Bachelor's degree in computer science, data science, engineering, or related technical field.
Two to five years of relevant experience is acceptable.
Experience with full-stack application development.
Experience with GCP or comparable cloud platforms.
Experience with reusable services and headless architecture.
Experience with AI/ML system implementation.
Experience with data and knowledge integration.
Experience building agent-accessible tools and artifacts.
Experience with GitHub workflows, CI/CD, Terraform, and automated testing.
Experience with specifications, constitutions, contracts, and AI harnesses.
Experience contributing to code quality and integration reviews.
Experience with production deployment and operational support.
Technical mentoring or leadership experience.