Exposure to test automation frameworks (e.g., Selenium, Cypress, Robot Framework, JUnit), including writing test scripts, or BDD tools (Cucumber, SpecFlow, Behave), including writing the step definitions behind Gherkin scenarios. Run discovery with operators, subject matter experts, and government leads, through interviews, site visits, and demos, to understand mission workflows, pain points, and what would make a capability acceptable to them.