Motivation for Improving Matrix Multiplication, by Jim Demmel.
For further reading (optional): Designing fast linear algebra kernels in the presence of memory hierarchies, by Jim Demmel, UC Berkeley. (Skip the last section: Fast serial matrix multiplication algorithms)