Yes, something must be indeed done....to make the Wizard even more powerful and awesome. What you describe is how things should be....a knight wouldn't realistically be able to do anything against a mage before being turned into a pile of ashes, molten armor and bones. Stealth could be the only skill that non-wizards could realistically be expected to use against a wizard.
The keyword in your statement being "realistically", right?