Published February 10, 2026 | Version v1

Human-AI Symbiosis as Barrier-Limiting Framework for Human Well-Being

  • 1. ROR icon Wrocław University of Science and Technology
  • 2. AMOTHO Research Institute

Description

Grounded in positive psychology, well-being is increasingly recognized as a critical determinant of decision quality, performance, and adaptive functioning across individual and organizational contexts. Yet flourishing is often constrained not by insufficient cognitive capacity, but by multi-level barriers: physiological dysregulation, threat-driven cognition, emotional contagion, and narrative disruption, that degrade judgment and agency. Contemporary artificial intelligence systems, typically optimized for speed and output, may inadvertently intensify these barriers. This article proposes a new generation of AI:  Human–AI Symbiosis, as well-being barrier-limiting regulatory framework. Building on the PERMA model of well-being, the paper conceptualize five patented symbiotic mechanisms that regulate Human-AI symbiosis in response to human and collective state conditions. Each mechanism is mapped to a specific PERMA dimension and interpreted as removing structural constraints well-being. By shifting AI from optimization to stabilization, the proposed framework preserves the conditions necessary for reliable cognition and flourishing. The study contributes a mechanism-level framework for AI-for-well-being and positions symbiotic, state-aware Human-AI symbiosis as a next generation of AI.

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References

  • 1. Barsade, S. G. (2002). The ripple effect: Emotional contagion and its influence on group behavior. Administrative science quarterly, 47(4), 644-675. 2. Boyle, P. A., Barnes, L. L., Buchman, A. S., & Bennett, D. A. (2009). Purpose in life is associated with mortality among community-dwelling older persons. Psychosomatic Medicine, 71 (5), 574-579. 3. Butler, J., & Kern, M. L. (2016). The PERMA-Profiler: A brief multidimensional measure of flourishing. International journal of wellbeing, 6(3). 4. Csikszentmihalyi, M., & Csikzentmihaly, M. (1990). Flow: The psychology of optimal experience (Vol. 1990, p. 1). New York: Harper & Row. 5. Czapiński, J. (1994). The psychology of happiness. A review of research and an outline of onion theory. Warsaw: PTP Psychological Testing Laboratory. 6. Diener, E. (1984). Subjective well-being. Psychological Bulletin, 95(3), 542–575. 7. Diener, E., Lucas, R. E., Oishi, S. (2002). Subjective well-being. The science of happiness and life satisfaction. In C. R. Snyder, S. J. Lopez (Eds.), Handbook of positive psychology (pp. 63–73). New York: Oxford University Press. 8. Diener, E., Suh, E. M., Lucas, R. E., & Smith, H. L. (1999). Subjective well-being: three decades of progress. Psychological bulletin, 125(2), 276. 9. Edmondson, A. C. (2018). The fearless organization: Creating psychological safety in the workplace for learning, innovation, and growth. John Wiley & Sons. 10. Engel, G. L. (1977). The need for a new medical model: A challenge 11. Engel, G. L. (1977). The need for a new medical model: a challenge for biomedicine. Science, 196(4286), 129-136. 12. Frankl, V. E. (1985). Man's search for meaning. Simon and Schuster. 13. Fredrickson, B. L. (2001). The role of positive emotions in positive psychology: The broaden-and-build theory of positive emotions. American psychologist, 56(3), 218. 14. Gulla, B., & Tucholska, K. (2007). Positive psychology: scientific and research goals, applications, and methods of implementation. Studies in Psychology at KUL, 14, 133-152. 15. Hatfield, E., Rapson, R. L., & Le, Y. C. L. (2011). Emotional contagion and empathy. J., Decety, W. Ickes,(Eds.), The social neuroscience of empathy, 19-30. 16. Hobfoll, S. E. (1989). Conservation of resources: a new attempt at conceptualizing stress. American psychologist, 44(3), 513. 17. Kahneman, D. (2011). Fast and slow thinking. Allen Lane and Penguin Books, New York. 18. Lazarus, R. S. (1984). Stress, appraisal, and coping (Vol. 445). Springer. 19. LeDoux, J. (2012). Rethinking the emotional brain. Neuron, 73(4), 653-676. 20. Lerner, J. S., & Keltner, D. (2001). Fear, anger, and risk. Journal of personality and social psychology, 81(1), 146. 21. Mathiesen-Ohman, A. (2026a). Fear-modulated intelligence: Systems and methods for preserving judgment integrity in human–AI symbiotic systems (U.S. Provisional Patent Application No. 63/971,045). U.S. Patent and Trademark Office. 22. Mathiesen-Ohman, A. (2026b). Systems and methods for somatic co-regulation in human–AI symbiosis systems (U.S. Provisional Patent Application No. 63/971,074). U.S. Patent and Trademark Office. 23. Mathiesen-Ohman, A. (2026c). Systems and methods for passive detection of macro-scale emotional phase shifts in symbiotic AI systems (U.S. Provisional Patent Application No. 63/971,050). U.S. Patent and Trademark Office. 24. Mathiesen-Ohman, A. (2026d). Systems and methods for preventing cognitive suffering via meaning-preserving intervention in symbiotic intelligence systems (U.S. Provisional Patent Application No. 63/971,064). U.S. Patent and Trademark Office. 25. Mathiesen-Ohman, A. (2026e). Systems and methods for meaning reconstruction following irreversible cognitive or organizational collapse (U.S. Provisional Patent Application No. 63/971,082). U.S. Patent and Trademark Office. 26. McEwen, B. S. (1998). Protective and damaging effects of stress mediators. New England journal of medicine, 338(3), 171-179. 27. Peterson, C., & Seligman, M. E. (2004). Character strengths and virtues: A handbook and classification (Vol. 1). Oxford University Press. 28. Porges, S. W. (2011). The polyvagal theory: Neurophysiological foundations of emotions, attachment, communication, and self-regulation (Norton series on interpersonal neurobiology). WW Norton & Company. 29. Ryff, C. D. (1989). Happiness is everything, or is it? Explorations on the meaning of psychological well-being. Journal of Personality and Social Psychology, 57(6), 1069–1081. 30. Ryff, C. D., & Keyes, C. L. M. (1995). The structure of psychological well-being revisited. Journal of personality and social psychology, 69(4), 719. 31. Ryff, C. D., Singer, B. H., & Love, G. D. (2004). Positive health: Connecting well-being with biology. Philosophical Transactions of the Royal Society, 359(1449), 1383-1394. 32. Seligman, M. E. (2011). Flourish: A visionary new understanding of happiness and well-being. Simon and Schuster. 33. Seligman, M. E. P., & Csikszentmihalyi, M. (2000). Positive psychology: An introduction. American Psychologist, 55(1), 5–14. 34. Seligman, M. E., Steen, T. A., Park, N., & Peterson, C. (2005). Positive psychology progress: empirical validation of interventions. American psychologist, 60(5), 410. 35. Seligman, M.E.P. (2011). Flourish: A visionary new understanding of happiness and well-being. New York, NY: Free Press. 36. Steger, M. F. (2012). Experiencing meaning in life: Optimal functioning at the nexus of spirituality, psychopathology, and wellbeing. In P. T. P. Wong (Ed.), The human quest for meaning (2nd ed., pp. 165–184). New York, NY: Routledge. 37. Taga, K. A. (2006). The measurement and health outcomes of social support. (Doctoral dissertation). Proquest (ID # 1273110621). 38. Tedeschi, R. G., & Calhoun, L. G. (2004). " Posttraumatic growth: conceptual foundations and empirical evidence". Psychological inquiry, 15(1), 1-18. 39. Trzebińska, E. (2008). Positive psychology. Warsaw: Academic and Professional Publishing. 40. Weick, K. E., & Weick, K. E. (1995). Sensemaking in organizations (Vol. 3, No. 10.1002). Thousand Oaks, CA: Sage publications. 41. World Health Organization. (1948). Constitution of the World Health Organization. www.who.int