The identification of time-varying parameters (e.g., directly inaccessible in situ signals vacuum and low-temperature environments) is prevalent for characterizing the dynamics quantum processes. Under certain circumstances, they can be identified from time-resolved measurements via Ramsey interferometry experiments, but only with specially designed probe systems explicitly read out, a rigorous...