It was better that way anyways

I thought QPFs are generated from ensemble forecasts?

You’re better off looking at QPFs than regular forecasts.

But, if you’re wanting something like “will there be rain at this GPS coordinate at this time”, then under some conditions that is just impossible to predict. It’s not a problem with the how clever the models are or a lack of data, the physics makes it legitimately random.