Manish received his PhD in computer Architecture in October 2016. His doctoral research was on Sub-Threshold and Near-Threshold architectures focusing on SRAM and DRAM memories and statistical methods for failure-probability estimation for memory stability and optimization. He was a postdoctoral fellow at the University of Alberta in 2017. Currently, he is a Software developer at Mentor Graphics, Saskatoon which is part of Mentor ICVS division.