Junior and Intermediate AI Developers. RDF / semantic data or graph databases, event‑driven architecture (SNS, SQS, EventBridge), containerization (Docker, ECS, Kubernetes), experience with production AI/ML. Help design and maintain knowledge bases, embedding workflows, and retrieval strategies.