Recent hacks of well known tech firms bring us some lessons learned. The biggest lesson is that creating a security debt often doesn't work out.  Maybe a big part of our security staff shortage is we're producing the wrong kinds of security leaders, and good leaders won't go into bad security companies.

In the second half we discuss the several roles of machine learning we see today in security.