How much of intelligence relies on axiomatic logic systems(natural or artificial)? Neural networks are more like a traversal of probability fields that are nei

How much of intelligence relies on axiomatic logic systems(natural or artificial)? Neural networks are more like a traversal of probability fields that are neither purely internally consistent or purely complete.