SmolVLM-500M-Instruct

Fast visual answers, typed questions, calibrated probabilities in ~400 ms

Traditional spreadsheets ask you to adapt to their limits. Peekaboolean flips that, turning image questions into a fast, structured exchange. The builder behind it, u/bykof, traded slow, free-form generation for a system that scores only the answers you define. That discipline delivers ~400 ms responses on a laptop and a 0.78 choice accuracy against a 30B teacher. It is a pragmatic step toward AI that feels less like a magic trick and more like a tool that respects your time.