Since October 2025, I have been a PhD student in mathematics under the supervision of Amaury Hayat (CERMICS – École nationale des ponts et chaussées) and Emmanuel Trélat (LJLL – Sorbonne Université). My research lies at the intersection of control theory, partial differential equations, geometric analysis, and I am also developing an interest in AI for mathematical research.
Why we are developing an open harness for mathematical research, and how it fits into AI systems that researchers can run and control themselves.
Research interests
My current research is organized around five main directions:
F-equivalence and stabilization of PDEs — I study F-equivalence, a functional-analytic framework for constructing feedback laws that transform a controlled PDE into a prescribed exponentially stable system, with applications to rapid stabilization.
Sub-Riemannian geometry and hypoelliptic equations — I investigate how the constrained geometry underlying sub-Laplacians affects the observability of hypoelliptic heat equations, notably through phenomena absent from the elliptic setting, such as a positive minimal time of controllability.
Spectral geometry — I study generic properties of Dirichlet spectra and eigenfunctions under domain perturbations, and how these typical spectral features reflect geometry.
Mean-field limits and measure differential equations — I work on geometric structures for nonlocal dynamics arising as mean-field limits of interacting particle systems, with the aim of extending Lie brackets and geometric controllability methods to Wasserstein spaces.
AI for mathematical research — I explore how language models can support mathematical research, from investigating problems to drafting and reviewing proofs. I am particularly interested in developing open tools that researchers can run, inspect, and adapt themselves.
Awards
Perronet Prize 2026 — Best graduating engineering student award from École nationale des ponts et chaussées.
Fermat Junior Prize 2023 — Award for an outstanding undergraduate research thesis in mathematics (available here), Institut de Mathématiques de Toulouse.
Games
Wednesday 07/01/26, I played ranked matches of a highly advanced mathematical game against Sara Khichane, winning all of them — 4 victories in total (there was also one unranked match, which Sara won by sheer luck).