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Hugo de Garis

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Hugo de Garis (born 1947, Sydney, Australia) is a researcher in the sub-field of artificial intelligence (AI) known as evolvable hardware. He became known in the 1990s for his research on the use of genetic algorithms to evolve neural networks using three dimensional cellular automata inside field programmable gate arrays. He claimed that this approach would enable the creation of what he terms "artificial brains" which would quickly surpass human levels of intelligence.[1]

He has more recently been noted for his belief that a major war between the supporters and opponents of intelligent machines, resulting in billions of deaths, is almost inevitable before the end of the 21st century.[2]:234 He suggests AIs may simply eliminate the human race, and humans would be powerless to stop them because of technological singularity. This prediction has attracted debate and criticism from the AI research community, and some of its more notable members, such as Kevin Warwick, Bill Joy, Ken MacLeod, Ray Kurzweil, Hans Moravec, and Roger Penrose, have voiced their opinions on whether or not this future is likely.

de Garis originally studied theoretical physics, but he abandoned this field in favour of artificial intelligence. In 1992 he received his PhD from Université Libre de Bruxelles, Belgium. He worked as a researcher at Advanced Telecommunications Research institute international (ATR), Japan from 1994-2000, a researcher at Starlab, Brussels from 2000-2001, and associate professor of computer science at Utah State University from 2001-2006. He is currently a professor at Xiamen University, where he teaches theoretical physics and computer science, and runs the Artificial Brain lab.

Evolvable hardwareEdit

From 1993 to 2000 de Garis participated in a research project at ATR's Human Information Processing Research Laboratories (ATR-HIP) which aimed to create a billion neuron artificial brain by the year 2001.[1] The project was known as "cellular automata machine brain", or "CAM-Brain". During this 8 year span he and his fellow researchers published a series of papers in which they discussed the use of genetic algorithms to evolve neural structures inside 3D cellular automata. They argued that existing neural models had failed to produce intelligent behaviour because they were too small, and that in order to create "artificial brains" it was necessary to manually assemble tens of thousands of evolved neural modules together, with the billion neuron "CAM-Brain" requiring around 10 million modules;[3] this idea was rejected by Igor Aleksander, who said "The point is that these puzzles are not puzzles because our neural models are not large enough".[4]

Though it was initially envisaged that these cellular automata would run on special computers, such as MIT's "Cellular Automata Machine-8" (CAM-8), by 1996 it was realised that the model originally proposed, which required cellular automata with thousands of states, was too complex to be realised in hardware. The design was considerably simplified, and in 1997 the "collect and distribute 1 bit" ("CoDi-1Bit") model was published, and work began on a hardware implementation using Xilinx XC6264 FPGAs. This was to be known as the "CAM Brain Machine" (CBM).[5]

The researchers evolved cellular automata for several tasks (using software simulation, not hardware):[5]

  • Reproducing the XOR function.
  • Generating a bitstream that alternates between 0 and 1 three times (ie. 000..111..000..).
  • Generated a bitstream where the output alternates, but can be changed from a majority of 1s to a majority of 0s by toggling an input.
  • Discriminating between two square wave inputs with a different period.
  • Discriminating between horizontal lines (input on a 2D grid) and random noise.

Ultimately the project failed to produce a functional robot control system, and ATR terminated it along with the closure of ATR-HIP in February 2001.[6]

The original aim of de Garis' work was to establish the field of "brain building" (a term of his invention) and to "create a trillion dollar industry within 20 years". Throughout the 90s his papers claimed that by 2001 the ATR "Robokoneko" (translation: kitten robot) project would develop a billion-neuron "cellular automata machine brain" (CAM-brain), with "computational power equivalent to 10,000 pentiums" that could simulate the brain of a real cat. de Garis received a US$0.4 million "fat brain building grant" to develop this[7]. The first "CAM-brain" was delivered to ATR in 1999. After receiving a further US$1 million grant at Starlab de Garis failed to deliver a working "brain" before Starlab's bankruptcy. At USU de Garis announced he was establishing a "brain builder" group to create a second generation "CAM-brain".

Current researchEdit

de Garis published his last "CAM-Brain" research paper in 2002.[8] He still works on evolvable hardware. Using a Celoxica FPGA board he says he can create up to 50,000 neural network modules for less than $3000.

Since 2002 he has co-authored several papers on evolutionary algorithms.

He believes that topological quantum computing is about to revolutionize computer science, and hopes that his teaching will help his students to understand its principles.[9]

In 2008 de Garis received a 3 million Chinese yuan grant (around $436,000) to build an artificial brain for China (the China-Brain Project), as part of the Brain Builder Group at Wuhan University.[10]

Employment historyEdit

de Garis' original work on "CAM-brain" machines was part of an 8 year research project, from 1993 to 2000, at the ATR Human Information Processing Research Laboratories (ATR-HIP) in Kyoto Prefecture, Japan. de Garis left in 2000, and ATR-HIP was closed on 28 February 2001. de Garis then moved to Starlab in Brussels, where he received a million dollars in funding from the government of Belgium ("over a third of the Brussels government's total budget for scientific research", according to de Garis).[11] Starlab went bankrupt in June 2001. A few months later de Garis was employed as an associate professor at the computer science department of Utah State University. In May 2006 he became a professor at Wuhan University's international school of software, teaching graduate level pure mathematics, theoretical physics and computer science.

Since June 2006 he has been a member of the advisory board of Novamente, a commercial company which aims to create strong AI.

Cosmists and TerransEdit

de Garis believes that a major war before the end of the 21st century, resulting in billions of deaths, is almost inevitable.[2]:234 Intelligent machines (or 'artilects', a shortened form of 'artificial intellects') will be far more intelligent than humans and will threaten to attain world domination, resulting in a conflict between 'Cosmists', who support the artilects, and 'Terrans', who oppose them (both of these are terms of his invention). He describes this conflict as a 'gigadeath' war, reinforcing the point that billions of people will be killed.[12] This scenario has been criticised by other AI researchers, including Chris Malcolm, who described it as "entertaining science fiction horror stories which happen to have caught the attention of the popular media".[13] Kevin Warwick called it a "hellish nightmare, as portrayed in films such as the Terminator".[2]:back cover In 2005 de Garis published a book describing his views on this topic entitled The Artilect War.[2]

Cosmism is a moral philosophy that favours building or growing strong artificial intelligence and ultimately leaving the planet Earth to the Terrans, who oppose this path for humanity. The first half of the book describe technologies which he believes will make it possible for computers to be billions or trillions of times more intelligent than humans. He predicts that as artificial intelligence improves and becomes progressively more human-like, differing views will begin to emerge regarding how far such research should be allowed to proceed. Cosmists will foresee the massive, truly astronomical potential of substrate-independent cognition, and will therefore advocate unlimited growth in the designated fields, in the hopes that "super intelligent" machines might one day colonise the universe. It is this "cosmic" view of history, in which the fate of one single species, on one single planet, is seen as insignificant next to the fate of the known universe, that gives the Cosmists their name.

Terrans on the other hand, will have a more "terrestrial" Earth-centred view, in which the fate of the Earth and its species (like humanity) are seen as being all-important. To Terrans, a future without humans is to be avoided at all costs, as it would represent the worst-case scenario. As such, Terrans will find themselves unable to ignore the possibility that super intelligent machines might one day cause the destruction of the human race -- being very immensely intelligent and so cosmically inclined, these artilect machines may have no more moral or ethical difficulty in exterminating humanity than humans do in using medicines to cure diseases. So, Terrans will see themselves as living during the closing of a window of opportunity, to disable future artilects before they are built, after which humans will no longer have a say in the affairs of intelligent machines.

It is these two extreme ideologies which de Garis believes may herald a new world war, wherein one group with a 'grand plan' (the Cosmists) will be rabidly opposed by another which feels itself to be under deadly threat from that plan (the Terrans). The factions, he predicts, may eventually war to the death because of this, as the Terrans will come to view the Cosmists as "arch-monsters" when they begin seriously discussing acceptable risks, and the probabilities of large percentages of Earth-based life going extinct. In response to this, the Cosmists will come to view the Terrans as being reactionary extremists, and will stop treating them and their ideas seriously, further aggravating the situation, possibly beyond reconciliation.

Throughout his book, de Garis states that he is ambivalent about which viewpoint he ultimately supports, and attempts to make convincing cases for both sides. He elaborates towards the end of the book that the more he thinks about it, the more he feels like a Cosmist, because he feels that despite the horrible possibility that humanity might ultimately be destroyed, perhaps inadvertently or at least indifferently, by the artilects, he cannot ignore the fact that the human species is just another link in the evolutionary chain, and must go extinct in their current form anyway, whereas the artilects could very well be the next link in that chain and therefore would be excellent candidates to carry the torch of science and exploration forward into the rest of the universe.

He relates a morally isomorphic scenario in which extraterrestrial intelligences visit the earth three billion years ago and discover two domains of life living there, one domain which is older but simpler and contemporarily dominant, but which upon closer study appears to be incapable of much further evolutionary development; and one younger domain which is struggling to survive, but which upon further study displays the potential to evolve into all the varieties of life existing on the Earth today, including humanity, and then queries the reader as to whether they would feel ethically compelled to destroy the dominant domain of life to ensure the survival of the younger one, or to destroy the younger one in order to ensure the survival of the older and more populous domain which was "there first." He states that he believes that, like himself, most of the public would feel torn or at least ambivalent about the outcome of artilects at first, but that as the technology advanced, the issue would be forced and most would feel compelled to choose a side, and that as such the public consciousness of the coming issue should be raised now so that society can choose, hopefully before the factions becomes irreconcilably polarised, which outcome it prefers.

de Garis relates that "just out of curiosity, I asked Kevin (Warwick) whether he was a Terran or a Cosmist. He said he was against the idea of artilects being built (i.e., he is Terran). I was surprised, and felt a shiver go up my spine. That moment reminded me of a biography of Lenin that I had read in my 20s in which the Bolsheviks and the Mensheviks first started debating the future government of Russia. What began as an intellectual difference ended up as a Russian civil war after 1917 between the white and the red Russians."[14]

It should actually be noted, however, that Warwick is really not a Terran at all, but would in fact be a member of another party de Garis predicts will emerge between the two.[citation needed] He colloquially refers to this third party as "Cyborgians", because they will not be opposed to artilects as such, but they will desire to personally participate in the artilect colonisation of the universe, rather than fall into obsolescence. They will seek to become artilects by gradually merging themselves with machines, which is the main focus of Professor Warwick's cybernetics research.


  • Humans should not stand in the way of a higher form of evolution. These machines are godlike. It is human destiny to create them.
— as quoted in New York Times Magazine of August 1, 1999, speaking of the 'artilects' of the future.
  • I believe that the ideological disagreements between these two groups on this issue will be so strong, that a major "artilect" war, killing billions of people, will be almost inevitable before the end of the 21st century.[2]:234
— speaking in 2005 of the Cosmist/Terran conflict.
  • Twenty years from now, the author envisages the brain builder industry as being one of the world's top industries, comparable with oil, automobile, and construction.[1]
— prediction made in 1996.


  1. 1.0 1.1 1.2 Hugo de Garis (1996). "CAM-BRAIN: The Evolutionary Engineering of a Billion Neuron Artificial Brain by 2001 Which Grows Evolves at Electronic Speeds Inside a Cellular Automata Machine (CAM)". Towards Evolvable Hardware; The Evolutionary Engineering Approach: 76–98. "one could use planetoid size asteroids to build huge 3D brain like computers containing ten to power 40 components with one bit per atom. Hence late into the 21st century, the author predicts that human beings will be confronted with the "artilect" (artificial intellect) with a brain vastly superior to the human brain with its pitiful trillion neurons.". 
  2. 2.0 2.1 2.2 2.3 2.4 Hugo de Garis (2005). The Artilect War: Cosmists Vs. Terrans: A Bitter Controversy Concerning Whether Humanity Should Build Godlike Massively Intelligent Machines. ISBN 0882801546. 
  3. Michael Korkin, Hugo de Garis, Felix Gers, and Hitoshi Hemmi (1999). "CBM (CAM-Brain Machine): A hardware tool which evolves a neural net module in a fraction of a second and runs a million neuron artificial brain in real time". Genetic Programming 1997: Proceedings of the Second Annual Conference. 
  4. BBC News (1999). "Best brain boosts artificial life".
  5. 5.0 5.1 Hugo de Garis (1999). "ATR's Artificial Brain ("CAM-Brain") Project: A Sample of What Individual "CoDi-1Bit" Model Evolved Neural Net Modules Can Do with Digital and Analog I/O". Proceedings of the Genetic and Evolutionary Computation Conference: 13–17. 
  6. "HIP World Wide Web Server". "The project of ATR Human Information Processing Research Laboratories (ATR-HIP) was closed on 28th of February, 2001"
  7. Hugo de Garis (2002). "Prof. de Garis creates the Planet's First Brain Building Center (BBC) (at USU)". "The BBC is submitting research grant proposals to the usual sources hoping to get a fat brain building grant comparable to the $0.4M given for this work by the Japanese when I was at ATR in Kyoto, and the $1M given by the Brussels Government before the bankruptcy of my previous lab Starlab."
  8. Hugo de Garis and Michael Korkin (2002). "The CAM-Brain Machine (CBM): an FPGA-based hardware tool that evolves a 1000 neuron-net circuit module in seconds and updates a 75 million neuron artificial brain for real-time robot control". Neurocomputing 42 (1-4): 35–68. doi:10.1016/S0925-2312(01)00593-8. 
  9. "Machines Like Us interviews: Hugo de Garis" (2007-09-03).
  10. Huge de Garis, Tang Jian Yu, Huang Zhiyong, Bai Lu, Chen Cong, Chen Shuo, Guo Junfei, Tan Xianjin, Tian Hao, Tian Xiaohan, Wu Xianjian, Xiong Ye, Yu Xiangqian, Huang Di. The China-Brain Project : Building China's Artificial Brain using an Evolved Neural Net Module Approach. Artificial General Intelligence Research Institute. "Prof. Hugo de Garis has recently received a 3 million RMB, 4 year grant to build China's first artificial brain, starting in 2008". 
  11. Hugo de Garis (2000). "de Garis/STARLAB Gets $Million Brain Building Grant and Meets President of Brussels Government". "I heard officially that this grant was accepted, and to the tune of a million dollars (US) equivalent, over a third of the Brussels government's total budget for scientific research."
  12. "Machines Like Us interviews: Hugo de Garis" (2007-09-03). "gigadeath - the characteristic number of people that would be killed in any major late 21st century war, if one extrapolates up the graph of the number of people killed in major wars over the past 2 centuries"
  13. Chris Malcolm (2000). "Why Robots Won't Rule the World".
  14. Hugo de Garis (2002). "First shot in Artilect war fired".

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