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>It is like realizing the toy that seems to be able figure out a path around obstacles, cannot actually see, but works by a clever arrangement of gears.

in this case can you come up with things that the toy can't do but a toy with eyes could have?

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Yes? When you reverse-engineer a machine, it's obviously much easier to draw up an edge case it can't handle.
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Can you draw up an edge case for LLMs?
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