Very clearly not a beginner or even intermediate level system and I was initially surprised by the absence of the classic POST beep assuring me that it was alive, but it's a magnificent platform for Linux. The Debian 12 installer recognized everything with no hassle, and my only real hardware disappointment was that the E key on the included keyboard sticks and auto-repeats. Fortunately a $15 keyboard is very easy to come by.