Sometimes incompatible RAM or wrong RAM settings in BIOS might cause the CPU Trouble LED to light up.
Since it is booting up into Windows indicates all hardware on your Motherboard passed the BIOS test POST which means your CPU and RAM and GPU passed and BIOS allowed the PC to continue to boot into Windows.
do a CMOS CLEAR on your motherboard to reset BIOS to its default settings and see if the crashes continues or not.
If it doesn't that would seem to indicate misconfigured RAM or possibly CPU settings in BIOS.
If it does continue to crash, I would run Windows Memory Diagnostic or MEMTEST 86 to check your RAM to see if any stick might be going bad.
What type of BSOD errors are you getting or any type of errors when your PC restarts?
I have a similar Asus Mobo Model as yours except it is PRO and not Plus. Uses the same BIOS versions as your Motherboard.
I notice there is a new BIOS version that came out in 11/2022. Version 4408. I would try to update the BIOS to make your hardware more compatible with the motherboard: https://www.asus.com/motherboards-components/motherboards/tuf-gaming/tuf-gaming-x570-plus/helpdesk_b...
Now that I saw that I am also going to download that BIOS version and save it for the future. Once I find out it is stable from other Users experiences.
But I would look at your RAM first. Try using one Stick of RAM on A2 DIMM Slot and see if it continues to crash unless the RAM stick is only 4GB large then use 2 sticks.
Try stress testing your CPU, PSU , & GPU using OCCT freeware app. If your PC shuts down in any of those test check to see what CPU & GPU Temperatures your had when it crashed or your PSU Outputs were and Fan speeds.