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Electromagnetic fields induce electronic transitions, generate currents, and fundamentally alter quantum states of matter through strong light-matter interactions. As one established route, Floquet engineering provides a powerful framework to dress electronic states with time-periodic fields, giving rise to quasistationary Floquet states. With increasing field strength, nonperturbative responses of the dressed states emerge, yet their nonlinear dynamics remain challenging to interpret. In this work, we explore the emergence of nonadiabatic Landau-Zener transitions among Floquet states in Cu(111) under intense optical fields. With increasing field strength, we reveal a transition from perturbative dressing to a regime where nonadiabatic tunneling among Floquet states dominate the electronic dynamics. These insights are obtained through interferometrically time-resolved multiphoton photoemission spectroscopy, which serves as a sensitive probe of transient Floquet state dynamics. Numerical simulations and the theory of instantaneous Floquet states allow us to directly examine real-time excitation pathways in this nonperturbative photoemission regime. Our results clarify different light-dressing regimes in materials and provide microscopic insight relevant to ultrafast light wave electronics.