The crops are like any garden. You plant, harvest then the changing of the season and they go away. This is normal. You have two options, have enough workers harvesting the crops so you will not run out of food while you are waiting for the crops to come back, and/or use the berry bush. Once you get level three harvesting, you will not need to worry about, as the third source will never run out.
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The VI