Cartmate

Why It Won — our reading

It is telling that the grand prize at the same event was also a shopping assistant built as coordinated agents. That says something about what this cohort of judges rewarded: not one model doing everything, but specialists with a visible division of labour. The number six matters less than being able to justify the split, and separating style understanding from preference learning is a defensible line.