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It never does because however you frame it, AI is always the perfect scapegoat.

"Oh, I'm sorry, the bug was introduced by the AI and it made such a good case for it. Damn you claude, we'll do better next time. I'll add a code-review agent to find regressions."

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this seems to be the true killer app of AI - accountability proxies. its interpersonal opium to have a third party that two ostensibly-in-conflict people can sink their negativity into.

its a major reason why military use of AI is so chilling - "look, I explicity ASKED the murderbot not to kill babies when I authorized the napalm strike on the maternity ward! BAD BOT"

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