I keep "inventing" things and excitedly text my collaborator. They dutifully inform me: cool idea, it already exists.
Latest thing was using raw flight data (airspeed, position, altitude, etc) as input to a weather model.
Of course, this has already been done. I had no idea the extent of it though!'
There's still a lot of room to innovate and utilize the whole dataset.