Home Factory Bill Mueller Founder and Senior Engineer at Lucid Automation and Security Control Validating Automation Machine Learning Models – The Oracle Problem Unless commissioning protocols are updated, automation control software may become difficult to perform validation testing on as machine learning and AI become more common.