Worked on the CarnegieLearningWeb/UpGrade repository to enhance ECS service scaling and resource allocation across production, staging, and development environments. Focused on tuning the minimum desired count for ECS services, the approach aimed to optimize resource utilization and improve responsiveness to varying traffic loads. Leveraged AWS and DevOps practices, utilizing YAML for configuration management to ensure consistent deployment and operational efficiency. The changes reduced risks of over- or under-provisioning, supporting better SLA readiness and laying a foundation for future scalability. No major bugs were reported during this period, as the primary emphasis remained on feature delivery and operational improvements.