In today's rapidly evolving technological landscape, software applications are essential for businesses of all sizes. To ensure that these systems function seamlessly and efficiently, proactive software maintenance is crucial. This approach involves regularly analyzing the software code, identifying potential concerns, and implementing adaptive mea