In this webinar, we explored an innovative framework for automated hardware verification using Genetic Algorithms and Value Change Dump (VCD) files. By leveraging evolutionary techniques, we demonstrated how optimized test vectors can efficiently identify anomalies, simplify signal analysis, and enhance verification throughput. This approach revolutionizes traditional methods, reducing manual effort and increasing reliability in complex hardware designs.