The compression problem
Precision that never gets read is precision wasted.
The lab computes MAE quality, MFE quality, capture, giveback, adverse utilization, and stop efficiency for every trade — genuinely useful per-trade detail that, at the live rhythm, accumulates faster than any weekly review can absorb row by row. The zone layer solves it the way the gate ladder solves drawdown and the scorecard solves EV: by classifying rather than reporting. Each trade's ratios resolve to an efficiency zone; the zones aggregate into weekly counts; the counts produce a week quality grade. The operator reads the grade first, the counts second, and descends to individual rows only when something warrants it — which is the only reading pattern that survives contact with a busy trading week.
