We can dig into the nature of the pareidolia. The basic technique for coping with life's problems is to copy the answer from somebody more intelligent. I'm an

We can dig into the nature of the pareidolia. The basic technique for coping with life's problems is to copy the answer from somebody more intelligent. I'm an ordinary person, facing a problem in domain D; I spot a clever person and copy their opinion on domain D. Err, that doesn't really work. Even clever people have weaknesses. The person that I'm copying from might be clever on their specialty, domain E, but ordinary on domain D. I gain nothing from copying them. One way round this problem is to pay close attention to track records. Look to see how well the clever person's earlier decisions on domain D have turned out. If they are getting "clever person" results in domain D, copy. If they are merely getting "ordinary person" results in domain D, don't bother. But track records are rare, so this approach is rarely applicable. A fix for the rarity problem is to accept track records in other domains. The idea is to spot a very clever person by them getting "very clever person" results in domain F. That is not domain D, so there is a logical weakness to copying their opinion on domain D, they might be merely ordinary, or even stupid on that domain. Fortunately human intelligence is usually more uniform than that. Getting "very clever person" results on domain F doesn't guarantee "very clever person" results on domain D. But among humans general intelligence is kind of a thing. Expecting that they get "clever person" results (open rank down) on domain D is a good bet, and it is reasonable to copy their opinion on domain D, even in the absence of a domain specific track record. We instinctively watch out for people whose track record proves that they are "very clever", and copy them on other matters, hoping to get "clever person" results. Artificial intelligence builds towers of super human intellectual performance in an empty waste land. Most Artificial Intelligences are not even stupid away from their special domain, they don't work outside of it at all. Even relatively general intelligences, like Chat GPT, have bizarre holes in their intelligence. Large Language Models don't know that there is an external world to which language refers and about which language can be right or wrong. Instead they say the kinds of things that humans say, with zero awareness of the risks. And us humans? We cannot help seeing the super human intellectual performance of Alpha Go, beating the World Champion at Go, as some kind of general intellectual validation. It is our human instinct to use a "spot intelligence and copy from it" strategy, even, perhaps especially, outside of track record. That is the specific nature of the pareidolia that we need to worry about. It is our nature to treat intelligences as inherently fairly general. Very clever on one thing implies clever on most other things. We are cursed to believe in the intelligence of our computer companions. This will end bad, as we give them serious responsibilities, and they fail, displaying incomprehensible stupidity.