Tests are essential for maintaining confidence in software development, but not all tests should be kept. Flaky, irrelevant, or overly burdensome tests can decrease confidence and hinder productivity, making it necessary to delete them to foster a healthier development environment. Instead of clinging to ineffective tests, developers should focus on writing new, relevant tests that enhance confidence in their code changes.