Two related preprints from Astrophysics Letters describe “running vacuum” scenarios in which vacuum energy is not constant but changes with the universe’s expansion. In the running vacuum model (RVM), quantum field theory in curved spacetime makes the vacuum energy density, ρ_vac (equivalently Λ/8πG), a function of the Hubble rate H and its time derivatives. In the late universe, the models predict a very slow evolution of vacuum energy, typically of order δρ_vac ~ O(m_Pl^2 H^2), which is presented as a possible origin of dark energy as dynamical vacuum energy rather than a rigid cosmological constant. For the early universe, the preprints state that vacuum fluctuations can generate higher even powers of H, such as H^4, that drive a short period of fast inflation when H is large and approximately constant; the mechanism is described as “RVM-inflation” and does not require an inflaton field. One preprint also studies how an exact de Sitter vacuum decays into a radiation-dominated FLRW phase and argues this supports a “graceful exit,” with subleading ~H^2 contributions easing the transition. The papers frame the approach as a unified quantum field theory description of inflation and dark energy with potential observational implications.