As software moves from answering questions to taking action, design can no longer focus solely on interfaces. The central challenge becomes agency itself: who may act, under whose authority, within which constraints, and with what accountability.
An operating system to scale design quality in digital products and services — under real constraints, the minimum viable management system to keep decision integrity, delivery speed, and craft consistent across teams, markets, and high‑stakes domains.
Literacy Is the difference between being able to formulate your own reasoning and simply selecting from pre-packaged options, between understanding a text and merely consuming it.
What happens when people experience brands, services, and institutions primarily through their own AI agents—rather than through brand‑designed apps, websites, and campaigns?