Software testing is an critical part of the software development lifecycle. It involves a systematic process of evaluating and verifying that a software application meets its specifications. Through rigorous testing, we can identify defects, bugs, and synthetic data for AI testing vulnerabilities early on in the development cycle, ensuring that the