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Mapping & MoltingA Perspective on the AI Economy

Six essays on Artificial Intelligence, technological transitions, and disciplined investing.

Mapping & Molting is a six-part series about investing through a technological transition. How new structure gets built, financed, priced, and misread while it is happening. Artificial intelligence is the current case study and a similar lens could have been used to look at railroads, electrification, and the internet.

The series does not try to predict where AI ends up. It follows one question across six essays: when a transition is real but unevenly priced, what kind of knowledge can an investor actually have? The essays build toward a framework, not a forecast. A way of reading where a transition stands and when its core question has changed.

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The method in practice

Where the thinking gets applied

These essays are the method. Its application is the AI Value Chain Strategy, an actively managed approach built around the same premise: that value migrates across a transition, and the work is knowing where it sits and when it moves. If the essays fit the way you think, the strategy page explains how it works in practice, what it costs, and who it is for.

Explore the AI Value Chain Strategy →

For general educational and informational purposes only. It does not constitute personalized investment advice or a solicitation to buy or sell any security. References to specific companies or individuals are for illustrative purposes only and should not be interpreted as recommendations. Nothing in this series should be interpreted to state or imply that past results or historical patterns are an indication of future performance.