The year is 2025. Remember those clunky, generic recommendations that felt miles off? "Based on your purchase of dish soap, you might like... a garden gnome?" Thankfully, those days are fading fast. Artificial intelligence (AI) is revolutionizing personalization, moving far beyond basic collaborative filtering to create truly individualized experiences.