There's a very convincing and well researched book on this issue: Spark! How exercise will improve the performance of your brain.
The gist: aerobic exercise helps neurogenesis and connectivity in the brain. Running is best if i remember correctly, or maybe that was just my private conclusion.
Walk every day, reviewing your interesting ideas, they will last with you.
I did and continue trying to do (it is harder now).