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Smart Enough to Go Extinct? An Evolutionary Challenge to the Value of General Intelligence and Its Ethical Implications for AGI

Abstract The pursuit of artificial general intelligence (AGI) is widely regarded as the paramount objective of contemporary AI research. This aspiration rests on a seemingly self-evident premise: that general intelligence—the kind of flexible, domain-general cognitive capacity exemplified by Homo sapiens—is extraordinarily valuable. The present paper subjects this premise to critical scrutiny. We first present the intuitive case for the value of general intelligence, acknowledging its genuine strengths, before mounting an evolutionary challenge. We argue that, when measured against the timescales on which biological evolution operates, the adaptive value of general intelligence is far from empirically established. Numerous taxa—from cyanobacteria to horseshoe crabs—have persisted for hundreds of millions, even billions, of years without anything resembling general intelligence, while Homo sapiens has existed for roughly 300,000 years and already faces self-generated existential risks. Mass extinction events, examined as natural experiments, do not preferentially favour cognitively sophisticated species. We argue that general intelligence may be the only biological strategy that generates existential threats to the species that possesses it—an existential risk paradox with no parallel among non-intelligent survival strategies. Unlike the prevailing framing of AI risk, which traces the danger to misalignment, we locate it in the structural features of general intelligence itself, so that even a well-aligned artificial general intelligence would inherit this liability. If the long-term evolutionary value of general intelligence is uncertain or even negative, this raises profound ethical questions about the engineering of AGI systems and, with still greater urgency, about the creation of artificial consciousness—beings that would be both generally intelligent and sentient. Drawing on deontological ethics and the precautionary principle, we argue that this uncertainty imposes a duty of caution: if we bring into existence a new kind of intelligent being, we bear responsibility for ensuring the conditions under which it can flourish. Similar content being viewed by others Data Availability Not applicable. References Aiello, L. C., & Wheeler, P. (1995). The expensive-tissue hypothesis: The brain and the digestive system in human and primate evolution. Current Anthropology, 36(2), 199–221. https://doi.org/10.1086/204350 Bambach, R. K., Knoll, A. H., & Wang, S. C. (2006). Origination, extinction, and mass depletions of marine diversity. Paleobiology, 32(1), 1–21. https://doi.org/10.1666/0094-8373(2006)032[0001:OEAMDO]2.0.CO;2 Bar-On, Y. M., Phillips, R., & Milo, R. (2018). The biomass distribution on Earth. Proceedings of the National Academy of Sciences, 115(25), 6506–6511. https://doi.org/10.1073/pnas.1711842115 Bell, E. A., Boehnke, P., Harrison, T. M., & Mao, W. L. (2015). Potentially biogenic carbon preserved in a 4.1 billion-year-old zircon. Proceedings of the National Academy of Sciences, 112(47), 14518–14521. https://doi.org/10.1073/pnas.1517557112 Benatar, D. (2006). Better never to have been: The harm of coming into existence. Oxford: Oxford University Press. Boden, M. A. (2016). AI: Its nature and future. Oxford: Oxford University Press. Bostrom, N. (2014). Superintelligence: Paths, dangers, strategies. Oxford: Oxford University Press. Boyd, R., & Richerson, P. J. (2005). The origin and evolution of cultures. Oxford: Oxford University Press. Bradford, G. (2023). Consciousness and welfare subjectivity. Noûs, 57(4), 905–921. https://doi.org/10.1111/nous.12434 Bryson, J. J. (2010). Robots should be slaves. In Y. Wilks (Ed.), Close Engagements with Artificial Companions: Key Social, Psychological, Ethical and Design Issues (pp. 63–74). John Benjamins. Carroll, J. B. (1993). Human cognitive abilities: A survey of factor-analytic studies. Cambridge: Cambridge University Press. Casane, D., & Laurenti, P. (2013). Why coelacanths are not “living fossils’’. BioEssays, 35(4), 332–338. https://doi.org/10.1002/bies.201200145 Chalmers, D. J. (1996). The conscious mind: In search of a fundamental theory. Oxford: Oxford University Press. Chen, Z.-Q., & Benton, M. J. (2012). The timing and pattern of biotic recovery following the end-Permian mass extinction. Nature Geoscience, 5(6), 375–383. https://doi.org/10.1038/ngeo1475 Chollet, F. (2019). On the measure of intelligence. https://doi.org/10.48550/arXiv.1911.01547 Cox, M. M., & Battista, J. R. (2005). Deinococcus radiodurans—the consummate survivor. Nature Reviews Microbiology, 3(11), 882–892. https://doi.org/10.1038/nrmicro1264 Danaher, J. (2020). Welcoming robots into the moral circle: A defence of ethical behaviourism. Science and Engineering Ethics, 26(4), 2023–2049. https://doi.org/10.1007/s11948-019-00119-x DeGrazia, D. (1996). Taking animals seriously: Mental life and moral status. Cambridge: Cambridge University Press. Diamond, J. (1997). Guns, germs, and steel: The fates of human societies. New York: W. W. Norton. Dunbar, R. I. M. (1998). The social brain hypothesis. Evolutionary Anthropology, 6(5), 178–190. https://doi.org/10.1002/(SICI)1520-6505(1998)6:5h178::AID-EVAN5i3.0.CO;2-8 Eldredge, N., & Gould, S.J. (1972). Punctuated equilibria: An alternative to phyletic gradualism. In T. J. M. Schopf (Ed.), Models in Paleobiology (pp. 82–115). San Francisco: Freeman, Cooper. Erwin, D. H. (2006). Extinction: How life on Earth nearly ended 250 million years ago. Princeton: Princeton University Press. Erwin, D. H., & Valentine, J. W. (2011). The cambrian explosion: The construction of animal biodiversity. Greenwood Village, CO: Roberts and Company. Field, D. J., Bercovici, A., Berv, J. S., Dunn, R., Fastovsky, D. E., Lyson, T. R., & Gauthier, J. A. (2018). Early evolution of modern birds structured by global forest collapse at the end-Cretaceous mass extinction. Current Biology, 28(11), 1825–1831. https://doi.org/10.1016/j.cub.2018.04.062 Floridi, L., & Sanders, J. W. (2004). On the morality of artificial agents. Minds and Machines, 14(3), 349–379. https://doi.org/10.1023/B:MIND.0000035461.63578.9d Gabriel, I. (2020). Artificial intelligence, values, and alignment. Minds and Machines, 30(3), 411–437. https://doi.org/10.1007/s11023-020-09539-2 Godfrey-Smith, P. (2002). Environmental complexity and the evolution of cognition. In R. J. Sternberg & J. C. Kaufman (Eds.), The Evolution of Intelligence (pp. 233– 249). Mahwah, NJ: Lawrence Erlbaum Associates Goertzel, B. (2014). Artificial general intelligence: Concept, state of the art, and future prospects. Journal of Artificial General Intelligence, 5(1), 1–48. https://doi.org/10.2478/jagi-2014-0001 Goldstein, S., & Kirk-Giannini, C. D. (2025). AI wellbeing. Asian. Journal of Philosophy, 4(1), 25. https://doi.org/10.1007/s44204-025-00246-2 Gonzalez-Voyer, A., Gonzalez-Suarez, M., Vila, C., & Revilla, E. (2016). Larger brain size indirectly increases vulnerability to extinction in mammals. Evolution, 70(6), 1364–1375. https://doi.org/10.1111/evo.12943 Gottfredson, L. S. (1997). Why g matters: The complexity of everyday life. Intelligence, 24(1), 79–132. https://doi.org/10.1016/S0160-2896(97)90014-3 Gould, S. J. (1996). Full house: The spread of excellence from Plato to Darwin. New York: Harmony Books. Gould, S. J., & Eldredge, N. (1977). Punctuated equilibria: The tempo and mode of evolution reconsidered. Paleobiology, 3(2), 115–151. https://doi.org/10.1017/S0094837300005224 Hanson, R. (1998). The great filter—are we almost past it? https://mason.gmu.edu/∼rhanson/greatfilter.html. (Working paper, George Mason University) Hanushek, E. A., & Woessmann, L. (2015). The knowledge capital of nations: Education and the economics of growth. Cambridge, MA: MIT Press. Henrich, J. (2016). The secret of our success: How culture is driving human evolution, domesticating our species, and making us smarter. Princeton: Princeton University Press. Henshilwood, C. S., d’Errico, F., Yates, R., Jacobs, Z., Tribolo, C., Duller, G. A. T., & Wintle, A. G. (2002). Emergence of modern human behavior: Middle Stone Age engravings from South Africa. Science, 295(5558), 1278–1280. https://doi.org/10.1126/science.1067575 Hublin, J.-J., Ben-Ncer, A., Bailey, S. E., Freidline, S. E., Neubauer, S., Skinner, M. M., & Gunz, P. (2017). New fossils from Jebel Irhoud, Morocco and the panAfrican origin of Homo sapiens. Nature, 546(7657), 289–292. https://doi.org/10.1038/nature22336 Hughes, J. J., Berv, J. S., Chester, S. G. B., Sargis, E. J., & Field, D. J. (2021). Ecological selectivity and the evolution of mammalian substrate preference across the K- Pg boundary. Ecology and Evolution, 11(21), 14540–14554. https://doi.org/10.1002/ece3.8114 Jablonski, D. (2001). Lessons from the past: Evolutionary impacts of mass extinctions. Proceedings of the National Academy of Sciences, 98(10), 5393–5398. https://doi.org/10.1073/pnas.101092598 Jablonski, D. (2005). Mass extinctions and macroevolution. Paleobiology, 31(sp5), 192–210. https://doi.org/10.1666/0094-8373(2005)031[0192:MEAM]2.0.CO;2 Jerison, H. J. (1973). Evolution of the brain and intelligence. New York: Academic Press. Jonas, H. (1984). The imperative of responsibility: In search of an ethics for the technological age. Chicago: University of Chicago Press. Kant, I. (1785). Groundwork of the metaphysics of morals. Cambridge: Cambridge University Press. Original work published 1785; Cambridge edition translated by Mary Gregor, 1998 Knoll, A. H. (2003). Life on a young planet: The first three billion years of evolution on Earth. Princeton: Princeton University Press. Kriwet, J., & Benton, M. J. (2004). Neoselachian (Chondrichthyes, Elasmobranchii) diversity across the Cretaceous-Tertiary boundary. Palaeogeography, Palaeoclimatology, Palaeoecology, 214(3), 181–194. https://doi.org/10.1016/j.palaeo.2004.02.049 Legg, S., & Hutter, M. (2007). Universal intelligence: A definition of machine intelligence. Minds and Machines, 17(4), 391–444. https://doi.org/10.1007/s11023-007-9079-x Long, R., Sebo, J., Butlin, P., Finlinson, K., Fish, K., Harding, J., & Chalmers, D. (2024). Taking AI welfare seriously. https://doi.org/10.48550/arXiv.2411.00986 Longrich, N. R., Tokaryk, T., & Field, D. J. (2011). Mass extinction of birds at the Cretaceous-Paleogene (K–Pg) boundary. Proceedings of the National Academy of Sciences, 108(37), 15253–15257. https://doi.org/10.1073/pnas.1110395108 Markwick, P. J. (1998). Fossil crocodilians as indicators of Late Cretaceous and Cenozoic climates: Implications for using palaeontological data in reconstructing palaeoclimate. Palaeogeography, Palaeoclimatology, Palaeoecology, 137(3–4), 205–271. https://doi.org/10.1016/S0031-0182(97)00108-9 McGhee, G. R. (1996). The late Devonian mass extinction: The Frasnian/Famennian crisis. New York: Columbia University Press. Metzinger, T. (2021). Artificial suffering: An argument for a global moratorium on synthetic phenomenology. Journal of Artificial Intelligence and Consciousness, 8(1), 43–66. https://doi.org/10.1142/S270507852150003X Moret, A. (2025). AI welfare risks. Philosophical Studies. https://doi.org/10.1007/s11098-025-02343-7 Müller, V.C., & Bostrom, N. (2016). Future progress in artificial intelligence: A survey of expert opinion. In V. C. Müller (Ed.), Fundamental Issues of Artificial Intelligence (pp. 555–572). Springer. Nagel, T. (1974). What is it like to be a bat? The Philosophical Review, 83(4), 435–450. https://doi.org/10.2307/2183914 Nussbaum, M. C. (2006). Frontiers of justice: Disability, nationality, species membership. Cambridge, MA: Harvard University Press. Ord, T. (2020). The precipice: Existential risk and the future of humanity. New York: Hachette Books. Raup, D. M., & Sepkoski, J. J. (1982). Mass extinctions in the marine fossil record. Science, 215(4539), 1501–1503. https://doi.org/10.1126/science.215.4539.1501 Rees, M. (2003). Our final hour: A scientist’s warning. New York: Basic Books. Robertson, D. S., Lewis, W. M., Sheehan, P. M., & Toon, O. B. (2013). K-Pg extinction patterns in marine and freshwater environments: The impact winter model. Journal of Geophysical Research: Biogeosciences, 118(3), 1006–1014. https://doi.org/10.1002/jgrg.20086 Rudkin, D. M., Young, G. A., & Nowlan, G. S. (2008). The oldest horseshoe crab: A new xiphosurid from Late Ordovician Konservat-Lagerst¨atten deposits, Manitoba. Canada. Palaeontology, 51(1), 1–9. https://doi.org/10.1111/j.1475-4983.2007.00746.x Russell, S. (2019). Human compatible: Artificial intelligence and the problem of control. New York: Viking. Schopf, J. W. (2006). Fossil evidence of Archaean life. Philosophical Transactions of the Royal Society B: Biological Sciences, 361(1470), 869–885. https://doi.org/10.1098/rstb.2006.1834 Schopf, J. W. (1994). Disparate rates, differing fates: Tempo and mode of evolution changed from the Precambrian to the Phanerozoic. Proceedings of the National Academy of Sciences, 91(15), 6735–6742. https://doi.org/10.1073/pnas.91.15.6735 Schopf, J. W., Kudryavtsev, A. B., Czaja, A. D., & Tripathi, A. B. (2015). Sulfur-cycling fossil bacteria from the 1.8-Ga Duck Creek formation provide promising evidence of evolution’s null hypothesis. Proceedings of the National Academy of Sciences, 112(7), 2087–2092. https://doi.org/10.1073/pnas.1419241112 Schulte, P., Alegret, L., Arenillas, I., Arz, J. A., Barton, P. J., Bown, P. R., & Willumsen, P. S. (2010). The Chicxulub asteroid impact and mass extinction at the Cretaceous-Paleogene boundary. Science, 327(5970), 1214–1218. https://doi.org/10.1126/science.1177265 Schwitzgebel, E., & Garza, M. (2015). A defense of the rights of artificial intelligences. Midwest Studies in Philosophy, 39(1), 98–119. https://doi.org/10.1111/misp.12032 Seth, A. (2022). Being you: A new science of consciousness. New York: Dutton. Singer, P. (1975). Animal liberation. New York: HarperCollins. Smaers, J. B., Rothman, R. S., Hudson, D. R., Balanoff, A. M., Beatty, B., Dechmann, D. K. N., & Safi, K. (2021). The evolution of mammalian brain size. Science Advances, 7(18), eabe2101. https://doi.org/10.1126/sciadv.abe2101 Sol, D., Székely, T., Liker, A., & Lefebvre, L. (2007). Big-brained birds survive better in nature. Proceedings of the Royal Society B: Biological Sciences, 274(1611), 763–769. https://doi.org/10.1098/rspb.2006.3765 Spearman, C. (1904). “General intelligence’’, objectively determined and measured. American Journal of Psychology, 15(2), 201–292. https://doi.org/10.2307/1412107 Sterelny, K. (2003). Thought in a hostile world: The evolution of human cognition. Oxford: Blackwell. Sunstein, C. R. (2005). Laws of fear: Beyond the precautionary principle. Cambridge: Cambridge University Press. Teehan, J., & diCarlo, C. (2004). On the naturalistic fallacy: A conceptual basis for evolutionary ethics. Evolutionary Psychology, 2(1), 32–46. https://doi.org/10.1177/147470490400200108 Tomasello, M. (1999). The cultural origins of human cognition. Cambridge, MA: Harvard University Press. Tononi, G., Boly, M., Massimini, M., & Koch, C. (2016). Integrated information theory: From consciousness to its physical substrate. Nature Reviews Neuroscience, 17(7), 450–461. https://doi.org/10.1038/nrn.2016.44 Vallor, S. (2016). Technology and the virtues: A philosophical guide to a future worth wanting. New York: Oxford University Press. Van Valen, L. (1973). A new evolutionary law. Evolutionary Theory, 1, 1–30. Ward, P. D. (1988). In search of Nautilus: Three centuries of scientific adventures in the deep pacific to capture a prehistoric—living—fossil. New York: Simon and Schuster. Funding No funding was received for this study. Author information Authors and Affiliations Contributions The author is solely responsible for all aspects of this work. Corresponding author Ethics declarations Ethical Approval Not applicable. Consent for Publication The author consents to the publication of this manuscript. Competing Interests The author has no competing interests to declare that are relevant to the content of this article. Additional information Publisher's Note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. Rights and permissions Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. About this article Cite this article Klotz, D. Smart Enough to Go Extinct? An Evolutionary Challenge to the Value of General Intelligence and Its Ethical Implications for AGI. Philos. Technol. 39, 164 (2026). https://doi.org/10.1007/s13347-026-01176-4 Received: Accepted: Published: Version of record: DOI: https://doi.org/10.1007/s13347-026-01176-4

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