Coveragent tackles the challenge of validating test cases generated by LLMs, ensuring they run and compile correctly. While the basic version simply discards non-functional tests, a more advanced implementation could analyze error messages to attempt fixes. This approach opens the door to discovering potential solutions and enhancing code coverage, even in the face of compilation errors.