The statistical properties of the largest eigenvalue of a
random matrix are of interest in diverse fields ranging from
disordered systems to statistical data analysis and even in string theory.
In this talk I'll discuss some recent developements on the theory of
extremely rare fluctuations of the largest eigenvalue and its various
applications.