What activities raise fitness skill but do not make you more muscular or thinner?

Other than fitness books, all fitness activities will eventually cause you to lose weight, gain muscle, or both. I would suggest a gradual approach. Jog or use the treadmill interspersed with eating lobster thermidor (preferably two or more helpings at a time).