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Tensor AI Solutions GmbH is leading a research project aimed at simulating redox materials for energy generation and storage, in collaboration with the Fraunhofer Institutes for Industrial Engineering and Organization (IAO) and for Manufacturing Engineering and Automation (IPA). Conducted at the DLR Institute of Materials Physics in Space and the DLR Institute of Future Fuels, the initiative is part of the DLR Quantum Computing Initiative and focuses on utilizing tensor-network-based AI to enhance material design and optimize energy conversion processes.