For more information and the related math behind associative memories, please see Hopfield Neural Networks.

While the upper bound is technically "infinity", there is a tradeoff between the amount of concepts stored and the fundamental amount of information storable per concept, similar to how other tradeoff principles like the uncertainty principle, etc work.