**Directed random stimuli generation** is a hardware verification technique in which tests are generated from partially specified scenarios plus constraints, architectural validity rules, and expert knowledge. The approach aims to create many different tests that satisfy the same input rules while exploring different valid scenarios, providing a form of uniform sampling over the space of scenarios satisfying those rules.[^c19716ac]

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