Acta NaturaeActa NaturaeActa Naturae2075-8251Acta Naturae Ltd2740610.32607/actanaturae.27406ReviewsОбзорыReview ArticleEvolutionary Perspectives on Human-Artificial Intelligence ConvergenceЭволюционные перспективы конвергенции человеческого и искусственного интеллектаhttps://orcid.org/0000-0003-2432-9145ZybailovB. L.ЗыбайловБ. Л.
United States
skobelolga@gmail.comhttps://orcid.org/0000-0003-3808-308657196461206ABG-7304-20203736-3480KosovskyG. Yu.КосовскийГ. Ю.
Russian Federation
skobelolga@gmail.comhttps://orcid.org/0000-0002-0570-5304GlazkoG. V.ГлазкоГ. В.
United States
skobelolga@gmail.comhttps://orcid.org/0000-0002-8566-871770039814611556-3661GlazkoV. I.ГлазкоВалерий Иванович
Russian Federation
skobelolga@gmail.comhttps://orcid.org/0000-0002-0599-9787571967458894373-1680SkobelOlga I.СкобельОльга Игоревна
Russian Federation
skobelolga@gmail.comUniversity of Arkansas for Medical Sciences, Department of Biochemistry and Molecular BiologyУниверситет медицинских наук Арканзаса, факультет биохимии и молекулярной биологииFSBSI V.A. Afanasyev RI for Fur and Rabbit Farming, Moscow regionНаучно-исследовательский институт пушного звероводства и кролиководства имени В.А. АфанасьеваUniversity of Arkansas for Medical Sciences, Department of Biomedical InformaticsУниверситет медицинских наук Арканзаса, факультет биомедицинской информатики121120241634172104202403102024Copyright ©; 2024, Zybailov B.L., Kosovsky G.Y., Glazko G.V., Glazko V.I., Skobel O.I.Copyright ©; 2024, Зыбайлов Б.Л., Косовский Г.Ю., Глазко Г.В., Глазко В.И., Скобель О.И.2024Zybailov B.L., Kosovsky G.Y., Glazko G.V., Glazko V.I., Skobel O.I.Зыбайлов Б.Л., Косовский Г.Ю., Глазко Г.В., Глазко В.И., Скобель О.И.https://creativecommons.org/licenses/by/4.0https://actanaturae.ru/2075-8251/article/view/27406

In this analytical review, we explore the potential impact of the rapid proliferation of artificial intelligence (AI) tools on the biosphere and noosphere, suggesting that the trend may lead to a transformative event that could be termed “Human-AI integration.” We argue that this integration could give rise to novel lifeforms, associations, and hierarchies, resulting in competitive advantages and increased complexity of structural organizations within both the biosphere and noosphere. Our central premise emphasizes the importance of human-AI integration as a global adaptive response crucial for our civilization’s survival amidst a rapidly changing environment. The convergence may initially manifest itself through symbiotic, endosymbiotic, or other mutualistic relationships, such as domestication, contingent on the rate at which AI systems achieve autonomy and develop survival instincts akin to those of biological organisms. We investigate potential drivers of these scenarios, addressing the ethical and existential challenges arising from the AI-driven transformation of the biosphere and noosphere, and considering potential trade-offs. Additionally, we discuss the application of complexity and the balance between competition and cooperation to better comprehend and navigate these transformative scenarios.

В этом аналитическом обзоре мы исследуем потенциальное влияние быстрого распространения инструментов искусственного интеллекта (ИИ) на биосферу и ноосферу, предполагая, что это может привести к трансформационному событию под названием «интеграция человека и ИИ». Утверждается, что эта интеграция может привести к появлению новых форм жизни, ассоциаций и иерархий, что приведет к конкурентным преимуществам и повышению сложности структурной организации как в биосфере, так и в ноосфере. Наша центральная предпосылка подчеркивает важность интеграции человека и ИИ как глобальной адаптивной реакции, имеющей решающее значение для выживания нашей цивилизации в условиях быстро меняющейся окружающей среды. Конвергенция может первоначально проявиться через симбиотические, эндосимбиотические или другие мутуалистические отношения, такие, как одомашнивание, в зависимости от скорости достижения системами ИИ автономии и развития инстинктов выживания, сходных с биологическими организмами. Мы исследуем потенциальные движущие силы этих сценариев, рассматривая этические и экзистенциальные проблемы, возникающие в результате преобразования биосферы и ноосферы под влиянием ИИ, а также потенциальные компромиссы. Кроме того, обсуждаются применение мер сложности и баланс между конкуренцией и сотрудничеством для лучшего понимания и навигации по этим трансформационным сценариям.

Human-AI integrationbiospherenoosphereartificial intelligencesystems evolutionendosymbiosissymbiosisинтеграция человека и искусственного интеллектабиосфераноосфераискусственный интеллектэволюция системэндосимбиозсимбиозVernadsky V.I. Biosphere and Noosphere. M.: Iris-Press, 2004. 576 p.Вернадский В.И. Биосфера и ноосфера. М.: Айрис-Пресс, 2004. 576 с.de Chardin P.T. The Phenomenon of Man. New York: Harper, 1955. 319 p.de Chardin P.T. The Phenomenon of Man. New York: Harper, 1955. 319 pKurzweil R. The Singularity is Near: When Humans Transcend Biology. New York: Viking, 2005. 652 p.Tipler F.J. The Physics of Immortality: Modern Cosmology, God and the Resurrection of the Dead. New York: Doubleday, 1994. 560 p.Steffen W., Grinevald J., Crutzen P., McNeill J. // Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences. 2011. V. 369. № 1938. P. 842–867.Crutzen P.J., Stoermer E.F. // IGBP Newsletter. 2000. V. 41. P. 17–18.Zalasiewicz J., Williams M., Smith A., Barry T.L., Coe A.L., Bown P.R., Brenchley P., Cantrill D., Gale A., Gibbard P., et al. // GSA Today. 2008. V. 18. № 2. P. 4–8.Lewis S.L., Maslin M.A. // Nature. 2015. V. 519. № 7542. P. 171–180.Guo Z., Zhang L., Li Y. // PLoS One. 2010. V. 5. № 10. P. e13113.Sandom C., Faurby S., Sandel B., Svenning J.C. // Proc. Royal Soc. B: Biol. Sci. 2014. V. 281. № 1787. P. 20133254.Lambin E.F., Meyfroidt P. // Proc. Natl. Acad. Sci. USA. 2011. V.108. № 9. P. 3465–3472.Lambin E.F., Meyfroidt P. // Proc. Natl. Acad. Sci. USA. 2011. V. 108. № 9. P. 3465–3472.Arthur W.B. The Nature of Technology: What It Is and How It Evolves. New York: Simon & Schuster Inc., 2009. 256 p.Mokyr J. The Enlightened Economy: an Economic History of Britain 1700–1850. Yale University Press, 2009. 564 p.Castells M. The Information Age: Economy, Society and Culture. 2nd ed. Vol. 1. The Rise of the Network Society. Chichester: Wiley–Blackwell, 2010. 594 p.Vernadsky V.I. Scientific Thought as a Planetary Phenomenon. M.: Nauka, 1991. 271 p.Вернадский В.И. Научная мысль как планетное явление. M.: Наука, 1991. 271 с.FAOSTAT (fao.org)Andersson L., Purugganan M. // Proc. Natl. Acad. Sci. USA. 2022. V. 119. № 30. P. e2122150119.Barnosky A.D. // Proc. Natl. Acad. Sci. USA. 2008. V. 105 (Suppl 1). P. 11543–11548.Margulis L. Symbiosis in Cell Evolution: Microbial Communities in the Archean and Proterozoic Eons. New York: W.H. Freeman, 1993. 448 p.Glazko V.I., Zybaylov B.L., Kosovsky Y.G., Glazko G.V., Glazko T.T. // The Holocene. 2021. V. 31. № 10. P. 1635–1645.Mayr U. // Psychol. Aging. 2001. V. 16. № 1. P. 96–109.Newman P. // Water Sci. Technol. 2001. V. 43. № 4. P. 93–99.Barabási A.L., Albert R. // Science. 1999. V. 286. № 5439. P. 509–512.Schrödinger E. What is Life? The Physical Aspect of the Living Cell. Cambridge University Press, 1944. 92 p.Swenson R. // Systems Research. 1989. V. 6. № 3. P. 187–197.Maynard Smith J., Szathmáry E. The Major Transitions in Evolution. Oxford University Press, 1995. 360 p.Morowitz H.J. The Emergence of Everything: How the World Became Complex. Oxford University Press, 2002. 224 p.Shannon C.E. // The Bell System Technical Journal. 1948. V. 27. № 3. P. 379–423.Margulis L. Origin of eukaryotic cells. Yale University Press, 1970. 349 p.Canfield D.E. // Annual Review of Earth and Planetary Sciences. 2005. V. 33. № 1. P. 1–36.Nicolelis M.A.// Nature. 2001. V. 409. № 6818. P. 403–407.Martin W., Müller M. // Nature. 1998. V. 392. № 6671. P. 37–41.Spang A., Saw J.H., Jørgensen S.L., Zaremba-Niedzwiedzka K., Martijn J., Lind A.E., van Eijk R., Schleper C., Guy L., Ettema T.J.G. // Nature. 2015. V. 521. № 7551. P. 173–179.Takemura M. // Journal of Molecular Evolution. 2001. V. 52. № 5. P. 419–425.Bell P.J. // Journal of Molecular Evolution. 2001. V. 53. № 3. P. 251–256.Wolpaw J.R., Wolpaw E.W. Brain Computer Interfaces. Principles and Practise Oxford University Press USA, 2012. 424 p.Wolpaw J.R., Wolpaw E.W. Brain Computer Interfaces. Principles and Practise. Oxford University Press USA, 2012. 424 с.Hochberg U., Degu A., Fait A., Rachmilevitch S. // Physiol. Plant. 2012. V. 147. № 4. P. 443–453.Birbaumer N., Kübler A., Ghanayim N., Hinterberger T., Perelmouter J., Kaiser J., Iversen I., Kotchoubey B., Neumann N., Flor H. // IEEE Trans Rehabil. Eng. 2000. V. 8. № 2. P. 190–193.Donoghue J.P. // Nat. Neurosci. 2002. V. 5. Suppl. P. 1085–1088.Lebedev M.A., Nicolelis M.A. // Trends in Neurosciences. 2006. V. 29. № 9. P. 536–546.Birkenbihl C., Salimi Y., Domingo-Fernándéz D., Lovestone S., AddNeuroMed consortium, Fröhlich H., Hofmann-Apitius M., Japanese Alzheimer’s Disease Neuroimaging Initiative, the Alzheimer’s Disease Neuroimaging Initiative // Alzheimers Dement (N.Y.). 2020. V. 6. № 1. P. e12102.Widge A.S., Ellard K.K., Paulk A.C., Basu I., Yousefi A., Zorowitz S., Gilmour A., Afzal A., Deckersbach T., Cash S.S., et al. // Exp. Neurol. 2017. V. 287(Pt 4). P. 461–472.Bardin L.D., King P., Maher C.G. // Med. J. 2017. V. 206. P. 268–273.Lubar J.F. // Appl Psychophysiol Biofeedback. 1997. V. 22. № 2. P. 111–126.Yang W., Yuste R. // Nat. Methods. 2017. V. 14. № 4. P. 349–359.Diamond J. // Nature. 2002. V. 418. № 6898. P. 700–707.Larson G., Fuller D.Q. // Annual Review of Ecology, Evolution, and Systematics. 2014. V. 45. P. 115–136.Belyaev D.K. // J. Hered. 1979. V. 70. № 5. P. 301–308.Zeder M.A. // Biodiversity in Agriculture: Domestication, Evolution, and Sustainability. Cambridge: Cambridge University Press, 2012. P. 228–259.Bostrom N. Superintelligence: Paths, Dangers, Strategies. Oxford University Press, 2014. 352 p.Eiben A.E., Smith J. // Nature. 2015. V. 521. № 7553. P. 476–482.Somashekhar S.P., Sepúlveda M.J., Puglielli S., Norden A.D., Shortliffe E.H., Rohit Kumar C., Rauthan A., Arun Kumar N., Patil P., Rhee K., et al. // Annals of Oncology. 2018. V. 29. № 2. P. 418–423.Choi Y.I., Chung J.W., Kim K.O., Kwon K.A., Kim Y.J., Park D.K., Ahn S.M., Park S.H., Sym S.J., Shin D.B., et al. // Can. J. Gastroenterol Hepatol. 2019. V. 2019. P. 8072928.Holland J.H. Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence. Cambridge: MIT Press, 1975. 232 p.Mitchell M. An Introduction to Genetic Algorithms. Cambridge: MIT Press, 1996. 221 p.Floreano D., Keller L. // PLoS Biology. 2010. V. 8. № 1. P. e1000292.Floreano D., Dürr P., Mattiussi C. // Evolutionary Intelligence. 2008. V. 1. № 1. P. 47–62.Miikkulainen R., Liang J., Meyerson E., Rawal A., Fink D., Francon O., Raju B., Shahrzad H., Navruzyan A., Duffy N., et al. // Artificial Intelligence in the Age of Neural Networks and Brain Computing. Academic Press, 2017. P. 293–312.Lehman J., Clune J., Misevic D., Adami C., Altenberg L., Beaulieu J., Bentley P.J., Bernard S., Beslon G., Bryson D.M., et al. // Artificial Life. 2020. V. 26. № 2. P. 274–306.Stanley K.O., Miikkulainen R. //Evolutionary Computation. 2002. V. 10. № 2. P. 99–127.Dawkins R. The selfish gene. New York, Oxford: Oxford University Press, 1976. 224 p.Chayanov A.V. Peasant Economy: Selected Works. M.: Ekonomika, 1989. 3491 p.Чаянов А.В. Крестьянское хозяйство: Избр. тр. М.: Экономика, 1989. 3491 с.Buss L.W. The Evolution of Individuality. Princeton University Press, 1987. 201 p.Carmina E., Longo A., Lobo R.A. // Am. J. Obstet Gynecol. 2003. V. 189. P. 1283–1286.Luo L., O’Leary D.D. // Annual Review of Neuroscience. 2005. V. 28. P. 127–156.Kahneman D., Klein G. // American Psychologis. 2009. V. 64. № 6. P. 515–526.Goodfellow I.J., Pouget-Abadie J., Mirza M., Xu B., Warde-Farley D., Ozair S., Courville A., Bengio Y. // Proceedings of the 27th International Conference on Neural Information Processing Systems, 2014. V. 2. P. 2672–2680.Turkle S. Alone Together: Why We Expect More from Technology and Less from Each Other. Basic Books, 2011. 384 p.Damasio A. Self Comes to Mind: Constructing the Conscious Brain. Pantheon, 2010. 384 p.Dehaene S., Lau H., Kouider S. // Science. 2017. V. 358. № 6362. P. 486–492.Kandel E.R., Schwartz J.H., Jessell T.M., Siegelbaum S.A., Hudspeth A.J. Principles of Neural Science (5th edition). N.Y.: McGraw-Hill Medical, 2013. 1760 p.Daugherty P., Wilson H.J. Human + machine: Reimagining work in the age of AI. Boston, MA: Harvard Business Review Press, 2018. 264 p.Brynjolfsson E., McAfee A. The Second Machine age: Work, Progress, and Prosperity in a Time of Brilliant Technologies. New York: WW Norton & Company, 2014. 336 p.Tegmark M. Life 3.0: Being Human in the Age of Artificial Intelligence. New York: Knopf, 2017. 384 p.Sutton R.S., Barto A.G. Reinforcement learning: An introduction (2nd ed.). Cambridge: MIT Press, 2018. 552 p.Russell S.J. Human Compatible: Artificial Intelligence and the Problem of Control. Viking, 2019. 349 p.Bulliet R.W. The Camel and the Wheel. Columbia University Press, 1990. 327 p.Hewlett R.G., Anderson O.E. The New World, 1939–1946. A History of the United States Atomic Energy Commission, Vol. 1. Pennsylvania, 1962. 766 p.Hafner K., Lyon M. Where Wizards Stay Up Late: The Origins of the Internet. Simon Schuster, 1996. 304 p.Scharre P. Army of None: Autonomous Weapons and the Future of War. New York: W.W. Norton Company, 2018. 448 p.Allen G., Kania E. China is using America’s own plan to dominate the future of artificial intelligence. Foreign Policy, 2017. Retrieved from https://foreignpolicy.com/2017/09/08/china-is-using-americas-own-plan- to dominate-the-future-of-artificial-intelligence/.Allen G., Kania E. China is using America’s own plan to dominate the future of artificial intelligence. Foreign Policy, 2017. Retrieved from https://foreignpolicy.com/2017/09/08/china-is-using-americas-own-plan-todominate-the-future-of-artificial-intelligence/JAIC. Department of Defense Joint Artificial Intelligence Center, 2018. Retrieved from https://www.ai.mil/State Council. New Generation Artificial Intelligence Development Plan. State Council of the People’s Republic of China, 2017. Retrieved from http://www.gov.cn/zhengce/content/2017- 07/20/content_5211996.htm.State Council. New Generation Artificial Intelligence Development Plan. State Council of the People’s Republic of China, 2017. Retrieved from http://www.gov.cn/zhengce/content/2017- 07/20/content_5211996.htmHorowitz M.C. // Bulletin of the Atomic Scientists. 2018. V. 74. № 3. P. 160–163.Taddeo M., Floridi L. // Nature. 2018. V. 556. № 7701. P. 296–298.Crootof R. // University of Pennsylvania Law Review. 2016. V. 164. № 6. P. 1347–1408.Nye J.S. // International Security. 2017. V. 41. № 3. P. 44–71.Partnership on AI. Partnership on AI: About Us. 2017. Retrieved from https://www.partnershiponai.org/about/.Partnership on AI. Partnership on AI: About Us. 2017. Retrieved from https://www.partnershiponai.org/about/Hanson R. The Great Filter: Are we almost past it? Online essay. 1998. Retrieved from http://hanson.gmu.edu/greatfilter.html.Hanson R. The Great Filter: Are we almost past it? Online essay. 1998. Retrieved from http://hanson.gmu.edu/greatfilter.htmlFermi E. Where is everybody? Unpublished conversation, 1950. 13 p.Webb S. If the universe is teeming with aliens... where is everybody?: Fifty solutions to the Fermi Paradox and the problem of extraterrestrial life. Springer Science & Business Media, 2002. 304 p.Bostrom N. // Journal of Evolution and Technology. 2002. V. 9. № 1. P. 1–30.Ćirković M.M. //Astrobiology. 2008. V. 8. № 2. P. 225–231.Yudkowsky E. Artificial intelligence as a positive and negative factor in global risk. In N. Bostrom & M. M. Ćirković (Eds.), Global Catastrophic Risks. Oxford University Press, 2008. P. 308–345.Russell S., Dewey D., Tegmark M. // AI Magazine. 2015. V. 36. № 4. P. 105–114.Dafoe A. AI Governance: A Research Agenda. Oxford, UK: Future of Humanity Institute, University of Oxford, 2018. 53 p.Muehlhauser L. Superintelligence and the future of governance: On prioritizing the control problem at the end of history. In B. Goertzel & T. Goertzel (Eds.), The End of the Beginning: Life, Society, and Economy on the Brink of the Singularity. Humanity Press, 2015. 738 p.Grace K., Salvatier J., Dafoe A., Zhang B., Evans O. // Journal of Artificial Intelligence Research. 2018. V. 62. P. 729–754.Zubrin R. The Case for Mars: The plan to settle the red planet and why we must. The Free Press, 1996. 416 p.Musk E. // New Space. 2017. V. 5. № 2. P. 46–58.Sagan C. Pale Blue Dot: A vision of the human future in space. Random House, 1994. 429 p.Bostrom N. // Utilitas. 2003. V. 15. № 3. P. 308–314.Huntington S.P. The Clash of Civilizations and the Remaking of World Order. New York: Simon & Schuster, 1996. 368 p.Floridi L. // Philosophy & Technology. 2018. V. 31. № 1. P. 1–8.Mittelstadt B.D., Allo P., Taddeo M., Wachter S., Floridi L. // Big Data & Society. 2016. V. 3. № 2. P. 1–21.