We show that attosecond core-level spectroscopy is a powerful tool for investigating molecular dynamics due to its combined attosecond temporal resolution and the broad coherent spectrum that allows deciphering the signatures of nuclear and electronic motion through their different energetic signatures. The method reveals the correlated real-time electronic and nuclear wave packet dynamics nonadiabatic transitions across conical intersections, identifies electronic and nuclear coherences, and registers symmetry changes directly in the x-ray absorption spectrum. We demonstrate the method's efficacy to unveil the entire time history of the ring-opening dynamics of furan. The investigation establishes attosecond core level spectroscopy as a potent method to investigate the real-time dynamics of photochemical reaction pathways in molecular systems.