The P value cannot say this: all it can do is summarize the data assuming a specific null hypothesis.
I agree with this statement. I feel like p-values can only tell us so much with results being statistically significant or not, but holding so much power where it can tell us that just because it's 0.01, it's a 1% chance of Motyl's results being a false alarm seems like a big stretch.