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What you were taught
Eating a lot of carrots will give you excellent night vision
What we know now
Carrots provide vitamin A, which helps prevent deficiency-related vision problems, but they do not give healthy people superhuman night vision. The myth was amplified by World War II propaganda.
Updated understanding emerged around 1945