Markovian dynamics describe systems where the future state depends only on the current state, not on the sequence of events that preceded it, leading to memoryless processes. Non-Markovian dynamics, in contrast, involve systems where the future state depends on both the current state and past states, introducing memory effects and often resulting in more complex, history-dependent behavior.