When we consider that Knowledge is testable prediction, then we can understand that intelligence is essentially the act of Squeezing the future into a constrained region.

“Internal representations that reliably correlate with states of the world, and that participate in inferences that tend to derive true implications from true premises, may be called knowledge.” (Steven Pinker, Enlightenment Now)
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Another instance of Knowledge is testable prediction. Internal representations feels like Concept-space. The goal should be to align Map and Territory

Knowledge is testable prediction

Humility about our predictive power is vital when building any system. Active experimentation is the best way to overcome uncertainties.

“Do not ask which beliefs to profess, but which experiences to anticipate.” (Eliezer Yudkowsky, Rationality)

Knowledge is testable prediction

Knowledge is testable prediction