Vol. I — No. 1The First IssueSummer MMXXVI
Hysteresis Research迟滞研究

Not the line, the touch

Notes · BTC · 2026-05-06

A long-EMA signal“felt useful” across timeframes. Six rounds of walk-forward; one form survived.

Fig. — Sharpe by round

Sharpe by round, in-sample vs walk-forward / holdout. Surviving forms highlighted.

State-based crossovers collapse; event-based survivesState-based crossovers collapse; event-based survives0.00.51.01.52.02.51.100.16R1dual-EMA1.100.45R2single-line0.49R31d four-mech1.87R415m tag-fail1.50R5filtered2.25R6holdoutin-samplewalk-forwardSharpeHYSTERESIS RESEARCH

The signal was the 400-period exponential moving average — a line this desk has looked at for years. Round one tested dual-EMA crossovers, four timeframes, forty-nine parameter combinations. The in-sample winner reached a Sharpe of 1.10. Out of sample, with monthly re-selection, it fell to 0.16.

The state of being above or below a line is regime-dependent. A rule that wins in one regime is the wrong rule in the next, and a walk-forward selector thrashes between them. Three rounds of variants — single-line versions, daily timeframe, four mechanism splits — produced the same shape.

Round four reframed the question. Stop measuring state. Measure events. A specific fifteen-minute pattern — price tags the EMA, then closes back through within the same bar — produced a walk-forward Sharpe of 1.87. The true holdout produced thirteen trades at Sharpe 2.251 — too few to validate, kept as a provisional observation, not a result. Every filter added on top of it hurt.

The line is not the signal. What happens at the line is.

  1. 1Thirteen trades is too few to validate. We keep the holdout result as a provisional observation, not a result; every filter added on top of it hurt.