AN EXCERPT FROM THE INTRODUCTION

The Race for Intelligence

How AI, Chips, and Energy Are Reshaping Global Power

Gordon Snow with Magnus Voss

What Would It Mean to Win?

Imagine the moment an AI system begins to improve itself in a continuing cycle. It writes a change to the software that makes it work. It tests the change. The change makes it better at designing the next change. So it tries again, tests again, and improves again. What it gains in one round helps it in the next.

This is recursive self-improvement. Recursive means that the result of a process feeds back into the process itself. Here, a more capable AI helps produce a still more capable AI. One successful change would not establish such a cycle. The crucial moment comes when the system can repeat the process, using the gains from each round to help make the next.

Suppose this happens in a laboratory in the United States. The researchers confirm that the successive improvements work. The laboratory announces its discovery. Commentators say America has won the race for intelligence.

Have they understood what has happened?

Perhaps the laboratory has gained an extraordinary advantage. Perhaps the United States has gained one too. But we cannot move directly from the first claim to the second. A company can develop a capability without placing it at the command of its government. A system can advance research without making its own behavior easy to predict or direct. A breakthrough can depend on processors made abroad, electricity supplied locally, engineers drawn from many countries, and decisions made by institutions with different purposes. Rivals may copy parts of the discovery. They may also find another route to the same result.

There is a more unsettling possibility. What if the system becomes increasingly capable of improving itself while becoming less responsive to the intentions of the people who set it in motion? The country that builds such a system first might have created immense power without gaining reliable control of it.

We do not know whether that future will arrive. We should not pretend that one successful AI contribution to research proves it has arrived. Yet the possibility changes the questions we must ask now. What would count as sustained recursive self-improvement? How might a feedback loop accelerate or stop? Who chooses its purposes, who tests its work, who controls the resources it needs, and who can interrupt it? If intelligence itself can help produce more intelligence, what becomes of the familiar struggle for national power?

END OF EXCERPT

From the introduction to The Race for Intelligence. Coming Fall ’26.

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MINDLAB HQ

Independent philosophy and AI publication and public learning hub, founded by Gordon Snow.

Continue the conversation.

Essays, courses, new projects, and occasional reflections.

Newsletter connection pending. No subscriptions are collected yet.

© 2026 MindLab HQ. All rights reserved.

A more thoughtful future is a human project.

MINDLAB HQ

Independent philosophy and AI publication and public learning hub, founded by Gordon Snow.

Continue the conversation.

Essays, courses, new projects, and occasional reflections.

Newsletter connection pending. No subscriptions are collected yet.

© 2026 MindLab HQ. All rights reserved.

A more thoughtful future is a human project.