Open Tools
Instruments anyone can run.
Released under permissive licenses so that a two-person city IT team and a frontier lab can run the same checks.
plumb
Stable v2.4P-01Counterfactual bias auditing for classifiers and LLM agents. Produces audit reports formatted for bias-audit laws and EU AI Act conformity files.
strata
Beta v0.9P-02A provenance ledger that tags training records as human, synthetic or mixed, and warns when a pipeline drops below its human-data reservoir.
collapse-clock
Stable v3.1P-02Measures tail mass, minority-mode survival and variance across synthetic generations.