I took Focalin and Abilify together successfully. I took the abilify at night and the Focalin in the morning. Abilify is technically an "Atypical antipsychotic" so perhaps that's why it didn't have a canceling effect?

What does your doc say about why he prescribed two meds that appear to work in opposite ways?