A cybersecurity software currently in design at Inria the French research institute for digital science , Baguette introduces an innovative way of making sense of malware execution traces. By building a model of dynamic signatures that captures the relevant data into a graph, this research prototype will make the information more intelligible for experts while also opening the door to automated analysis by an AI model. At stake is thus malware detection at run-time.