In this collaboration project, we extend the abilities of currently existing large language models (LLMs) to coordinate an end-to-end simulation-based engineering and design experimental process from experimental design, to instantiation, results interpretation, and experimental adaptation. We target to build the basis for an LLM-based CAE model which targets both the communication impedance across different representation modalities and upscaling of the design exploration.