Software developers are embracing the adoption of AI tools at a rapid pace, yet this swift integration is fostering a sense of bewilderment. Both developers and their managers are navigating the complexities of determining the appropriate timing and methodologies for leveraging these tools to prevent the creation of additional issues. Determining when to utilize AI, when to steer clear, and the optimal integration strategies continue to pose significant challenges.