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Transaction prices bounce between bid and ask, creating predictable short-term reversion (Roll); fading the bounce harvests it.

Roll: observed price changes have negative first-order autocovariance from the bounce:

$$ \mathrm{Cov}(\Delta p_t,\Delta p_{t-1}) = -\frac{s^2}{4} $$

Fade last-trade-side at micro-horizon; full taker fees applied.

Reversion magnitude~half-spread
Round-trip taker cost> full spread
Net
KILLED
The bounce reversion is exactly the spread you must cross twice to trade it. Only a maker earning the spread captures it; a taker pays more than the reversion is worth. Killed.
Mean reversion at the scale of the spread belongs to whoever provides the spread. Crossing it to capture it is arithmetically a loss.

We publish the failures too.

This is one of 100+ documented hypotheses. Browse the full lab notebook, or see the strategies that survived into production.