Insights

Field notes

Short essays on currency structure, why liquidity and stability pull against each other, and how we build the numbers behind every match.

6 articles · no market commentary, no figures describing the real world

Model · 6 min

What a currency's DNA actually describes

Six axes, none of them a price. What it means to say the dollar scores 95 on liquidity and 38 on diversification — and why the second number is the interesting one.

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Model · 5 min

Why liquidity and stability pull against each other

The two things people ask for most are, in this catalogue, almost never available in the same instrument. That is structural, not a gap in the market.

4 August 2026

Structure · 7 min

What a tokenized deposit actually is

A fiat-backed cent and a tokenized deposit look identical in an interface and are not the same object. The difference is what you own when something goes wrong.

22 July 2026

Model · 5 min

How to read a match score

A 92% match and a 68% match are not a good instrument and a bad one. They are two answers to a question you asked, ranked against what was achievable.

9 July 2026

Structure · 6 min

Geographic exposure is not the same as currency exposure

Holding four currencies across one region is a narrower position than it looks. The concentration hides in the geography, and in the issuer.

25 June 2026

Compliance · 6 min

Recommendations, not advice — and why the distinction is load-bearing

Two sentences appear on every result page in this product. They are not boilerplate, and the design would be dishonest without them.

11 June 2026