System-based interactive AML training UI prototype The Industry Mistake (What’s Broken) Most instructional designers don’t lose relevance because of skill or experience. They lose relevance because their UI systems become outdated, slow, and cognitively heavy. When interfaces feel clunky and workflows feel inefficient, stakeholders don’t see innovation, they see friction and replaceability. This isn’t about visual taste. It’s about operational performance. UI has become infra