Crypto risk, without hindsight

Most risk charts quietly use tomorrow's data.

A risk metric is normally scaled between its own minimum and maximum. Take those from the whole history and every point in 2015 is drawn using the range of 2021 — a number nobody could have computed at the time, on a chart that exists to tell you what to do today. It renders perfectly. It is still a lie about the past.

Ours expands: each day is scaled only against the days before it. Backtests come out worse and the chart is harder to sell. It is the only version that means anything.

Every chart carries its own definition.

Title, the date it was computed, the version of the metric that produced it, and one plain sentence saying what it measures — on the chart, not in a help article behind a login.

A forecast market is only as good as its referee.

We read the rules text of every market on both major venues, score how ambiguously it is written, and record every contract that has already been disputed — always with the clause that raised the flag, never the score on its own.

What the odds say, beside what the model says.

Prediction markets price the macro events that move crypto — rate decisions, inflation prints, recession calls. Those probabilities sit on the same axis as the risk metric, so a forward-looking number and a backward-looking one can be read together.