Recent advances in the development of atomic quantum simulators, including Rydberg atoms arrays or polar molecules, offer new opportunities for studying strongly correlated lattice models beyond current computational capabilities. This workshop connects theory and experiments around atom-based platforms to discuss the current status of these platforms and near-future perspective.