Scientific computing has reached a decisive moment where conventional approaches meet their constraints. Creative computational methods are starting to demonstrate remarkable strengths in addressing optimisation problems. This scientific evolution holds the potential to reshape multiple segments and areas. The domain of quantum optimisation proble