Yo! All good ideas so far but have you considered using a smaller experimental design / non grid based experimental design?

For only 2 hyper parameters you likely could get away with using fewer points and the building a model to better understand their relationship relative to your target (however you’re evaluating your model in your original grid search).

Best of luck to you!