Dark energy analysis is rapidly reshaping our understanding of the cosmos and its enigmatic expansion.Recent findings from the Dark Energy Spectroscopic Instrument (DESI) collaboration indicate that dark energy, often regarded as a stable cosmological constant, may, in fact, be diminishing over cosmic time.