Ah, but there is the rub. Do we have any *reason* to suppose that they can be designed in such a way that (a) they produce the same powerful operators which are responsible for intelligence, and (b) they nevertheless do that without being complex?

Yes.  Human beings exist.

Hey, I'm not saying "no!", I am just saying that we have never succeeded, we have no theory that says that they can succeed, and it is also kind of noticeable that whenever we try to make such systems non-complex, they get out of our control and end up being complex anyway (plus they don't work!).

I think that the reason they don't work is *because* they are complex. Once we understand enough to make it so that they aren't complex, I think that the problem will turn out to be surprisingly easy.

The only response I have ever heard to this question is: "I just don't think it is going to be a problem". I need more than that.

Understood. Especially since "I just don't think it is going to be a problem" is also said by the people who don't see or understand the problem and then just blithely go and make complex systems which are then guaranteed not to work. I understand what you say the problem is. I'm just saying that I think that it is avoidable -- with the rational that the design of human beings avoided it, so we can too.

Tricky. There may not be a clean version that works. And we do not find it easy to figure out what the operators are. And, worst of all, nobody is actually trying to figure out those human-cognitive operators (they all say they do not need to copy human cognition at all).

I don't believe that you can make a complex version that works.

Yes, it is *not* easy to figure out what the operators are. It's going to take a while. But we'll get there eventually. It took me about thirty months to get through the ethics problem. The operators are going to be worse but I think that it is going to be amenable to divide and conquer and I believe that a lot of the work has already been done and ready to be gathered up once you have a decent framework to hang it all on.

   4. this operator system *MUST* be able to build operators
      after-the-fact (and preferably, be able to manipulate core
      operators with sufficient safety precautions)

Nope. It can build new ones, by more of the same sort of kludging. And it does not have to be able to go back and manipulate old ones.

Nope. You resort to kludging and you *WILL* go complex and it won't work. Stick to *YOUR* argument. Complex = No go.

   5. with sufficient analysis and clean-up tools, you *can* get a
      non-complex version of an intelligent system working (assuming
      that you believe that an F-14 is non-complex i.e. an adaptive,
      controllable system working in a complex world)

Why?

Consider: what if every act of cutting-edge creative thought (of the sort that happens when someone mentions two unrelated phenomena, and all of a sudden an analogy pops into your head that enables you to see a commonality between the two things, where before you never thought that they were related) is the result of new operators being spawned from old by those immensely tangled, complex processes that are what builds operators?

After all, this idea of "operators" finds its most obvious expression in analogy-making.

What if the whole business of analogy-making is the result of building new operators, and the only way we know of to do that is through the tangled, complex mechanisms that humans probably do use to build new operators out of old ones?

The whole business of analogy-making is the result of building new symbols AND new operators. BUT the new operators are built according to well-defined rules and their behavior in any given situation is eminently predictable. I think that you are actually sometimes confusing complex and complicated just like the rest of us.

(To be more specific, I suggest that operators are not built by an "operator-builder' mechanism of the sort that you might be able to clean up and reverse engineer, but instead operators are built by other operators, so the more operators you have, the more ways you have to build new operators .... which makes the stock of operator-building machinery always increase).

Ever hear of an inductive proof? The "operator-builder" mechanism IS the first set of operators. Of course the more operators you have, the more ways you have to build new operators. That's why it's called Seed AI. But there also, necessarily has to be a lot of pruning and storing off to archive so that the operating-building doesn't become cancerous and grow out of control.

If real, high-level human-equivalent intelligence is inextricably bound up with the human ability to build analogies, and if analogy-making is as complex as I just implied, how could you ever parse the complexity out of the system?

Again, I think that you're confusing complicated with complex. The base rules, I believe, are going to be very simple. What is going to make the *system* entirely non-deterministic is it's interaction with the world -- but this happens with any sufficiently complicated system and is not an argument that the system is complex.

   6. you are far more like to get a clean, non-complex system working
      than a horrible mess of kludges like the human brain (and it will
      be *much* safer)

Hmmm.... not necessarily at all.  But that is a big argument.

Why would you *possibly* think that a horrible mess of kludges is more likely to work that a clean, well-designed system?

   7. with sufficient analysis and clean-up tools available to the
      system, it will *NOT* slowly diverge from stability as it
      interacts with the world (the F-14 model)

I have to say I reject the F-14 model, since it depends on treating all complexity as irrelevant noise.

OK, so here's my big return. What complexity is there that I, as a human being, don't treat as irrelevant noise? I can handle complicated things by divide-and-conquer. I handle truly complex things by a combination of divide-and-conquer and approximation. Why can't my AGI do exactly the same.

We have plenty of evidence that complexity exists in the system: the boot is on the other foot.

I don't believe so. Not at the level of rational thought. Yes, things are certainly non-deterministic but human beings are composed of extremely well-bounded systems (else we go off the rails and die). I say that you need to prove your complexity exists argument. :-)

Can you?



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agi
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