Running win 8.1 64-bit with all updates with 32GB of RAM.
I'm thinking about how to diagnose the possible hardware issue later tonight, thanks for the suggestions.
Oh, so it is a very modern hardware. In that case check it up for "row hammer" memory failure. I heard that the hardware that is susceptible to row hammering is being sold cheaply all over the world because the old memory tests don't yet have specific diagnostics for that fault.