Essays, research notes, and explorations.
There is a widening chasm between teams that have built AI into how they ship and teams that use Copilot as autocomplete. The difference is not incremental. It is structural. And your hiring process is almost certainly blind to it.
The workforce is undergoing a fundamental transformation. As AI agents become capable of executing increasingly complex tasks, the skills that define valuable employees are shifting beneath our feet.
Humans are visual animals, wired for survival through pattern recognition. The web was built on that instinct. But when agents become the primary users of digital services, what happens to the interface?
At the end of the nineteenth century, Vilfredo Pareto noticed a stubborn pattern in the data. Wealth did not distribute evenly. The asymmetry didn't change. And for a remarkably long time, the curve held.