Your troops continually consume food. Advanced soldiers need more food. When your consumption is more than your crop yield, your food will be reduced.
Your troops won't die even if your food stores reach 0, but you won't be able to upgrade buildings, research tech or train soldiers! Remember to always keep your yield higher than your troop maintenance costs!