Curve fitting: What It Means

Curve fitting happens when a strategy's settings are adjusted again and again until the backtest looks excellent. The strategy has then learned the noise of that particular period, not a pattern that repeats.

Signs of curve fitting include a very smooth backtest, a large number of adjustable settings, and results that collapse when tested on a period the developer did not use. Ask whether the strategy was tested on data it had never seen.