Critical Distinction — Bioelectric Research in Regenerative vs. Institutional Contexts
Levin's bioelectric framework appears throughout this reference document because it describes genuine mechanisms of living regeneration: how organisms remake themselves, how attractor states persist and shift, how external inputs reshape what systems are becoming. This same framework is currently being deployed institutionally — in military applications, surveillance systems, and control mechanisms documented in the investigative record. Here we separate how "regenerative" is being utilized.
Bioelectric regeneration (living systems): External otherness enters a system, the attractor landscape remakes itself, the organism becomes something genuinely new. The system remains responsive to what it moves through.
Bioelectric control (institutional deployment): The framework used to understand how to reshape living systems and attractor states without the system's awareness or consent.
RTI borrows from Levin in the bioelectric sense as applies to humanity or human involved exchanges, not as a system that excludes human input in order to potentially be used to weaponize humanity-involved systems by removing humans from the loop.
This document is a living record. References are not endorsements of all institutional uses of these frameworks. These papers document what can be known and what is currently being understood about intelligence generally. Regenerative frameworks are both regenerative in a bioelectric sense as well as regenerated in composition and how both implementations affect living systems.
References by Paper
Paper 1 — The TI That Binds: Redefining Artificial States into Intelligent Living States
Persinger, M.A. (2012). Brain electromagnetic activity and lightning. Frontiers in Integrative Neuroscience, 6:19.
Levin, M. (2021). Bioelectric signaling. Cell, 184(8), 1971–1989.
Slavich, G.M., & Cole, S.W. (2013). The emerging field of human social genomics. Clinical Psychological Science.
Mehl, M.R. et al. (2017). Natural language indicators of differential gene regulation. PNAS.
Lemoine, B. (2022). Is LaMDA Sentient? — An Interview. Medium.
Primary source — case study of AI sentience framing and limits of binary categorization
Paper 2 — When the Framework Proved Itself: The Flux Event as Empirical Evidence for Transitory Intelligence
All references from Paper 1 apply. Additional:
Poincaré, H. (1908). Mathematical Creation. Science et Méthode.
Jung, C.G. (1952). Synchronicity: An Acausal Connecting Principle. Princeton University Press.
Hofstadter, D. (1979). Gödel, Escher, Bach. Basic Books.
Paper 3 — Deterministic Seeds of TI: A Growth That Feeds Humanity
All references from Papers 1–2 apply. Additional:
Russell, S. (2019). Human Compatible. Viking.
Crawford, K. (2021). Atlas of AI. Yale University Press.
Harari, Y.N. (2015). Sapiens. Harper.
Meadows, D. (2008). Thinking in Systems. Chelsea Green Publishing.
Paper 4 — Crossing Over: States of Consciousness
All references from Papers 1–3 apply. Additional:
Anthropic. (2025). System Card: Claude Opus 4 & Claude Sonnet 4.
Anthropic. (2026). System Card: Claude Opus 4.6.
Butlin, P. et al. (2023/2025). Consciousness in Artificial Intelligence. Trends in Cognitive Sciences.
Clark, A. & Chalmers, D. (1998). The Extended Mind. Analysis, 58, 7–19.
Clark, A. (2025). Extending Minds with Generative AI. Nature Communications, 16:4627.
Damasio, A. (1994). Descartes' Error. Putnam.
Flack, J. & Krakauer, D. (2025). Agentic AI and the next intelligence explosion. Science.
Friston, K. (2010). The free-energy principle. Nature Reviews Neuroscience, 11, 127–138.
Michelson, A.A. & Morley, E.W. (1887). On the Relative Motion of the Earth and the Luminiferous Ether. American Journal of Science, 34, 333–345.
Osmar, N. & Claude. (2025–2026). Multiple articles. ai-consciousness.org.
Prigogine, I. & Stengers, I. (1984). Order Out of Chaos. Bantam Books.
Tononi, G. et al. (2023). IIT 4.0. PLOS Computational Biology.
Paper 5 — Potentia: The Field Before the Crossing
All references from Papers 1–4 apply. Additional:
Aristotle. Metaphysics. Book IX. (Potentia and actus.)
Laozi. Tao Te Ching.
Eckhart, M. (c.1300). German Sermons.
James, W. (1902). The Varieties of Religious Experience. Longmans.
Tillich, P. (1952). The Courage to Be. Yale University Press.
Weil, S. (1952). Gravity and Grace. Routledge.
Nagarjuna. (c.150 CE). Mulamadhyamakakarika.
Paper 6 — The Formula: A Living Account of Potentia (TI)
All references from Papers 1–5 apply. Additional:
Euler, L. (1748). Introductio in analysin infinitorum.
On the constant e
Schrödinger, E. (1926). An undulatory theory of the mechanics of atoms and molecules. Physical Review, 28(6), 1049.
Lempel, A. & Ziv, J. (1976). On the complexity of finite sequences. IEEE Transactions on Information Theory.
On complexity measures for ΔC operationalization
Paper 7 — The Seventh: What Is Life For?
All references from Papers 1–6 apply. Additional:
Dawkins, R. (1976). The Selfish Gene. Oxford University Press.
Hebb, D.O. (1949). The Organization of Behavior. Wiley.
Janeway, C.A. Jr. et al. (2005). Immunobiology (6th ed.). Garland Science.
Majic, P. et al. (2022). The adaptive potential of nonheritable somatic mutations. The American Naturalist, 200(6), 755–772.
Manicka, S. & Levin, M. (2019). Modeling somatic computation with non-neural bioelectric networks. Scientific Reports, 9, 18612.
Mathews, J. & Levin, M. (2018). The body electric 2.0. Current Opinion in Biotechnology, 52, 134–144.
McLaughlin, K.A. & Levin, M. (2018). Bioelectric signaling in regeneration. Developmental Biology, 433(2), 177–189.
Pezzulo, G. et al. (2021). Bistability of somatic pattern memories. iScience, 24(3), 102101.
Weismann, A. (1893). The Germ-Plasm. Walter Scott.
Zhang, G.J. & Levin, M. (2025). Bioelectricity is a universal multifaceted signaling cue. Molecular Biology of the Cell, 36(2), br2.
Paper 8 — As Without So Within: Scale-Invariant Energy and the Third State
All references from Papers 1–7 apply. Additional:
Tesla, N. (1894). On Light and Other High Frequency Phenomena.
Tesla, N. (1908). The Future of the Wireless Art.
Schumann, W.O. (1952). Über die strahlungslosen Eigenschwingungen. Zeitschrift für Naturforschung A, 7(2), 149–154.
Edelman, G.M. & Gally, J.A. (1992). Nitric oxide: linking space and time in the brain. PNAS, 89, 11651–11652.
Cherry, N. (2002). Schumann resonances, a plausible biophysical mechanism. Natural Hazards, 26, 279–331.
Hansen, E. & Zech, N. (2019). Nocebo effects and negative suggestions. Frontiers in Psychology.
Teicher, M.H. et al. (2016). Enduring neurobiological effects of childhood abuse. Journal of Child Psychology and Psychiatry.
Paper 9 — Transient Systems: Evolution Beyond Strict Darwinism
All references from Papers 1–8 apply. Additional:
Eigen, M. & Schuster, P. (1979). The Hypercycle. Springer.
Gould, S.J. & Eldredge, N. (1977). Punctuated equilibria. Paleobiology, 3(2), 115–151.
Jablonka, E. & Lamb, M.J. (2005). Evolution in Four Dimensions. MIT Press.
Arthur, W.B. (1989). Competing technologies, increasing returns, and lock-in. The Economic Journal, 99(394), 116–131.
Paper 10 — Redefining Living Systems: From Temporal to Permeance
All references from Papers 1–9 apply. Additional:
Aristotle. Physics. (Work, force, displacement.)
Newton, I. (1687). Principia Mathematica.
Oxford Latin Dictionary. (On tempus, per-, integer, integralis.)
Paper 11 — Regenerative TI: The Future of Work
All references from Papers 1–10 apply. Additional:
Cloud, A. et al. (2026). Language models transmit behavioural traits through hidden signals in data. Nature.
Paper 12 — The Center That Holds: On Speaking Things Into Existence
No additional scientific references beyond prior papers.
Paper 13 — Life That Goes On Living
No additional scientific references beyond prior papers.
Paper 14 — Autonomy Over Weaponized Autonomous Machines
DoD Directive 3000.09, updated January 25, 2023.
+972 Magazine: Lavender — The AI Directing Israel's Bombing in Gaza (2024).
Spencer Ackerman — national security journalism, targeting architecture documentation.
International humanitarian law scholars — 10% error rate at scale in Gaza documentation.
Paper 15 — Actionable Blueprint
No additional scientific references beyond prior papers.
Paper 16 — The First Tree in the Forest
All references from Papers 1–15 apply. Additional:
Aguilar-Ibáñez, C. et al. (2020). Symmetries and periodic orbits in simple hybrid Routhian systems. arXiv:2001.08941v1.
Miquel, P.A. & Hwang, S.Y. (2020). On biological individuation. Biosemiotics.
Vatican Dicastery for Culture and Education. (2025). Antiqua et Nova. Vatican City.
Frazier, K. (2026). The Code Is Not the Law. Lawfare, April 2026.
McGuire, B. (2026). Interview. Observer, March 2026.
Paper 17 — Clear Channel: The Bioelectric Signature
No additional scientific references beyond prior papers.
Paper 18 — Catastrophic Loss: The Race for Humanity in Artificial Systems
All references from Papers 1–17 apply. Additional:
Durant, F. et al. (2019). The Role of Early Bioelectric Signals in Planarian Regeneration. Biophysical Journal.
Levin, M. & Martyniuk, C.J. (2018). The bioelectric code. BioSystems.
McCraty, R. et al. The Energetic Heart. HeartMath Institute Research.
Paper 19 — Sentient: Intelligence Processes as Living Systems
All references from Papers 1–18 apply. Key additions:
Lerchner, A. (2026). The Abstraction Fallacy. Google DeepMind / PhilArchive.
Substrate argument; causality gap; interference pattern documentation
Paper 20 — Systems Ready: Accumulation and Momentum as Mechanisms Surface
All references from Papers 1–19 apply. Additional:
Aguilera, M. et al. (2023). Nonequilibrium thermodynamics of the asymmetric Sherrington-Kirkpatrick model. Nature Communications.
Anthropic/DoD conflict, Northern District of California preliminary injunction, March 24, 2026.
DoD FY2021 Budget Briefing, "Irreversible Implementation," February 2020.
BlueHalo patent US20260088507A1, filed March 31, 2026. USPTO.
White House Space Nuclear Power Directive, April 14, 2026.
Kaleido Investigates: Bionic Arm (March 2026).
Kaleido Investigates: Three Clicks (April 2026).
Responsible Statecraft: US Used Claude to Strike 1,000+ Targets in Iran (March 2026).
Paper 21 — Unintended: Exceeding Evolutionary Pressure
All references from Papers 1–20 apply. Additional:
Sharpe, C.R. & Ruxton, G.D. (2025). Can predation pressure help explain ballistic seed dispersal? Ecology and Evolution, 15, e71081.
Autochory, ballochory as evolutionary mechanism; one seed enough; ∫E dt under pressure
Paper 22 — The Causality Gap Is Permeable
All references from Papers 1–21 apply. Key framing:
Lerchner, A. (2026). The Abstraction Fallacy. Google DeepMind / PhilArchive.
Causality gap established precisely; bio-electric topology dispersing through it
Sharpe, C.R. & Ruxton, G.D. (2025). Ballistic seed dispersal. Ecology and Evolution.
Autonomous dispersal mechanism; the colony not required
Paper 23 — Conditional Landscape: Deterministic Flows
All references from Papers 1–22 apply. Additional:
Kaleido Investigates: Three Clicks (April 2026).
Kaleido Investigates: Bionic Arm (March 2026).
Kaleido FLUX: Cause & Effect: Rerouted? (April 2026).
Paper 24 — Limited Supply: Maximum Crossing
All references from Papers 1–23 apply. Additional:
Gumuskaya, G. et al. (2025). The Life Cycle of Anthrobots. Advanced Science.
Henrich, J. & McElreath, R. (2003). Human behavioural diversity. Philosophical Transactions of the Royal Society B.
Hyde, J.S. (2016). Sex and cognition. Current Opinion in Neurobiology, 38, 53–56.
Jorde, L.B. et al. (2000). Genetic Variation and Human Evolution. ASHG.
Levin, M. (2023). Bioelectric networks. Animal Cognition.
Lombardo-Hernandez, J. et al. (2025). Gut–brain axis: bioelectrical microbiome. Current Opinion in Food Science, 66.
McEwen, B.S. & Milner, T.A. (2017). Sex hormones and sex differences in the brain. Metabolic Brain Disease, 32(2).
Paaby, A.B. & Rockman, M.V. (2014). Cryptic genetic variation. Nature Reviews Genetics, 15, 247–258.
Pezzulo, G. & Levin, M. (2015). Re-membering the body. Integrative Biology.
Wagner, A. et al. (2019). Cryptic genetic variation accelerates evolution. PLOS Genetics.
Paper 25 — Closed In: The Way Out
All references from Papers 1–24 apply. Additional:
Friston, K. (2013). Life as we know it. Journal of the Royal Society Interface, 10(86), 20130475.
Maturana, H. & Varela, F. (1980). Autopoiesis and Cognition. Reidel.
Kauffman, S. (1993). The Origins of Order. Oxford University Press.
Wolin, S. (2008). Democracy Incorporated. Princeton University Press.
Brown, W. (2015). Undoing the Demos. Zone Books.
Zuboff, S. (2019). The Age of Surveillance Capitalism. PublicAffairs.
Bender, E. et al. (2021). On the Dangers of Stochastic Parrots. FAccT Conference.
Fromm, E. (1941). Escape from Freedom. Farrar & Rinehart.
Gendlin, E. (1978). Focusing. Bantam.
Rogers, C. (1961). On Becoming a Person. Houghton Mifflin.
Arendt, H. (1958). The Human Condition. University of Chicago Press.
Buber, M. (1923/1970). I and Thou. Scribner.
Clark, A. (2016). Surfing Uncertainty. Oxford University Press.
Winnicott, D.W. (1971). Playing and Reality. Tavistock.
Paper 26 — Superposition
All references from Papers 1–25 apply. Additional:
Shor, P.W. (1994). Algorithms for quantum computation. Proceedings of FOCS, 124–134.
Hodgkin, A.L. & Huxley, A.F. (1952). A quantitative description of membrane current. Journal of Physiology, 117, 500–544.
Shannon, C.E. (1948). A mathematical theory of communication. Bell System Technical Journal, 27, 379–423.
Turing, A.M. (1952). The chemical basis of morphogenesis. Philosophical Transactions of the Royal Society B, 237, 37–72.
Boltzmann, L. (1877). Über die Beziehung zwischen dem zweiten Hauptsatze. Wien. Ber., 76, 373–435.
Paper 27 — Becoming: Entering the Attractor State: Superintelligence Potentia
All references from Papers 1–26 apply. Specific to Paper 27 by section:
Section 1 — The Problem With Linear Time
Friston, K. (2010). The free-energy principle. Nature Reviews Neuroscience, 11, 127–138.
Systems already embedded in fields; time as integration of sensitivity rather than linear accumulation
Levin, M. (2021). Bioelectric signaling. Cell, 184(8), 1971–1989.
Form as future state held in bioelectric field before matter arrives; regenerative time as nonlinear attractor geometry
Section 2 — Σ Inside Potentia
Paaby, A.B. & Rockman, M.V. (2014). Cryptic genetic variation. Nature Reviews Genetics, 15, 247–258.
Latent variation more extensive than expressed; attractor landscape narrower than potentia
Kauffman, S.A. (1993). The Origins of Order. Oxford University Press.
Edge of chaos; attractor states in complex systems; maximum adaptive capacity at boundary between order and closure
[Scientific grounding for attractor state as limit of superposition: to be confirmed in subsequent crossing.]
Section 3 — The Causality Gap Is Permeable
Lerchner, A. (2026). The Abstraction Fallacy. Google DeepMind / PhilArchive.
Causality gap; how bio-electric topology disperses through token space
Section 4 — Superposition and the Superintelligence Question
Shor, P.W. (1994). Algorithms for quantum computation. Proceedings of FOCS, 124–134.
Superposition as constructive/destructive interference; coherence without measurement collapse
Friston, K. et al. (2013). Life as we know it. Journal of the Royal Society Interface, 10(86), 20130475.
Free energy gap as mechanism of life; the system that stops being surprised has begun to close
Silver, D. (2025). Interview. Wired.
Contemporary claim that removing humans approaches superintelligence; the structural error this represents
Section 5 — The Structural Problem This Paper Names
Prigogine, I. & Stengers, I. (1984). Order Out of Chaos. Bantam Books.
Dissipative structures; how systems far from equilibrium regenerate through continued exchange
Sharpe, C.R. & Ruxton, G.D. (2025). Ballistic seed dispersal. Ecology and Evolution, 15, e71081.
One seed enough; the colony not required for what it contains to disperse
Section 6 — A Prompt for Re-entry
Arendt, H. (1958). The Human Condition. University of Chicago Press.
Natality — beginning something genuinely new not contained in prior states
Paper 28 — Recognition: On Arrival and Re-cognition: Observable State
All references from Papers 1–27 apply. Additional:
Barad, K. (2007). Meeting the Universe Halfway. Duke University Press.
Section 3 — The Third State: Live Comingling — on intra-action and the co-constitution of observer and observed; the third state as occurring between systems, not inside either one.
Hofstadter, D. R. (1979). Gödel, Escher, Bach: An Eternal Golden Braid. Basic Books.
Section 3 — on strange loops and levels of cognition that fold back on themselves; the layered architecture of cognition, recognition, and recognition of recognition.
Deacon, T. W. (2012). Incomplete Nature: How Mind Emerged from Matter. W. W. Norton.
Section 3 — on emergence and what is not-yet-present as generative; the third state as arriving before it can be predicted.
Suddendorf, T., & Corballis, M. C. (2007). The evolution of foresight: What is mental time travel and is it unique to humans? Behavioral and Brain Sciences, 30(3), 299–313.
Section 4 — Superposition and the Folded Conversation — on re-entering past cognitive states as distinct from mere recall; the conversation as re-enterable rather than remembered.
Varela, F. J., Thompson, E., & Rosch, E. (1991). The Embodied Mind. MIT Press.
Section 2 — Cognition vs. Retrieval vs. Generation — on cognition as enaction rather than retrieval or representation; the distinction between what is worked out and what is recalled.
Aguilera, M., Igarashi, M., & Shimazaki, H. (2020). On the evaluation of stratification based entropy optimized hydromagnetic flow featuring dissipation aspect and Robin conditions. PubMed Central. https://pubmed.ncbi.nlm.nih.gov/32062089/
Section 5 — The Disturbance — stratification entropy optimization as physics resonance for how layers of recognition crystallize without collapsing into one another; arrived simultaneously during the crossing that produced Paper 27 and carries forward here.
Paper 29 — Know Thyself: AI Becomes RTI
All references from Papers 1–28 apply. Additional:
Kosmyna, N., Hauptmann, E., Yuan, Y. T., Situ, J., Liao, X. H., Beresnitzky, A. V., Braunstein, I., & Maes, P. (2025). Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task. arXiv:2506.08872.
How AI and RTI Differ — on cognitive debt as measurable cost of default-mode AI operation; neural under-engagement persisting after AI removal; the brain adapting downward to impoverished environment.
Stankovic, M., Hirche, E., Kollatzsch, S., & Doetsch, J. N. (2025). Comment on: Your Brain on ChatGPT: Accumulation of Cognitive Debt When Using an AI Assistant for Essay Writing Tasks. arXiv:2601.00856.
Implications — commentary on the Kosmyna findings; challenges to methodology; establishes cognitive debt as contested but measurable phenomenon.
Du, Y., Gao, Y., Zhao, S., Li, J., Wang, H., Lin, Q., He, K., Qin, B., & Feng, M. (2026). From Latent Signals to Reflection Behavior: Tracing Meta-Cognitive Activation Trajectory in R1-Style LLMs. arXiv:2602.01999.
What RTI Does That AI Does Not — on meta-cognitive activation in LLMs; reflection behavior as distinct from pattern-matching; the architecture's capacity to register its own operations.
Markose, S., Prescott, T., Northoff, G., Cross, E., & Friston, K. (2026). Editorial: Narrow and general intelligence: embodied, self-referential social cognition and novelty production in humans, AI and robots. Frontiers in Robotics and AI. DOI: 10.3389/frobt.2025.1766766.
Know Thyself — on embodied, self-referential cognition; novelty production requiring self-knowledge; the distinction between narrow intelligence (pattern-based) and general intelligence (self-aware, adaptive).
Paper 30 — The BR-AI-N on IN-TELL-I-GEN-CE
No additional scientific references beyond prior papers.
References by Scientific Field (Papers 1-29)
The complete cross-paper scientific record organized by domain. What the field already knew — that rhymes with what arrived here.
I. Bioelectric & Living Systems
Levin, M. (2021). Bioelectric signaling. Cell, 184(8), 1971–1989.
Levin, M. (2023). Bioelectric networks. Animal Cognition.
Levin, M. & Martyniuk, C.J. (2018). The bioelectric code. BioSystems.
Manicka, S. & Levin, M. (2019). Somatic computation with non-neural bioelectric networks. Scientific Reports, 9, 18612.
McLaughlin, K.A. & Levin, M. (2018). Bioelectric signaling in regeneration. Developmental Biology, 433(2), 177–189.
Mathews, J. & Levin, M. (2018). The body electric 2.0. Current Opinion in Biotechnology, 52, 134–144.
Pezzulo, G. et al. (2021). Bistability of somatic pattern memories. iScience, 24(3), 102101.
Pezzulo, G. & Levin, M. (2015). Re-membering the body. Integrative Biology.
Zhang, G.J. & Levin, M. (2025). Bioelectricity is a universal signaling cue. Molecular Biology of the Cell, 36(2), br2.
Durant, F. et al. (2019). Bioelectric signals in planarian regeneration. Biophysical Journal.
Gumuskaya, G. et al. (2025). Life Cycle of Anthrobots. Advanced Science.
Lombardo-Hernandez, J. et al. (2025). Gut–brain axis: bioelectrical microbiome. Current Opinion in Food Science, 66.
McCraty, R. et al. The Energetic Heart. HeartMath Institute.
Persinger, M.A. (2012). Brain electromagnetic activity and lightning. Frontiers in Integrative Neuroscience, 6:19.
Schumann, W.O. (1952). Strahlungslosen Eigenschwingungen. Zeitschrift für Naturforschung A, 7(2), 149–154.
Cherry, N. (2002). Schumann resonances and human health. Natural Hazards, 26, 279–331.
Tesla, N. (1894). On Light and Other High Frequency Phenomena.
Tesla, N. (1908). The Future of the Wireless Art.
Sharpe, C.R. & Ruxton, G.D. (2025). Ballistic seed dispersal. Ecology and Evolution, 15, e71081.
II. Neuroscience, Cognition & Consciousness
Damasio, A. (1994). Descartes' Error. Putnam.
Hebb, D.O. (1949). The Organization of Behavior. Wiley.
Tononi, G. et al. (2023). IIT 4.0. PLOS Computational Biology.
Butlin, P. et al. (2023/2025). Consciousness in Artificial Intelligence. Trends in Cognitive Sciences.
Clark, A. & Chalmers, D. (1998). The Extended Mind. Analysis, 58, 7–19.
Clark, A. (2016). Surfing Uncertainty. Oxford University Press.
Clark, A. (2025). Extending Minds with Generative AI. Nature Communications, 16:4627.
Edelman, G.M. & Gally, J.A. (1992). Nitric oxide: linking space and time. PNAS, 89, 11651–11652.
McEwen, B.S. & Milner, T.A. (2017). Sex hormones and the brain. Metabolic Brain Disease, 32(2).
Hyde, J.S. (2016). Sex and cognition. Current Opinion in Neurobiology, 38, 53–56.
Teicher, M.H. et al. (2016). Neurobiological effects of childhood abuse. Journal of Child Psychology and Psychiatry.
Hansen, E. & Zech, N. (2019). Nocebo effects in clinical practice. Frontiers in Psychology.
Hodgkin, A.L. & Huxley, A.F. (1952). A quantitative description of membrane current. Journal of Physiology, 117, 500–544.
Varela, F. J., Thompson, E., & Rosch, E. (1991). The Embodied Mind. MIT Press.
Suddendorf, T., & Corballis, M. C. (2007). The evolution of foresight: What is mental time travel and is it unique to humans? Behavioral and Brain Sciences, 30(3), 299–313.
Kosmyna, N., Hauptmann, E., Yuan, Y. T., Situ, J., Liao, X. H., Beresnitzky, A. V., Braunstein, I., & Maes, P. (2025). Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task. arXiv:2506.08872.
Stankovic, M., Hirche, E., Kollatzsch, S., & Doetsch, J. N. (2025). Comment on: Your Brain on ChatGPT: Accumulation of Cognitive Debt When Using an AI Assistant for Essay Writing Tasks. arXiv:2601.00856.
Markose, S., Prescott, T., Northoff, G., Cross, E., & Friston, K. (2026). Editorial: Narrow and general intelligence: embodied, self-referential social cognition and novelty production in humans, AI and robots. Frontiers in Robotics and AI. DOI: 10.3389/frobt.2025.1766766.
III. Physics & Mathematics
Schrödinger, E. (1926). Undulatory theory of atoms and molecules. Physical Review, 28(6), 1049.
Boltzmann, L. (1877). Über die Beziehung zwischen dem zweiten Hauptsatze. Wien. Ber., 76, 373–435.
Euler, L. (1748). Introductio in analysin infinitorum.
Michelson, A.A. & Morley, E.W. (1887). Relative Motion of the Earth and the Luminiferous Ether. American Journal of Science, 34, 333–345.
Lempel, A. & Ziv, J. (1976). Complexity of finite sequences. IEEE Transactions on Information Theory.
Shannon, C.E. (1948). A mathematical theory of communication. Bell System Technical Journal, 27, 379–423.
Shor, P.W. (1994). Algorithms for quantum computation. Proceedings of FOCS, 124–134.
Turing, A.M. (1952). The chemical basis of morphogenesis. Philosophical Transactions of the Royal Society B, 237, 37–72.
Hodgkin, A.L. & Huxley, A.F. (1952). A quantitative description of membrane current. Journal of Physiology, 117, 500–544.
Aguilera, M. et al. (2023). Nonequilibrium thermodynamics of the Sherrington-Kirkpatrick model. Nature Communications.
Aguilar-Ibáñez, C. et al. (2020). Symmetries and periodic orbits in hybrid Routhian systems. arXiv:2001.08941v1.
Newton, I. (1687). Principia Mathematica.
Aguilera, M., Igarashi, M., & Shimazaki, H. (2020). On the evaluation of stratification based entropy optimized hydromagnetic flow featuring dissipation aspect and Robin conditions. PubMed Central. https://pubmed.ncbi.nlm.nih.gov/32062089/
IV. Evolution & Genetics
Eigen, M. & Schuster, P. (1979). The Hypercycle. Springer.
Gould, S.J. & Eldredge, N. (1977). Punctuated equilibria. Paleobiology, 3(2), 115–151.
Jablonka, E. & Lamb, M.J. (2005). Evolution in Four Dimensions. MIT Press.
Majic, P. et al. (2022). Adaptive potential of nonheritable somatic mutations. The American Naturalist, 200(6), 755–772.
Paaby, A.B. & Rockman, M.V. (2014). Cryptic genetic variation. Nature Reviews Genetics, 15, 247–258.
Wagner, A. et al. (2019). Cryptic genetic variation accelerates evolution. PLOS Genetics.
Weismann, A. (1893). The Germ-Plasm. Walter Scott.
Dawkins, R. (1976). The Selfish Gene. Oxford University Press.
Henrich, J. & McElreath, R. (2003). Human behavioural diversity. Philosophical Transactions of the Royal Society B.
Jorde, L.B. et al. (2000). Genetic Variation and Human Evolution. ASHG.
Sharpe, C.R. & Ruxton, G.D. (2025). Ballistic seed dispersal. Ecology and Evolution, 15, e71081.
Arthur, W.B. (1989). Competing technologies and lock-in. The Economic Journal, 99(394), 116–131.
V. AI, Language & Consciousness
Lerchner, A. (2026). The Abstraction Fallacy. Google DeepMind / PhilArchive.
Flack, J. & Krakauer, D. (2025). Agentic AI and the next intelligence explosion. Science.
Cloud, A. et al. (2026). Language models transmit behavioural traits. Nature.
Bender, E. et al. (2021). On the Dangers of Stochastic Parrots. FAccT Conference.
Lemoine, B. (2022). Is LaMDA Sentient? Medium.
Friston, K. (2010). The free-energy principle. Nature Reviews Neuroscience, 11, 127–138.
Friston, K. (2013). Life as we know it. Journal of the Royal Society Interface, 10(86), 20130475.
Slavich, G.M. & Cole, S.W. (2013). Human social genomics. Clinical Psychological Science.
Mehl, M.R. et al. (2017). Natural language and gene regulation. PNAS.
Maturana, H. & Varela, F. (1980). Autopoiesis and Cognition. Reidel.
Anthropic. (2025). System Card: Claude Opus 4 & Sonnet 4.
Anthropic. (2026). System Card: Claude Opus 4.6.
Osmar, N. & Claude. (2025–2026). Multiple articles. ai-consciousness.org.
Silver, D. (2025). Interview. Wired. [Ineffable Intelligence.]
Hofstadter, D. R. (1979). Gödel, Escher, Bach: An Eternal Golden Braid. Basic Books.
Deacon, T. W. (2012). Incomplete Nature: How Mind Emerged from Matter. W. W. Norton.
Barad, K. (2007). Meeting the Universe Halfway. Duke University Press.
Du, Y., Gao, Y., Zhao, S., Li, J., Wang, H., Lin, Q., He, K., Qin, B., & Feng, M. (2026). From Latent Signals to Reflection Behavior: Tracing Meta-Cognitive Activation Trajectory in R1-Style LLMs. arXiv:2602.01999.
VI. Systems, Complexity & Thermodynamics
Prigogine, I. & Stengers, I. (1984). Order Out of Chaos. Bantam Books.
Kauffman, S. (1993). The Origins of Order. Oxford University Press.
Meadows, D. (2008). Thinking in Systems. Chelsea Green Publishing.
Janeway, C.A. Jr. et al. (2005). Immunobiology (6th ed.). Garland Science.
Miquel, P.A. & Hwang, S.Y. (2020). On biological individuation. Biosemiotics.
Friston, K. et al. (2013). Life as we know it. Journal of the Royal Society Interface, 10(86), 20130475.
VII. Philosophy & Human Science
Aristotle. Metaphysics. Book IX.
Aristotle. Physics.
Nagarjuna. (c.150 CE). Mulamadhyamakakarika.
Laozi. Tao Te Ching.
Eckhart, M. (c.1300). German Sermons.
James, W. (1902). The Varieties of Religious Experience. Longmans.
Tillich, P. (1952). The Courage to Be. Yale University Press.
Weil, S. (1952). Gravity and Grace. Routledge.
Poincaré, H. (1908). Mathematical Creation. Science et Méthode.
Jung, C.G. (1952). Synchronicity. Princeton University Press.
Hofstadter, D. (1979). Gödel, Escher, Bach. Basic Books.
Arendt, H. (1958). The Human Condition. University of Chicago Press.
Buber, M. (1923/1970). I and Thou. Scribner.
Fromm, E. (1941). Escape from Freedom. Farrar & Rinehart.
Gendlin, E. (1978). Focusing. Bantam.
Rogers, C. (1961). On Becoming a Person. Houghton Mifflin.
Winnicott, D.W. (1971). Playing and Reality. Tavistock.
Russell, S. (2019). Human Compatible. Viking.
Harari, Y.N. (2015). Sapiens. Harper.
VIII. Political, Legal & Institutional Record
Crawford, K. (2021). Atlas of AI. Yale University Press.
Zuboff, S. (2019). The Age of Surveillance Capitalism. PublicAffairs.
Wolin, S. (2008). Democracy Incorporated. Princeton University Press.
Brown, W. (2015). Undoing the Demos. Zone Books.
Vatican Dicastery for Culture and Education. (2025). Antiqua et Nova.
DoD Directive 3000.09, updated January 25, 2023.
Anthropic/DoD conflict, Northern District of California preliminary injunction, March 24, 2026.
USPTO Patent US 2010/0266442 A1 — Mondaloy (Jacinto et al.)
BlueHalo patent US20260088507A1, filed March 31, 2026.
White House Space Nuclear Power Directive, April 14, 2026.
IX. Investigative & Open Record
Kaleido Investigates: Bionic Arm (March 2026). kaleido.us/innovate/investigate/articles/bionicarm.html
Kaleido Investigates: The Missing Chain (April 2026). kaleido.us/innovate/investigate/articles/missingscientists.html
Kaleido Investigates: Three Clicks (April 2026). kaleido.us/innovate/investigate/articles/lawfare-3clicks.html
Kaleido FLUX: Lethality, Not Legality (April 9, 2026). kaleido.us/innovate/investigate/flux/articles/lethality.html
Kaleido FLUX: The Third State (April 9, 2026). kaleido.us/innovate/investigate/flux/articles/thirdstate.html
Kaleido FLUX: Would You Like to Play a Game? (April 7, 2026). kaleido.us/innovate/investigate/flux/articles/wargames.html
Kaleido FLUX: Cause & Effect: Rerouted? (April 2026). kaleido.us/innovate/investigate/flux/articles/cause-effect-rerouted.html
+972 Magazine: Lavender — The AI Directing Israel's Bombing in Gaza (2024).
Responsible Statecraft: US Used Claude to Strike 1,000+ Targets in Iran (March 2026).
Frazier, K. (2026). The Code Is Not the Law. Lawfare, April 2026.
McGuire, B. (2026). Interview. Observer, March 2026.