US Patent 11927627 Systems, methods, and devices for high-speed input/output margin testing

A system for data creation, storage, analysis, and training while margin testing includes a margin test generator coupled through an interface to a Device Under Test (DUT). The margin test generator is structured to modify test signals for testing the DUT during one or more testing states of a test session to create testing results. The testing results are stored in a data repository along with a DUT identifier of the DUT tested during the test session. A comparator determine whether any results of the DUT test results match a predictive outcome that is based from an analysis of previous DUT tests. If so, a message generator produces an indication that the tested DUT matched the predictive outcome.