Nuno Calaim completed his BsC and MsC in Applied Mathematics and Computer Science in Lisbon Portugal. He then completed a PhD in Theoretical Neuroscience with Christian K. Machens on spiking neural networks. Now he is working both in in the pharmaceutical industry as a Data Scientist and continued Research with NMBU on the GAIJ project focused on detecting illegal or illicit transactions using a combination of graph-theory and Large Language Models (LLMs).