Progressive disclosure puts the few features that serve most tasks on the first screen and defers the rest to a clearly labeled second level. The pattern has 4 decades of evidence behind it: novices learn faster and err less, while experts pay 1 click. It’s about to matter more than ever, because AI answers and long-running agents need layered revealing even more than settings screens do.

UX benchmark for AI | Being mentioned in AI answers drives subsequent user behavior | Cheaper character design workflow for new video | AI maturity model | My hero: Dr. Stuart K. Card of Xerox PARC | Microsoft FDE

Halfway through 2026, AI is evolving faster than expected, but usability is struggling to keep pace. I graded my 18 predictions on autonomous agents, compute shortages, and interface design to separate the hype from reality.

Can humans remain in control with superintelligent AI (ASI)? | Dark design music video redone | What are normal people saying about AI? | My hero: Dr. John M. Carroll of IBM Research | Finally, a hotel room shower makes it easy to adjust temperature | How designers use AI vs. what they say about AI | Explosive growth in use of agentic AI among non-developers | Check whether major AI models know you

AI is too large to understand through a single analogy. The Internet explains early adoption, human history explains the next 30 years, biology frames longer-term speculation, and Norse mythology reminds us that tools are not gods.

Dark design patterns | 8 usage patterns for ecommerce search | Search engine traffic drops rapidly | AI overcomes “The Mythical Man-Month” | AI does well in UI design vs. human designers | The story of Ada, Countess of Lovelace | Scenario for European AI until 2031 | Virtual girlfriends/boyfriends rack up double the use of dating apps | Job openings for data visualization design