An illustration of the limitations of relying purely on personal observation is the belief that all swans are white. If an individual's direct experience is restricted to encountering only white swans, empiricism would incorrectly lead them to conclude that no other colors of swans exist, highlighting how a restricted scope of observation can result in flawed knowledge.