BHRAMARI: Bug driven highly reusable automated model for automated test bed generation and integration

Ensuring software quality is critical aspect of the development process, with test beds playing a vital role in validating applications under several conditions. Traditional methods of test bed generation are time-consuming and often fail to cover wide range of testing scenarios. To address these challenges, we introduce a novel test bed generator software application BHRAMARI that automates the creation of test beds with high-quality code smells and samples. The integration of advanced technologies such as natural language processing and generative-AI paves the way for a new era in software testing, where automation and innovation ensure the highest standards of reliability.