The concept of energy in a time-dependent Hamiltonian is complex, as the Hamiltonian can only be interpreted as energy when it does not explicitly depend on time. In classical mechanics, a time-dependent Hamiltonian does not allow for a straightforward eigenvalue problem, while in quantum mechanics, it leads to a genuine evolution equation rather than an eigenvalue equation. Various approximate methods, such as time-dependent perturbation theory, the adiabatic approximation, and the sudden approximation, are used to handle time-dependent Hamiltonians. The Hamiltonian is generally not an observable due to its gauge dependence, particularly in the presence of electromagnetic fields, which complicates the interpretation of its eigenvalues. Careful mathematical treatment is essential to avoid errors in understanding the implications of a time-dependent Hamiltonian.