
Governance · 21 September 2026 · 6 min read
Fairness you can enforce: the four-fifths test and proxy leakage
Dropping a protected attribute does not make a model fair; its proxies leak the same signal. We show the leak happening, and the circuit-breaker catching it.
Read the article