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Lecture I: Main ideas behind Artificial Life
Krzysztof Pomorski1,2
AGH1, University of Warsaw (FUW)2
1: Department of Telecommunication
Faculty of Electronics, Computer Science and Telecommunication
E-mail: kdvpomorski@kt.agh.edu.pl
27.02.2018
Overview
Main motivation
Synthetic biology
Humanoid robots
Image processing
Human machine interaction
Brain in vat
Robotic zoo
Original Langton paper and birhs of ALife
Essence of life by Langton
Von Neumann’s universal constructor
Comway game of life
Langton loop
Orgin of life by cellular cells
Schr¨odinger’s ”paradox
Blind watchmaker
Differene between Alife and AI
ALife art
Motivation behind new discipline Artificial Life
Investigation the essence of life and the ability to construct
life or life-like system
Creation universal and effective model of reality (as Standard
Model for elementary particles)
Investigation of biological systems in inductive or deductive
way
Investigation of functional aspects occurring in reality (Gaia
hypothesis)
Need for synthesis of humanistic and scientific fields as need
of building bridges between Physics, Artificial Intelligence,
Philosophy, Social Science and Technology
Extension of Science of Complexity and Sociology and other
disciplines
Origin of culture, art and language
Synthetic biology
Synthetic biology is an interdisciplinary branch of biology and
engineering.
The subject combines disciplines from within these domains, such
as biotechnology, genetic engineering, molecular biology, molecular
engineering, systems biology, biophysics, electrical engineering,
computer engineering, control engineering and evolutionary
biology. Synthetic biology applies these disciplines to build artificial
biological systems for research, engineering and medical
applications.
Muller experiment
After letting the experiment run for a week, Miller and Urey found that
various types of amino acids, sugars, lipids and other organic molecules
had formed. Large, complex molecules like DNA and protein were
missing, but the Miller-Urey experiment showed that at least some of the
building blocks for these molecules could form spontaneously from simple
compounds.
Origin of Life on the Earth
The Earth formed roughly betweem 4.54 and 5 billion years
ago, and life probably began between 3.53 and 3.93 billion
years ago.
The Oparin-Haldane hypothesis suggests that life arose
gradually from inorganic molecules, with “building blocks” like
amino acids forming first and then combining to make
complex polymers.
The Miller-Urey experiment provided the first evidence that
organic molecules needed for life could be formed from
inorganic components.
Some scientists support the RNA world hypothesis, which
suggests that the first life was self-replicating RNA. Others
favor the metabolism-first hypothesis, placing metabolic
networks before DNA or RNA.
Simple organic compounds might have come to early Earth on
meteorites.
Genome manipulation
Humanoid robots
Figure: (Left): Enon was created to be a personal assistant. It is
self-guiding and has limited speech recognition and synthesis. It can also
carry things. (Right): Atlas is a bipedal humanoid robot primarily
developed by the American robotics company Boston Dynamics, with
funding and oversight from the United States Defense Advanced
Research Projects Agency (DARPA). The 1.8-meter (6 ft) robot is
designed for a variety of search and rescue tasks, and was unveiled to the
public on July 11, 2013.
Image processing by Google and others
Human machine interaction
[Wikipedia]
In philosophy, the brain in a vat (alternately known as brain in a jar) is a
scenario used in a variety of thought experiments intended to draw out
certain features of human conceptions of knowledge, reality, truth, mind,
consciousness and meaning. It is an updated version of Ren´e Descartes’
Evil Demon thought experiment originated by Gilbert Harman. Best
example is given by Matrix movie. It outlines a scenario in which a
mad scientist, machine, or other entity might remove a person’s brain
from the body, suspend it in a vat of life-sustaining liquid, and connect
its neurons by wires to a supercomputer which would provide it with
electrical impulses identical to those the brain normally receives. The
computer would then be simulating reality (including appropriate
responses to the brain’s own output) and the ”disembodied” brain
would continue to have perfectly normal conscious experiences,
such as those of a person with an embodied brain, without these
being related to objects or events in the real world .
Robotic zoo by Boston Dynamics and others
All types of animals were implemented in robotics from butterfly to
horse, dog, snake and human. In principle we can also implement
all types of dinosaur and observe their coexistence in artifcially
made exosystem.
C. Langton paper’s entitled “Artificial Life”,1987
Artificial life is the study of man-made systems that exhibit
behaviors characteristic of natural living systems.
Traditionally, biology attempts to analyze (top-down
approach) living organisms while artificial life attempt to
synthesize (bottom-up approach) life-like behaviors within
computers and other artificial media.
AL can contribute with biology by exploring not only
life-as-we-know-it but life-as-it-could-be
Braitenberg vehicles and synthetic psychology
Von Neumann’s Universal Constructor-cellular automata
John von Neumann’s Universal Constructor is a
self-replicating machine in a cellular automata (CA)
environment. It was designed in the 1940s, without the use
of a computer. The fundamental details of the machine were
published in von Neumann’s book Theory of Self-Reproducing
Automata, completed in 1966 by Arthur W. Burks after von
Neumann’s death.
Von Neumann’s goal was to specify an abstract machine
which, when run, would replicate itself. In his design, the
machine consists of three parts: a ’blueprint’ for itself, a
mechanism that can read any blueprint and construct the machine
(sans blueprint) specified by that blueprint, and a ’copy machine’
that can make copies of any blueprint. After the mechanism has
been used to construct the machine specified by the blueprint, the
copy machine is used to create a copy of that blueprint, and this
copy is placed into the new machine, resulting in a working
replication of the original machine. Some machines will do this
backwards, copying the blueprint and then building a machine.
Langton loop
Origin of life by cellular automata
[T. Ikegami, K. Suzuki / BioSystems 91, 2008]
http://cmg.soton.ac.uk/research/projects/
cellular-automata-modelling-of-membrane-formation-and-prot
Schr¨odinger’s ”paradox [Wikipedia]
In a world governed by the second law of thermodynamics, all
isolated systems are expected to approach a state of maximum
disorder. Since life approaches and maintains a highly ordered
state, some argue that this seems to violate the aforementioned
second law, implying that there is a paradox.
However, since the biosphere is not an isolated system, there is no
paradox. The increase of order inside an organism is more than
paid for by an increase in disorder outside this organism by the loss
of heat into the environment. By this mechanism, the second law
is obeyed, and life maintains a highly ordered state, which it
sustains by causing a net increase in disorder in the Universe.
In order to increase the complexity on Earth—as life does—free
energy is needed and in this case is provided by the Sun .
Takashi Ikegami labolatory activity
Autonomous Sensor Network
Web Default Mode Network
Exploring Embodied Neural Mechanisms
Concept of Time in Artificial Agents
Artificial Life Robot
A Self-sustaining Visual Feedback Machine
Perceptual crossing
http://sacral.c.u-tokyo.ac.jp/
Popularity of Artificial Life
[Wendy Aguilar et al., ”The past, present, and future of Aritificial Life ” , Frontiers in Robotics and AI, 2014]
Current status of Artificial Life
The ALIFE 2018 conference will be a stimulating home for a rich
and diverse research community in Artificial Life and related fields
from around the world, with a special emphasis on encouraging
communication and building bridges between the different research
threads that make Artificial Life such an exciting field. Following in
the tradition of recent artificial life conferences, the meeting will
also have an overall theme that reflects the global nature of the
first joint conference:
Beyond AI.
We believe that AI is just a side effect of ALIFE and we
believe that this conference is going to be a turning point for
both ALIFE and AI researchers.
Alife2012 programme: page 1
Alife2012 programme: page 2
Alife2012 programme: page 3
Alife2012 programme:page 4
Short history of Artificial Life
[Wendy Aguilar et al., ”The past, present, and future of Aritificial Life ” , Frontiers in Robotics and AI, 2014]
https://www.linkedin.com/pulse/
artificial-life-developers-response-deepak-chopras-article
Sophia is a social humanoid robot developed by Hong Kong-based
company Hanson Robotics. Sophia was activated on April 19, 2015
and made her first public appearance at South by Southwest
Festival (SXSW) in mid-March 2016 in Austin, Texas, United
States. She is able to display more than 62 facial expressions.
Boston dynamics
http://web.cs.ucla.edu/~dt/alife.html
Gaia hypothesis
The Gaia hypothesis, also known as the Gaia theory or the
Gaia principle, proposes that living organisms interact with
their inorganic surroundings on Earth to form a synergistic
and self-regulating, complex system that helps to maintain and
perpetuate the conditions for life on the planet.
The Gaia hypothesis states that the Earth’s atmospheric
composition is kept at a dynamically steady state by the
presence of life. The atmospheric composition provides the
conditions that contemporary life has adapted to. All the
atmospheric gases other than noble gases present in the
atmosphere are either made by organisms or processed by them.
Figure: Self-regulating mechanism due to presence of living form on the
Earth.
Difference between AI and ALife
AI limits itself to information processing while ALife systems
reproduce full functionality and are embodied in real physical world.
It is like difference between few humanoid robots and computer
program playing in chess. In broader sense ALIFE means ability to
self-replicate with certain accuracy with maitanance of certain
order.
Metacreation: Art and Artificial Life
Alife art responds to the increasing technologization of living
matter by creating works that seem to mutate, evolve, and
respond with a life of their own. Pursuing a-life’s promise of
emergence, these artists produce not only artworks, but generative
and creative processes: here creation becomes metacreation.
Whitelaw presents a-life art practice through four of its
characteristic techniques and tendencies. ”Breeders” use artificial
evolution to generate images and forms, in the process altering the
artist’s creative agency. ”Cybernatures” form complex,
interactive systems, drawing the audience into artificial ecosystems.
Other artists work in ”Hardware,” adapting Rodney Brooks’s
”bottom-up” robotics to create embodied autonomous agencies.
The ”Abstract Machines” of a-life art de-emphasize the
biological analogy, using techniques such as cellular automata to
investigate pattern, form and morphogenesis. Whitelaw surveys
the theoretical discourses around a-life art, before finally
examining emergence, a concept central to a-life, and key, it
Time Mind Machine (MTM) by Ikegami (MIT Press 2013)
The autonomy of artificial life must be understood as a sort of
default mode that self-organizes its baseline activity, preparing for
its external inputs and its interaction with humans. I thus propose
a method for creating a suitable default mode as a design principle
for living technology. MTM runs continuously for 10 h per day and
receives visual data from its environment using 15 video cameras.
The MTM receives and edits the video inputs while it
self-organizes the momentary now. Its base program is a neural
network that includes chaotic dynamics inside the system and a
meta-network that consists of video feedback systems. Using this
system as the hardware and a default mode network as a
conceptual framework, I describe the system’s autonomous
behavior (potential living technology). [T.Ikegami]
http://www.shift.jp.org/en/archives/2012/12/takashi_ikegami.html, https://vimeo.com/28762095
Human + machine ...
or better (or not better??): Human + machine + biomodifications
of human and biomodifications of surronding animals...
Origin of emergence of culture and ideology in human and animal
interaction is open issue...
References
0. Artificial Life conferences http://alife.org/conference/alife-2018.
1. Ikegami Lab, University of Tokyo
2. N.Ono, T.Ikegami, ”Artificial Chemistry: Computational Studies on the Emergence of Self-Reproducing Units.”:,
Proceedings of the 6th European Conference on Artificial Life, ECAL 2001.
3. Theo Jansen, Artificial Life Art http://www.artfutura.org/02/05jansen_en.html.
4. Ben Ramalingam et al., ” Exploring the science of complexity: Ideas and implications for development and
humanitarian efforts”
https://www.odi.org/sites/odi.org.uk/files/odi-assets/publications-opinion-files/833.pdf.
5. Synthetic biology:
http://embor.embopress.org/content/embor/9/9/822/F1.large.jpg?width=800&height=600&carousel=1.
6. Artificial Life, SFI Studies in Sciences of Complexity, Langton , 1988.
7. Wendy Aguilar et al., ”The past, present, and future of Aritificial Life ” ,Frontiers in Robotics and AI, 2014.
8. Gaia hypothesis as by Wikiepdia: http://www.gaiatheory.org/overview/.
9. Whitelaw, ”Metacreation: Art and Artificial Life”, MIT Press, 2004.
10. Thomas Douglas ,”Is the creation of artificial life morally significant?”, Studies in History and Philosophy of
Biological and Biomedical Sciences, 2013.
11. Symbiotic future of machine and human https://medium.com/@Synced/
a-brief-introduction-to-humanistic-intelligence-the-symbiotic-future-of-machine-and-human-e79500c1af97.
12. Human machine symbiosis: https://ec.europa.eu/futurium/en/content/human-machine-symbiosis.
13. Dave Auckley, ”Lectures on Artificial Life” https://www.youtube.com/watch?v=YJRRu4dJnTI.
14. John Byl, ”Self-Reproduction in Small Cellular Automata”, Physica D, 34, 1989.
15. Langton, Langton loops. http://www.alaricstephen.com/main-featured/2017/6/27/langtons-loops.
16. Google AI Lab https://www.re-work.co/blog/deep-learning-ilya-sutskever-google-openai.
17. Comway game of life as by Wikiepdia https://en.wikipedia.org/wiki/Conway. 18. Takashi Ikegami et al.,
”A Design for Living Technology: Experiments with the Mind Time Machine”, Artificial Life, Vol. 19, No. 3, 2013.
19. Richard Dawkins, ”The Blind Watchmaker”, 1996.
20. Alan Dorin, Presentation on Artificial Life
http://users.monash.edu/~cema/courses/FIT3094/lecturePDFs/lecture1b_IntrodALife.pdf.
21. Valtention Braitenberg, ”Vehicles, Experiments in Synthetic Psychology”, 1984.
22. Ijaz Muhammad, presentation on ” Synthetic biology”
https://www.slideshare.net/ijazm4u/synthetic-biology-56600550 .
23. T. Ikegami, K. Suzuki, ”From a homeostatic to a homeodynamic self” ,BioSystems 91, 2008.
24. apologia-podcast.net/wp/2008/06/13/artificial-life/.
25. www.mitpressjournals.org/doi/abs/10.1162/ARTL_a_00113?mi=3j6j2j&af=R&searchText=perception.

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Main ideas behind Artificial Life

  • 1. Lecture I: Main ideas behind Artificial Life Krzysztof Pomorski1,2 AGH1, University of Warsaw (FUW)2 1: Department of Telecommunication Faculty of Electronics, Computer Science and Telecommunication E-mail: kdvpomorski@kt.agh.edu.pl 27.02.2018
  • 2. Overview Main motivation Synthetic biology Humanoid robots Image processing Human machine interaction Brain in vat Robotic zoo Original Langton paper and birhs of ALife Essence of life by Langton Von Neumann’s universal constructor Comway game of life Langton loop Orgin of life by cellular cells Schr¨odinger’s ”paradox Blind watchmaker Differene between Alife and AI ALife art
  • 3. Motivation behind new discipline Artificial Life Investigation the essence of life and the ability to construct life or life-like system Creation universal and effective model of reality (as Standard Model for elementary particles) Investigation of biological systems in inductive or deductive way Investigation of functional aspects occurring in reality (Gaia hypothesis) Need for synthesis of humanistic and scientific fields as need of building bridges between Physics, Artificial Intelligence, Philosophy, Social Science and Technology Extension of Science of Complexity and Sociology and other disciplines Origin of culture, art and language
  • 4. Synthetic biology Synthetic biology is an interdisciplinary branch of biology and engineering. The subject combines disciplines from within these domains, such as biotechnology, genetic engineering, molecular biology, molecular engineering, systems biology, biophysics, electrical engineering, computer engineering, control engineering and evolutionary biology. Synthetic biology applies these disciplines to build artificial biological systems for research, engineering and medical applications.
  • 5. Muller experiment After letting the experiment run for a week, Miller and Urey found that various types of amino acids, sugars, lipids and other organic molecules had formed. Large, complex molecules like DNA and protein were missing, but the Miller-Urey experiment showed that at least some of the building blocks for these molecules could form spontaneously from simple compounds.
  • 6. Origin of Life on the Earth The Earth formed roughly betweem 4.54 and 5 billion years ago, and life probably began between 3.53 and 3.93 billion years ago. The Oparin-Haldane hypothesis suggests that life arose gradually from inorganic molecules, with “building blocks” like amino acids forming first and then combining to make complex polymers. The Miller-Urey experiment provided the first evidence that organic molecules needed for life could be formed from inorganic components. Some scientists support the RNA world hypothesis, which suggests that the first life was self-replicating RNA. Others favor the metabolism-first hypothesis, placing metabolic networks before DNA or RNA. Simple organic compounds might have come to early Earth on meteorites.
  • 8. Humanoid robots Figure: (Left): Enon was created to be a personal assistant. It is self-guiding and has limited speech recognition and synthesis. It can also carry things. (Right): Atlas is a bipedal humanoid robot primarily developed by the American robotics company Boston Dynamics, with funding and oversight from the United States Defense Advanced Research Projects Agency (DARPA). The 1.8-meter (6 ft) robot is designed for a variety of search and rescue tasks, and was unveiled to the public on July 11, 2013.
  • 9. Image processing by Google and others
  • 11. [Wikipedia] In philosophy, the brain in a vat (alternately known as brain in a jar) is a scenario used in a variety of thought experiments intended to draw out certain features of human conceptions of knowledge, reality, truth, mind, consciousness and meaning. It is an updated version of Ren´e Descartes’ Evil Demon thought experiment originated by Gilbert Harman. Best example is given by Matrix movie. It outlines a scenario in which a mad scientist, machine, or other entity might remove a person’s brain from the body, suspend it in a vat of life-sustaining liquid, and connect its neurons by wires to a supercomputer which would provide it with electrical impulses identical to those the brain normally receives. The computer would then be simulating reality (including appropriate responses to the brain’s own output) and the ”disembodied” brain would continue to have perfectly normal conscious experiences, such as those of a person with an embodied brain, without these being related to objects or events in the real world .
  • 12. Robotic zoo by Boston Dynamics and others All types of animals were implemented in robotics from butterfly to horse, dog, snake and human. In principle we can also implement all types of dinosaur and observe their coexistence in artifcially made exosystem.
  • 13. C. Langton paper’s entitled “Artificial Life”,1987 Artificial life is the study of man-made systems that exhibit behaviors characteristic of natural living systems. Traditionally, biology attempts to analyze (top-down approach) living organisms while artificial life attempt to synthesize (bottom-up approach) life-like behaviors within computers and other artificial media. AL can contribute with biology by exploring not only life-as-we-know-it but life-as-it-could-be
  • 14. Braitenberg vehicles and synthetic psychology
  • 15.
  • 16. Von Neumann’s Universal Constructor-cellular automata John von Neumann’s Universal Constructor is a self-replicating machine in a cellular automata (CA) environment. It was designed in the 1940s, without the use of a computer. The fundamental details of the machine were published in von Neumann’s book Theory of Self-Reproducing Automata, completed in 1966 by Arthur W. Burks after von Neumann’s death. Von Neumann’s goal was to specify an abstract machine which, when run, would replicate itself. In his design, the machine consists of three parts: a ’blueprint’ for itself, a mechanism that can read any blueprint and construct the machine (sans blueprint) specified by that blueprint, and a ’copy machine’ that can make copies of any blueprint. After the mechanism has been used to construct the machine specified by the blueprint, the copy machine is used to create a copy of that blueprint, and this copy is placed into the new machine, resulting in a working replication of the original machine. Some machines will do this backwards, copying the blueprint and then building a machine.
  • 17.
  • 19. Origin of life by cellular automata [T. Ikegami, K. Suzuki / BioSystems 91, 2008] http://cmg.soton.ac.uk/research/projects/ cellular-automata-modelling-of-membrane-formation-and-prot
  • 20. Schr¨odinger’s ”paradox [Wikipedia] In a world governed by the second law of thermodynamics, all isolated systems are expected to approach a state of maximum disorder. Since life approaches and maintains a highly ordered state, some argue that this seems to violate the aforementioned second law, implying that there is a paradox. However, since the biosphere is not an isolated system, there is no paradox. The increase of order inside an organism is more than paid for by an increase in disorder outside this organism by the loss of heat into the environment. By this mechanism, the second law is obeyed, and life maintains a highly ordered state, which it sustains by causing a net increase in disorder in the Universe. In order to increase the complexity on Earth—as life does—free energy is needed and in this case is provided by the Sun .
  • 21.
  • 22. Takashi Ikegami labolatory activity Autonomous Sensor Network Web Default Mode Network Exploring Embodied Neural Mechanisms Concept of Time in Artificial Agents Artificial Life Robot A Self-sustaining Visual Feedback Machine Perceptual crossing http://sacral.c.u-tokyo.ac.jp/
  • 23. Popularity of Artificial Life [Wendy Aguilar et al., ”The past, present, and future of Aritificial Life ” , Frontiers in Robotics and AI, 2014]
  • 24. Current status of Artificial Life The ALIFE 2018 conference will be a stimulating home for a rich and diverse research community in Artificial Life and related fields from around the world, with a special emphasis on encouraging communication and building bridges between the different research threads that make Artificial Life such an exciting field. Following in the tradition of recent artificial life conferences, the meeting will also have an overall theme that reflects the global nature of the first joint conference: Beyond AI. We believe that AI is just a side effect of ALIFE and we believe that this conference is going to be a turning point for both ALIFE and AI researchers.
  • 29. Short history of Artificial Life [Wendy Aguilar et al., ”The past, present, and future of Aritificial Life ” , Frontiers in Robotics and AI, 2014]
  • 31. Sophia is a social humanoid robot developed by Hong Kong-based company Hanson Robotics. Sophia was activated on April 19, 2015 and made her first public appearance at South by Southwest Festival (SXSW) in mid-March 2016 in Austin, Texas, United States. She is able to display more than 62 facial expressions.
  • 34. Gaia hypothesis The Gaia hypothesis, also known as the Gaia theory or the Gaia principle, proposes that living organisms interact with their inorganic surroundings on Earth to form a synergistic and self-regulating, complex system that helps to maintain and perpetuate the conditions for life on the planet. The Gaia hypothesis states that the Earth’s atmospheric composition is kept at a dynamically steady state by the presence of life. The atmospheric composition provides the conditions that contemporary life has adapted to. All the atmospheric gases other than noble gases present in the atmosphere are either made by organisms or processed by them.
  • 35. Figure: Self-regulating mechanism due to presence of living form on the Earth.
  • 36. Difference between AI and ALife AI limits itself to information processing while ALife systems reproduce full functionality and are embodied in real physical world. It is like difference between few humanoid robots and computer program playing in chess. In broader sense ALIFE means ability to self-replicate with certain accuracy with maitanance of certain order.
  • 37.
  • 38. Metacreation: Art and Artificial Life Alife art responds to the increasing technologization of living matter by creating works that seem to mutate, evolve, and respond with a life of their own. Pursuing a-life’s promise of emergence, these artists produce not only artworks, but generative and creative processes: here creation becomes metacreation. Whitelaw presents a-life art practice through four of its characteristic techniques and tendencies. ”Breeders” use artificial evolution to generate images and forms, in the process altering the artist’s creative agency. ”Cybernatures” form complex, interactive systems, drawing the audience into artificial ecosystems. Other artists work in ”Hardware,” adapting Rodney Brooks’s ”bottom-up” robotics to create embodied autonomous agencies. The ”Abstract Machines” of a-life art de-emphasize the biological analogy, using techniques such as cellular automata to investigate pattern, form and morphogenesis. Whitelaw surveys the theoretical discourses around a-life art, before finally examining emergence, a concept central to a-life, and key, it
  • 39.
  • 40. Time Mind Machine (MTM) by Ikegami (MIT Press 2013) The autonomy of artificial life must be understood as a sort of default mode that self-organizes its baseline activity, preparing for its external inputs and its interaction with humans. I thus propose a method for creating a suitable default mode as a design principle for living technology. MTM runs continuously for 10 h per day and receives visual data from its environment using 15 video cameras. The MTM receives and edits the video inputs while it self-organizes the momentary now. Its base program is a neural network that includes chaotic dynamics inside the system and a meta-network that consists of video feedback systems. Using this system as the hardware and a default mode network as a conceptual framework, I describe the system’s autonomous behavior (potential living technology). [T.Ikegami] http://www.shift.jp.org/en/archives/2012/12/takashi_ikegami.html, https://vimeo.com/28762095
  • 41.
  • 42. Human + machine ... or better (or not better??): Human + machine + biomodifications of human and biomodifications of surronding animals... Origin of emergence of culture and ideology in human and animal interaction is open issue...
  • 43. References 0. Artificial Life conferences http://alife.org/conference/alife-2018. 1. Ikegami Lab, University of Tokyo 2. N.Ono, T.Ikegami, ”Artificial Chemistry: Computational Studies on the Emergence of Self-Reproducing Units.”:, Proceedings of the 6th European Conference on Artificial Life, ECAL 2001. 3. Theo Jansen, Artificial Life Art http://www.artfutura.org/02/05jansen_en.html. 4. Ben Ramalingam et al., ” Exploring the science of complexity: Ideas and implications for development and humanitarian efforts” https://www.odi.org/sites/odi.org.uk/files/odi-assets/publications-opinion-files/833.pdf. 5. Synthetic biology: http://embor.embopress.org/content/embor/9/9/822/F1.large.jpg?width=800&height=600&carousel=1. 6. Artificial Life, SFI Studies in Sciences of Complexity, Langton , 1988. 7. Wendy Aguilar et al., ”The past, present, and future of Aritificial Life ” ,Frontiers in Robotics and AI, 2014. 8. Gaia hypothesis as by Wikiepdia: http://www.gaiatheory.org/overview/. 9. Whitelaw, ”Metacreation: Art and Artificial Life”, MIT Press, 2004. 10. Thomas Douglas ,”Is the creation of artificial life morally significant?”, Studies in History and Philosophy of Biological and Biomedical Sciences, 2013. 11. Symbiotic future of machine and human https://medium.com/@Synced/ a-brief-introduction-to-humanistic-intelligence-the-symbiotic-future-of-machine-and-human-e79500c1af97. 12. Human machine symbiosis: https://ec.europa.eu/futurium/en/content/human-machine-symbiosis. 13. Dave Auckley, ”Lectures on Artificial Life” https://www.youtube.com/watch?v=YJRRu4dJnTI. 14. John Byl, ”Self-Reproduction in Small Cellular Automata”, Physica D, 34, 1989. 15. Langton, Langton loops. http://www.alaricstephen.com/main-featured/2017/6/27/langtons-loops. 16. Google AI Lab https://www.re-work.co/blog/deep-learning-ilya-sutskever-google-openai. 17. Comway game of life as by Wikiepdia https://en.wikipedia.org/wiki/Conway. 18. Takashi Ikegami et al., ”A Design for Living Technology: Experiments with the Mind Time Machine”, Artificial Life, Vol. 19, No. 3, 2013. 19. Richard Dawkins, ”The Blind Watchmaker”, 1996. 20. Alan Dorin, Presentation on Artificial Life http://users.monash.edu/~cema/courses/FIT3094/lecturePDFs/lecture1b_IntrodALife.pdf. 21. Valtention Braitenberg, ”Vehicles, Experiments in Synthetic Psychology”, 1984. 22. Ijaz Muhammad, presentation on ” Synthetic biology” https://www.slideshare.net/ijazm4u/synthetic-biology-56600550 . 23. T. Ikegami, K. Suzuki, ”From a homeostatic to a homeodynamic self” ,BioSystems 91, 2008. 24. apologia-podcast.net/wp/2008/06/13/artificial-life/. 25. www.mitpressjournals.org/doi/abs/10.1162/ARTL_a_00113?mi=3j6j2j&af=R&searchText=perception.