fubarobfusco comments on Self-skepticism: the first principle of rationality - Less Wrong
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A short answer to these might note the advancement of applied AI techniques in fields where it was previously common knowledge that "only humans can do that" — e.g. high-quality speech recognition or self-driving cars. I would propose limiting such an answer to "serious" endeavors — ones where humans highly value the outcome, such as understanding a translated message correctly or driving safely — as opposed to games such as chess or TV game-shows.
I agree that people raising the AI-objection I mentioned are often making that mistake. But even after that bit of hopeful perspective, there's still a real concern about (unknown - maybe it will turn out to be a cinch in hindsight once discoveries are made) difficulty. It's not the case that we have AI that merely runs 10^10 times too slow to be nowhere deficient to human intelligence+expertise.