We humans don't exhibit a lot of goal-directed behavior
Do you not count reward-seeking / reinforcement-learning / AIXI-like behavior as goal-directed behavior? If not, why not? If yes, it doesn't seem possible to build an AI that makes intelligent decisions without a goal-directed architecture.
A superintelligence might be able to create a jumble of wires that happen to do intelligent things, but how are we humans supposed to stumble onto something like that, given that all existing examples of intelligent behavior and theories about intelligent decision making are goal-directed? (At least if "intelligent" is interpreted to mean general intelligence as opposed to narrow AI.) Do you have something in mind when you say "shallow insights"?
Given enough computing power, humans can create a haphazardly smart jumble of wires by simulated evolution, or uploading small chunks of human brains and prodding them, or any number of other ways I didn't think of. In a certain sense these methods can be called "shallow". I see no reason why all such creatures would necessarily have an urge to stabilize their values.
I have stopped understanding why these quotes are correct. Help!
More specifically, if you design an AI using "shallow insights" without an explicit goal-directed architecture - some program that "just happens" to make intelligent decisions that can be viewed by us as fulfilling certain goals - then it has no particular reason to stabilize its goals. Isn't that anthropomorphizing? We humans don't exhibit a lot of goal-directed behavior, but we do have a verbal concept of "goals", so the verbal phantom of "figuring out our true goals" sounds meaningful to us. But why would AIs behave the same way if they don't think verbally? It looks more likely to me that an AI that acts semi-haphazardly may well continue doing so even after amassing a lot of computing power. Or is there some more compelling argument that I'm missing?