Make a wire thicker will work to avoid overheat?
Anything you do to reduce the resistance, or increase the copper cross-section, in the circuit will reduce the heat generated.  Just running multiple conductors in parallel (no need to strip the insulation except at the ends, for termination) will reduce the current, and therefore heat generation, in each conductor.

However, the preferred solution is to use an appropriate sized cable in the first place.