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I think AGI needs to be compared against the species in the aggregate. The vast majority of humans also cannot practice law or pass LSAT/GMAT, but some of us can. If we’re setting the bar for AGI as “anything you can do I can do better”, AGI simply would not meet the bar.

To pull that thread further, I think a core feature of intelligence is problem solving. Problem solving is the derivative that creates difficult to obtain knowledge. GPT-4 might look like a problem solver, but it isn’t actively solving new problems with its outputs, it’s sharing existing knowledge of prior problems solved.

The test for problem solving ability is similar to Ilya’s test for consciousness: subtract everything but the fundamental building blocks of a certain problem from the agent’s training set. Finish training, see if the agent can solve the problem from the building blocks. If it can, and it’s not a reason-by-analogy but a logical first principles answer, congratulations, you’ve created artificial general intelligence. If it operates on fast enough time scales, it should probably even be categorized as super intelligence, because it might be singularity:35pm on a saturday.




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