Tools

Prototypes that produce a number, not a slogan.

The lab publishes code and a public-data demo when a tool can be run by someone else. Until then we say it is in build.

First prototype · in build · months 1 to 3

Credit-model audit toolkit

Tests a lending or risk model for bias, stability and explainability. Aimed at banks, insurers and supervisors. Open-source code and a public-data demo will be linked here when they exist. There is no GitHub repository to pretend about yet.

Stylised model card

Scope

A model card: task, population, features, decision threshold, and the claim under test.

Bias

Whether approval or score differs across groups in that book. We will publish the method with the first demo, not a mock chart.

Stylised stability heatmap

Stability

Performance across time windows and population slices. Drawn as a heatmap in the lab palette.

Stylised explainability bars

Explainability

Feature contributions a credit committee can read. We will publish the method with the first demo.

How to audit a credit-scoring model

Next

Months 3 to 6

Arabic and African-language eval suite

Open benchmark and red-team prompts for models used in these markets. Hugging Face datasets will be listed here once they are public.

After revenue and a partner

Embodied AI safety testbed

Simulation first, hardware later. Not in scope until the audit toolkit has users.

Request a model review