In the software development industry, a significant portion of developers' time and company budgets is spent on debugging and fixing code, with statistics showing that 75% of a developer's time is dedicated to these tasks, equating to approximately 1,500 hours annually. This focus on debugging arises from the prevalence of errors, with an average of 70 bugs occurring per 1,000 lines of code and 15 of these reaching customers. The process of fixing a bug is notably time-consuming, taking 30 times longer than writing a line of code, leading to substantial financial costs, exemplified by the $113 billion spent annually in the U.S. on this issue. Consequently, the extensive time and resources allocated to debugging can delay product releases, impacting revenue, as research and development teams and quality assurance departments strive to manage increasingly complex software systems.