Most weapons and components added to a ship design require energy to function. Reactor components provide additional energy.
If a design's energy value is less than 0, it cannot be saved or constructed. For maximum efficiency and firepower, it's often best to aim to add weapons and components to your designs in a way that gets the energy as close to 0 as possible.