Play

Three quick ways to teach the system your taste. Every gesture trains what we generate next.

Swipe

Tinder-style card stack. Drag right to love, left to skip, up to super-love. The most addictive of the three.

Start swiping →
🔥

Hot or Not

One design at a time. HOT or NOT. The fastest way to teach the system. Arrow keys for speed.

Start rating →

Pick a favorite

Two designs, side-by-side. Click the one you'd actually hang. Builds an Elo ranking across the whole catalog.

Start picking →

How the learning works

Every vote (♥ / 🔥 / ⚖) lands in wallco_votes or wallco_poll_pairs. Every 30 min, the system aggregates the top-20 ranked designs and writes a high-weight recipe back into the generator. The 3-min cron then picks that recipe more often. Your taste literally bends the next 480 designs we render today.