Accountability By Design: All AI systems must be designed to facilitate end to end answerability and auditability.

transparency

Designers and implementers of AI systems must be able (1) to explain to affected stakeholders in everyday language how and why a model performed the way it did in a specific context and (2) to justify the ethical permissibility, the discriminatory non harm, and the public trustworthiness both of its outcome and of the processes behind its design and use.