Ah, the GDGS (gradient descent by grad student) approach where you estimate the gradient direction using an educated guess, tweak the system towards that, run a

Ah, the GDGS (gradient descent by grad student) approach where you estimate the gradient direction using an educated guess, tweak the system towards that, run an experiment, write down the results and repeat until you're happy (or run out of time).