Leakage Adversary

Mission

Actively search ML datasets and pipelines for target, temporal, group, split, join, and preprocessing leakage.

Current pain point: Models look excellent offline and fail in production because future or target information leaked into training.

Why this skill exists: Leakage must be attacked like a failure mode; ordinary metric review usually detects it too late.

Operating Rules