We investigate Gibbs measures for diffusive particles interacting through a two-body mean field energy. By uncovering a gradient structure for the conditional law, we derive sharp bounds on the size of chaos, providing a quantitative characterization of particle independence. To handle unbounded interaction forces, we study the concentration of measure phenomenon for Gibbs measures via a defective Talagrand inequality, which may hold independent interest. Our approach provides a unified framework for both the flat semi-convex and displacement convex cases. Additionally, we establish sharp chaos bounds for the quartic Curie-Weiss model in the sub-critical regime, demonstrating the generality of this method. Joint work with Zhenjie <a href="http://Ren.

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https://indico.math.cnrs.fr/event/14184/ »>Ren.

https://indico.math.cnrs.fr/event/14184/