Estelle is a Threat Intelligence Researcher at Flare. With a background in Mathematics and Criminology, Estelle specializes in applying Large Language Models (LLMs) to cybercrime data and bringing it to life through actionable visualizations. She presented at conferences like BlackHat USA 2025, DEFCON 2025, NorthSec 2025, ShmooCon 2025, Hack.lu 2024, eCrime APWG 2024 in Boston and the 23rd Annual European Society of Criminology Conference (EUROCRIM 2023) in Florence.