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The initiative is motivated, among other factors, by the emerging notion of 'Context Graphs' highlighting the importance of traceable decision-making and process knowledge, something that has been traditionally captured through enterprise modeling languages and execution traces associated with the enterprise aspects described through such languages. The recent uptake of the Agentic AI paradigm, with renewed interest in workflow orchestration and contextualized delegation, further suggests a growing relevance of this convergence. The workshop aims to stimulate a two-way exchange of knowledge and technical enablers - how approaches commonly employed in Model-driven Engineering can support KG-based systems or processes; and vice versa, how enterprise modeling methods and diagrammatic model contents can be augmented by KGs and KG-based AI systems. 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