The story
Blend of chair + air force. From the dismissive observation that Air Force pilots sit in aircraft seats while on combat or military duty, rather than engaging the enemy in direct physical combat or facing danger at close quarters.
Etymology from Wiktionary, CC BY-SA 4.0.