Maximilian Brogi

This study benchmarks AI protein structure predictors on multi-state proteins, revealing persistent biases in capturing conformational ensembles and ligand interactions.

The paper evaluates AlphaFold and ESMFold by introducing adversarial mutations and finds structural invariance and unreliable confidence metrics, suggesting reliance on templates rather than biophysical principles.