How it works, and how we know

First real-data reading: a power market

840 hours of real day-ahead prices (CAISO SP15 hub, July 2026) put through the dissipation instruments. The finding survived four null classes, two adversarial reviews and one retraction — all on the public audit trail. Verdict: the day-ahead market is a measurably driven cycle, its irreversibility concentrated exactly where summer scarcity ramps drive it hardest.

▶ try it · the raw data · TH_SP15_GEN-APND · hourly DAM LMP
in-browser · goldens-checked
wk1 · 1.6×wk2 · 1.5×wk3 · 3.0×wk4 · 9.1×wk5 · 4.2×$/MWh — shading = weekly irreversibility ratio vs its reversible null (F-0009 stratification)

Every week reads above its null median (the signal never changes sign); the statistical weight concentrates in the high-ramp second half — week 4 at 9.1× — exactly where the summer scarcity drive is strongest.

▶ try it · the verdict, against the right null
in-browser · goldens-checked
observed pair-flux KLD0.0447 nats/h
reversible-null median0.0085
reversible-null q990.0291
verdictdriven cycle — detailed balance violated (p < 0.01)

The null that matters: a reversible Markov chain with the data's own persistence (symmetrized pair flux). Spectral surrogates (FT, AAFT) are also computed and reported — the path through their failures, including one retraction, is finding F-0008/F-0009 in the open repository.

▶ try it · what the meter measures here
in-browser · goldens-checked

Prices are binned; each hour becomes a state (price level, direction of last move). A time-reversible market would cross each pair of states equally often in both directions. It doesn't: the daily loop — night valley, morning ramp, evening peak, decline — runs one way around, at about 1.1 nats of entropy production per day at hourly resolution. The same instrument, calibrated on games where the answer is provable (a road network reads exactly zero; rock–paper–scissors reads loudly), read this off a real market. Real-time 5-minute prices, by contrast, are genuinely at-null at this statistic — dwell dominates — and that contrast is part of the finding.