Articulation devices, systems, methods for articulation, and methods for fabricating articulation structures will often include simple balloon arrays, with inflation of the balloons interacting with elongate skeletal support structures so as to locally alter articulation of the skeleton. The skeleton may include a simple helical coil. Liquid inflation fluid may be directed to the balloons from an inflation fluid canister, and may vaporize within the articulation system, with the inflation system preferably including valves controlled by a processor. The articulation structures can be employed in minimally invasive medical catheter systems.