Confabulation

Memory error - people sometimes have wrong/distorted memories that they are confident about.

Most known cases of confabulation are symptomatic of brain damage or dementias, such as aneurysm, Alzheimer's disease, etc.

The person may come up with fantastical tales and is not concerned when errors are pointed out.