In the event of a contractor making a serious financial error, what occurs when such an error is not noticed until after a contract is executed?

There have been many cases in which this has occurred. To summarise the general ruling, if an incorrect price is accepted, it is nevertheless binding regardless of whether the contractor will receive a hugely inflated fee.