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"The refrigerator is dead": Samsung's AI fridges shut down after update, causes outrage
(www.notebookcheck.net)
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And that’s basically it!
More likely would be a system that uses cameras to see what you put in, alongside a program to identify what type of item it is, and a record of its estimated time of spoiling. Say you put in a pack of bagels, and the fridge deduces it is a new pack because you haven't recently taken bagels out. The fridge estimates they will probably last 1-2 weeks. Then depending on how much they are removed and put back in, it might throw a reminder on the screen "bagels still good?" etc
In the UK barcodes are getting replaced with qr codes that include everything from best by to ingredients and allergens. A system could easily use that and you just scan the qr code when you put it in the fridge