Instruments anyone can run.

Counterfactual bias auditing for classifiers and LLM agents. Produces audit reports formatted for bias-audit laws and EU AI Act conformity files.

A provenance ledger that tags training records as human, synthetic or mixed, and warns when a pipeline drops below its human-data reservoir.

Measures tail mass, minority-mode survival and variance across synthetic generations.