100% this.

Some people are indeed very good at picking up on specific behaviours. The problem is that requires maturity and self reflection, so it's not something you learn in a day.

The lesson here should be that trusting one's gut might be good, but acting out on it is bad. Don't spiral. Don't confront the possible charlatan. Don't react on your gut the second after the other guy stole your credit.