I don’t believe in the naive account of intelligence, a material structure that allows you to magically find answers to questions.
Accurate answers are arrived at through correspondence with the facts. In reality as I understand it, this means:
- You have to conduct a search to discover facts.
- You have to compress the facts you found into a smaller representation for storage. This sometimes has an accidental benefit of ditching needlessly complex theories (Occam’s Razor). You also have to decompress them to generate predictions.
- You need physical energy to conduct searches, compress and decompress the results. Energy is a scarce resource. If you don’t have the resources to do all this, it’s not possible for you to take over the world by being smart. (That’s also a silly idea for other reasons like needing physical strength to put your plans into motion.)
- Even after doing all that, the context in which a physical system operates remains underspecified in several ways:
a) The number of combinations possible in physical space are currently much larger than what our knowledge systems can predict. (This is an understatement.) It’s always possible a competitor will construct a larger system.
b) At the limits of representation, it remains possible to construct contradictions through self-reference.
c) Ignoring self-reference, it’s unclear whether a mathematical formalism exists that generalizes knowledge representation across all contexts. Neural networks use a piecewise linear representation. Other possibilities exist.
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