Decades of financial history show a recurring pattern where individuals invest in complex products based on informal recommendations rather than personal research. From the stamp investment schemes of 2006 to the bank preferred stock offerings of 2011 and the recent surge in cryptocurrency memecoins, retail investors frequently rely on advice from acquaintances or bank representatives. These decisions often involve novel financial instruments promising significant returns, yet the investors involved frequently lack a deep understanding of the underlying assets.