Completion becomes evidence.
Academy is not a video player with a quiz at the end. Modules, progress tracking and completion evidence are built in, and every completion writes back to your User DNA, sharpening the guidance you get next. Here is one moment from a lesson, with the tutor beside it.
Book a demo →“Cognitive load theory, developed by John Sweller, proposes that our working memory has a limited capacity. In interface design, every visual element, interaction step, and piece of text competes for the same finite cognitive resource. Good design manages this load deliberately…”
How does this connect to transformer attention from the data science module?
Great connection: both describe limited processing capacity from different angles. Transformer attention is computational; cognitive load is biological. Section 3.4 links them well for your UX context.
I only have four hours this week. What is most critical for my UX role?
Focus on sections 3.2 and 3.4: they directly address interaction-design work. Skip 3.3 for now; it matters more for researchers at a later stage.
Illustrative example, demonstration data.