Are LLMs able to notice the “gorilla in the data”?

If you ask an AI to analyze some data, should the default behavior be to use that data to make various types of graphs, export said graphs, feed them back in to itself, then analyze the shapes of those graphs to see if they resemble an animal?

Personally I would be very annoyed if I actually wanted a statistical analysis, and it spent a bajillion tokens following the process above in order to tell me my data looks like a chicken when you tip it sideways.

> However, this same trait makes them potentially problematic for exploratory data analysis. The core value of EDA lies in its ability to generate novel hypotheses through pattern recognition. The fact that both Sonnet and 4o required explicit prompting to notice even dramatic visual patterns suggests they may miss crucial insights during open-ended exploration.

It requires prompting for x if you want it to do x... That's a feature, not a bug. Note that no mention of open-ended exploration or approaching the data from alternate perspectives was made in the original prompt.

Asimov has an story like that too.

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"The story describes a world in which most of the human population has lost the ability to live on the surface of the Earth. Each individual now lives in isolation below ground in a standard room, with all bodily and spiritual needs met by the omnipotent, global Machine. Travel is permitted but is unpopular and rarely necessary. Communication is made via a kind of instant messaging/video conferencing machine with which people conduct their only activity: the sharing of ideas and what passes for knowledge.

The two main characters, Vashti and her son Kuno, live on opposite sides of the world. Vashti is content with her life, which, like most inhabitants of the world, she spends producing and endlessly discussing second-hand 'ideas'. Her son Kuno, however, is a sensualist and a rebel. He persuades a reluctant Vashti to endure the journey (and the resultant unwelcome personal interaction) to his room. There, he tells her of his disenchantment with the sanitised, mechanical world. He confides to her that he has visited the surface of the Earth without permission and that he saw other humans living outside the world of the Machine. However, the Machine recaptures him, and he is threatened with 'Homelessness': expulsion from the underground environment and presumed death. Vashti, however, dismisses her son's concerns as dangerous madness and returns to her part of the world.

As time passes, and Vashti continues the routine of her daily life, there are two important developments. First, individuals are no longer permitted use of the respirators which are needed to visit the Earth's surface. Most welcome this development, as they are sceptical and fearful of first-hand experience and of those who desire it. Secondly, "Mechanism", a kind of religion, is established in which the Machine is the object of worship. People forget that humans created the Machine and treat it as a mystical entity whose needs supersede their own.

Those who do not accept the deity of the Machine are viewed as 'unmechanical' and threatened with Homelessness. The Mending Apparatus—the system charged with repairing defects that appear in the Machine proper—has also failed by this time, but concerns about this are dismissed in the context of the supposed omnipotence of the Machine itself.

During this time, Kuno is transferred to a room near Vashti's. He comes to believe that the Machine is breaking down and tells her cryptically "The Machine stops." Vashti continues with her life, but eventually defects begin to appear in the Machine. At first, humans accept the deteriorations as the whim of the Machine, to which they are now wholly subservient, but the situation continues to deteriorate as the knowledge of how to repair the Machine has been lost.

Finally, the Machine collapses, bringing 'civilization' down with it. Kuno comes to Vashti's ruined room. Before they both perish, they realise that humanity and its connection to the natural world are what truly matters, and that it will fall to the surface-dwellers who still exist to rebuild the human race and to prevent the mistake of the Machine from being repeated."

https://en.wikipedia.org/wiki/The_Machine_Stops