This situation has evolved quicker than I had anticipated. I will break it down in detail below, but here is a TL;DR with PC specs and some notes.
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TL;DR
Primary problem: random crashes; PC shuts down, as if I pulled the plug; Cannot boot for 15-20s; Everything is fine afterwards. Number...