Job Description You will conduct fundamental scientific research (PhD) that makes a significant contribution to predicting the lifespan of metallic components and more. In addition, you will develop Design of Experiments (DoE) models for the analysis and synthetic generation of virtual load collectives. Furthermore, you will also research the question of how LLM-based multi-agent systems perform in the selection of input data for the simulation chain and how effectively multi-agent systems can serve as developers of tools for reliability simulations. Also, you will implement data-based and AI/LLM approaches using Python code. You will also develop methods to evaluate the quality of results / uncertainties and apply the methods to a demonstrator system. Last but not least, you will implement an existing software platform.