Results for: Raw Intelligence

AI capability represented as a powerful Ferrari approaching the limits imposed by infrastructure, human attention, demand and physical constraints

Are AI Productivity Gains Worth It?

AI can multiply cognitive productivity dramatically, but the real economy is constrained by human time, attention, consumption, infrastructure and demand.

Podcast cover for When AI Enters Mathematics, showing AI and a human mathematician exploring P vs NP, Navier–Stokes, and mathematical discovery.

Podcast Episode: AI And The Frontiers Of Math

When AI enters mathematics, the challenge is not only whether machines can solve difficult problems, but what happens to discovery, attribution, provenance, and the human mathematical ecosystem.

Podcast cover for AI Ownership And Attribution, showing human knowledge and AI-generated work connected through capability, cognitive labour, work product, and ownership.

Podcast Episode: AI Ownership And Attribution

When AI becomes a rented cognitive capability and commercial systems are built on humanity’s accumulated knowledge, who owns the work—and who owns the future?

Podcast cover for AI And The Economics Of Expertise, showing a human and AI robot overlooking a futuristic landscape.

Podcast Episode: AI And The Economics Of Expertise

AI is making expertise less scarce, changing the economics of teaching, and raising a larger question: if intelligence becomes abundant, what exactly do humans contribute?

AI utopia or a new dystopia: a prosperous future city with a human questioning what comes next.

The Risk of AI enabled Utopian Dystopia

What happens if ASI succeeds? This thought experiment explores how abundance, automation and AI dependence could affect human agency, meaning and purpose.

Human choosing the direction of an AI-powered Ferrari at a crossroads, symbolizing human judgment directing AI capability.

Is AI Ending the Moat of Large Organizations?

AI may be weakening one of the traditional reasons companies needed to become large: the need to employ large numbers of specialists. As AI turns specialized capability into something that can be summoned on demand, a new organizational form may emerge—the lean micro-corporation, with a tiny human core commanding enormous productive capacity.

Podcast Episode: AI Judgment And Work

A podcast on AI reasoning, verification, decision-making, work and what happens when machine intelligence changes the structure of organizations.

Human contributions flowing into a growing global AI intelligence network

The Era of Universal Employment: A New UBI

AI may create a new economic channel in which people contribute ideas, expertise, methods and cognitive systems to the development of machine intelligence—and potentially share in the value created.

AI selecting an information domain before answering a question

Where Does AI Look for the Answer?

AI can have the right information in context and still use the wrong source. This article explores information-domain selection, pretrained memory, context authority and adaptive verification.