The idea is to develop semiconductors that can better train deep learning algorithms.
They have background knowledge and you might have a discussion with them on any topic.
LeCun also apparently wants to reduce the power consumption of the chips and make them process information much quicker.
Facebook is not the first company that is looking to design its own chips for the AI field.
source: www.techworm.net