
An $11.16 million presale and a $1 million Bitcoin call: what the press release actually establishes
The numbers in the Pepeto announcement are real claims from a real source. That is not the same as verified evidence.

The numbers in the Pepeto announcement are real claims from a real source. That is not the same as verified evidence.

A plain-language look at how rising prices are measured, what pushed them up after 2021, and why a little inflation is considered healthy.
The wire copy sells timing and a 1,500% ROI. The arithmetic inside it tells a more cautious story.

Days-to-cover is a snapshot built from twice-monthly data. It measures exit difficulty, not destiny.

A diagnostic built to answer one question a good Sharpe ratio can't: how much of a backtested strategy's performance is signal, and how much is the number of…
A spread decomposes into processing cost, inventory risk and adverse selection — and each component behaves differently when markets speed up.

Reported Sharpe ratios inflate with every unreported trial, and the corrections that account for this are arithmetic, not opinion.

Multiple testing turns luck into apparent skill. What the correction procedures control, the hurdles the replication literature settled on, and what a corrected…

AI-driven trading and forecasting tools are often sold on the strength of impressive backtested results. Here is the mechanism by which those results can be…

The advance estimate prints 1.5 percent annualized growth after 1.6 percent in Q1 — and by design it is an estimate of an estimate.

Out-of-sample scoring is the only published test that approximates live trading, and most papers still manage to overstate it.

Federal regulators rewrote model risk management guidance in April 2026, keeping the same validation core built around conceptual soundness and outcomes…

Two advisers paid penalties in March 2024 for overstating their use of machine learning, and the orders turn on the gap between claimed and actual model use.

Ten trials are enough to yield an in-sample Sharpe ratio of 1.57 from strategies with zero expected out-of-sample performance. What validation, multiple-testing…

The FY2026-2030 plan published June 2, 2026 names digital-asset rulemaking among the agency's top priorities — a planning document, with a planning document's…

One number comes from a survey of households, the other from a survey of establishments — different frames, different failure modes.

A factor is a return pattern defined by a sorting procedure — and the procedure, not the story, is what gets tested.

GEX estimates aggregate into one number rest on three assumptions each worth checking before the number is quoted.