Support: Monitor model and service performance using CloudWatch and distributed tracing; triage production incidents, conduct root-cause analyses, and optimize token/resource consumption. SDLC Discipline: Actively participate in peer code reviews, write automated unit and integration tests, maintain CI/CD pipelines, and document integration patterns and data models. … quantitative field. Working knowledge of core AWS services, including Lambda , ECS/Fargate , S3 , EventBridge , CloudWatch , and API Gateway . Solid understanding of standard SDLC tooling, automated testing, Git, Docker, and CI/CD automation. Preferred Qualifications Exposure to financial domain data, investment research workflows, or enterprise content authoring tools. ...