A common intuition treats memory like a video recording — accurate, stable, and unchanged by playback. Neuroscience shows the opposite: every time a memory is recalled, it becomes temporarily unstable and is re-stored (reconsolidation), during which it can be subtly altered by current context, mood, or new information encountered around the same time. This is why eyewitness testimony is notoriously unreliable after repeated retelling — psychologist Elizabeth Loftus's research, including her famous studies successfully implanting entirely false childhood memories in study participants, showed just how malleable memory can be even without any repeated recall involved.
This isn't a flaw so much as a tradeoff: reconsolidation is likely what allows memories to be updated with new relevant information (useful for keeping knowledge current), at the cost of also allowing them to drift or be distorted over repeated recall — vividness and confidence in a memory are not reliable indicators of its accuracy.