So, if I set the tune to something non-zero, I will get an adaptive algorithm, am I right?
yes
No problem 
I wasted a lot of time chasing noisy estimates for the number of effective samples, you might want to avoid that hell by using a lot of draws when you compute pm.effective_n. And double check that you have enough so that you get stable estimates for effective n.