sth sth solomnoff induction, occam’s razor to reach general intelligence, or rather the globally optimal solution to the universal measure of intelligence :
… sum of expected performance of policy in every computable MDP , as captured by its value function , inversely weighted according to the kolmogorov complexity of every MDP.
Pretty darn useless, as General intelligence requires rethinking exploration explains:
A shortcoming of this definition is that Kolmogorov complexity is generally non-computable, …
… making , and thus AIXI, non-computable with any finite compute budget.
While there exist computable approximations of AIXI for a limited program length or finite compute budget, such solutions remains computationally infeasible beyond the most toy MDPs.
Further, the assumption of a universal prior over all MDPs serves as a rigid, subjective decision that
limits the true generality of this definition.
Ultimately, such top-down definitions of general intelligence primarily offer insightful, theoretical sounding boards, but in practice, suggest no tractable path to what they describe.