Memory T cells are a subset of T lymphocytes that provide long-term immunity by remembering past infections and responding more rapidly and effectively upon re-exposure to the same pathogen. They are crucial for adaptive immunity and are generated after an initial immune response, persisting in the body to ensure a faster and more robust response to future infections.