Once intelligence is "solved", most humans are completely and utterly screwed.
There's the "Wally vs. Star Trek" theory of Artificial Intelligence (I know it sounds goofy, but it makes a difference when looking towards the direction of AI). If you look at the direction AI will take, science fiction is really all we have to go on and we have three platforms: Terminator - To be avoided at all costs (everyone agrees) Wally - AI does its best to "take care" of us, turning us into infantile, unthink…
As for the Star Trek (TNG) interpretation of AGI, I suspect something like this in the real world would give rise to a kind of "oracle" situation, which creates its own dangerous problems. A system which functions as described only by observing and giving input where asked still has the potential to affect the outcome of events simply by being a reliable predictor.
A paper explaining this concept far better than I would be able to in a HN comment is available here: http://www.aleph.se/papers/oracleAI.pdf