Dark energy analysis has emerged as a pivotal focus in contemporary astrophysics, reshaping our understanding of the universe's structure and evolution.Recent research from the international Dark Energy Spectroscopic Instrument (DESI) collaboration reveals that the enigmatic force known as dark energy, which many believe acts as a cosmological constant, may be diminishing in strength.