mandela

Checks evaluations, metrics, experiments, and benchmarks for leakage and returns the detected patterns with fixes that restore independent ground truth.

When to use it

Use before trusting a validation or when a result seems too clean or self-confirming.

Give it a validation design; it reports the leakage patterns that apply and an independence fix for each without rewriting the experiment.