diff --git a/.gitignore b/.gitignore
index ad03605..92cc096 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,7 +1,21 @@
-# Vault is symlinked, not owned by this workspace
-vault/
+# Logs
+logs
+*.log
+npm-debug.log*
 node_modules/
-.DS_Store
+.env
+.env.development.local
+.env.test.local
+.env.production.local
+.env.local
+.next
+out
+dist
+coverage
 *.sqlite
 *.db
+.DS_Store
 Thumbs.db
+vault/
+.openclaw/
+memory/
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..76f4e59
--- /dev/null
+++ b/README.md
@@ -0,0 +1,165 @@
+# 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
diff --git a/wardrobe-ai/backend/init-db.js b/wardrobe-ai/backend/init-db.js
index 895ab2f..0b492cc 100644
--- a/wardrobe-ai/backend/init-db.js
+++ b/wardrobe-ai/backend/init-db.js
@@ -1,6 +1,9 @@
 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);
@@ -76,32 +79,32 @@ function initializeDatabase() {
 
 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' }
+    { 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 => {
diff --git a/wardrobe-ai/backend/package-lock.json b/wardrobe-ai/backend/package-lock.json
index 6ebb80b..a1f5090 100644
--- a/wardrobe-ai/backend/package-lock.json
+++ b/wardrobe-ai/backend/package-lock.json
@@ -9,6 +9,7 @@
       "version": "0.1.0",
       "dependencies": {
         "express": "^4.18.2",
+        "joi": "^18.1.2",
         "sqlite3": "^5.1.6"
       }
     },
@@ -19,6 +20,54 @@
       "license": "MIT",
       "optional": true
     },
+    "node_modules/@hapi/address": {
+      "version": "5.1.1",
+      "resolved": "https://registry.npmjs.org/@hapi/address/-/address-5.1.1.tgz",
+      "integrity": "sha512-A+po2d/dVoY7cYajycYI43ZbYMXukuopIsqCjh5QzsBCipDtdofHntljDlpccMjIfTy6UOkg+5KPriwYch2bXA==",
+      "license": "BSD-3-Clause",
+      "dependencies": {
+        "@hapi/hoek": "^11.0.2"
+      },
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@hapi/formula": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/@hapi/formula/-/formula-3.0.2.tgz",
+      "integrity": "sha512-hY5YPNXzw1He7s0iqkRQi+uMGh383CGdyyIGYtB+W5N3KHPXoqychklvHhKCC9M3Xtv0OCs/IHw+r4dcHtBYWw==",
+      "license": "BSD-3-Clause"
+    },
+    "node_modules/@hapi/hoek": {
+      "version": "11.0.7",
+      "resolved": "https://registry.npmjs.org/@hapi/hoek/-/hoek-11.0.7.tgz",
+      "integrity": "sha512-HV5undWkKzcB4RZUusqOpcgxOaq6VOAH7zhhIr2g3G8NF/MlFO75SjOr2NfuSx0Mh40+1FqCkagKLJRykUWoFQ==",
+      "license": "BSD-3-Clause"
+    },
+    "node_modules/@hapi/pinpoint": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/@hapi/pinpoint/-/pinpoint-2.0.1.tgz",
+      "integrity": "sha512-EKQmr16tM8s16vTT3cA5L0kZZcTMU5DUOZTuvpnY738m+jyP3JIUj+Mm1xc1rsLkGBQ/gVnfKYPwOmPg1tUR4Q==",
+      "license": "BSD-3-Clause"
+    },
+    "node_modules/@hapi/tlds": {
+      "version": "1.1.6",
+      "resolved": "https://registry.npmjs.org/@hapi/tlds/-/tlds-1.1.6.tgz",
+      "integrity": "sha512-xdi7A/4NZokvV0ewovme3aUO5kQhW9pQ2YD1hRqZGhhSi5rBv4usHYidVocXSi9eihYsznZxLtAiEYYUL6VBGw==",
+      "license": "BSD-3-Clause",
+      "engines": {
+        "node": ">=14.0.0"
+      }
+    },
+    "node_modules/@hapi/topo": {
+      "version": "6.0.2",
+      "resolved": "https://registry.npmjs.org/@hapi/topo/-/topo-6.0.2.tgz",
+      "integrity": "sha512-KR3rD5inZbGMrHmgPxsJ9dbi6zEK+C3ZwUwTa+eMwWLz7oijWUTWD2pMSNNYJAU6Qq+65NkxXjqHr/7LM2Xkqg==",
+      "license": "BSD-3-Clause",
+      "dependencies": {
+        "@hapi/hoek": "^11.0.2"
+      }
+    },
     "node_modules/@npmcli/fs": {
       "version": "1.1.1",
       "resolved": "https://registry.npmjs.org/@npmcli/fs/-/fs-1.1.1.tgz",
@@ -45,6 +94,12 @@
         "node": ">=10"
       }
     },
+    "node_modules/@standard-schema/spec": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@standard-schema/spec/-/spec-1.1.0.tgz",
+      "integrity": "sha512-l2aFy5jALhniG5HgqrD6jXLi/rUWrKvqN/qJx6yoJsgKhblVd+iqqU4RCXavm/jPityDo5TCvKMnpjKnOriy0w==",
+      "license": "MIT"
+    },
     "node_modules/@tootallnate/once": {
       "version": "1.1.2",
       "resolved": "https://registry.npmjs.org/@tootallnate/once/-/once-1.1.2.tgz",
@@ -1153,6 +1208,24 @@
       "license": "ISC",
       "optional": true
     },
+    "node_modules/joi": {
+      "version": "18.1.2",
+      "resolved": "https://registry.npmjs.org/joi/-/joi-18.1.2.tgz",
+      "integrity": "sha512-rF5MAmps5esSlhCA+N1b6IYHDw9j/btzGaqfgie522jS02Ju/HXBxamlXVlKEHAxoMKQL77HWI8jlqWsFuekZA==",
+      "license": "BSD-3-Clause",
+      "dependencies": {
+        "@hapi/address": "^5.1.1",
+        "@hapi/formula": "^3.0.2",
+        "@hapi/hoek": "^11.0.7",
+        "@hapi/pinpoint": "^2.0.1",
+        "@hapi/tlds": "^1.1.1",
+        "@hapi/topo": "^6.0.2",
+        "@standard-schema/spec": "^1.1.0"
+      },
+      "engines": {
+        "node": ">= 20"
+      }
+    },
     "node_modules/lru-cache": {
       "version": "6.0.0",
       "resolved": "https://registry.npmjs.org/lru-cache/-/lru-cache-6.0.0.tgz",
diff --git a/wardrobe-ai/backend/package.json b/wardrobe-ai/backend/package.json
index cc830e2..f40e44a 100644
--- a/wardrobe-ai/backend/package.json
+++ b/wardrobe-ai/backend/package.json
@@ -10,6 +10,7 @@
   },
   "dependencies": {
     "express": "^4.18.2",
+    "joi": "^18.1.2",
     "sqlite3": "^5.1.6"
   }
 }
diff --git a/wardrobe-ai/backend/server.js b/wardrobe-ai/backend/server.js
index af4ef85..e86cc9a 100644
--- a/wardrobe-ai/backend/server.js
+++ b/wardrobe-ai/backend/server.js
@@ -1,15 +1,26 @@
 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();
-const PORT = process.env.PORT || 3001;
 
 // Middleware
 app.use(express.json());
+app.use(sanitizeBody);
 app.use(express.static(path.join(__dirname, '../frontend/public')));
 app.use((req, res, next) => {
-  res.header('Access-Control-Allow-Origin', '*');
+  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') {
@@ -34,6 +45,8 @@ db.serialize(() => {
     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
     )
   `);
@@ -88,15 +101,89 @@ db.serialize(() => {
       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)
+    )
+  `);
 });
 
-// Routes
+// ─── 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) => {
@@ -120,7 +207,7 @@ app.get('/api/products/category/:category', (req, res) => {
 });
 
 // Create user
-app.post('/api/users', (req, res) => {
+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) {
@@ -133,7 +220,7 @@ app.post('/api/users', (req, res) => {
 });
 
 // Create style profile
-app.post('/api/profiles', (req, res) => {
+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(
@@ -149,8 +236,12 @@ app.post('/api/profiles', (req, res) => {
   );
 });
 
-// Get style profile by user ID
-app.get('/api/profile/:userId', (req, res) => {
+// 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],
@@ -175,10 +266,13 @@ app.get('/api/profile/:userId', (req, res) => {
   );
 });
 
-// Generate curated box
-app.post('/api/box', (req, res) => {
+// 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',
@@ -191,67 +285,122 @@ app.post('/api/box', (req, res) => {
       
       const hardLines = JSON.parse(profile?.hard_lines || '[]');
       
-      // 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' });
+      // 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
+            });
+          });
         }
-        
-        // Score and filter products
-        const scoredProducts = products
-          .map(product => {
-            let score = 0;
-            
-            // Color match: +25 points
-            if (preferredColors.includes(product.color)) {
-              score += 25;
-            }
-            
-            // Style match: +35 points
-            if (stylePreferences && stylePreferences.length > 0) {
-              const productStyleTags = JSON.parse(product.style_tags || '[]');
-              const matchingStyles = stylePreferences.filter(style => 
-                productStyleTags.some(tag => tag.toLowerCase().includes(style.toLowerCase()))
-              );
-              if (matchingStyles.length > 0) {
-                score += 35;
-              }
-            }
-            
-            // Price fit: +20 points
-            if (product.price <= budget) {
-              score += 20;
-            }
-            
-            return { ...product, score, matchingStyles: stylePreferences.filter(style => 
-              JSON.parse(product.style_tags || '[]').some(tag => tag.toLowerCase().includes(style.toLowerCase()))
-            ) };
-          })
-          .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); // Top 4-6 items
-        
-        res.json({
-          products: scoredProducts,
-          totalMatches: scoredProducts.length
-        });
-      });
+      );
     }
   );
 });
 
-// Submit feedback
-app.post('/api/feedback', (req, res) => {
+// 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(
@@ -270,32 +419,57 @@ app.post('/api/feedback', (req, res) => {
 // 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' },
-    { 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=greybeardhold-20' }
+    { 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 => {
diff --git a/wardrobe-ai/backend/src/middleware/validation.js b/wardrobe-ai/backend/src/middleware/validation.js
new file mode 100644
index 0000000..8d772b2
--- /dev/null
+++ b/wardrobe-ai/backend/src/middleware/validation.js
@@ -0,0 +1,194 @@
+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,
+};
diff --git a/wardrobe-ai/frontend/src/components/CuratedBox.js b/wardrobe-ai/frontend/src/components/CuratedBox.js
index e7a203b..a799108 100644
--- a/wardrobe-ai/frontend/src/components/CuratedBox.js
+++ b/wardrobe-ai/frontend/src/components/CuratedBox.js
@@ -6,26 +6,67 @@ export default function CuratedBox() {
   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);
-      generateBox(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 {
-      // For now, use placeholder preferences - in real app, fetch from user profile
+      // 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' },
+        headers: {
+          'Content-Type': 'application/json',
+          ...(localStorage.getItem('wardrobe_token') ? { 'Authorization': `Bearer ${localStorage.getItem('wardrobe_token')}` } : {})
+        },
         body: JSON.stringify({
           userId,
-          preferredColors: ['Black', 'White', 'Navy', 'Grey'],
-          stylePreferences: ['Classic', 'Casual'],
-          budget: 100
+          preferredColors,
+          stylePreferences,
+          budget
         })
       });
       
@@ -36,6 +77,13 @@ export default function CuratedBox() {
     }
   };
 
+  // Generate box when profile is loaded
+  useEffect(() => {
+    if (userId && profile) {
+      generateBox(userId);
+    }
+  }, [userId, profile]);
+
   const handleFeedbackChange = (productId, field, value) => {
     setFeedback(prev => ({
       ...prev,
@@ -53,7 +101,10 @@ export default function CuratedBox() {
     try {
       await fetch('/api/feedback', {
         method: 'POST',
-        headers: { 'Content-Type': 'application/json' },
+        headers: {
+          'Content-Type': 'application/json',
+          ...(localStorage.getItem('wardrobe_token') ? { 'Authorization': `Bearer ${localStorage.getItem('wardrobe_token')}` } : {})
+        },
         body: JSON.stringify({
           userId,
           productId,
diff --git a/wardrobe-ai/site/index.html b/wardrobe-ai/site/index.html
new file mode 100644
index 0000000..84e5b69
--- /dev/null
+++ b/wardrobe-ai/site/index.html
@@ -0,0 +1,315 @@
+<!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>