Just this year I read that a new insight about eigenvalues/eigenvectors had just been discovered, shocking the math world that a new insight from linear algebra could be discovered.
https://terrytao.wordpress.com/2019/08/13/eigenvectors-from-...
* https://www.quantamagazine.org/neutrinos-lead-to-unexpected-...
* https://terrytao.wordpress.com/2019/08/13/eigenvectors-from-...