The talk will introduce an MLOps approach for explicitly defining and continuously evaluating evidence related to FATES principles (Fairness, Accountability, Transparency, Ethics, and Security/Safety/Sustainability). Jean-Michel will present Jpipe, an open-source tool supporting formalized requirements, code generation, and continuous evaluation within CI/CD pipelines, and discuss its potential application to the continuous V&V of Digital Twins.