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A final point: these are particularly obvious examples, but real life ones can be much more insidious.

There's been cases where AIs have done cool/horrifying things to circumvent anti-biasing.

One great example was an AI that was "blinded" against race when making life changing decisions.

Horray! We fixed the racism problem!

But alas...