If you've been watching the video series, here are five short pieces that lay out the economics. I should say clearly that I'm not an economist. I've spent a decade studying how people work with AI, and along the way I've had to teach myself the economics underneath it—the most helpful are here.
Helen Edwards is a Co-Founder of Artificiality. She previously co-founded Intelligentsia.ai (acquired by Atlantic Media) and worked at Meridian Energy, Pacific Gas & Electric, Quartz, and Transpower.
If you've been watching the video series, here are five short pieces that lay out the economics. I should say clearly that I'm not an economist. I've spent a decade studying how people work with AI, and along the way I've had to teach myself the economics underneath it—the most helpful are here.
The theme of the Artificiality Summit 2026 is Unknowing. We start with five speakers—David Wolpert, Caleb Scharf, Wakanyi Macharia-Hoffman, Gašper Beguš, and Nina Beguš—whose work converges on a single finding: the uncertainty surrounding AI is permanent, not a phase.
