The Conference on Quantum Simulations of Fundamental Physics is held annually to highlight recent progress in quantum simulation research. This year, the conference will center on advances toward quantum advantage. Topics of interest include quantum sensing with entangled atoms and qubits, applications of quantum algorithms and simulations, and quantum information processing with atom tweezer arrays. We also aim to provide students and early-career researchers with valuable opportunities to engage with leading experts and contribute to the cutting-edge developments in quantum simulation research.