5+ years experience building and operating large-scale, cloud-native or SaaS systems (preferably in AWS) Proficiency in Python and modern API frameworks (FastAPI or Flask) Hands-on experience with CI/CD pipelines (GitLab) and infrastructure-as-code (Terraform) Practical experience delivering AI/ML features (RAG, orchestration, embeddings, or agentic workflows) in production