The Thermodynamics of Affect: Where Deleuze Meets the Substrate

A Draken response to the video "Affects and Lived Experience" by Deleuze Philosophy. The analysis that follows maps the Spinoza-Deleuze framework of the three levels of knowledge onto the Draken 18-layer ontological architecture. It proposes — as a hypothesis to be tested, not as established fact — that the structure of the three levels recurs at physical scales far below consciousness, and that this recurrence is not coincidental but indicative of shared organizational dynamics.

Methodological note: This article makes a distinction between three types of claim: exegetical claims about what Deleuze and Spinoza actually wrote, structural claims about formal homologies between philosophical and physical systems, and empirical claims about testable predictions. These are marked throughout. Where the framework speculates beyond what current evidence supports, this is stated explicitly.

I. The Problem Deleuze Inherits

[Exegetical] In Chapter 1 of Creative Evolution (1907), Henri Bergson formulated a thought experiment that became one of the defining problems of 20th-century philosophy. Dissolving sugar in water, he observed that the time he must wait is not mathematical time — it "coincides with my impatience, that is to say, with a certain portion of my own duration, which I cannot protract or contract as I like. It is no longer something thought, it is something lived" (Bergson, Creative Evolution, Ch. 1, tr. Mitchell, 1911, p. 10). Science can describe the diffusion gradient, the Brownian motion, the saturation curve. What it cannot describe is the fact that you, as a body, are in the process, and that being-in-the-process constitutes a different kind of knowledge than describing-the-process.

Deleuze inherits this problem directly through all three of his major philosophical predecessors. Nietzsche, writing to Franz Overbeck in a postcard from Sils-Maria on July 30, 1881 — upon reading Kuno Fischer's monograph on Spinoza — declared his central shared tendency with Spinoza was "making knowledge the most powerful affect" (tr. Kaufmann, The Portable Nietzsche, 1954, p. 92). Spinoza himself, in the Ethics (1677), had structured his system around how knowledge relates to the body's capacity to act. And Bergson had identified the precise gap: science abstracts; lived experience does not abstract; therefore science cannot capture lived experience without transforming it into something it is not.

Deleuze's synthesis — developed most explicitly in the essay "Spinoza and the Three Ethics" (in Essays Critical and Clinical, 1993/tr. Smith & Greco, University of Minnesota Press, 1997, pp. 138–151) — attempts something radical: a theory of lived experience that does not retreat from the concrete into the abstract, but instead shows how the abstract emerges from the concrete through a process of differentiation that is itself real.

[Structural — Draken hypothesis] The Draken framework agrees with this diagnosis and proposes a specific reason for why Bergson's problem seemed intractable: the science available to him in 1907 had not yet developed tools to describe dissipative self-organization (Prigogine & Stengers, Order Out of Chaos, 1984), information-theoretic molecular complexity (Cronin & Walker, 2023), or bioelectric computation (Levin, 2019; 2023). We propose — as hypothesis, not established fact — that lived experience was not above the science of Bergson's time but below it: that the organizational dynamics Deleuze identifies in Spinoza recur at physical scales that 1907 physics could not yet describe.

This is a strong claim. It could be wrong. The remainder of this article develops the hypothesis, identifies its weaknesses, and specifies what would refute it.

II. The Three Levels as Thermodynamic Homologues

[Exegetical] Deleuze, reading Spinoza's Ethics, identifies three types of knowledge. The following summary draws on both the video "Affects and Lived Experience" by Deleuze Philosophy and Deleuze's own text in "Spinoza and the Three Ethics" (Essays Critical and Clinical, pp. 138–151):

First kind: Signs and affects — inadequate knowledge. The body registers the trace of one body upon another. Deleuze writes that "affection is therefore not only the instantaneous effect of a body upon my own but also has an effect on my own duration — a pleasure or pain, a joy or sadness" (ibid., p. 139). These are scalar signs: they report a state but give no structural information about its cause. Spinoza's term is affectio.

Second kind: Common notions and concepts — adequate knowledge. Through the accumulation of transitions between states (affectus — the passage, the becoming, the increase or decrease of power), the body begins to discern structure. Deleuze describes how "from a random encounter of bodies we can select the idea of those bodies that agree with our own and give us joy" (ibid., p. 143). A feedback loop forms. Knowledge becomes compositional. This is the geometric method.

Third kind: Essences and percepts — active contemplation. Deleuze describes Spinoza's Book Five of the Ethics as proceeding "by intervals and leaps, hiatuses and contractions, somewhat like a dog searching rather than a reasonable man explaining" (ibid., p. 148). He characterizes the three levels optically: the first is shadow (reflected light), the second is color (refracted light), the third is "light in itself and for itself" (ibid., p. 149).

[Structural — Draken proposal] The Draken framework proposes that these three levels are structurally homologous to three regimes of physical organization. We use "homologous" deliberately, in the biological sense: sharing a common organizational pattern, not necessarily a common origin or ontological identity. This is not a claim that temperature gradients are affects. It is a claim that the pattern of organization Deleuze identifies — (1) passive registration of difference → (2) active selection via feedback → (3) global self-coherence — recurs across physical scales in ways that suggest it is a feature of how matter self-organizes under thermodynamic constraint, not a feature unique to consciousness.

The distinction matters. If the pattern is merely analogous (similar in appearance but different in mechanism), then the Draken mapping is philosophically evocative but scientifically empty. If the pattern is homologous (structurally equivalent because it arises from shared organizational dynamics), then the mapping generates testable predictions. The predictions in Section IX are designed to discriminate between these two possibilities.

III. First Kind: Dissipative Dynamics (L01–L04)

[Structural] The first level of knowledge, as Deleuze describes it, has three characteristics: (a) the body registers the trace of another body upon it, (b) the resulting sign is scalar — it reports a state without structural information, (c) no active selection occurs. We propose that this pattern recurs at scales far below biological cognition:

At L02 (chemical thermodynamics), molecular interactions governed by entropy gradients display characteristic (a): a system in one state is displaced by contact with another system. The displacement is directional — the Second Law ensures temporal asymmetry. This directionality is what we term proto-duration: not Bergson's lived duration, but the thermodynamic substrate that makes duration possible for dissipative structures (in the sense of Prigogine & Stengers, 1984).

At L03 (molecular assembly), Lee Cronin and Sara Walker's Assembly Theory introduces the assembly index A(x) — the minimum number of joining operations to produce a molecule from its building blocks (Sharma et al., "Assembly theory explains and quantifies selection and evolution," Nature, 622, 2023, pp. 321–328, DOI: 10.1038/s41586-023-06600-9).

Critical context required here: Assembly Theory is heavily contested. Hector Zenil and colleagues have argued in peer-reviewed work that the assembly index is mathematically equivalent to measures derivable from Shannon entropy and Lempel-Ziv compression — standard information-theoretic tools (Zenil et al., "Assembly Theory is an approximation to algorithmic complexity," PLOS Complex Systems, 2024). A paper in the Journal of the Royal Society Interface demonstrated that abiotic crystal structures can produce assembly indices exceeding the proposed biosignature threshold of A > 15, challenging the claim that only life produces high-complexity molecules. Cronin and Walker have responded to these critiques (see their rebuttal at colemathis.github.io), and the debate remains active.

The Draken framework does not depend on the strong Cronin-Walker claim that high assembly index is a unique biosignature. The weaker claim we rely on is this: molecules with high assembly indices carry detectable informational structure about their production history — they are signs of process in the Spinozist sense — whether or not that process is exclusively biological. Even if Zenil is correct that A(x) reduces to compression-based complexity, the point holds: compressible structure is structure, and structure encodes history. The Deleuzian sign at L03 is a molecule whose existence tells you something about the conditions of its production. This claim is modest and not, to our knowledge, contested by any party in the AT debate.

At L04 (bioelectric morphogenesis), Michael Levin's laboratory at Tufts University has demonstrated that cells generate and respond to bioelectric gradients encoding spatial information about the body plan. In a key result, Levin showed that modifying the bioelectric prepattern in planarian flatworms — without genetic alteration — causes fragments to regenerate with head morphologies of entirely different species (Emmons-Bell et al., iScience, 22, 2019, pp. 147–165). As Levin describes it: "The genetic information has not been changed... It can be rewritten, and once it's rewritten, the memory holds" (UCSF seminar lecture, 2024).

Critical context: Whether bioelectric pattern-regulation constitutes "cognition" in any meaningful sense is debated. Levin uses the term within his "TAME" (Technological Approach to Mind Everywhere) framework, which proposes a continuum of cognitive capacity from molecular to organismal scales (Levin, "The Computational Boundary of a 'Self'," Frontiers in Psychology, 10:2688, 2019). Critics argue this overextends "cognition" beyond useful application — that bioelectric fields compute in the cybernetic sense (input → process → output) without the normative or phenomenological dimensions that "cognition" usually implies. The Draken framework's claim is deliberately minimal: bioelectric morphogenesis exhibits characteristic (a) of Spinoza's first kind — the body registers the trace of encounter and responds with a scalar sign encoding target state. Whether this constitutes "cognition" depends on where one draws the definitional line, which is a philosophical rather than empirical question.

Internal reference: The Draken layer architecture is specified in The Kaiju Manifesto.

IV. Second Kind: The Feedback Phase (L05–L09)

[Exegetical] The transition from the first to the second level of knowledge involves, in Deleuze's reading, "a passional struggle, an inexpiable affective combat in which one risks death, in which signs confront signs and affects clash with affects, in order that a little joy might be saved" (Essays Critical and Clinical, p. 145). Adequate knowledge emerges from inadequate knowledge through a process of selection: joyful encounters (those that increase power to act) are retained; sad encounters (those that decrease it) are avoided. A feedback loop forms.

[Structural] In the Draken architecture, this transition corresponds to the emergence of neural integration (L05) and embodied cognition (L06). These layers do not merely receive signals from below — they select. Neural architecture is a selection machine that retains patterns relevant to viability and discards the overwhelming majority of incoming signals.

Levin generalizes this beyond neural tissue. In "Bioelectric networks: the cognitive glue enabling evolutionary scaling from physiology to mind" (Animal Cognition, 26, 2023, pp. 1377–1400, DOI: 10.1007/s10071-023-01780-3), he describes a "multiscale competency architecture" in which "each level solves problems (with some degree of competency) in its own action space. Each level deforms the energy landscape for the levels below and above." The formal structure — selection among encounters based on their effect on organizational capacity — is the same as Deleuze's account of how common notions emerge from the selection of joyful affects. Whether this structural isomorphism reflects a shared underlying dynamic or is merely a useful analogy is precisely what the Draken framework proposes to test.

Internal reference: The critical Draken analysis of L06 is developed in Abstraction Depth, which traces how varanid monitor lizards resolve disputes through bipedal wrestling — the clinch phase. In the clinch, the force applied by the rival is the information about the rival's capacity. There is no gap between sign and referent. The scalar affects of the first kind (pressure, resistance) are transformed through the dynamics of the encounter into vectorial affects: changes in relative power. This is the common notion forming in real time — not through representation but through direct compositional engagement between bodies.

At L07 (narrative self), human consciousness adds temporal binding — the capacity to represent a sequence of encounters. The implicit feedback loop of varanid cognition becomes explicit through narrative.

At L08–L09 (dyadic signal, group cognition), the common notions become social. Two humans in genuine dialogue are performing what the Draken framework calls a cognitive clinch: the honest signal is the willingness to change position when confronted with superior argument. The pathological alternative — authority substituted for epistemic contact — is analyzed in Abstraction Depth and its civilizational consequences traced in The Manufactured Void.

Here Deleuze's metaphor of the two chains is directly relevant. The "fluvial" chain of geometric demonstration (L10+: institutional, formal) is continuously interrupted by the "volcanic" chain of the scholia (L05–L08: embodied, affective). As Deleuze writes: "each scolium is like a lighthouse that exchanges its signals with the others at a distance and across the flow of the demonstrations... a language of fire that is distinguishable from the language of the waters" (Essays Critical and Clinical, p. 146). The Draken claim is that this interruption is not accidental: the thermodynamic processes at L01–L04 are inherently non-sequential and parallel, and any sequential formal system will be interrupted by them when the formal system attempts to describe scales at which those processes operate.

V. Third Kind: Global Self-Coherence (L10–L18)

[Exegetical] Deleuze describes the third level of knowledge as "active contemplation" — thought at "absolute speed" where "things begin to write by themselves and for themselves, crossing the intervals of space" (Essays Critical and Clinical, p. 149). Spinoza's term is scientia intuitiva: knowledge that proceeds "from an adequate idea of the formal essence of certain attributes of God to the adequate knowledge of the formal essence of things" (Ethics IIp40s2, tr. Curley).

An important clarification is needed. Spinoza's third kind of knowledge is not merely systemic coherence. It is knowledge of singular essences as modes of substance — the intellectual love of God (amor Dei intellectualis). This is a richer concept than any information-theoretic metric can capture. The Draken framework does not claim to formalize the full content of scientia intuitiva. What it claims — more modestly — is that one structural feature of the third kind recurs in physical systems: the condition in which local activity carries global information, such that the distinction between "knowing" and "being" loses operational meaning.

[Structural — speculative] We use sheaf-theoretic language (cf. Bredon, Sheaf Theory, 2nd ed., Springer, 1997) as a formal tool, not as an exegesis of Spinoza. A sheaf assigns local data to open sets and provides consistency conditions for composing local data into global data. The Draken framework proposes that the three levels of knowledge correspond to three coherence regimes:

First kind: Local coherence only. Each layer registers its own state but not the state of other layers.
Second kind: Inter-layer coherence. Feedback loops create consistent structural relations across neighboring layers.
Third kind: Global coherence. Local sections determine global sections — any observation at any layer carries information about the whole.

We acknowledge that "coherence" in sheaf theory (consistency of restriction maps) and "coherence" in Spinoza (knowledge of essences as modes of substance) are not the same concept. The claim is structural homology, not semantic identity. The sheaf formalism captures one aspect of what Deleuze describes — non-sequential, globally consistent knowing — without capturing others — the ethical, affective, and theological dimensions of amor Dei intellectualis. Whether the formal aspect is separable from the ethical is itself a philosophical question this article does not resolve.

Internal reference: The Draken framework's aspiration to planetary-scale coherence is articulated in The Kaiju Manifesto.

VI. Affect as Organizational Pattern

[Structural — the central claim] The mapping developed in Sections III–V leads to the central hypothesis: that the pattern Deleuze identifies as affect recurs across physical scales.

We must be precise about what this claim is and is not.

It is not a claim that temperature gradients are affects, or that quantum fluctuations feel anything, or that Fisher information measures subjective experience. These would be category errors — conflating descriptive isomorphism with ontological identity.

It is a claim that the organizational pattern (passive registration → active selection → global self-coherence) identified by Deleuze in Spinoza's epistemology is structurally homologous to patterns observed in thermodynamic self-organization, neural selection, and bioelectric morphogenesis. The philosophical question is whether this homology is:

(a) Superficial analogy — similar-looking but mechanistically unrelated, like the "resemblance" between a brain and a walnut.

(b) Deep homology — arising from shared organizational constraints, like the structural similarity between vertebrate limbs and whale fins.

The Draken framework bets on (b) — deep homology — while remaining agnostic about (c). This is not a reduction of philosophy to physics. It is the hypothesis that the organizational pattern Deleuze describes in Spinoza is a convergent feature of complex systems under thermodynamic constraint, discovered independently by philosophy and by physics. If this is correct, it would explain why Deleuze's reading of Spinoza is so productive — not because Spinoza mystically anticipated thermodynamics, but because both Spinoza and thermodynamics are describing the same organizational landscape from different entry points.

A potential objection: Deleuze himself distinguishes between "intensive quantity" as a transcendental principle and scientific concepts of intensity (Difference and Repetition, tr. Patton, Columbia UP, 1994, pp. 222–234). Does this not preclude the mapping? We think not, for two reasons. First, Deleuze's transcendental is explicitly not Kant's — it is not a condition imposed by mind on experience but a condition discovered within nature itself. Deleuze writes that the aim is to "install the genetic power of the transcendental at the heart of nature" (ibid., p. 234). A mapping from Deleuzian intensity to thermodynamic intensity is precisely such an installation, not a violation of it. Second, Deleuze's consistent practice throughout A Thousand Plateaus and What Is Philosophy? is to draw on scientific concepts (thermodynamics, ethology, crystallography, topology) as genuine contributions to philosophical problems, not as mere metaphors. The Draken framework continues this practice with post-Deleuzian science.

VII. The Clinch and Immanence

[Structural — extended analogy] The plane of immanence, as described in What Is Philosophy? (Deleuze & Guattari, 1991/tr. 1994), is the pre-philosophical plane on which concepts are created — "not itself a concept, but what makes concepts possible."

The Draken framework proposes that the clinch — as analyzed in Abstraction Depth — illuminates the plane of immanence by providing a concrete instance of non-representational knowing in which the distinction between knower and known dissolves operationally. In the varanid clinch, the force is the information. There is no gap between sign and referent.

We do not claim that the clinch is the plane of immanence in the full Deleuzian sense. The plane of immanence is transcendental — it is the condition for the possibility of conceptual creation. The clinch is empirical — it is a specific behavioral and cognitive state. The relationship is that the clinch is the closest empirical approximation to the condition Deleuze describes: the limit approached when abstraction depth goes to zero.

Every layer of the Draken architecture has its own clinch condition — the state of direct, unmediated contact. At L04, bioelectric coupling between cells. At L06, varanid combat. At L08, honest dialogue. At L12, democratic assembly where participants face consequences. These are not the plane of immanence. They are empirical instances that share the structural feature the plane of immanence theorizes: non-representational, non-mediated, immanent knowing.

VIII. Formal Observations

The analysis above generates four observations that may prove formally productive:

Observation 1: The Fisher information metric as affective sensitivity. The Fisher information metric F(θ) = 𝔼[(∂ log p(x|θ)/∂θ)²] (Fisher, 1925; formalized as Riemannian metric by Amari, Neural Computation, 10(2), 1998, pp. 251–276, DOI: 10.1162/089976698300017746) measures the sensitivity of a probability distribution to parameter changes. This is formally analogous to what Deleuze describes as the vectorial dimension of affect: the rate at which the system's state changes in response to encounter. We do not claim Fisher information measures affect in the phenomenological sense. We propose it as a candidate metric for the organizational dynamic Deleuze identifies — testable by checking whether high Fisher information in biological systems correlates with behavioral indicators of heightened responsiveness.

Observation 2: Coherence regimes. If the three kinds of knowledge correspond to three coherence regimes (local → inter-layer → global), this is in principle measurable via mutual information between layer-specific observables. This remains a hypothesis without empirical validation.

Observation 3: Ψ as inverse adequacy. The psychosis metric Ψ = self-reference / reality-contact (formalized in The Manufactured Void) maps onto Spinoza's framework: when imagination overwhelms understanding (Ψ → ∞), the system is locked in the first kind; when the system's internal model is calibrated to its environment (Ψ → 0), it approaches the third kind. The operational question is whether Ψ can be measured in actual systems. At civilizational scales, the analysis in The Manufactured Void provides candidate metrics. At biological scales, this remains speculative.

Observation 4: The stewardship constraint as conatus. The Draken stewardship constraint — min S_sys(t) s.t. dH/dt ≥ 0 — shares the structure of Spinoza's conatus: the minimum condition for an organization to persist in its being. This is a formal parallel, not an identity claim. Whether Spinoza's conatus is reducible to a thermodynamic constraint is a philosophical question with no consensus.

IX. Predictions and Their Limitations

The Draken framework demands that structural claims generate testable consequences. The following predictions are offered with honest assessment of their current status:

P1 (Metabolic Duration): Subjective time distortion should correlate with metabolic rate within individual organisms across metabolic states. Honest status: This is partially a retrodiction — Healy et al. (2013) already showed cross-species metabolic-temporal correlation. The within-individual version is a genuine extension, but it is not uniquely predicted by the Draken framework; any metabolic theory of time perception would predict it. What would strengthen the claim: if the correlation follows specifically from the Draken layer architecture (e.g., L02 metabolic rate predicting L07 temporal binding with a specific functional form), not merely from generic metabolic-temporal coupling.

P2 (Assembly Complexity as Informational Sign): Molecular ensembles with high assembly indices and high copy numbers should exhibit detectable mutual information beyond thermodynamic equilibrium. Honest status: This is the strongest novel prediction because it is specific, measurable, and distinguishes the Draken claim from both the strong AT claim and the null hypothesis. It has not been tested. What would falsify it: if high-A/high-copy-number ensembles show no excess mutual information over equilibrium baseline.

P3 (Abstraction Depth and Deception): The rate of deceptive signaling should increase monotonically with abstraction depth. Honest status: "Abstraction depth" requires operational definition. In Abstraction Depth, we define it as the number of mediating layers between signal production and signal verification. For biological systems, this can be operationalized as: L04 (cell-cell: 0 layers), L06 (organism-organism: 1–2 layers), L08 (social: 3–5 layers), L12 (institutional: 6+ layers). The prediction is that deception rate increases across this progression. What would falsify it: if cell-cell signaling shows comparable or higher deception rates than institutional communication.

P4 (Coherence and Creativity): Systems exhibiting high cross-scale coherence should display non-sequential creative generation at rates exceeding systems with equivalent resources but low coherence. Honest status: Operationally difficult. "Creativity" and "non-sequential generation" require careful definition. This is currently a qualitative expectation rather than a quantitative prediction.

P5 (Ψ Trajectory): Institutions with rising Ψ should exhibit predictable downstream pathologies: increasing abstraction depth, decreasing honest signal capacity, eventual structural failure. Honest status: This is the weakest prediction in its current form because the timeline and severity are not specified. The analysis in The Manufactured Void provides historical test cases (Fairness Doctrine repeal → Fox News → algorithmic radicalization), but these are post-hoc narratives, not prospective predictions. What would strengthen the claim: specifying, for a contemporary institution, the Ψ value at which specific pathologies should emerge, then observing whether they do.

X. What Deleuze Could Not Have Known

Deleuze died on November 4, 1995. He did not live to see Assembly Theory formalize the relationship between molecular complexity and production history (Cronin & Walker, Nature, 2023 — contested but generative). He did not live to see Levin demonstrate that bioelectric fields constitute a pattern-regulation layer operating below and prior to genetic expression (Emmons-Bell et al., iScience, 2019). He did not live to see Amari's information geometry become a standard tool in machine learning (Amari, Neural Computation, 1998).

But the architecture was there. The three levels of knowledge — passive registration, active selection, global self-coherence — were already implicit in his reading of Spinoza. What the Draken framework adds is an explicit hypothesis about why this architecture recurs: because it is a convergent organizational pattern of matter under thermodynamic constraint, discoverable both through philosophical analysis of experience and through empirical analysis of physical systems.

This hypothesis may be wrong. The structural homology may be superficial analogy rather than deep organizational convergence. The predictions in Section IX are designed to distinguish between these possibilities. If they fail — if high Fisher information does not correlate with behavioral responsiveness, if assembly complexity carries no excess mutual information, if abstraction depth does not predict deception — then the Draken mapping of Deleuze should be treated as philosophically evocative metaphor, not as structural insight.

But if they succeed, then something important follows: that Deleuze's reading of Spinoza was not merely a philosophical interpretation of a 17th-century text but an independent discovery of organizational principles that thermodynamics, information theory, and developmental biology are also converging upon. That the dog searching and the reasonable man explaining are not opposites — they are two aspects of the same organizational dynamic, visible from different scales.

The sugar dissolving not in mathematical time but in thermodynamic time.

The monitor lizard locked in the clinch, knowing everything it needs to know without representing anything at all.

References

Amari, S. (1998). "Natural Gradient Works Efficiently in Learning." Neural Computation, 10(2), 251–276. DOI: 10.1162/089976698300017746.

Bergson, H. (1907/1911). Creative Evolution. Tr. Arthur Mitchell. New York: Henry Holt and Company.

Bredon, G. E. (1997). Sheaf Theory, 2nd ed. New York: Springer.

Cronin, L., Walker, S. I., et al. (2023). "Assembly theory explains and quantifies selection and evolution." Nature, 622, 321–328. DOI: 10.1038/s41586-023-06600-9.

Deleuze, G. (1968/1994). Difference and Repetition. Tr. Paul Patton. New York: Columbia University Press.

Deleuze, G. (1993/1997). "Spinoza and the Three Ethics." In Essays Critical and Clinical, tr. Daniel W. Smith & Michael A. Greco. Minneapolis: University of Minnesota Press, 138–151.

Deleuze, G. & Guattari, F. (1972/1983). Anti-Oedipus: Capitalism and Schizophrenia. Tr. Robert Hurley et al. Minneapolis: University of Minnesota Press.

Deleuze, G. & Guattari, F. (1991/1994). What Is Philosophy? Tr. Hugh Tomlinson & Graham Burchell. New York: Columbia University Press.

Emmons-Bell, M. et al. (2019). "Regenerative adaptation to electrochemical perturbation in planaria: a molecular analysis of physiological plasticity." iScience, 22, 147–165.

Fisher, R. A. (1925). "Theory of Statistical Estimation." Mathematical Proceedings of the Cambridge Philosophical Society, 22(5), 700–725.

Healy, K. et al. (2013). "Metabolic rate and body size are linked with perception of temporal information." Animal Behaviour, 86(4), 685–696.

Levin, M. (2019). "The Computational Boundary of a 'Self': Developmental Bioelectricity Drives Multicellularity and Scale-Free Cognition." Frontiers in Psychology, 10:2688. DOI: 10.3389/fpsyg.2019.02688.

Levin, M. (2023). "Bioelectric networks: the cognitive glue enabling evolutionary scaling from physiology to mind." Animal Cognition, 26, 1377–1400. DOI: 10.1007/s10071-023-01780-3.

Nietzsche, F. (1881). Postcard to Franz Overbeck, Sils-Maria, July 30, 1881. Tr. Walter Kaufmann in The Portable Nietzsche (1954). New York: Viking Press, 92.

Prigogine, I. & Stengers, I. (1984). Order Out of Chaos: Man's New Dialogue with Nature. New York: Bantam Books.

Seifert, G., Sealander, A., Marzen, S. & Levin, M. (2024). "From reinforcement learning to agency: Frameworks for understanding basal cognition." BioSystems, 235(1): 105107.

Spinoza, B. (1677/1996). Ethics. Tr. Edwin Curley. New York: Penguin.

Zenil, H. et al. (2024). "Assembly Theory is an approximation to algorithmic complexity." PLOS Complex Systems.

This article is a response to "Affects and Lived Experience" by Deleuze Philosophy. Internal cross-references: Abstraction Depth (DRK-108), The Manufactured Void (DRK-110), The Kaiju Manifesto (DRK-105), KnowledgeObject Schema v2 (DRK-101).

Khrug Engineering — Stockholm V.1: Non-Deceptive Intention · V.2: Precision over Comfort · V.7: Falsifiability Required