Optimize for global maximums and not local maximums, says everyone.
Totally. I get it. The idea is incredibly catchy, and the diagrams are no-brainers. If your local maximum (the best you can do in the short-term) is X and your global maximum (the best you can do in the long-term) is X times 100, then duh: optimize for the global maximum.