FridgeLuck is a Swift iOS app. Apple Vision and OCR read the fridge on the device, Gemini Live looks at the whole scene, and recipes come from a bundled cookbook of 166 recipes with USDA nutrition data. The part I care about is the Bayesian confidence model: it decides which detections to trust, asks you to confirm only the doubtful ones, and learns from which recipe you pick when you log a meal.
FridgeLuck
Photograph your fridge and get recipes; it asks only about what it’s unsure of.
2nd place, HackTAMS