Overfitting
Tuning a rule until it fits the sample rather than the underlying behaviour.
In plain English
The tell is fragility: a real parameter degrades gracefully, while a fitted one peaks sharply at one setting.
Example
Period 50 performing far better than 48 or 52 is a warning, not a discovery.