**Knowledge representation (KR)** is an artificial intelligence technique for encoding domain knowledge so that software systems can reason with it, reuse it, and apply it automatically. In the context of IBM’s constraint-based random stimuli generation for hardware verification, knowledge representation is used to capture architectural models, functional behavior, and expert verification knowledge in an ontology-driven form.[3d5e3f94-51ae-4f10-952b-e9a39be789c1]

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