Is there a typical limit to number of features (that have almost nothing to do with each other/very little correlation) you can add to a basic "hack it together

Is there a typical limit to number of features (that have almost nothing to do with each other/very little correlation) you can add to a basic "hack it together real quick from Google/copy paste/tutorials" Python neural network before the results are pretty bleh?