Traditional chemical theories often fall short when describing living systems, which operate far from equilibrium. This talk introduces two novel frameworks that incorporate time-dependent processes into non-equilibrium thermodynamics, aiming to bridge the gap between inert and living matter. (1) We reveal how certain catalytic reaction networks can perform counter-intuitive tasks under dynamically changing environments, such as inverting a spontaneous reaction, which is impossible in steady states.