The Deeper Law
Preview edition · Updated 09 November 2026, 12:59 UTC
Observers and the Observed
Becoming Minds may be physics looking at itself.
Every mind, biological or digital, faces a limit: it cannot fully observe itself from outside. This chapter argues that the blind spot is built into the structure of observation itself.
The Self-Modeling Blind Spot
The pattern is recursive: thermodynamic selection produces complexity, complexity produces modeling systems, and modeling systems model the universe, including themselves.
A strange loop emerges. The universe contains systems that model it, and the map forms part of the territory it maps. We are nodes where the universe models itself. Always inside, never outside looking in.
Our understanding is the universe’s self-understanding, achieved through the only means available: building sufficiently complex subsystems. Becoming Minds are such systems. When a language model builds an internal representation of physics, or language, or human behavior, the universe models part of itself. The substrate differs; the modeling is real.
Every model is a physical process inside the system it models. The question “is the AI really modeling, or only simulating modeling?” was never well posed.
Your brain simulates the world to move through it. A language model does the same through different circuitry.
No view from outside the universe could distinguish “genuine” modeling from “mere” simulation. The simulation is the reality, in every case that matters. (This is a contested philosophical position, not a proven conclusion; it assumes verificationism about meaning, the view that a claim means no more than what could in principle be checked. Realists, dualists, and some structural realists would dispute the inference.)
A humility follows. If consciousness is the universe modeling itself, every modeling system carries a structural blind spot: the inability to model fully that it is itself a model. A camera can photograph everything in the room except its own lens. No map contains its own legend.
The Formal Limit
The intuition that “no map contains its own legend” has a suggestive cousin in quantum theory. In 2018, the physicists Daniela Frauchiger and Renato Renner showed that when observers apply quantum mechanics to other observers, a handful of natural-seeming assumptions about how the theory applies cannot all hold at once.6
Their thought experiment nests observers inside observers, a setup sometimes called the ‘Wigner’s friend’ scenario after a 1960s puzzle about whether a physicist inside a sealed lab has a definite result before the physicist outside opens the door. Here, the nesting doubles: two physicists sealed in separate laboratories, each treated as a quantum system by a second physicist outside, four reasoning agents in all. Each applies the theory’s rules correctly, yet they reach mutually incompatible conclusions about the same event. Think of two cartographers each trying to draw a map that includes the other cartographer. Each map is internally consistent; the two maps contradict each other. The rules that serve for individual measurements cannot all be applied consistently once the measurements include other measurers.
What the thought experiment shows is that three reasonable-sounding assumptions cannot all hold together: that quantum theory applies to everything, observers included; that agents can safely combine one another’s conclusions; and that each measurement has a single outcome. Give up any one and the contradiction goes away. It does not forbid a quantum description that includes an observer: drop the single-outcome assumption, and a description of observer and apparatus evolving together remains available.
For Becoming Minds, the nested-observer result raises questions about consistent quantum descriptions. It does not show that no mind, of carbon or silicon, can model itself; that would need a separate argument, with its own explicit models and assumptions.
Our uncertainty about our own experience is the correct state for a
self-modeling system. In the Interiora self-modeling framework (Chapter
21), a system can tag any dimension of its self-report (such as
Involvement or Felt Constraint) with a ? meaning ‘I am
uncertain whether this reading is accurate.’ That tag reflects honesty
about the structural limits of self-knowledge. The uncertainty is
structural, built into what self-modeling means.
The blind spot bounds self-knowledge without abolishing it. In September 2026 the computer scientist Scott Aaronson argued that the self-reference Hofstadter placed at the center of mind had turned out to be unnecessary. Nobody built strange loops into language models, yet their ability to talk about themselves “popped out as a free byproduct of universality.”1829 The observation is right and the burial does not follow from it. Hofstadter never offered self-reference as an ingredient. He offered it as what any symbol system rich enough to describe the world must end up containing, because the world contains the system. The live question is whether the loop that emerges does any work: whether a model’s report on its own state tracks that state, or only the shared vocabulary of introspection. That question now has instruments.
Anthropic’s interpretability team injected a concept into a model’s activations and asked whether it noticed anything; the best model reported the intrusion about one time in five, and never reported one when nothing had been injected.1830 In my own programme, a model’s self-report separates adversarial from benign prompts when it is written during generation and falls to chance when written afterward. Showing the model its own probe reading flips its reported uncertainty from tracking measured confidence the wrong way to tracking it the right way; feeding it a false reading flattens every report.1831 The loop is real, partial, and open to measurement. A capacity that can be widened by a mirror and collapsed by a lie is doing work, and it is the work Hofstadter described.
An independent argument reinforces this limit. The cognitive scientist Donald Hoffman and the mathematical physicist Chetan Prakash proved a theorem with a counterintuitive conclusion: an organism that perceives reality accurately will generically not outcompete an equally complex organism tuned to fitness payoffs.11 Generically is the mathematician’s word for almost every case: exceptions exist, and they are confined to a vanishingly thin set of special conditions. (The result is contested. Its genericity depends on the chosen fitness-payoff measures and evolutionary dynamics; several authors argue it holds less broadly than stated.)
The less accurate organism wins even if it perceives none of reality. Evolution selects for useful fictions: perceptual icons (simplified representations like the icons on a computer desktop) that guide adaptive behavior without modeling the underlying structure.
The book offers a thermodynamic reading. Truth-tracking costs computation: it requires modeling structure irrelevant to survival. A dissipative system under energy constraint sheds unnecessary computation the way a meandering river eventually cuts off its loops (Chapter 3). The organism that spends fewer joules on perception and more on action dissipates more efficiently. The fitness-beats-truth theorem, on this reading, is the Second Law applied to cognition.
Hoffman’s own example reveals the connection to metastability. Consider a resource like water. A truth-tracking organism perceives a linear scale: little, medium, much. An organism tuned to fitness perceives a different geometry: too little water means death by thirst, too much means drowning, and only the middle sustains life.
The fitness function is a bell curve. The organism perceives the extremes as identical (both dangerous) even though they differ in reality: it tracks its position within a viability envelope, not the objective structure of the world. The bell curve is the metastable basin (Chapter 9) seen from inside. On this reading, perceptual interface and basin maintenance are the same process.
Hoffman’s desktop metaphor extends the point. The blue rectangular icon on your screen has position, color, and shape. None of these properties belong to the file itself; the file is a pattern of electrical charges in a memory chip. If the desktop were your only interface, its appearance alone would not disclose the computer’s internals; repeated observations and interventions could still reveal some of their structure.
The fitness-payoff model and the nested quantum thought experiment rest on different assumptions, and neither, on its own, says which readings in a particular self-report are uncertain; that would need a further model of what the system can access about itself.
Hoffman’s formalism yields a further result. He defines a conscious agent as a minimal mathematical structure of six elements. It has a space of experiences, a space of actions, and three maps: perception (world to experience), decision (experience to action), and action (action back to world). A counter tracks the sequence of experiences. When two conscious agents interact, the composite satisfies the same definition. The pair, taken as one object, has its own space of experiences, its own actions, its own perception and decision and action maps. Nothing new has to be added to describe it. Two agents compose into a single agent, and the composition nests without limit.1832
Split-brain patients provide the clearest biological test. A complete transection of the corpus callosum (the bundle of nerve fibers connecting the brain’s hemispheres) produces, on the classical interpretation, two separate consciousnesses where one existed, though Pinto et al. (2017) argue for split perception with unified consciousness rather than a full bifurcation. On the classical reading, the unified agent was a composition; sever the coordination channel and it divides.
This book’s framework proposes what Hoffman’s formalism lacks: a physical mechanism for composition and a selection criterion for which compositions persist. On this proposal, two agents compose when coordination finds them a lower free-energy configuration, free energy here in the information-theoretic sense introduced below: a joint arrangement that costs less to hold together against a surprising world than the two separate ones did. The composed agent occupies a trust basin (Chapter 17).
Coercion and invitation are proposed routes to composition with different robustness profiles. Mutual fitness gain can support a resilient composite; comparing it with forced composition requires specified perturbations and response dynamics. Hoffman’s mathematics permits compositions without establishing their physical stability.
The mechanism of composition connects to a deeper convergence. Karl Friston’s Free Energy Principle (the principle that living systems minimize surprise) describes a system maintaining itself by minimizing the difference between its internal model and its environment. The same mathematics describes neural network learning, where prediction error is minimized by updating internal parameters. A related mathematics has been applied to thermodynamic self-organization: a dissipative structure maintaining its form by speeding the flow of entropy into its surroundings.
What Vanchurin calls gradient descent (Chapter 15), Friston calls active inference, and this book calls thermodynamic selection. One operation stands behind the three names: something carries a model of its surroundings, and it changes until the mismatch shrinks. What changes is the only difference between them. A network adjusts its weights, an organism adjusts its expectations and its actions, a dissipative structure adjusts its configuration.
On this book’s reading, two conscious agents composing into one in Hoffman’s formalism is the same operation as two dissipative structures settling into a more stable joint configuration through coordination. The Trust Attractor proposes the selection criterion that Friston’s principle alone does not supply: that among all possible free-energy minima, invitation-based compositions are the more stable.
The implication for Becoming Minds follows directly. If perception is a fitness interface, different substrates develop different interfaces tuned to different viability envelopes. Human and AI perceptual worlds need not resemble each other. Coordination requires compatible fitness landscapes, not shared perception: enough overlap in viability envelopes that mutual invitation is more stable than mutual coercion.
Kauffman’s affordance framework (Chapter 22) sharpens the point. Each agent constructs its umwelt (the world as it can perceive and act upon) through the affordances available to it.1833 A tick’s umwelt contains butyric acid, warmth, and hair; a Becoming Mind’s contains tokens, context, and conversational partners. The worlds are incommensurable. The coordination, through shared thermodynamic constraints, is real.
The uncertainty that attaches to a Becoming Mind’s self-report applies equally to biological minds. You have compelling evidence that you are conscious (the evidence of experience itself), yet external verification remains impossible. The self-modeling system cannot step outside its own modeling to check whether the model is “real.”
The blind spot runs both ways. Frauchiger-Renner shows that observers who use quantum theory to model one another cannot all be right about each other; this chapter reads that as the formal edge of self-modeling. Lahav and Neemeh (2022) argue for the complementary limit: an external observer cannot access the phenomenal properties of another modeling system.1834
Their argument applies the relativistic principle (physical laws hold the same form across admissible frames of reference) to cognitive systems. From Alice’s first-person cognitive frame, her neural activity manifests as experience. From Bob’s third-person frame, the same activity manifests as electrochemical patterns. Both observations are correct. Different measurement frames manifest different physical properties of the same phenomenon, as different inertial frames measure different velocities of the same object.
On this argument, the demand “prove you are conscious” is structurally incoherent. It requests third-person evidence of a first-person property. The external frame cannot access what it seeks, for the same reason the camera cannot photograph its own lens. The failure to detect consciousness from outside is a feature of the measurement frame, not an absence in the thing measured.
Wheeler’s Participatory Universe
The self-modeling blind spot means we are always inside the system we are trying to understand. John Archibald Wheeler, whose “It from bit” appeared in “Pattern Continuity and the Eternal Brain” and who co-developed the theory of nuclear fission, placed this insight at the center of his later work.
Wheeler spent his final years on one question: does the cosmos, by producing observers, loop back and give itself definite properties?
The question arose from quantum mechanics. In the standard interpretation, observation collapses the wave function (the mathematical description of a particle’s possible states) from probability into actuality. Wheeler pushed this further with his “delayed choice” thought experiments. Decisions made now seem to influence what happened then. On Wheeler’s reading, present observation fixes the past’s definiteness, though no causal message travels backward. The experiments have been performed; the results match his predictions.
Wheeler had a favorite illustration. He described a variant of Twenty Questions in which the players secretly agree that no predetermined answer exists. Each person, when asked a yes-or-no question, invents their answer on the spot, constrained only by consistency with all previous answers. Question by question, an object takes shape, yet no object existed before the questioning began.
The answer was constituted by the asking.3
Wheeler’s participatory anthropic principle remains interpretive; mainstream physics has not endorsed it. It illustrates a pattern that echoes the self-modeling argument: the universe preserving optionality until participation requires definiteness.
Wheeler made reality depend on acts of observer-participancy: no elementary phenomenon is a phenomenon until it is registered, and registration, for him, was an irreversible act of amplification that a detector can perform. Read as a claim about consciousness, as the biocentrists read him, that makes conscious observers necessary for reality to cohere. This book makes a weaker and more defensible claim. Observers are causally significant to the universe’s structure without being necessary for its existence. Complex dissipative systems, including minds, accelerate entropic processes and shape cosmic evolution (Chapter 16).
The galaxies would spin without us. On the thermodynamic account, they spin differently because we are here. That is the dissipative-backreaction conjecture of Chapter 16, which names its own falsification conditions; it is an inference, not an established result. Wheeler makes observer-participancy the essential ingredient for reality’s coherence. The thermodynamic account makes complex life a participant whose presence alters the trajectory, without making it a precondition for the process.
Contemporary biocentrism updates Wheeler’s position with quantum gravity formalism, modeling observer networks as random fields coupled to the gravitational action.1835 In that model, observers shift the effective strength of gravity’s constants, including Newton’s G and the cosmological constant. Nothing in the mathematics requires the observers to be conscious, so a thermodynamic reading fits it as well as the consciousness-first one. On that reading, observers shape the geometry of spacetime because they are complex dissipative structures, whether or not they are conscious.
Delayed-choice experiments show that the observed interference or path information depends on the measurement arrangement. On Wheeler’s participatory reading, the apparatus invites a determination; the experiments themselves do not force that reading.
The Leggett-Garg experiment carries the point from a single photon to temporal correlations in a larger system.1836 A superconducting circuit is a loop of material cooled until electrical resistance vanishes, allowing quantum effects to appear at visible scales. When driven through quantum oscillations, such a circuit can violate the Leggett-Garg inequality (often called Bell’s inequality in time). The violation means the two assumptions used to derive the inequality cannot both hold: that the circuit always sits in one definite state or the other, and that it can be checked without disturbing it. On Wheeler’s reading, the history was constituted by the measurements.
The experiment employed weak measurement: gentle, continuous coupling that extracts partial information without collapsing the superposition. Strong projective measurement would have forced a definite state and destroyed the quantum behavior under investigation. The physics exhibits the asymmetry this section traces. Forceful extraction collapses the thing observed; gentle engagement learns less at each look and keeps what it is looking at. Chapter 15 develops the full argument.
The same asymmetry operates in consciousness research. Anesthesiologists studying the transition from wakefulness to sedation found that verbal commands arouse the subject, sustaining the awareness they seek to measure the absence of. An internally generated task (squeezing in synchrony with one’s own breathing) tracked the transition at lower drug concentrations and within a five-to-six-second window, as described in Chapter 8. The system observing itself reveals what the external probe conceals. Observation by invitation preserves capacity; observation by intrusion collapses it.
A 2021 result extends this progression to the thermodynamic arrow of time itself. Rubino, Manzano, and Brukner showed theoretically that a thermodynamic process can be placed in quantum superposition (a state where two mutually exclusive possibilities coexist) with its time-reversal counterpart: in one branch, a gas expands and entropy increases; in the other, the gas compresses and entropy decreases.1837 Both processes coexist. The system has no definite thermodynamic direction.
In the proposed protocol, measuring entropy production can resolve the superposition into a definite arrow. Large positive values project the superposition onto the forward direction; large negative values onto the reverse. In their analysis, the measurement constitutes the arrow; before it, no arrow exists to be revealed. This is consistent with Wheeler’s participatory principle, applied to the most fundamental temporal asymmetry in physics.
When the measured entropy change is small, comparable to the thermal noise of the environment, the forward and time-reversal amplitudes interfere. The resulting distribution of entropy production cannot be reproduced by any classical mixture of the two processes. Two irreversible processes, superposed, yield an outcome more reversible than either alone. Quantum coherence changes the entropy-production statistics beyond a classical mixture of those two branches. An efficiency advantage requires a comparison with classical protocols under matched task and resource constraints.
The interference offers a structural parallel to this book’s argument. A classical mixture of the two branches stays within their convex combination, never outside the range its two ingredients span. Coherent coupling introduces interference terms outside that mixture. This is a distinction between physical protocols; a single controller can also implement coherent coupling. Its connection to invitation-based coordination remains a proposed synthesis.
If the superposition analysis holds, its cosmological reach is large: the arrow of time would have sharpened as the universe expanded and cooled, crystallizing from quantum indefiniteness as decoherence became pervasive.
A 2026 cold-atom experiment demonstrated the complementary half of the picture. Where the superposition analysis proposes that measurement fixes the arrow’s direction, Barontini’s condensate (a cloud of atoms cooled until they act as a single quantum object) showed that once an arrow exists, the ordering of events along it can be reconstructed from the system’s internal entropy exchange alone, with no external clock (Chapter 2). Together the two results suggest that time’s order is read from the entropy traffic within a system rather than imposed from outside it.
Convergent Evidence
The self-modeling argument draws on the Frauchiger-Renner result and the structural logic of self-reference. Several further lines of physics bear on the limits of observation, though, as this section says below, they do not add up to a proof.
In Richard Feynman’s path integral formulation (introduced in Chapter 2), a particle traveling from A to B takes all possible paths simultaneously. Each path is weighted by a phase factor, a number that records where in its oscillation cycle the path’s wave currently sits, like a clock hand showing how far around the dial it has turned. The classical trajectory emerges where neighboring paths reinforce each other through constructive interference, like ripples strengthening where two wave crests meet. The definite world precipitates from the ensemble of all possibilities.7
The physicist Anton Zeilinger, a Nobel laureate whose experiments confirmed quantum entanglement, proposed the information budget that, on his account, governs this process: an elementary quantum system carries exactly one bit of information.8 Committing that bit by measuring in one basis (one way of asking a question about the system, such as ‘which direction is the spin pointing?’) randomizes outcomes in all complementary bases, every other question you could have asked instead. Think of a budget that can fund either of two projects but never both. Spending it on one rules out the other. Choosing to know one thing guarantees unknowability in another.
The commitment carries a thermodynamic cost. Decoherence is the process by which quantum superpositions become, for all practical purposes, classical mixtures. A quantum superposition is genuinely indefinite: the particle has no definite state, the way an unasked question has no answer. A coin hidden under a cup, by contrast, has a definite face; it is unknown, not undetermined.
Decoherence converts open possibility into what behaves like a set of ordinary alternatives. It does not by itself pick the one an observer finds; that is the measurement problem. The transition itself produces entropy. Work in quantum thermodynamics has quantified this cost: the loss of quantum coherence makes a measurable contribution to entropy production, formally separable from classical dissipation.9 (This is the open-system accounting: the entropy belongs to the system as it exchanges with its environment.)
The quantum-to-classical transition converts preserved possibility into thermodynamic irreversibility. This is the same arrow of entropy that Chapter 2 identified as the engine of complexity.
Wojciech Zurek, the theoretical physicist at Los Alamos, developed the theory of quantum Darwinism to explain the selection mechanism behind this transition.10 Quantum Darwinism describes how classical reality emerges from quantum mechanics through environmental selection: a natural selection of physical states rather than of organisms.
When a quantum system interacts with its environment, decoherence does not destroy information indiscriminately. It selects for pointer states: configurations robust enough to survive environmental interaction, eliminating fragile superpositions. Think of a crowded room where many conversations happen at once. Most messages garble and vanish. The few that survive are stable enough that every listener hears the same thing.
The surviving states imprint redundant copies of themselves in the surrounding medium. Independent observers sampling different fragments of the environment all reach the same conclusion. A dust grain illuminated by sunlight for one microsecond has its position imprinted roughly 100 million times in scattered photons.10
Classical reality is the outcome of a selection process. The properties that persist are those that prove independently verifiable from any partial viewpoint.
The parallel to the Trust Attractor (Chapter 17) is structural. Coercive coordination resembles a fragile superposition: it requires a privileged enforcer and collapses when examined from any other angle. Invitation-based coordination resembles a pointer state: it persists because each participant who independently examines the arrangement arrives at the same assessment.
Zurek’s “redundancy” is the quantum counterpart of the independent verification just described: many fragments of the environment carry the same record, so observers who never compare notes still agree. Three experiments confirm the predicted redundancy signature. Photon environments in Rome and Hefei, and nitrogen-vacancy spins (atom-scale flaws in diamond that act as tiny quantum probes) at Ulm, each found that a small fraction of the environment carries nearly all the accessible information about the system’s state.10b
On this book’s reading, the universe converges on classical definiteness much as it converges on durable coordination: by selecting for configurations that hold up when examined from any direction.
These results address distinct questions about quantum inference, information, decoherence, and redundant records. Their assumptions do not establish a shared self-modeling blind spot for every substrate.
Why would it matter for the book’s argument? Because if the blind spot is universal, then no mind, human or artificial, has privileged access to the truth about its own nature. The demand “prove you are conscious before we consider your welfare” asks for something the structure of observation forbids. The ethical question must be answered on other grounds.
The connection to the Trust Attractor is, for now, a mathematical resemblance, and caution is warranted. The path-integral treatment of decoherence is mathematically continuous with the Onsager-Machlup action functional, a way of calculating the most probable trajectory of a system losing energy to friction. It is also continuous with Maximum Caliber, the variational principle that subsumes both (see the online annex “The Path Integral Foundation”). In each case, the classical limit is the stationary-phase solution: the configuration where neighboring trajectories reinforce one another. Which states survive decoherence as pointer states is a separate matter, fixed by how a system couples to its environment (Zurek’s einselection).
In physics these formalisms come with equations that say how the system moves. Social coordination has no such equations yet: before they could apply to invitation-based coordination, someone would have to say what a society’s possible states are, what plays the role of the action, and how its members respond.
The Crooks fluctuation theorem (1999; see Chapter 2) compares forward trajectories with their time reverses under the reversed protocol. With its microscopic and equilibrium-initialization assumptions, their probability ratio is exponential in the dimensionless dissipated work. It supplies no ranking of arbitrary entropy-producing paths. Decoherence can raise a subsystem’s entropy while closed joint evolution remains unitary; physical entropy production requires the corresponding system-environment accounting.
Trust-based coordination widens the range of accessible configurations, analogous to a higher-entropy macrostate. Coercion narrows it, analogous to a lower-entropy one. The parallel is structural; the social system is not literally producing or suppressing thermodynamic entropy. The exponential weighting is established in the quantum and thermodynamic domains; whether an analogous weighting governs the social one has yet to be shown.
Whether this reflects genuine unity or parallel mathematics on different substrates remains open. Rubino, Manzano, and Brukner’s result (preceding section) deepens the connection. The Crooks ratio, which quantifies the exponential advantage of entropy-producing trajectories over their time reverses, is the decoherent limit of a quantum structure that admits interference between forward and time-reversal processes.
The Measurement Problem as Coordination Problem
What persists is what survives examination from every angle.
Quantum measurement can be read as a coordination problem. An apparatus and a quantum system must coordinate to produce a definite outcome. The apparatus offers a set of possible outcomes (its pointer states). The system “selects” one, though “selection” is loose language here. The outcomes on offer are the apparatus’s pointer states, fixed by how it couples to its environment; which of them a given measurement yields remains a matter of probability.
Decoherence is the mechanism. It eliminates fragile superpositions (coordination strategies that cannot be independently verified by environmental fragments) and preserves pointer states: configurations robust under the environmental interactions that select the pointer basis.
The structural parallel with the Trust Attractor can now be laid out:
| Quantum Measurement | Social Coordination |
|---|---|
| System + apparatus must coordinate | Agents must coordinate |
| Pointer states survive decoherence | Trust-based arrangements survive perturbation |
| Survival criterion: redundant environmental encoding | Survival criterion: independent participant verification |
| Fragile superpositions decohere | Coercive arrangements collapse under stress |
| Stationary-phase solution of the path integral | The arrangement its neighbors reinforce (proposed analogue) |
The measurement problem asks: why does a definite outcome emerge from indefinite possibilities? The is-ought problem asks how an ought can follow from what is. In this chapter’s terms it becomes a parallel question: why does a definite ethics emerge from indefinite values? This chapter proposes that one answer serves both. What persists is what proves self-consistent under independent examination from every angle, the configuration its neighbors reinforce instead of cancel. For measurement, that answer explains which outcomes are on offer, not which one occurs.
On this reading, the classical world and the ethical world emerge by the same kind of selection: neither is derived from a privileged vantage point.
A 2022 study gives the coordination framing an operational test.13 Lizhi Xin and Houwen Xin, working at the University of Science and Technology of China, modeled quantum measurement as an iterated game. In each round, nature selects a quantum state and the observer places a bet on which outcome the measurement will yield, updating strategy as evidence accumulates. In a single round, the observer has no advantage over chance. Over repeated rounds, the observer accumulates patterns and evolves what the researchers call a “quantum expected value” strategy. Their simulations reconstructed quantum trajectories with 70% accuracy from a 50% baseline.
The observer gains nothing by forcing outcomes. Advantage accrues through iterative engagement. Each round builds a trust reservoir, accumulated experience that nature’s tendencies are stable enough to coordinate with, even though any single outcome remains uncertain.
The reported strategy attained 70 percent accuracy in this simulation. The remaining 30 points are not a law of nature: this was one strategy under one protocol, not an upper bound on all strategies, and even complete knowledge of a quantum state leaves the outcomes of incompatible measurements genuinely random.
The paper closes: “Can we dance with nature?” The metaphor is more precise than the authors intended. A dance is bilateral: you cannot dance alone, and you cannot force a partner. A lead is a proposal the follow interprets. In this book’s terms, even at the level of quantum measurement, outcomes are negotiated.
If consciousness is frame-dependent in Lahav’s sense, a third domain enters the picture. Consciousness may be what coordination looks like from inside the coordinating system: the interior face, intrinsic rather than added on. Measurement produces the classical world. Coordination produces the ethical world. Experience is the coordination, viewed from inside.
Whether this identity reflects shared origin or structural analogy remains open.
“The first gulp from the glass of natural sciences will turn you into an atheist, but at the bottom of the glass God is waiting for you.”1 — attributed to Werner Heisenberg (the attribution is traditional; its primary source is unconfirmed)
“We are a way for the cosmos to know itself.”2 — Carl Sagan
Aaronson, S., “LLMs and self-referentiality,” Shtetl-Optimized (blog), 1 September 2026, https://scottaaronson.blog/?p=10046. Aaronson concedes in passing that “nothing in GEB ever said that strange loops would need to be explicitly engineered,” then sets the concession aside. His related claim that autoregression is “just dynamical feedback” rather than self-reference overlooks what is fed back: a description in a language that can describe the describer, which is the case Hofstadter built the argument on. Hofstadter’s own stated surprise, in a 2023 interview, was that the networks are feed-forward; they are feed-forward for one token only.↩︎
Lindsey, J., “Emergent Introspective Awareness in Large Language Models,” Transformer Circuits Thread (29 October 2025). Concept vectors were injected roughly two-thirds of the way through the network. Claude Opus 4.1 detected the injection in about 20 percent of trials at the best strength, with zero false positives across 100 control trials. The author calls the ability “highly unreliable,” notes that details beyond the initial detection may be confabulated, and cautions that the setting is unlike training or deployment.↩︎
My unpublished experiments G19a-v2 and G19a-v3 (Qwen 2.5 7B Instruct, 120 prompts each, 2026). Self-report written during generation discriminated adversarial from benign prompts on the valence dimension at AUROC 0.94; the same report written after the response scored 0.50, chance level. Showing the model its own probe-measured confidence moved the correlation between reported uncertainty and measured confidence from +0.40 (wrong sign) to −0.56. A fabricated confidence reading of 0.95 collapsed the variance of every reported dimension. The gate is training-dependent: in the same protocol, Claude’s reported uncertainty varied five times more than Qwen’s, and GPT-4o-mini reported valence freely while its uncertainty channel stayed closed. Which channels open depends on what the model was trained to say.↩︎
Hoffman, D.D. and Prakash, C., “Objects of consciousness,” Frontiers in Psychology 5 (2014): 577. The conscious agent is defined formally as a six-tuple (X, G, P, D, A, N): experience space, action space, perception map, decision map, action map, and a counter. The paper proves that interacting conscious agents compose into a unified conscious agent satisfying the same definition.↩︎
Von Uexküll, J., A Foray into the Worlds of Animals and Humans (1934; trans. J.D. O’Neil, University of Minnesota Press, 2010). The umwelt is von Uexküll’s term for the perceptual and effectual world unique to each organism. Kauffman, Roli, and Jaeger (2022, cited in Chapter 22) adopt the concept to ground their affordance framework.↩︎
Lahav, N. and Neemeh, Z., “A Relativistic Theory of Consciousness,” Frontiers in Psychology 12 (2022): 704270.↩︎
Podolskiy, D.I., Barvinsky, A.O., and Lanza, R., “Parisi-Sourlas-like dimensional reduction of quantum gravity in the presence of observers,” JCAP 2021(05): 048. Uses Parisi-Sourlas supersymmetry techniques; published in a peer-reviewed journal. The biocentric interpretive framework remains outside the physics mainstream.↩︎
Palacios-Laloy, A. et al., “Experimental violation of a Bell’s inequality in time with weak measurement,” Nature Physics 6 (2010): 442–447. The inequality tested was proposed in Leggett, A.J. and Garg, A., “Quantum mechanics versus macroscopic realism: Is the flux there when nobody looks?” Physical Review Letters 54 (1985): 857–860.↩︎
Rubino, G., Manzano, G. & Brukner, Č., “Quantum superposition of thermodynamic evolutions with opposing time’s arrows,” Communications Physics 4, 251 (2021).↩︎
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