NCA-GENM Question 185
Select 3A development team is tasked with building a generative AI multimodal application that processes both text and images. To ensure adherence to best practices and maintain high standards of software quality and reliability, which strategies should the team prioritize during development?
- A
Implement unit and integration tests for both text and image processing components.
- B
Use a pre-trained model without evaluating its accuracy or reliability on the project's specific dataset.
- C
Adopt continuous integration and continuous deployment (CI/CD) pipelines to automate testing and deployment.
- D
Regularly monitor and evaluate the performance of the multimodal application using real-world data.
- E
Avoid documentation updates until the final version of the application is deployed.
Show answer and explanation
Correct answers: A, C, D
Explanation
To maintain high software quality and reliability in generative AI multimodal applications, teams must prioritize robust testing, automated pipelines, and ongoing performance monitoring. These practices ensure the application functions as intended, adapts to real-world conditions, and fosters maintainability. Neglecting model evaluation, documentation, or other quality controls can compromise reliability and lead to suboptimal results.
- A. Correct.
Implementing unit and integration tests ensures that both individual components (e.g., text and image processing) and their interactions are functioning properly, which is critical for maintaining software quality.
- B. Incorrect.
Using a pre-trained model without evaluating it on the specific dataset can lead to unreliable outputs, as the model may not generalize well to the application’s requirements. This is not a best practice.
- C. Correct.
Adopting CI/CD pipelines helps automate testing and deployment processes, which reduces errors, ensures consistency, and improves reliability throughout the development lifecycle.
- D. Correct.
Regular monitoring and evaluation using real-world data ensures that the application performs reliably under actual conditions, helping to maintain high software standards.
- E. Incorrect.
Delaying documentation updates until the final version is deployed increases the risk of incomplete or outdated documentation, which can hinder maintenance and scalability efforts.