Operationalising Transparency

Operationalise transparency so that disclosure is a discipline rather than ad-hoc PR. Learn the audience taxonomy (end users, deployers, business customers, regulators, civil society, the public), the artefact-per-audience map (model cards for technical, system cards for product, plain-language disclosures for users, transparency reports for the public), what to disclose vs. what to keep proprietary, and the transparency-by-design pattern that builds disclosures into the engineering workflow.