The through-line

Evolution of an Investment Philosophy

The frameworks used today were not designed in advance. They emerged from decades of investing across market cycles and technology transitions—each period contributing an observation that later hardened into a repeatable discipline.

2003–2015

Commodities & Chinese industrial demand

Large secular forces and persistent demand shifts can be observed early and acted on with patience rather than prediction.

Evolved into
Super Tanker Trades
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2015–2016

Biotechnology & CRISPR

The convergence of enabling technologies and changing productive capacity can reset the economics of an entire field.

Evolved into
Pattern Recognition
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2016–2017

Coal, PIPEs & raising capital

Balance sheets, leverage, financing structure, governance and sponsorship determine outcomes.

Evolved into
Risk Decomposition & Institutional Validation
2018

Family offices

Capital access depends on understanding who controls the money and how decisions are made.

Evolved into
Access as an Investment Skill
2019

Artificial intelligence & the Fourth Industrial Revolution

A general-purpose technology can reorganize multiple industries at once, while significant value accumulates in the enabling infrastructure.

Evolved into
The Computational Economy
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2022

Private markets

Much of the value creation in emerging technology companies occurs before public-market entry, while access to top venture funds is highly constrained.

Evolved into
Institutional Validation & Disciplined Private-Market Access

A formal private-company framework

The prior observations cohered into a single, repeatable process for evaluating and accessing private-company opportunities.

Evolved into
Three Trigger Methodology
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A note on naming. The framework names on the right—such as “Super Tanker Trades,” “Pattern Recognition,” and “The Computational Economy”—are a present-day retrospective lens used to describe how the thinking developed. They were not necessarily the labels used at the time each observation was first made.