Since these are entirely homemade and have zero preservatives, yes, they will eventually go bad. The first stage of crouton ruin is staleness. If your croutons become stale, you can usually revive them with a quick trip to the oven to recrisp. After staleness comes mold. At that point, you need to cut your losses and toss the croutons in the compost heap.