Dwarf Fortress: How to fix random crashes /w PeridexisErrant's Starter Pack

I started getting this issue and it actually forced me to stop playing Dwarf Fortress for a long time due to how bad the crashing issue was. I'm so happy to have found the solution and to share it with you all!
Special thanks to tekkud on /r/dwarffortress, as he suggest the issue might have been DFHack.
Dwarf Fortress version: 47.05-r11
Newb Pack used: df.wicked-code....
Tileset: Phoebus