Muscle strengthening can support joints. Bicep curls and overhead presses are good options.
Perform some yoga or tai chi. These incorporate gentle, flowing movements to increase flexibility.
Try low-impact cardio like marching in place or using a stationary bike on low resistance. Get your heart pumping gently without high impact on joints.