          <option key={num} value={num}>{num}</option>
-                        ))}
-                      </select>
-                    </div>
-                    <div>
-                      <label className="block text-sm font-medium mb-1">Style</label>
-                      <select
-                        onChange={(e) => handleFeedbackChange(product.id, 'styleRating', parseInt(e.target.value))}
-                        className="w-full px-2 py-1 border rounded"
-                      >
-                        <option value="">Select</option>
-                        {[1, 2, 3, 4, 5].map(num => (
-                          <option key={num} value={num}>{num}</option>
-                        ))}
-                      </select>
-                    </div>
-                    <div>
-                      <label className="block text-sm font-medium mb-1">Color</label>
-                      <select
-                        onChange={(e) => handleFeedbackChange(product.id, 'colorRating', parseInt(e.target.value))}
-                        className="w-full px-2 py-1 border rounded"
-                      >
-                        <option value="">Select</option>
-                        {[1, 2, 3, 4, 5].map(num => (
-                          <option key={num} value={num}>{num}</option>
-                        ))}
-                      </select>
-                    </div>
-                    <div>
-                      <label className="block text-sm font-medium mb-1">Quality</label>
-                      <select
-                        onChange={(e) => handleFeedbackChange(product.id, 'qualityRating', parseInt(e.target.value))}
-                        className="w-full px-2 py-1 border rounded"
-                      >
-                        <option value="">Select</option>
-                        {[1, 2, 3, 4, 5].map(num => (
-                          <option key={num} value={num}>{num}</option>
-                        ))}
-                      </select>
-                    </div>
-                  </div>
-
-                  <button
-                    onClick={() => submitFeedback(product.id)}
-                    className="w-full mt-3 bg-purple-600 text-white py-2 rounded hover:bg-purple-700"
-                  >
-                    Submit Feedback
-                  </button>
-                </div>
-              </div>
-            </div>
-          </div>
-        ))}
-      </div>
-
-      <div className="text-center mt-12">
-        <button
-          onClick={() => router.push('/')}
-          className="bg-gray-600 text-white px-8 py-3 rounded-lg hover:bg-gray-700 transition-colors"
-        >
-          Create New Profile
-        </button>
-      </div>
-    </div>
-  );
-}
--- a/wardrobe-ai/frontend/src/components/Navbar.js
+++ b/wardrobe-ai/frontend/src/components/Navbar.js
@ -1,13 +0,0 @@
-import Link from "next/link";
-
-export default function Navbar() {
-  return (
-    <nav className="bg-white border-b border-gray-200 px-6 py-4">
-      <div className="max-w-7xl mx-auto">
-        <Link href="/" className="text-2xl font-bold text-gray-900">
-          WardrobeAI
-        </Link>
-      </div>
-    </nav>
-  );
-}
--- a/wardrobe-ai/frontend/src/components/StyleProfileForm.js
+++ b/wardrobe-ai/frontend/src/components/StyleProfileForm.js
@ -1,310 +0,0 @@
-import { useState } from 'react';
-
-export default function StyleProfileForm() {
-  const [formData, setFormData] = useState({
-    email: '',
-    sizes: { tops: '', bottoms: '', shoes: '' },
-    preferredColors: [],
-    stylePreferences: [],
-    lifestyle: '',
-    hardLines: [],
-    mustHaves: [],
-    budget: 100
-  });
-
-  const allColors = ['Red', 'Blue', 'Green', 'Yellow', 'Orange', 'Purple', 'Pink', 'Black', 'White', 'Grey', 'Brown', 'Navy'];
-  const allStyles = ['Classic', 'Casual', 'Professional', 'Boho', 'Feminine', 'Edgy'];
-  const allLifestyles = ['Work', 'Casual', 'Active', 'Formal', 'Travel', 'Everyday'];
-  const allHardLines = ['Synthetic', 'Tight', 'Short', 'High Heels', 'Denim'];
-  const allMustHaves = ['Pockets', 'Machine Washable', 'Dry Clean Only', 'Layerable', 'Sustainable'];
-
-  const handleColorChange = (color) => {
-    setFormData(prev => ({
-      ...prev,
-      preferredColors: prev.preferredColors.includes(color)
-        ? prev.preferredColors.filter(c => c !== color)
-        : [...prev.preferredColors, color]
-    }));
-  };
-
-  const handleStyleChange = (style) => {
-    setFormData(prev => ({
-      ...prev,
-      stylePreferences: prev.stylePreferences.includes(style)
-        ? prev.stylePreferences.filter(s => s !== style)
-        : [...prev.stylePreferences, style]
-    }));
-  };
-
-  const handleHardLineChange = (line) => {
-    setFormData(prev => ({
-      ...prev,
-      hardLines: prev.hardLines.includes(line)
-        ? prev.hardLines.filter(l => l !== line)
-        : [...prev.hardLines, line]
-    }));
-  };
-
-  const handleMustHaveChange = (mustHave) => {
-    setFormData(prev => ({
-      ...prev,
-      mustHaves: prev.mustHaves.includes(mustHave)
-        ? prev.mustHaves.filter(m => m !== mustHave)
-        : [...prev.mustHaves, mustHave]
-    }));
-  };
-
-  const handleSubmit = async (e) => {
-    e.preventDefault();
-    
-    try {
-      // Create user
-      const userRes = await fetch('/api/users', {
-        method: 'POST',
-        headers: { 'Content-Type': 'application/json' },
-        body: JSON.stringify({ email: formData.email })
-      });
-      
-      const user = await userRes.json();
-      
-      // Create profile
-      const profileRes = await fetch('/api/profiles', {
-        method: 'POST',
-        headers: { 'Content-Type': 'application/json' },
-        body: JSON.stringify({
-          userId: user.id,
-          sizes: formData.sizes,
-          preferredColors: formData.preferredColors,
-          stylePreferences: formData.stylePreferences,
-          lifestyle: formData.lifestyle,
-          hardLines: formData.hardLines,
-          mustHaves: formData.mustHaves,
-          budget: formData.budget
-        })
-      });
-      
-      if (profileRes.ok) {
-        // Redirect to box generation
-        window.location.href = `/box?userId=${user.id}`;
-      }
-    } catch (error) {
-      console.error('Error:', error);
-      alert('Error creating profile. Please try again.');
-    }
-  };
-
-  return (
-    <div className="max-w-4xl mx-auto px-4 py-8">
-      <div className="text-center mb-12">
-        <h1 className="text-4xl font-bold text-gray-900 mb-4">Style Profile</h1>
-        <p className="text-gray-600">Tell us about your style preferences to get personalized recommendations</p>
-      </div>
-
-      <form onSubmit={handleSubmit} className="space-y-8">
-        {/* Email */}
-        <div>
-          <label htmlFor="email" className="block text-lg font-medium mb-2">Email Address</label>
-          <input
-            type="email"
-            id="email"
-            required
-            className="w-full px-4 py-2 border border-gray-300 rounded-lg focus:ring-2 focus:ring-purple-500 focus:border-transparent"
-            value={formData.email}
-            onChange={(e) => setFormData({ ...formData, email: e.target.value })}
-            placeholder="your@email.com"
-          />
-        </div>
-
-        {/* Sizes */}
-        <div>
-          <label className="block text-lg font-medium mb-4">Sizes</label>
-          <div className="grid grid-cols-1 md:grid-cols-3 gap-4">
-            <div>
-              <label htmlFor="tops" className="block text-sm font-medium mb-1">Tops</label>
-              <select
-                id="tops"
-                className="w-full px-4 py-2 border border-gray-300 rounded-lg"
-                onChange={(e) => setFormData({ ...formData, sizes: { ...formData.sizes, tops: e.target.value } })}
-              >
-                <option value="">Select size</option>
-                <option value="XS">XS</option>
-                <option value="S">S</option>
-                <option value="M">M</option>
-                <option value="L">L</option>
-                <option value="XL">XL</option>
-              </select>
-            </div>
-            <div>
-              <label htmlFor="bottoms" className="block text-sm font-medium mb-1">Bottoms</label>
-              <select
-                id="bottoms"
-                className="w-full px-4 py-2 border border-gray-300 rounded-lg"
-                onChange={(e) => setFormData({ ...formData, sizes: { ...formData.sizes, bottoms: e.target.value } })}
-              >
-                <option value="">Select size</option>
-                <option value="XS">XS</option>
-                <option value="S">S</option>
-                <option value="M">M</option>
-                <option value="L">L</option>
-                <option value="XL">XL</option>
-              </select>
-            </div>
-            <div>
-              <label htmlFor="shoes" className="block text-sm font-medium mb-1">Shoes</label>
-              <select
-                id="shoes"
-                className="w-full px-4 py-2 border border-gray-300 rounded-lg"
-                onChange={(e) => setFormData({ ...formData, sizes: { ...formData.sizes, shoes: e.target.value } })}
-              >
-                <option value="">Select size</option>
-                <option value="5">5</option>
-                <option value="6">6</option>
-                <option value="7">7</option>
-                <option value="8">8</option>
-                <option value="9">9</option>
-                <option value="10">10</option>
-                <option value="11">11</option>
-              </select>
-            </div>
-          </div>
-        </div>
-
-        {/* Preferred Colors */}
-        <div>
-          <label className="block text-lg font-medium mb-4">Preferred Colors</label>
-          <div className="flex flex-wrap gap-3">
-            {allColors.map(color => (
-              <button
-                key={color}
-                type="button"
-                onClick={() => handleColorChange(color)}
-                className={`px-4 py-2 rounded-full border-2 transition-all ${
-                  formData.preferredColors.includes(color)
-                    ? 'bg-purple-500 border-purple-500 text-white'
-                    : 'bg-white border-gray-300 hover:border-purple-500'
-                }`}
-              >
-                {color}
-              </button>
-            ))}
-          </div>
-        </div>
-
-        {/* Style Preferences */}
-        <div>
-          <label className="block text-lg font-medium mb-4">Style Preferences</label>
-          <div className="grid grid-cols-2 md:grid-cols-3 gap-3">
-            {allStyles.map(style => (
-              <button
-                key={style}
-                type="button"
-                onClick={() => handleStyleChange(style)}
-                className={`px-4 py-3 rounded-lg border-2 transition-all ${
-                  formData.stylePreferences.includes(style)
-                    ? 'bg-purple-500 border-purple-500 text-white'
-                    : 'bg-white border-gray-300 hover:border-purple-500'
-                }`}
-              >
-                {style}
-              </button>
-            ))}
-          </div>
-        </div>
-
-        {/* Lifestyle */}
-        <div>
-          <label htmlFor="lifestyle" className="block text-lg font-medium mb-2">Lifestyle</label>
-          <select
-            id="lifestyle"
-            required
-            className="w-full px-4 py-2 border border-gray-300 rounded-lg focus:ring-2 focus:ring-purple-500 focus:border-transparent"
-            onChange={(e) => setFormData({ ...formData, lifestyle: e.target.value })}
-          >
-            <option value="">Select lifestyle</option>
-            {allLifestyles.map(lifestyle => (
-              <option key={lifestyle} value={lifestyle}>{lifestyle}</option>
-            ))}
-          </select>
-        </div>
-
-        {/* Hard Lines */}
-        <div>
-          <label className="block text-lg font-medium mb-4">Hard Lines (What you won't wear)</label>
-          <div className="grid grid-cols-2 gap-3">
-            {allHardLines.map(line => (
-              <button
-                key={line}
-                type="button"
-                onClick={() => handleHardLineChange(line)}
-                className={`px-4 py-2 rounded-lg border-2 transition-all ${
-                  formData.hardLines.includes(line)
-                    ? 'bg-red-500 border-red-500 text-white'
-                    : 'bg-white border-gray-300 hover:border-red-500'
-                }`}
-              >
-                {line}
-              </button>
-            ))}
-          </div>
-        </div>
-
-        {/* Must Haves */}
-        <div>
-          <label className="block text-lg font-medium mb-4">Must Haves</label>
-          <div className="grid grid-cols-2 md:grid-cols-3 gap-3">
-            {allMustHaves.map(mustHave => (
-              <button
-                key={mustHave}
-                type="button"
-                onClick={() => handleMustHaveChange(mustHave)}
-                className={`px-4 py-2 rounded-lg border-2 transition-all ${
-                  formData.mustHaves.includes(mustHave)
-                    ? 'bg-green-500 border-green-500 text-white'
-                    : 'bg-white border-gray-300 hover:border-green-500'
-                }`}
-              >
-                {mustHave}
-              </button>
-            ))}
-          </div>
-        </div>
-
-        {/* Budget */}
-        <div>
-          <label className="block text-lg font-medium mb-2">Budget</label>
-          <div className="flex gap-4">
-            <button
-              type="button"
-              onClick={() => setFormData({ ...formData, budget: 100 })}
-              className={`px-6 py-3 rounded-lg border-2 transition-all ${
-                formData.budget === 100
-                  ? 'bg-purple-500 border-purple-500 text-white'
-                  : 'bg-white border-gray-300 hover:border-purple-500'
-              }`}
-            >
-              $100
-            </button>
-            <button
-              type="button"
-              onClick={() => setFormData({ ...formData, budget: 250 })}
-              className={`px-6 py-3 rounded-lg border-2 transition-all ${
-                formData.budget === 250
-                  ? 'bg-purple-500 border-purple-500 text-white'
-                  : 'bg-white border-gray-300 hover:border-purple-500'
-              }`}
-            >
-              $250
-            </button>
-          </div>
-        </div>
-
-        <button
-          type="submit"
-          className="w-full bg-purple-600 text-white py-4 rounded-lg text-lg font-semibold hover:bg-purple-700 transition-colors"
-        >
-          Get Your Curated Box
-        </button>
-      </form>
-    </div>
-  );
-}
--- a/wardrobe-ai/frontend/src/globals.css
+++ b/wardrobe-ai/frontend/src/globals.css
@ -1,38 +0,0 @@
-@tailwind base;
-@tailwind components;
-@tailwind utilities;
-
-:root {
-  --max-width: 1200px;
-  --border-radius: 12px;
-}
-
-* {
-  box-sizing: border-box;
-  padding: 0;
-  margin: 0;
-}
-
-html,
-body {
-  max-width: 100vw;
-  overflow-x: hidden;
-}
-
-body {
-  font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Open Sans', 'Helvetica Neue', sans-serif;
-  color: #1a1a1a;
-  line-height: 1.6;
-}
-
-a {
-  color: inherit;
-  text-decoration: none;
-}
-
-@media (prefers-color-scheme: dark) {
-  :root {
-    color: #f0f0f0;
-    background-color: #1a1a1a;
-  }
-}
--- a/wardrobe-ai/frontend/src/layout.js
+++ b/wardrobe-ai/frontend/src/layout.js
@ -1,17 +0,0 @@
-import { Inter } from "next/font/google";
-import "./globals.css";
-
-const inter = Inter({ subsets: ["latin"] });
-
-export const metadata = {
-  title: "WardrobeAI",
-  description: "Personalized clothing curation",
-};
-
-export default function RootLayout({ children }) {
-  return (
-    <html lang="en">
-      <body className={inter.className}>{children}</body>
-    </html>
-  );
-}
--- a/wardrobe-ai/frontend/src/pages/api/[...path].js
+++ b/wardrobe-ai/frontend/src/pages/api/[...path].js
@ -1,16 +0,0 @@
-// Next.js API route proxy to backend
-import { createProxyMiddleware } from 'http-proxy-middleware';
-
-export default function handler(req, res) {
-  const backendUrl = process.env.BACKEND_URL || 'http://localhost:3001';
-  
-  const proxy = createProxyMiddleware({
-    target: backendUrl,
-    changeOrigin: true,
-    pathRewrite: {
-      '^/api': '/api'
-    }
-  });
-
-  return proxy(req, res);
-}
--- a/wardrobe-ai/frontend/src/pages/api/config.js
+++ b/wardrobe-ai/frontend/src/pages/api/config.js
@ -1,11 +0,0 @@
-const { exec } = require('child_process');
-
-export default function handler(req, res) {
-  const PORT = 3001; // Backend port
-
-  if (req.method === 'GET') {
-    res.status(200).json({ backendPort: PORT });
-  } else {
-    res.status(405).end();
-  }
-}
--- a/wardrobe-ai/frontend/src/pages/api/health.js
+++ b/wardrobe-ai/frontend/src/pages/api/health.js
@ -1,11 +0,0 @@
-const { exec } = require('child_process');
-
-export default function handler(req, res) {
-  const PORT = 3001; // Backend port
-
-  if (req.method === 'GET') {
-    res.status(200).json({ backendPort: PORT });
-  } else {
-    res.status(405).end();
-  }
-}
--- a/wardrobe-ai/frontend/src/pages/api/hello.js
+++ b/wardrobe-ai/frontend/src/pages/api/hello.js
@ -1,5 +0,0 @@
-// Next.js API route support: https://nextjs.org/docs/api-routes/introduction
-
-export default function handler(req, res) {
-  res.status(200).json({ name: 'WardrobeAI API' });
-}
--- a/wardrobe-ai/frontend/src/pages/box.js
+++ b/wardrobe-ai/frontend/src/pages/box.js
@ -1,13 +0,0 @@
-import Navbar from "./Navbar";
-import CuratedBox from "./CuratedBox";
-
-export default function BoxPage() {
-  return (
-    <div className="min-h-screen bg-gray-50">
-      <Navbar />
-      <main>
-        <CuratedBox />
-      </main>
-    </div>
-  );
-}
--- a/wardrobe-ai/frontend/src/pages/index.js
+++ b/wardrobe-ai/frontend/src/pages/index.js
@ -1,13 +0,0 @@
-import Navbar from "./Navbar";
-import StyleProfileForm from "./StyleProfileForm";
-
-export default function Home() {
-  return (
-    <div className="min-h-screen bg-gray-50">
-      <Navbar />
-      <main>
-        <StyleProfileForm />
-      </main>
-    </div>
-  );
-}
--- a/wardrobe-ai/frontend/tailwind.config.js
+++ b/wardrobe-ai/frontend/tailwind.config.js
@ -1,10 +0,0 @@
-/** @type {import('tailwindcss').Config} */
-module.exports = {
-  content: [
-    "./src/**/*.{js,jsx,ts,tsx}",
-  ],
-  theme: {
-    extend: {},
-  },
-  plugins: [],
-}
--- a/wardrobe-ai/frontend/tsconfig.json
+++ b/wardrobe-ai/frontend/tsconfig.json
@ -1,28 +0,0 @@
-{
-  "compilerOptions": {
-    "target": "es5",
-    "lib": ["dom", "dom.iterable", "esnext"],
-    "allowJs": true,
-    "skipLibCheck": true,
-    "strict": true,
-    "forceConsistentCasingInFileNames": true,
-    "noEmit": true,
-    "esModuleInterop": true,
-    "module": "esnext",
-    "moduleResolution": "bundler",
-    "resolveJsonModule": true,
-    "isolatedModules": true,
-    "jsx": "preserve",
-    "incremental": true,
-    "plugins": [
-      {
-        "name": "next"
-      }
-    ],
-    "paths": {
-      "@/*": ["./src/*"]
-    }
-  },
-  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
-  "exclude": ["node_modules"]
-}
--- a/wardrobe-ai/package.json
+++ b/wardrobe-ai/package.json
@ -1,23 +0,0 @@
-{
-  "name": "wardrobe-ai",
-  "version": "0.1.0",
-  "description": "Personalized clothing curation engine",
-  "main": "server/index.js",
-  "scripts": {
-    "dev": "concurrently \"npm run dev:frontend\" \"npm run dev:backend\"",
-    "dev:frontend": "cd frontend && npm run dev",
-    "dev:backend": "cd backend && npm run dev",
-    "build": "cd frontend && npm run build",
-    "start": "cd backend && node index.js"
-  },
-  "keywords": [
-    "wardrobe",
-    "curation",
-    "amazon",
-    "recommendations"
-  ],
-  "license": "MIT",
-  "devDependencies": {
-    "concurrently": "^8.2.2"
-  }
-}
--- a/wardrobe-ai/site/index.html
+++ b/wardrobe-ai/site/index.html
@ -1,315 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-<meta charset="UTF-8">
-<meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>Wardrobe AI — Your Personal Stylist, Powered by AI</title>
-<style>
-  :root {
-    --rose: #e8a0bf;
-    --rose-dark: #c77d9f;
-    --sage: #9caf88;
-    --sage-dark: #7a8f6a;
-    --cream: #fdf6f0;
-    --charcoal: #2d2d2d;
-    --text: #3a3a3a;
-    --text-light: #6b6b6b;
-  }
-  * { margin: 0; padding: 0; box-sizing: border-box; }
-  body {
-    font-family: 'Georgia', 'Times New Roman', serif;
-    background: var(--cream);
-    color: var(--text);
-    line-height: 1.6;
-  }
-  .container { max-width: 960px; margin: 0 auto; padding: 0 24px; }
-
-  /* Hero */
-  .hero {
-    text-align: center;
-    padding: 80px 0 60px;
-    background: linear-gradient(135deg, #fdf6f0 0%, #f7e8f0 50%, #eef2ea 100%);
-  }
-  .hero h1 {
-    font-size: 3rem;
-    color: var(--charcoal);
-    margin-bottom: 16px;
-    letter-spacing: -0.5px;
-  }
-  .hero .accent { color: var(--rose-dark); }
-  .hero p {
-    font-size: 1.25rem;
-    color: var(--text-light);
-    max-width: 600px;
-    margin: 0 auto 32px;
-  }
-  .cta-button {
-    display: inline-block;
-    background: var(--rose-dark);
-    color: white;
-    padding: 16px 40px;
-    border-radius: 8px;
-    text-decoration: none;
-    font-size: 1.1rem;
-    font-weight: bold;
-    transition: background 0.2s;
-    border: none;
-    cursor: pointer;
-  }
-  .cta-button:hover { background: var(--rose); }
-
-  /* How It Works */
-  .how-it-works {
-    padding: 80px 0;
-  }
-  .how-it-works h2, .differentiators h2, .pricing h2, .waitlist h2 {
-    text-align: center;
-    font-size: 2rem;
-    color: var(--charcoal);
-    margin-bottom: 48px;
-  }
-  .steps {
-    display: grid;
-    grid-template-columns: repeat(3, 1fr);
-    gap: 32px;
-  }
-  .step {
-    text-align: center;
-    padding: 32px 20px;
-    background: white;
-    border-radius: 12px;
-    box-shadow: 0 2px 16px rgba(0,0,0,0.04);
-  }
-  .step-number {
-    display: inline-block;
-    width: 48px;
-    height: 48px;
-    line-height: 48px;
-    background: var(--sage);
-    color: white;
-    border-radius: 50%;
-    font-size: 1.5rem;
-    font-weight: bold;
-    margin-bottom: 16px;
-  }
-  .step h3 { font-size: 1.2rem; color: var(--charcoal); margin-bottom: 8px; }
-  .step p { color: var(--text-light); font-size: 0.95rem; }
-
-  /* Differentiators */
-  .differentiators {
-    padding: 80px 0;
-    background: white;
-  }
-  .diff-grid {
-    display: grid;
-    grid-template-columns: repeat(2, 1fr);
-    gap: 24px;
-    max-width: 800px;
-    margin: 0 auto;
-  }
-  .diff-card {
-    padding: 24px;
-    border-left: 4px solid var(--sage);
-    background: var(--cream);
-    border-radius: 0 8px 8px 0;
-  }
-  .diff-card h3 { color: var(--charcoal); margin-bottom: 8px; }
-  .diff-card p { color: var(--text-light); font-size: 0.95rem; }
-
-  /* Pricing */
-  .pricing {
-    padding: 80px 0;
-    text-align: center;
-  }
-  .price-card {
-    display: inline-block;
-    background: white;
-    border-radius: 12px;
-    box-shadow: 0 4px 24px rgba(0,0,0,0.06);
-    padding: 48px 40px;
-    border: 2px solid var(--rose);
-  }
-  .price-amount { font-size: 2.5rem; font-weight: bold; color: var(--charcoal); }
-  .price-period { color: var(--text-light); margin-bottom: 24px; }
-  .price-features {
-    list-style: none;
-    text-align: left;
-    margin: 24px 0;
-  }
-  .price-features li {
-    padding: 8px 0;
-    color: var(--text-light);
-  }
-  .price-features li::before { content: "✓ "; color: var(--sage-dark); font-weight: bold; }
-
-  /* Waitlist */
-  .waitlist {
-    padding: 80px 0;
-    background: linear-gradient(135deg, #eef2ea 0%, #f7e8f0 100%);
-    text-align: center;
-  }
-  .waitlist p { color: var(--text-light); max-width: 500px; margin: 0 auto 24px; }
-  .waitlist-form {
-    display: flex;
-    gap: 12px;
-    max-width: 460px;
-    margin: 0 auto;
-    justify-content: center;
-  }
-  .waitlist-form input[type="email"] {
-    flex: 1;
-    padding: 14px 20px;
-    border: 2px solid #ddd;
-    border-radius: 8px;
-    font-size: 1rem;
-    font-family: inherit;
-  }
-  .waitlist-form button {
-    padding: 14px 28px;
-    background: var(--charcoal);
-    color: white;
-    border: none;
-    border-radius: 8px;
-    font-size: 1rem;
-    cursor: pointer;
-    font-family: inherit;
-    font-weight: bold;
-  }
-  .waitlist-form button:hover { background: #4a4a4a; }
-
-  /* Footer */
-  footer {
-    text-align: center;
-    padding: 40px 0;
-    color: var(--text-light);
-    font-size: 0.85rem;
-  }
-  footer a { color: var(--rose-dark); }
-
-  @media (max-width: 720px) {
-    .steps, .diff-grid { grid-template-columns: 1fr; }
-    .hero h1 { font-size: 2rem; }
-    .waitlist-form { flex-direction: column; }
-  }
-</style>
-</head>
-<body>
-
-<!-- Hero -->
-<section class="hero">
-  <div class="container">
-    <h1>Clothes you'll <span class="accent">love</span>.<br>Without the scroll.</h1>
-    <p>
-      Wardrobe AI curates clothing from real designers — picked for your style,
-      your size, and your budget. No trends. No algorithms optimizing for ad revenue.
-      Just clothes that feel like <em>you</em>.
-    </p>
-    <a href="#waitlist" class="cta-button">Get Early Access</a>
-  </div>
-</section>
-
-<!-- How It Works -->
-<section class="how-it-works">
-  <div class="container">
-    <h2>How It Works</h2>
-    <div class="steps">
-      <div class="step">
-        <div class="step-number">1</div>
-        <h3>Tell Us Your Style</h3>
-        <p>Share your sizes, favorite colors, style preferences, and what you absolutely won't wear. Takes 2 minutes.</p>
-      </div>
-      <div class="step">
-        <div class="step-number">2</div>
-        <h3>AI Curates Your Box</h3>
-        <p>Our curation engine matches you with pieces from small designers and boutique brands — filtered for fit and budget.</p>
-      </div>
-      <div class="step">
-        <div class="step-number">3</div>
-        <h3>Love It or Learn</h3>
-        <p>Keep what you love. Rate what you don't. Every box gets smarter because the AI learns from <em>your</em> taste.</p>
-      </div>
-    </div>
-  </div>
-</section>
-
-<!-- Differentiators -->
-<section class="differentiators">
-  <div class="container">
-    <h2>Not Another Subscription Box</h2>
-    <div class="diff-grid">
-      <div class="diff-card">
-        <h3>🏷️ Real Designers, Not Fast Fashion</h3>
-        <p>We curate from small businesses and boutique brands — clothes with craftsmanship, not warehouse overstock.</p>
-      </div>
-      <div class="diff-card">
-        <h3>🧠 Learns Your Taste</h3>
-        <p>Rate what you receive. Every rating trains the engine. Box #3 is smarter than box #1 — and it keeps improving.</p>
-      </div>
-      <div class="diff-card">
-        <h3>💰 Within Your Budget</h3>
-        <p>Set your per-item budget ($50, $100, $150). We never send items above it. Respect for your wallet is built in.</p>
-      </div>
-      <div class="diff-card">
-        <h3>🚫 Your Hard Lines, Respected</h3>
-        <p>No synthetics. No florals. No crop tops. Whatever your boundaries are, the engine treats them as rules, not suggestions.</p>
-      </div>
-    </div>
-  </div>
-</section>
-
-<!-- Pricing -->
-<section class="pricing">
-  <div class="container">
-    <h2>Simple Pricing</h2>
-    <div class="price-card">
-      <div class="price-amount">Free</div>
-      <div class="price-period">during early access</div>
-      <ul class="price-features">
-        <li>Personalized style profile</li>
-        <li>AI-curated boxes on demand</li>
-        <li>Feedback-powered learning engine</li>
-        <li>Products from boutique brands</li>
-        <li>Budget-respecting curation</li>
-        <li>No subscription, no commitment</li>
-      </ul>
-      <p style="color: var(--text-light); font-size: 0.85rem;">You only pay for what you buy. We earn through brand partnerships — never by selling your data.</p>
-    </div>
-  </div>
-</section>
-
-<!-- Waitlist -->
-<section class="waitlist" id="waitlist">
-  <div class="container">
-    <h2>Be First in Line</h2>
-    <p>Wardrobe AI is in early access. Drop your email and we'll let you know when your personal stylist is ready.</p>
-    <form class="waitlist-form" onsubmit="handleSubmit(event)">
-      <input type="email" id="email" placeholder="you@email.com" required>
-      <button type="submit">Join Waitlist</button>
-    </form>
-    <p id="confirmation" style="display:none; margin-top: 16px; color: var(--sage-dark); font-weight: bold;">
-      🎉 You're on the list! We'll be in touch.
-    </p>
-  </div>
-</section>
-
-<footer>
-  <div class="container">
-    <p>Wardrobe AI · Built with care in Washington · <a href="https://os.scoble.me/forgejo/sscoble/wardrobe-ai">View on Forgejo</a></p>
-  </div>
-</footer>
-
-<script>
-function handleSubmit(e) {
-  e.preventDefault();
-  const email = document.getElementById('email').value;
-  // Store in localStorage for now (backend coming)
-  const waitlist = JSON.parse(localStorage.getItem('wardrobe_waitlist') || '[]');
-  waitlist.push({ email, timestamp: new Date().toISOString() });
-  localStorage.setItem('wardrobe_waitlist', JSON.stringify(waitlist));
-  document.querySelector('.waitlist-form').style.display = 'none';
-  document.getElementById('confirmation').style.display = 'block';
-}
-</script>
-
-</body>
-</html>