Dharbhasana Lynn had trouble explaining to his friends back home in New Zealand how he planned to spend his summer. He told them he had decided to enter a road race in New York City, except this race would entail running at least two marathons a day. Every day. For nearly two months.

"Everybody thinks I'm nuts," Mr. Lynn said.

The 14th Annual...