diff --git a/wardrobe-ai/.env.example b/wardrobe-ai/.env.example
index d23e3b8..3468651 100644
--- a/wardrobe-ai/.env.example
+++ b/wardrobe-ai/.env.example
@@ -5,5 +5,8 @@ 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
diff --git a/wardrobe-ai/backend/init-db.js b/wardrobe-ai/backend/init-db.js
index e303155..895ab2f 100644
--- a/wardrobe-ai/backend/init-db.js
+++ b/wardrobe-ai/backend/init-db.js
@@ -76,32 +76,32 @@ 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' }
+    { 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' }
   ];
 
   seedProducts.forEach(product => {
diff --git a/wardrobe-ai/backend/server.js b/wardrobe-ai/backend/server.js
index d8ec0c5..7644f19 100644
--- a/wardrobe-ai/backend/server.js
+++ b/wardrobe-ai/backend/server.js
@@ -9,7 +9,11 @@ const PORT = process.env.PORT || 3001;
 app.use(express.json());
 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://wardrobeai.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') {
@@ -270,32 +274,32 @@ 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' },
-    { 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' }
+    { 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' }
   ];
 
   seedProducts.forEach(product => {
diff --git a/wardrobe-ai/frontend/src/components/CuratedBox.js b/wardrobe-ai/frontend/src/components/CuratedBox.js
index e7a203b..aebf140 100644
--- a/wardrobe-ai/frontend/src/components/CuratedBox.js
+++ b/wardrobe-ai/frontend/src/components/CuratedBox.js
@@ -17,7 +17,8 @@ export default function CuratedBox() {
 
   const generateBox = async (userId) => {
     try {
-      // For now, use placeholder preferences - in real app, fetch from user profile
+      // TODO: Add authentication headers - these API calls need auth before production
+      // TODO: Add authentication headers
       const response = await fetch('/api/box', {
         method: 'POST',
         headers: { 'Content-Type': 'application/json' },
@@ -51,6 +52,8 @@ export default function CuratedBox() {
     if (!userFeedback) return;
 
     try {
+      // TODO: Add authentication headers - these API calls need auth before production
+      // TODO: Add authentication headers
       await fetch('/api/feedback', {
         method: 'POST',
         headers: { 'Content-Type': 'application/json' },