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Before the first AI winter there was incredible effort in leveraging symbolical approach. It did deliver many useful things but far from hype. For example we still have no self-repairing systems, only specific fault-tolerant algoritms but by and large software is as fragile as ever. You can't avoid considering everything when trying to deal with unexpected data/issue. Only in hidsight you can then say "wow that was sooo inefficient".


A calculator can compute the 5th root of 1692662195786551 much more efficiently than a person




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