# Address concerns

- Observes real application behavior as part of normal development and deployment workflows
- Uses observed behavior to generate and maintain end-to-end tests continuously
- Executes validation as code changes move through CI/CD pipelines rather than as a separate phase
- Maintains test reliability over time as applications evolve