I'm probably not answering your question but have been thinking more on all
this.

There's the usual thermodynamics stuff and relativistic physics that is
going on with intelligence and flipping bits within this universe, verses
the "no-friction" universe or Newtonian setup.

But what I've been thinking and this is probably just reiterating what
someone else has worked through but basically a large part of intelligence
is chaos control, chaos feedback loops, operating within complexity.
Intelligence is some sort of delicate multi-vectored balancing act between
complexity and projecting, manipulating, storing/modeling, NN training,
genetic learning of the chaos and applying chaos in an environment and
optimizing it's understanding and application of.  The more intelligent, the
better handle an entity has on the chaos.  An intelligent entity can have
maximal effect with minimal energy expenditure on its environment in a
controlled manner; intelligence (or the application of) or even perhaps
consciousness is the real-time surfing of "buttery effects".

So efficient intelligence involves thermodynamic power differentials of
resource consumption applied to goals, etc.  A goal would be expressed
similarly to intelligence formulae.  Really efficient means good chaos
leverage understanding cycles, systems, entropy goings on over time and
maximizing effect with minimal I/O control for goal achievement while
utilizing the KR and the entity's resources... 

John


> From: Matt Mahoney [mailto:[EMAIL PROTECTED]
> I guess people want intelligence to be useful, not just complex :-)
> 
> This raises a question.  Suppose you had a very large program consisting
> of
> random instructions.  Such a thing would have high algorithmic
> complexity, but
> most people would not say that such a thing was intelligent (depending
> on
> their favorite definition).  But how would you know?  If you didn't know
> how
> the code was generated, then how would you know that the program was
> really
> random and didn't actually solve some very hard class of problems?


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