Evolution proves that algorithms can solve any problem: Difference between revisions

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[[File:AI Comments.png|450px|thumb|center|Some intelligent [[chatbot]]s, yesterday.]]
[[File:AI Comments.png|450px|thumb|center|Some intelligent [[chatbot]]s, yesterday.]]
}}You will see much scepticism in these pages that the claims habitually advanced in the cause of [[artificial intelligence]] are all they crack up to be. This is not just predicated on the quality of [[LinkedIn]]’s [[AI]]-generated question prompts — though they are certainly articulate evidence for the defence. ''Happy work-iversary!''
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You will see much scepticism in these pages that the claims advanced for [[artificial intelligence]] are all they crack up to be. This is not just because of [[LinkedIn]]’s [[AI]]-generated question prompts — though they are certainly evidence for the defence.  


We say that [[algorithm]]ic processes — even clever ones — are simply ''incapable'' of responding to unexpected events in [[complex system]]s. Crisis management requires imagination, creativity, and the ability to quickly construct a [[narrative]] — qualities not possessed by any [[artificial intelligence]] known to the world today. Expecting preconfigured [[algorithm]]s to solve novel problems is like expecting Newtonian mechanics to explain the very events which, by their existence, [[falsify]] Newtonian mechanics. One needs to construct an entirely new model.
''Happy work-iversary!''
 
It’s more than that.
 
[[algorithm|Algorithm]]ic processes — even clever ones — are ''incapable'' of responding to unexpected events in [[complex system]]s. Crisis management requires imagination, creativity, and the ability to quickly construct a [[narrative]] — qualities not possessed by any [[artificial intelligence]] known to the world today. Expecting preconfigured [[algorithm]]s to solve novel problems is like expecting Newtonian mechanics to explain the very events which, by their existence, [[falsify]] Newtonian mechanics. One needs to construct an entirely new model.


Here is the prosecution’s clincher:
Here is the prosecution’s clincher:
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Aha, but the very imagination, creativity and narrative construction skills you point to, are ''human'', and the imaginative sapience of ''homo sapiens'' is itself the product of an [[algorithm]]: the one encoded into [[evolution by natural selection]].
Aha, but the very imagination, creativity and narrative construction skills you point to, are ''human'', and the imaginative sapience of ''homo sapiens'' is itself the product of an [[algorithm]]: the one encoded into [[evolution by natural selection]].


Here the prosecution appeals to {{br|Darwin’s Dangerous Idea}}: it was [[evolution by natural selection]], after all, and ''only'' [[evolution by natural selection|evolution]] that operated relentlessly for 370 million years, from when the first legged fish crawled out of the primordial ooze and onto the shores of a new, terrestrial world. That single [[algorithm]] transformed those little flippy-finned mudsuckers into the highest type of sentient being yet known in this neighbourhood of the Galaxy: the [[ISDA ninja]]. And, to the best of our current thinking, all an [[ISDA ninja]] is doing is using her brain, and that is purely [[algorithm|algorithmic]], we see that human natural intelligence ''is'' an algorithmic process, ''created out of'' an algorithmic process.  
Here the prosecution appeals to {{br|Darwin’s Dangerous Idea}}: it was [[evolution by natural selection]], after all, and ''only'' [[evolution by natural selection|evolution]] that operated relentlessly for 370 million years, from when the first legged fish crawled out of the primordial ooze and onto the shores of a new world. That single [[algorithm]] transformed those little flippy-finned mudsuckers into the highest type of sentient being yet known in this neighbourhood of the Galaxy: the [[ISDA ninja]]. And, to the best of our current thinking, all an [[ISDA ninja]] is doing is using her brain, and that is purely [[algorithm|algorithmic]], we see that human natural intelligence ''is'' an algorithmic process, ''created out of'' an algorithmic process.  


''So how can you say [[algorithm]]s can’t be intelligent?''
''So how can you say [[algorithm]]s can’t be intelligent?''
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===Not “can’t”. ''Aren’t''.===
===Not “can’t”. ''Aren’t''.===
It is not that algorithms ''cannot'' in principle generate general intelligence — though the “[[Darwin’s dangerous idea]]” arguments ''are'' a bit hand-wavy — but that the particular ones you find in [[artificial intelligence]] as it is currently developing — and, no, it isn’t “evolving”, which is kind of the point — ''won’t''. Not just ''any'' [[algorithm]] is capable of self-awareness — a good thing, or you would spend more time in meaningful communication with your carrot cake than is necessarily healthy. They are a special kind of algorithm. Some folks have some ideas about what their special qualities may be ({{author|Douglas Hofstadter}} thinks the key may be [[Reflexive proposition|recursivity]]).<ref>{{br|I am a Strange Loop}}.</ref>
It is not that algorithms ''cannot'' generate general intelligence — though the “[[Darwin’s dangerous idea]]” arguments ''are'' a bit hand-wavy — but that the particular ones you find in [[artificial intelligence]] as we know it — and, no, it isn’t “evolving”, which is kind of the point — ''won’t''. Not just ''any'' [[algorithm]] is capable of self-awareness — a good thing, or you would spend more time in meaningful communication with your carrot cake than you might like. Carrot cake recipes are algorithms, but they won’ one day wake up. Sentience requires a ''special'' kind of algorithm, and no-one is really sure what. Some folks have some ideas: {{author|Douglas Hofstadter}} thinks the key may be [[Reflexive proposition|recursivity]].<ref>{{br|I am a Strange Loop}}.</ref>
 
Accepting for a moment that [[evolution by natural selection]] algorithm ''can'' generate intelligence, consider how staggeringly ''slow'', ''destructive'' and ''wasteful'' it is.


Accepting for a moment that the [[evolution by natural selection]] algorithm ''can'' generate intelligence, consider how staggeringly ''slow'', ''destructive'' and ''wasteful'' it is.
Anyway, let’s not get into that just here.


===The century of the self===
===The century of the self===
Hofstadter is at his best when when he addresses the reflexivity of human consciousness — the magic that emerges courtesy of the [[strange loop]] whereby the human perceives ''itself'' inside the universe it constructs, and where that working [[narrative]] must allow for, in order to explain, one’s own causal impact on the universe. This sets off an infinite loop which creates magical artifacts all by itself.
Hofstadter is at his best when when he addresses the reflexivity of human consciousness — the magic that [[Emergence|emerges]] courtesy of the [[strange loop]] whereby the human perceives ''itself'' inside the universe it constructs, and where that working [[narrative]] must allow for, in order to explain, one’s own causal impact on the universe. This sets off an infinite loop which creates magical artefacts all by itself.


In Roland Ennos’ recent book {{br|The Wood Age}} he gives a good example:
In Roland Ennos’ recent book {{br|The Wood Age}} he gives a good example:
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It is hard to see a dematerialized computer, operating in a virtual space, having to solve that same problem, other than at the quantum level (it need hardly be said that quantum elements are not the same as machine consciousness: that would be a reductionism too far).
It is hard to see a dematerialized computer, operating in a virtual space, having to solve that same problem, other than at the quantum level (it need hardly be said that quantum elements are not the same as machine consciousness: that would be a reductionism too far).


Machines are more like {{author|Arthur C. Clarke}}’s sentinels, watching dissociatively. They purport to describe the world as it is without affecting it: they monitor, measure, observe, process and give back but not to themselves, and not for themselves. To do that would be to colour their observations about human interaction, which would be to defeat their commercial purpose. Machines were developed to execute operations, quickly, without error. There is no room for error, judgment, variation or interpretation. Machines are designed ''not'' to narratise. They process symbols in mechanical operations. They do not read.
Machines are more like {{author|Arthur C. Clarke}}’s sentinels, watching dissociatively. They purport to describe the world as it is without affecting it: they monitor, measure, observe, process and give back but not to themselves, and not for themselves. To do that would be to colour their observations about human interaction, which would be to defeat their commercial purpose. Machines were developed to execute operations, quickly, without error. There is no room for error, judgment, variation or interpretation. Machines are designed ''not'' to narratise. They ''process'' ''symbols'' in mechanical ''operations''. They do not ''comprehend''.


{{Author|Kazuo Ishiguro}}’s {{br|Klara and the Sun}}, which I happened to read straight after {{br|The Wood Age}}, makes the same point through the android’s unusual segmented spatial perception. It prompts the question: to what extent is consciousness a function of our own peculiar evolved perceptive apparatus? It seems to me it must be. When we design artificial intelligence with a blank slate, and especially if we come at it from a Behaviourist [[machine learning]] angle, which cannot have been the route to consciousness of human evolution, deprecating as it does the notion of an inner consciousness altogether, we would make different design choices, arrive at functional intelligence different way and these might lead to profoundly shifted articulations of ”consciousness”, if indeed any kind of consciousness emerges at all.
{{Author|Kazuo Ishiguro}}’s {{br|Klara and the Sun}} makes the same point through the android’s unusual segmented spatial perception. It prompts the question: ''to what extent is consciousness a function of our own peculiar evolved perceptive apparatus''? It seems to me it must be. When we design [[artificial intelligence]] with a blank slate, and especially if we come at it from a Behaviourist [[machine learning]] angle, which cannot have been the route to consciousness of human evolution, deprecating as it does the notion of an inner consciousness altogether, we would make different design choices, arrive at functional intelligence different way and these might lead to profoundly shifted articulations of ”consciousness”, if indeed any kind of consciousness emerges at all.


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