Dark energy, a mysterious force accounting for approximately 68% of the universe, plays a crucial role in probing the dynamics of cosmic evolution.Recent investigations, particularly those conducted under the Dark Energy Spectroscopic Instrument (DESI) collaboration, reveal that this enigmatic energy source, once believed to be a steady "cosmological constant", may actually be weakening over time.