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An ontology modeling the full lifecycle of AI agent and skill evaluation — from test case design and benchmark sets through execution, failure analysis, and remediation. It gives teams a shared vocabulary for systematic quality work, formalizing the relationships between what gets tested, how success is defined, and what happens when something breaks.