Using hyperparameter optimization with Learning agents

I’m using learning agents 5.3 to solve a complicated physics problem and have spent countless hours tweaking the hyperparameters to no avail. I’ve tried to implement some hyperparameter optimizers but I’m not sure it’s possible.
Does anybody know otherwise? If so, could you provide tips for using a hyperparameter optimizer with learning agents?

Thank you all.