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_Other Paths to the Singularity: Intelligence Amplification_
When people speak of creating superhumanly intelligent beings,
they are usually imagining an AI project. But as I noted at the
beginning of this paper, there are other paths to superhumanity.
Computer networks and human-computer interfaces seem more mundane than
AI, and yet they could lead to the Singularity. I call this
contrasting approach Intelligence Amplification (IA). IA is something
that is proceeding very naturally, in most cases not even recognized
by its developers for what it is. But every time our ability to access
information and to communicate it to others is improved, in some sense
we have achieved an increase over natural intelligence. Even now, the
team of a PhD human and good computer workstation (even an off-net
workstation!) could probably max any written intelligence test in
existence.
And it's very likely that IA is a much easier road to the
achievement of superhumanity than pure AI. In humans, the hardest
development problems have already been solved. Building up from within
ourselves ought to be easier than figuring out first what we really
are and then building machines that are all of that. And there is at
least conjectural precedent for this approach. Cairns-Smith [5] has
speculated that biological life may have begun as an adjunct to still
more primitive life based on crystalline growth. Lynn Margulis [14]
has made strong arguments for the view that mutualism is the great
driving force in evolution.
Note that I am not proposing that AI research be ignored or less
funded. What goes on with AI will often have applications in IA, and
vice versa. I am suggesting that we recognize that in network and
interface research there is something as profound (and potential wild)
as Artificial Intelligence. With that insight, we may see projects
that are not as directly applicable as conventional interface and
network design work, but which serve to advance us toward the
Singularity along the IA path.
Here are some possible projects that take on special
significance, given the IA point of view:
o Human/computer team automation: Take problems that are normally
considered for purely machine solution (like hill-climbing
problems), and design programs and interfaces that take a
advantage of humans' intuition and available computer hardware.
Considering all the bizarreness of higher dimensional
hill-climbing problems (and the neat algorithms that have been
devised for their solution), there could be some very interesting
displays and control tools provided to the human team member.
o Develop human/computer symbiosis in art: Combine the graphic
generation capability of modern machines and the esthetic
sensibility of humans. Of course, there has been an enormous
amount of research in designing computer aids for artists, as
labor saving tools. I'm suggesting that we explicitly aim for a
greater merging of competence, that we explicitly recognize the
cooperative approach that is possible. Karl Sims [22] has done
wonderful work in this direction.
o Allow human/computer teams at chess tournaments. We already
have programs that can play better than almost all humans. But
how much work has been done on how this power could be used by a
human, to get something even better? If such teams were allowed
in at least some chess tournaments, it could have the positive
effect on IA research that allowing computers in tournaments had
for the corresponding niche in AI.
o Develop interfaces that allow computer and network access without
requiring the human to be tied to one spot, sitting in front of a
computer. (This is an aspect of IA that fits so well with known
economic advantages that lots of effort is already being spent on
it.)
o Develop more symmetrical decision support systems. A popular
research/product area in recent years has been decision support
systems. This is a form of IA, but may be too focussed on
systems that are oracular. As much as the program giving the user
information, there must be the idea of the user giving the
program guidance.
o Use local area nets to make human teams that really work (ie,
are more effective than their component members). This is
generally the area of "groupware", already a very popular
commercial pursuit. The change in viewpoint here would be to
regard the group activity as a combination organism. In one
sense, this suggestion might be regarded as the goal of inventing
a "Rules of Order" for such combination operations. For instance,
group focus might be more easily maintained than in classical
meetings. Expertise of individual human members could be isolated
from ego issues such that the contribution of different members
is focussed on the team project. And of course shared data bases
could be used much more conveniently than in conventional
committee operations. (Note that this suggestion is aimed at team
operations rather than political meetings. In a political
setting, the automation described above would simply enforce the
power of the persons making the rules!)
o Exploit the worldwide Internet as a combination human/machine
tool. Of all the items on the list, progress in this is
proceeding the fastest and may run us into the Singularity before
anything else. The power and influence of even the present-day
Internet is vastly underestimated. For instance, I think our
contemporary computer systems would break under the weight of
their own complexity if it weren't for the edge that the USENET
"group mind" gives the system administration and support people!)
The very anarchy of the worldwide net development is evidence of
its potential. As connectivity and bandwidth and archive size and
computer speed all increase, we are seeing something like Lynn
Margulis' [14] vision of the biosphere as data processor
recapitulated, but at a million times greater speed and with
millions of humanly intelligent agents (ourselves).
The above examples illustrate research that can be done within
the context of contemporary computer science departments. There are
other paradigms. For example, much of the work in Artificial
Intelligence and neural nets would benefit from a closer connection
with biological life. Instead of simply trying to model and understand
biological life with computers, research could be directed toward the
creation of composite systems that rely on biological life for
guidance or for the providing features we don't understand well enough
yet to implement in hardware. A long-time dream of science-fiction has
been direct brain to computer interfaces [2] [28]. In fact, there is
concrete work that can be done (and has been done) in this area:
o Limb prosthetics is a topic of direct commercial applicability.
Nerve to silicon transducers can be made [13]. This is an
exciting, near-term step toward direct communcation.
o Similar direct links into brains may be feasible, if the bit
rate is low: given human learning flexibility, the actual
brain neuron targets might not have to be precisely selected.
Even 100 bits per second would be of great use to stroke
victims who would otherwise be confined to menu-driven
interfaces.
o Plugging in to the optic trunk has the potential for bandwidths
of 1 Mbit/second or so. But for this, we need to know the
fine-scale architecture of vision, and we need to place an
enormous web of electrodes with exquisite precision. If we want
our high bandwidth connection to be _in addition_ to what paths
are already present in the brain, the problem becomes vastly more
intractable. Just sticking a grid of high-bandwidth receivers
into a brain certainly won't do it. But suppose that the
high-bandwidth grid were present while the brain structure was
actually setting up, as the embryo develops. That suggests:
o Animal embryo experiments. I wouldn't expect any IA success
in the first years of such research, but giving developing brains
access to complex simulated neural structures might be very
interesting to the people who study how the embryonic brain
develops. In the long run, such experiments might produce
animals with additional sense paths and interesting intellectual
abilities.
Originally, I had hoped that this discussion of IA would yield
some clearly safer approaches to the Singularity. (After all, IA
allows our participation in a kind of transcendance.) Alas, looking
back over these IA proposals, about all I am sure of is that they
should be considered, that they may give us more options. But as for
safety ... well, some of the suggestions are a little scarey on their
face. One of my informal reviewers pointed out that IA for individual
humans creates a rather sinister elite. We humans have millions of
years of evolutionary baggage that makes us regard competition in a
deadly light. Much of that deadliness may not be necessary in today's
world, one where losers take on the winners' tricks and are coopted
into the winners' enterprises. A creature that was built _de novo_
might possibly be a much more benign entity than one with a kernel
based on fang and talon. And even the egalitarian view of an Internet
that wakes up along with all mankind can be viewed as a nightmare
[25].
The problem is not that the Singularity represents simply the
passing of humankind from center stange, but that it contradicts some
of our most deeply held notions of being. I think a closer look at the
notion of strong superhumanity can show why that is.
_Strong Superhumanity and the Best We Can Ask for_
Suppose we could tailor the Singularity. Suppose we could attain
our most extravagant hopes. What then would we ask for:
That humans themselves would become their own successors, that
whatever injustice occurs would be tempered by our knowledge of our
roots. For those who remained unaltered, the goal would be benign
treatment (perhaps even giving the stay-behinds the appearance of
being masters of godlike slaves). It could be a golden age that also
involved progress (overleaping Stent's barrier). Immortality (or at
least a lifetime as long as we can make the universe survive [9]
[3]) would be achievable.
But in this brightest and kindest world, the philosophical
problems themselves become intimidating. A mind that stays at the same
capacity cannot live forever; after a few thousand years it would look
more like a repeating tape loop than a person. (The most chilling
picture I have seen of this is in [17].) To live indefinitely long,
the mind itself must grow ... and when it becomes great enough, and
looks back ... what fellow-feeling can it have with the soul that it
was originally? Certainly the later being would be everything the
original was, but so much vastly more. And so even for the individual,
the Cairns-Smith (or Lynn Margulis) notion of new life growing
incrementally out of the old must still be valid.
This "problem" about immortality comes up in much more direct
ways. The notion of ego and self-awareness has been the bedrock of
the hardheaded rationalism of the last few centuries. Yet now the
notion of self-awareness is under attack from the Artificial
Intelligence people ("self-awareness and other delusions").
Intelligence Amplification undercuts the importance of ego from
another direction. The post-Singularity world will involve extremely
high-bandwidth networking. A central feature of strongly superhuman
entities will likely be their ability to communicate at variable
bandwidths, including ones far higher than speech or written messages.
What happens when pieces of ego can be copied and merged, when the
size of a selfawareness can grow or shrink to fit the nature of the
problems under consideration? These are essential features of strong
superhumanity and the Singularity. Thinking about them, one begins to
feel how essentially strange and different the Post-Human era will be
-- _no matter how cleverly and benignly it is brought to be_.
From one angle, the vision fits many of our happiest dreams:
a place unending, where we can truly know one another and understand
the deepest mysteries. From another angle, it's a lot like the worst
case scenario I imagined earlier in this paper.
Which is the valid viewpoint? In fact, I think the new era is
simply too different to fit into the classical frame of good and
evil. That frame is based on the idea of isolated, immutable minds
connected by tenuous, low-bandwith links. But the post-Singularity
world _does_ fit with the larger tradition of change and cooperation
that started long ago (perhaps even before the rise of biological
life). I think there _are_ notions of ethics that would apply in such
an era. Research into IA and high-bandwidth communications should
improve this understanding. I see just the glimmerings of this now,
in Good's Meta-Golden Rule, perhaps in rules for distinguishing self
from others on the basis of bandwidth of connection. And while mind
and self will be vastly more labile than in the past, much of what we
value (knowledge, memory, thought) need never be lost. I think
Freeman Dyson has it right when he says [8]: "God is what mind becomes
when it has passed beyond the scale of our comprehension."
Vernor Vinge www-rohan.sdsu.edu/faculty/vin…
When people speak of creating superhumanly intelligent beings,
they are usually imagining an AI project. But as I noted at the
beginning of this paper, there are other paths to superhumanity.
Computer networks and human-computer interfaces seem more mundane than
AI, and yet they could lead to the Singularity. I call this
contrasting approach Intelligence Amplification (IA). IA is something
that is proceeding very naturally, in most cases not even recognized
by its developers for what it is. But every time our ability to access
information and to communicate it to others is improved, in some sense
we have achieved an increase over natural intelligence. Even now, the
team of a PhD human and good computer workstation (even an off-net
workstation!) could probably max any written intelligence test in
existence.
And it's very likely that IA is a much easier road to the
achievement of superhumanity than pure AI. In humans, the hardest
development problems have already been solved. Building up from within
ourselves ought to be easier than figuring out first what we really
are and then building machines that are all of that. And there is at
least conjectural precedent for this approach. Cairns-Smith [5] has
speculated that biological life may have begun as an adjunct to still
more primitive life based on crystalline growth. Lynn Margulis [14]
has made strong arguments for the view that mutualism is the great
driving force in evolution.
Note that I am not proposing that AI research be ignored or less
funded. What goes on with AI will often have applications in IA, and
vice versa. I am suggesting that we recognize that in network and
interface research there is something as profound (and potential wild)
as Artificial Intelligence. With that insight, we may see projects
that are not as directly applicable as conventional interface and
network design work, but which serve to advance us toward the
Singularity along the IA path.
Here are some possible projects that take on special
significance, given the IA point of view:
o Human/computer team automation: Take problems that are normally
considered for purely machine solution (like hill-climbing
problems), and design programs and interfaces that take a
advantage of humans' intuition and available computer hardware.
Considering all the bizarreness of higher dimensional
hill-climbing problems (and the neat algorithms that have been
devised for their solution), there could be some very interesting
displays and control tools provided to the human team member.
o Develop human/computer symbiosis in art: Combine the graphic
generation capability of modern machines and the esthetic
sensibility of humans. Of course, there has been an enormous
amount of research in designing computer aids for artists, as
labor saving tools. I'm suggesting that we explicitly aim for a
greater merging of competence, that we explicitly recognize the
cooperative approach that is possible. Karl Sims [22] has done
wonderful work in this direction.
o Allow human/computer teams at chess tournaments. We already
have programs that can play better than almost all humans. But
how much work has been done on how this power could be used by a
human, to get something even better? If such teams were allowed
in at least some chess tournaments, it could have the positive
effect on IA research that allowing computers in tournaments had
for the corresponding niche in AI.
o Develop interfaces that allow computer and network access without
requiring the human to be tied to one spot, sitting in front of a
computer. (This is an aspect of IA that fits so well with known
economic advantages that lots of effort is already being spent on
it.)
o Develop more symmetrical decision support systems. A popular
research/product area in recent years has been decision support
systems. This is a form of IA, but may be too focussed on
systems that are oracular. As much as the program giving the user
information, there must be the idea of the user giving the
program guidance.
o Use local area nets to make human teams that really work (ie,
are more effective than their component members). This is
generally the area of "groupware", already a very popular
commercial pursuit. The change in viewpoint here would be to
regard the group activity as a combination organism. In one
sense, this suggestion might be regarded as the goal of inventing
a "Rules of Order" for such combination operations. For instance,
group focus might be more easily maintained than in classical
meetings. Expertise of individual human members could be isolated
from ego issues such that the contribution of different members
is focussed on the team project. And of course shared data bases
could be used much more conveniently than in conventional
committee operations. (Note that this suggestion is aimed at team
operations rather than political meetings. In a political
setting, the automation described above would simply enforce the
power of the persons making the rules!)
o Exploit the worldwide Internet as a combination human/machine
tool. Of all the items on the list, progress in this is
proceeding the fastest and may run us into the Singularity before
anything else. The power and influence of even the present-day
Internet is vastly underestimated. For instance, I think our
contemporary computer systems would break under the weight of
their own complexity if it weren't for the edge that the USENET
"group mind" gives the system administration and support people!)
The very anarchy of the worldwide net development is evidence of
its potential. As connectivity and bandwidth and archive size and
computer speed all increase, we are seeing something like Lynn
Margulis' [14] vision of the biosphere as data processor
recapitulated, but at a million times greater speed and with
millions of humanly intelligent agents (ourselves).
The above examples illustrate research that can be done within
the context of contemporary computer science departments. There are
other paradigms. For example, much of the work in Artificial
Intelligence and neural nets would benefit from a closer connection
with biological life. Instead of simply trying to model and understand
biological life with computers, research could be directed toward the
creation of composite systems that rely on biological life for
guidance or for the providing features we don't understand well enough
yet to implement in hardware. A long-time dream of science-fiction has
been direct brain to computer interfaces [2] [28]. In fact, there is
concrete work that can be done (and has been done) in this area:
o Limb prosthetics is a topic of direct commercial applicability.
Nerve to silicon transducers can be made [13]. This is an
exciting, near-term step toward direct communcation.
o Similar direct links into brains may be feasible, if the bit
rate is low: given human learning flexibility, the actual
brain neuron targets might not have to be precisely selected.
Even 100 bits per second would be of great use to stroke
victims who would otherwise be confined to menu-driven
interfaces.
o Plugging in to the optic trunk has the potential for bandwidths
of 1 Mbit/second or so. But for this, we need to know the
fine-scale architecture of vision, and we need to place an
enormous web of electrodes with exquisite precision. If we want
our high bandwidth connection to be _in addition_ to what paths
are already present in the brain, the problem becomes vastly more
intractable. Just sticking a grid of high-bandwidth receivers
into a brain certainly won't do it. But suppose that the
high-bandwidth grid were present while the brain structure was
actually setting up, as the embryo develops. That suggests:
o Animal embryo experiments. I wouldn't expect any IA success
in the first years of such research, but giving developing brains
access to complex simulated neural structures might be very
interesting to the people who study how the embryonic brain
develops. In the long run, such experiments might produce
animals with additional sense paths and interesting intellectual
abilities.
Originally, I had hoped that this discussion of IA would yield
some clearly safer approaches to the Singularity. (After all, IA
allows our participation in a kind of transcendance.) Alas, looking
back over these IA proposals, about all I am sure of is that they
should be considered, that they may give us more options. But as for
safety ... well, some of the suggestions are a little scarey on their
face. One of my informal reviewers pointed out that IA for individual
humans creates a rather sinister elite. We humans have millions of
years of evolutionary baggage that makes us regard competition in a
deadly light. Much of that deadliness may not be necessary in today's
world, one where losers take on the winners' tricks and are coopted
into the winners' enterprises. A creature that was built _de novo_
might possibly be a much more benign entity than one with a kernel
based on fang and talon. And even the egalitarian view of an Internet
that wakes up along with all mankind can be viewed as a nightmare
[25].
The problem is not that the Singularity represents simply the
passing of humankind from center stange, but that it contradicts some
of our most deeply held notions of being. I think a closer look at the
notion of strong superhumanity can show why that is.
_Strong Superhumanity and the Best We Can Ask for_
Suppose we could tailor the Singularity. Suppose we could attain
our most extravagant hopes. What then would we ask for:
That humans themselves would become their own successors, that
whatever injustice occurs would be tempered by our knowledge of our
roots. For those who remained unaltered, the goal would be benign
treatment (perhaps even giving the stay-behinds the appearance of
being masters of godlike slaves). It could be a golden age that also
involved progress (overleaping Stent's barrier). Immortality (or at
least a lifetime as long as we can make the universe survive [9]
[3]) would be achievable.
But in this brightest and kindest world, the philosophical
problems themselves become intimidating. A mind that stays at the same
capacity cannot live forever; after a few thousand years it would look
more like a repeating tape loop than a person. (The most chilling
picture I have seen of this is in [17].) To live indefinitely long,
the mind itself must grow ... and when it becomes great enough, and
looks back ... what fellow-feeling can it have with the soul that it
was originally? Certainly the later being would be everything the
original was, but so much vastly more. And so even for the individual,
the Cairns-Smith (or Lynn Margulis) notion of new life growing
incrementally out of the old must still be valid.
This "problem" about immortality comes up in much more direct
ways. The notion of ego and self-awareness has been the bedrock of
the hardheaded rationalism of the last few centuries. Yet now the
notion of self-awareness is under attack from the Artificial
Intelligence people ("self-awareness and other delusions").
Intelligence Amplification undercuts the importance of ego from
another direction. The post-Singularity world will involve extremely
high-bandwidth networking. A central feature of strongly superhuman
entities will likely be their ability to communicate at variable
bandwidths, including ones far higher than speech or written messages.
What happens when pieces of ego can be copied and merged, when the
size of a selfawareness can grow or shrink to fit the nature of the
problems under consideration? These are essential features of strong
superhumanity and the Singularity. Thinking about them, one begins to
feel how essentially strange and different the Post-Human era will be
-- _no matter how cleverly and benignly it is brought to be_.
From one angle, the vision fits many of our happiest dreams:
a place unending, where we can truly know one another and understand
the deepest mysteries. From another angle, it's a lot like the worst
case scenario I imagined earlier in this paper.
Which is the valid viewpoint? In fact, I think the new era is
simply too different to fit into the classical frame of good and
evil. That frame is based on the idea of isolated, immutable minds
connected by tenuous, low-bandwith links. But the post-Singularity
world _does_ fit with the larger tradition of change and cooperation
that started long ago (perhaps even before the rise of biological
life). I think there _are_ notions of ethics that would apply in such
an era. Research into IA and high-bandwidth communications should
improve this understanding. I see just the glimmerings of this now,
in Good's Meta-Golden Rule, perhaps in rules for distinguishing self
from others on the basis of bandwidth of connection. And while mind
and self will be vastly more labile than in the past, much of what we
value (knowledge, memory, thought) need never be lost. I think
Freeman Dyson has it right when he says [8]: "God is what mind becomes
when it has passed beyond the scale of our comprehension."
Vernor Vinge www-rohan.sdsu.edu/faculty/vin…
Mr aegiandyad
A few weeks ago I lost my beloved spouse, whom I adored. We were extremely close. He was a brilliant scientist and faithist who was always surprising in his responses to questions about everything under the sun. No chatbot could possibly respond the way he did. He was never banal or predictable and always made me laugh. Spontaneous comedy is the hardest act to replicate. When previous beloved relatives died I always saw visions or dreams reassuring me that they were well and happy. Memorably, my uncle appeared in a dream walking through parallel realms of fields filled with flowers. Some were familiar. Most were not. Perhaps he was reassuring me that life after death is wonderful in ways we cannot predict. After my mother's death I saw her flying between stars, all of which were strange yet intriguing. As my husband was dying in hospital I dreamt that his soul was rising upwards in a spiralling movement of pixelation, similarly to the illustration above. I am
Children are fun.
I was looking through the baby photos of our children and it struck me forcibly that every child looked exactly as they turned out grown up. By that I mean their characters were written on their faces early on. Our oldest child loved playing with numbers and rearranging plant pots in ever increasing circles using a range of small and bigger plant pots which he would re-arrange over several happy hours on the front room floor. Our first daughter was a climber. She started by climbing up the ironing board and sitting on it while waving her little legs joyfully beneath her. We were having house renovations and up she'd go on the highest ladders. We frequently panicked but learnt to trust her as she eventually came down herself unharmed. As she grew older she hazarded risky sports, single handedly sailing boats and often winning races. Other people used to marvel at how much this slight teenage girl would risk. The third child, a boy, was always very caring and loving. He would ask us
Children are fun.
I was looking through the baby photos of our children and it struck me forcibly that every child looked exactly as they turned out grown up. By that I mean their characters were written on their faces early on. Our oldest child loved playing with numbers and rearranging plant pots in ever increasing circles using a range of small and bigger plant pots which he would re-arrange over several happy hours on the front room floor. Our first daughter was a climber. She started by climbing up the ironing board and sitting on it while waving her little legs joyfully beneath her. We were having house renovations and up she'd go on the highest ladders. We frequently panicked but learnt to trust her as she eventually came down herself unharmed. As she grew older she hazarded risky sports, single handedly sailing boats and often winning races. Other people used to marvel at how much this slight teenage girl would risk. The third child, a boy, was always very caring and loving. He would ask us
Joyce's Ulysses is 100
There is a global intellectual game called, "Have you read and understood Ulysses? Or have you read Proust? This game was played when I was 16, living as far away as Zimbabwe, where the country's intellectuals played it, as did many across the globe. My best friend went on to study French at Cambridge and wrote a thesis on Proust. If you think of Ulysses as a musical comedy that might help. Stravinsky talking about Beethoven's 'die große Fuge', said that it was utterly avant garde and would be for all time. That applies just as much to Ulysses. Joyce uses the English language as music to show its many possibilities, cadences and variations. For instance the first sentence "STATELY, PLUMP BUCK MULLIGAN CAME FROM THE STAIRHEAD, bearing a bowl of lather on which a mirror and a razor lay crossed. A yellow dressinggown, ungirdled, was sustained gently behind him by the mild morning air. He held the bowl aloft and intoned: -- Introibo ad altare Dei." It is a perfect image of a
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Comments1
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Yes!
i wouldn't mind being a Cymek.
i wouldn't mind being a Cymek.