Understanding of software architecture concepts - cloud vs. on-premise deployment, command-and-control platforms, digital twins, and system integration.
Quality Assurance Rigor: Hands-on experience with mid-sprint validation, basic validation flows, and detailed acceptance criteria testing. Ability to co-test alongside engineers rather than relying entirely on end-of-sprint UAT failures.