After 455 Parameter Sets, a t-Stat of 2.18 Means Nothing
The significance test you learned assumes you ran one test. You ran hundreds. I had a strategy with a t-statistic of 2.18 on 400 trades. Under the textbook reading, that is significant. The conventional threshold for 5% two-sided is about 1.96, and 2.18 clears it.