Introduction Ponzi schemes have garnered significant attention in recent years, with high-profile cases making headlines and leaving a trail of financial devastation. These fraudulent investment scams promise high returns with little risk, attracting many unsuspecting individuals and ultimately resulting in financial loss for many. Understanding how Ponzi schemes operate is critical for both potential investors