Sergio: 
But algorithms are causal. Computers are causal, our brains are causal..!

Sergio,

What was the cause[s] of the economic crisis/French revolution/Vietnam war/ 
ipad's success? - Any historical event whatsoever? What was the cause of your 
writing your post?

What will cause people to buy EI, or Opencog? What will cause any product on 
the market to be successful? How successful will shale oil be?  What will cause 
any technology to be successful?

In the real world, yes, events/effects have causes, and causal actions will 
produce effects.

Unfortunately, events have *infinite* causes ultimately - a worldwide web of 
causes. And ditto causes have a worldwide web of consequences.

We are also typically uncertain as to which causes produced a given effect, or 
what effects given causes will produce. Not just statistically uncertain, but 
fundamentally Knight-ianly uncertain. And we are plain ignorant about lots of 
relevant causes and consequences - and don't factor them in. A great deal of 
the time we have to do some research and experimentation in order to unearth 
new causes.

That's why in the real world there are almost always radically different, 
historical explanations of events - there is no such thing as a right 
explanation, identifying a right set of causes.

And there are almost always radically different predictions as to the effects 
of significant causal actions - and as to the possible sets of effects, - like 
the future course of the stockmarket . Again there is no such thing as a right 
prediction. 

Plus, every example of an event is individual and new and different from  every 
other example  - the causes of the last financial crisis were different from 
that of the '80's and the Depression. 

So algorithms (and sets) (and logic) don't apply to real world 
reasoning/inference  -  the real world isn't uniform like the artificial worlds 
of logic and algorithms, and can't be similarlyh inferred

*every effect/event has an infinite set of causes - it is arbitrary as to which 
you choose to highlight - there are no algorithmic or logical rules 
*every effect/event is individual - somewhat different from others - algorithms 
and logic can only handle a uniform modular world, not the real individual, 
nodular world
*real world events are INCONSISTENT - just because something or someone 
produced an effect yesterday, doesn't mean it or he will do so today -  living 
creatures often turn round and do the opposite 
*we always have deeply imperfect knowledge of real world workings

Put that more generally, in the real world, there are

*NO UNIFORM CLASSES -  every class consists of individuals which are exceptions 
to the rule, -  so you can't GENERALISE  (without making individual 
qualfications)
*INFINITE WEBS of relationships between objects -  you cannot define FINITE 
SETS of relationships such as causes, comparisons, classifications
*INCONSISTENT OBJECTS (incl. both classes and individuals)   - you cannot 
assume CONSISTENCY in objects
* IMPERFECT KNOWLEDGE of objects - not PERFECT KNOWLEDGE

Logic and algorithms can only work with, and infer from  uniform, consistent 
sets of objects of which we have perfect knowledge  (wh. includes statistics)  
- that's why they're strictly used in artificial worlds and  environments  
only. The real world consists of individual-ly formed, unbounded webs of 
inconsistent and imperfectly known objects.

As Bertrand Russell insisted, logic doesn't apply to the real world.






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AGI
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