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The slang is usually used humorously, not literally. It reflects an attitude that these problems won't be solved by simple tricks, such as those used in ELIZA. Such problems include:
These problems are easy for humans to do (in fact, some are described directly in terms of imitating humans), and all, at their core, are about representing complex relationships between a large number of fuzzily-described concepts. Some systems can solve very simple restricted versions of these problems, but none can solve them in their full generality.
Artificial intelligence