5+ years of professional experience building data-centric software. Experience building and deploying production applications in cloud environments. Demonstrated ability to interface data repositories, message queues, ML models, LLMs, and other services in cloud environments, especially AWS. Expertise with LLMs, prompt engineering, agent building, and vector databases. Skill collaborating using cloud-based tooling, git, notebook systems, and ML workflows.