Annealing and symmetry analysis of information flow can be analyzed across all levels of analysis of a complex system: Implementational, Algorithmic, Computational.<ref>[[Levels of Analysis - YouTube](https://www.youtube.com/watch?v=Jlebu0nyx7c) Marr's Levels of Analysis]</ref> For instance for the brain<ref>[[Entropy | Free Full-Text | The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again]([Entropy | Free Full-Text | The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again]([Entropy | Free Full-Text | The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again]([Entropy | Free Full-Text | The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again]([Entropy | Free Full-Text | The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again](https://www.mdpi.com/1099-4300/23/6/783))/htm))) The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again]</ref><ref>[[Frontiers | An Integrated World Modeling Theory (IWMT) of Consciousness: Combining Integrated Information and Global Neuronal Workspace Theories With the Free Energy Principle and Active Inference Framework; Toward Solving the Hard Problem and Characterizing Agentic Causation]([Frontiers | An Integrated World Modeling Theory (IWMT) of Consciousness: Combining Integrated Information and Global Neuronal Workspace Theories With the Free Energy Principle and Active Inference Framework; Toward Solving the Hard Problem and Characterizing Agentic Causation]([Frontiers | An Integrated World Modeling Theory (IWMT) of Consciousness: Combining Integrated Information and Global Neuronal Workspace Theories With the Free Energy Principle and Active Inference Framework; Toward Solving the Hard Problem and Characterizing Agentic Causation]([Frontiers | An Integrated World Modeling Theory (IWMT) of Consciousness: Combining Integrated Information and Global Neuronal Workspace Theories With the Free Energy Principle and Active Inference Framework; Toward Solving the Hard Problem and Characterizing Agentic Causation](https://www.frontiersin.org/articles/10.3389/frai.2020.00030/full))))?fbclid=IwAR3Xz2_m6RTcbGb79SFRGX5uQPZgjGipyWU-RG-n1aPAPfS58zNqJq9jU-U An Integrated World Modeling Theory (IWMT) of Consciousness: Combining Integrated Information and Global Neuronal Workspace Theories With the Free Energy Principle and Active Inference Framework; Toward Solving the Hard Problem and Characterizing Agentic Causation]</ref>, where measured symmetry analysis results can correspond to eachother across levels by studying the density of the information flow plus other possible intuitive or mathematical isomorphisms in: ====Implementational==== Implementational: electrochemical communication of neurons<ref>[https://physoc.onlinelibrary.wiley.com/doi/full/10.1113/JP282756 The impact of Hodgkin–Huxley models on dendritic research]</ref><ref>[https://www.cell.com/cell/fulltext/S0092-8674(15)01191-5 Reconstruction and Simulation of Neocortical Microcircuitry]</ref><ref>[[Fundamentals of neurons (Full discussions) - YouTube](https://www.youtube.com/playlist?list=PL39woqP4vGd-ixPfDfU7wJNAj5duVDgfB) Fundamentals of neurons, Science With Tal, 2022]</ref><ref>[[Mental Organs and the Breadth & Depth of Consciousness - YouTube]([Mental Organs and the Breadth & Depth of Consciousness - YouTube](https://www.youtube.com/watch?v=ygDULQ9AY7c)) Mental Organs and the Breadth & Depth of Consciousness, Thomas S. Ray, 2017]</ref>, topological analysis of electromagnetism physics through cohomology<ref>[[Solving the Phenomenal Binding Problem: Topological Segmentation as the Correct Explanation Space - YouTube]([Solving the Phenomenal Binding Problem: Topological Segmentation as the Correct Explanation Space - YouTube]([Solving the Phenomenal Binding Problem: Topological Segmentation as the Correct Explanation Space - YouTube](https://www.youtube.com/watch?v=g0YID6XV-PQ))) Solving the Phenomenal Binding Problem: Topological Segmentation as the Correct Explanation Space]</ref>, dissonance minimizing resonance network with harmonic modes, nonlinear wave optical computer<ref>[[Psychedelics and the Free Energy Principle: From REBUS to Indra's Net - YouTube]([Psychedelics and the Free Energy Principle: From REBUS to Indra's Net - YouTube]([Psychedelics and the Free Energy Principle: From REBUS to Indra's Net - YouTube]([Psychedelics and the Free Energy Principle: From REBUS to Indra's Net - YouTube](https://www.youtube.com/watch?v=45tG1oVigVo)))) Psychedelics and the Free Energy Principle: From REBUS to Indra's Net]</ref><ref>[[Harmonic Gestalt by Steven Lehar - YouTube]([Harmonic Gestalt by Steven Lehar - YouTube]([Harmonic Gestalt by Steven Lehar - YouTube](https://www.youtube.com/watch?v=LJiXTCbFtu0))) Harmonic Gestalt by Steven Lehar]</ref><ref>[[A Future for Neuroscience – Opentheory.net]([A Future for Neuroscience – Opentheory.net](https://opentheory.net/2018/08/a-future-for-neuroscience/)) A Future for Neuroscience, Michael Edward Johnson, 2018]</ref><ref>[[Dr Selen Atasoy: From Harmonics to Enlightenment - YouTube]([Dr Selen Atasoy: From Harmonics to Enlightenment - YouTube]([Dr Selen Atasoy: From Harmonics to Enlightenment - YouTube](https://www.youtube.com/watch?v=JCEYtgbbpxg))) Dr Selen Atasoy: From Harmonics to Enlightenment]</ref><ref>[https://www.cell.com/neuron/fulltext/S0896-6273%2823%2900214-3 Brain rhythms have come of age: "Nearly all psychiatric conditions may be characterized by some level of “oscillopathy” or “rhythmopathy.”"]</ref><ref>[[Study suggests the brain works like a resonance chamber | Champalimaud Foundation]([Study suggests the brain works like a resonance chamber | Champalimaud Foundation]([Study suggests the brain works like a resonance chamber | Champalimaud Foundation]([Study suggests the brain works like a resonance chamber | Champalimaud Foundation]([Study suggests the brain works like a resonance chamber | Champalimaud Foundation](https://fchampalimaud.org/news/study-suggests-brain-works-resonance-chamber))))) Study suggests the brain works like a resonance chamber, Intrinsic macroscale oscillatory modes driving long range functional connectivity in female rat brains detected by ultrafast fMRI, Joana Cabral et al., 2023]</ref><ref>[[Qualia Research Institute](https://qri.org/)blog/nonlinear-wave-computing Nonlinear Wave Computing: Vibes, Gestalts, and Realms]</ref>, connectivity between and inside large-scale brain networks<ref>[https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6123521/ Brain networks of happiness: dynamic functional connectivity among the default, cognitive and salience networks relates to subjective well-being, Liang Shi et al., 2018]</ref><ref>[https://twitter.com/neuroraf/status/1644652022166061059 The self in context: brain systems linking mental and physical health, Leonie Koban et al., 2021]</ref><ref>[[Modern network science of neurological disorders | Nature Reviews Neuroscience]([Modern network science of neurological disorders | Nature Reviews Neuroscience](https://www.nature.com/articles/nrn3801)) Modern network science of neurological disorders, Cornelis J. Stam, 2014]</ref>, molecules, genes <ref>[[The Molecular Genetics of Life Satisfaction: Extending Findings from a Recent Genome-Wide Association Study and Examining the Role of the Serotonin Transporter | Journal of Happiness Studies]([The Molecular Genetics of Life Satisfaction: Extending Findings from a Recent Genome-Wide Association Study and Examining the Role of the Serotonin Transporter | Journal of Happiness Studies]([The Molecular Genetics of Life Satisfaction: Extending Findings from a Recent Genome-Wide Association Study and Examining the Role of the Serotonin Transporter | Journal of Happiness Studies]([The Molecular Genetics of Life Satisfaction: Extending Findings from a Recent Genome-Wide Association Study and Examining the Role of the Serotonin Transporter | Journal of Happiness Studies]([The Molecular Genetics of Life Satisfaction: Extending Findings from a Recent Genome-Wide Association Study and Examining the Role of the Serotonin Transporter | Journal of Happiness Studies]([The Molecular Genetics of Life Satisfaction: Extending Findings from a Recent Genome-Wide Association Study and Examining the Role of the Serotonin Transporter | Journal of Happiness Studies](https://link.springer.com/article/10.1007/s10902-020-00231-x)))))) The Molecular Genetics of Life Satisfaction: Extending Findings from a Recent Genome-Wide Association Study and Examining the Role of the Serotonin Transporter, Bernd Lachmann et al., 2020]</ref><ref>[[The Far Out Initiative]([The Far Out Initiative]([The Far Out Initiative]([The Far Out Initiative]([The Far Out Initiative](https://www.faroutinitiative.com/))))) The Far Out Initiative]</ref><ref>[[The Hedonistic Imperative]([The Hedonistic Imperative]([The Hedonistic Imperative](https://www.hedweb.com/))) Hedonistic Imperative]</ref><ref>[https://i.imgur.com/ozhj5nM.png Genetic equation of happiness, Carlos López Otín, 2019]</ref><ref>[https://www.amazon.com/-/es/Carlos-L%C3%B3pez-Ot%C3%ADn/dp/8449335825 Genetic equation of happiness book, Carlos López Otín, 2019]</ref> ====Algorithmic==== Algorithmic: machine learning architectures (RNNs, GNNs, autoencoders)<ref>[[Entropy | Free Full-Text | The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again]([Entropy | Free Full-Text | The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again]([Entropy | Free Full-Text | The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again]([Entropy | Free Full-Text | The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again]([Entropy | Free Full-Text | The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again](https://www.mdpi.com/1099-4300/23/6/783))/htm))) The Radically Embodied Conscious Cybernetic Bayesian Brain: From Free Energy to Free Will and Back Again]</ref> ====Computational==== Computational: hieachical network of markov blankets forming bayesian beliefs as correlations of the system with the environment minimizing free energy by approximate bayesian inference<ref>[https://twitter.com/mjdramstead/status/1649170821079003137 The inner screen model of consciousness: applying the free energy principle directly to the study of conscious experience, Friston et al., 2023]</ref><ref>[[The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube]([The Bayesian Brain and Meditation - YouTube](https://www.youtube.com/watch?v=Eg3cQXf4zSE))))))))))))))))) The Bayesian Brain and Meditation]</ref><ref>[[I am therefore I think. KARL FRISTON - YouTube]([I am therefore I think. KARL FRISTON - YouTube]([I am therefore I think. KARL FRISTON - YouTube]([I am therefore I think. KARL FRISTON - YouTube]([I am therefore I think. KARL FRISTON - YouTube]([I am therefore I think. KARL FRISTON - YouTube]([I am therefore I think. KARL FRISTON - YouTube](https://www.youtube.com/watch?v=h4KeYkwcJoc))))))) I am therefore I think. KARL FRISTON]</ref><ref>[https://www.sciencedirect.com/science/article/pii/S0028390822004579 Canalization and plasticity in psychopathology]</ref><ref>[[REBUS and the Anarchic Brain: Toward a Unified Model of the Brain Action of Psychedelics | Pharmacological Reviews]([REBUS and the Anarchic Brain: Toward a Unified Model of the Brain Action of Psychedelics | Pharmacological Reviews]([REBUS and the Anarchic Brain: Toward a Unified Model of the Brain Action of Psychedelics | Pharmacological Reviews]([REBUS and the Anarchic Brain: Toward a Unified Model of the Brain Action of Psychedelics | Pharmacological Reviews]([REBUS and the Anarchic Brain: Toward a Unified Model of the Brain Action of Psychedelics | Pharmacological Reviews]([REBUS and the Anarchic Brain: Toward a Unified Model of the Brain Action of Psychedelics | Pharmacological Reviews](https://pharmrev.aspetjournals.org/content/71/3/316)))))) REBUS and the Anarchic Brain: Toward a Unified Model of the Brain Action of Psychedelicsy]</ref><ref>[https://www.sciencedirect.com/science/article/pii/S0028390822004579 Canalization and plasticity in psychopathology]</ref><ref>[[The Canal Papers - by Scott Alexander - Astral Codex Ten]([The Canal Papers - by Scott Alexander - Astral Codex Ten]([The Canal Papers - by Scott Alexander - Astral Codex Ten]([The Canal Papers - by Scott Alexander - Astral Codex Ten]([The Canal Papers - by Scott Alexander - Astral Codex Ten]([The Canal Papers - by Scott Alexander - Astral Codex Ten]([The Canal Papers - by Scott Alexander - Astral Codex Ten]([The Canal Papers - by Scott Alexander - Astral Codex Ten]([The Canal Papers - by Scott Alexander - Astral Codex Ten]([The Canal Papers - by Scott Alexander - Astral Codex Ten]([The Canal Papers - by Scott Alexander - Astral Codex Ten]([The Canal Papers - by Scott Alexander - Astral Codex Ten](https://astralcodexten.substack.com/p/the-canal-papers)))))))))))) The Canal Papers, Astral Codex Ten]</ref><ref>[[OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF]([OSF](https://psyarxiv.com/zqh4b/)))))))))))))))))))) On the Varieties of Conscious Experiences: Altered Beliefs Under Psychedelics (ALBUS) by Adam Safron]</ref><ref>[[The True Nature of Now: Meditation and the Predictive Brain | Ruben Laukkonen, Ph.D. - YouTube]([The True Nature of Now: Meditation and the Predictive Brain | Ruben Laukkonen, Ph.D. - YouTube]([The True Nature of Now: Meditation and the Predictive Brain | Ruben Laukkonen, Ph.D. - YouTube]([The True Nature of Now: Meditation and the Predictive Brain | Ruben Laukkonen, Ph.D. - YouTube](https://www.youtube.com/watch?v=vBzag-8USns)))) The True Nature of Now: Meditation and the Predictive Brain]</ref><ref>[[Karl Friston: Schizophrenia, Autism, and the Free Energy Principle - YouTube](https://www.youtube.com/watch?v=OwhuncNwzAc) Schizophrenia, Autism, and the Free Energy Principle, Karl Friston, 2022]</ref><ref>[[A general theory of spirituality - by Oshan Jarow]([A general theory of spirituality - by Oshan Jarow]([A general theory of spirituality - by Oshan Jarow]([A general theory of spirituality - by Oshan Jarow](https://musingmind.substack.com/p/a-general-theory-of-spirituality)))) A general theory of spirituality, Oshan Jarow, 2023]</ref>, network of interacting reinforcement learning agents, evolution of latent bioelectrical morphologocal spaces<ref>[[Generalist AI beyond Deep Learning - YouTube]([Generalist AI beyond Deep Learning - YouTube](https://www.youtube.com/watch?v=p-OYPRhqRCg)) Generalist AI beyond Deep Learning]</ref> ====Phenomenological==== Phenomenological: bound gestalts, soliton particles in a field<ref>[[Good Vibes: The Harmonics of Psychedelics & Energetic Healing - YouTube]([Good Vibes: The Harmonics of Psychedelics & Energetic Healing - YouTube]([Good Vibes: The Harmonics of Psychedelics & Energetic Healing - YouTube]([Good Vibes: The Harmonics of Psychedelics & Energetic Healing - YouTube]([Good Vibes: The Harmonics of Psychedelics & Energetic Healing - YouTube](https://www.youtube.com/watch?v=NXEpMqpl09M))))) Good Vibes: The Harmonics of Psychedelics & Energetic Healing]</ref>, flow of energy<ref>[[Buddhist Annealing: Wireheading Done Right with the Seven Factors of Awakening - YouTube]([Buddhist Annealing: Wireheading Done Right with the Seven Factors of Awakening - YouTube]([Buddhist Annealing: Wireheading Done Right with the Seven Factors of Awakening - YouTube](https://www.youtube.com/watch?v=VGkAP_DYyeQ))) Buddhist Annealing: Wireheading Done Right with the Seven Factors of Awakening]</ref>, signals, assumptions, conditionings<ref>[[Fastest Way To Enlightenment (A Complete Guide And Routine For Liberation) - YouTube]([Fastest Way To Enlightenment (A Complete Guide And Routine For Liberation) - YouTube]([Fastest Way To Enlightenment (A Complete Guide And Routine For Liberation) - YouTube]([Fastest Way To Enlightenment (A Complete Guide And Routine For Liberation) - YouTube](https://www.youtube.com/watch?v=vBKEnnRTeSg)))) Fastest Way To Enlightenment (A Complete Guide And Routine For Liberation)]</ref>, waves in an ocean, clouds in a sky<ref>[[Like Wind in a Vast, Empty Sky - Nondual Meditation - YouTube]([Like Wind in a Vast, Empty Sky - Nondual Meditation - YouTube]([Like Wind in a Vast, Empty Sky - Nondual Meditation - YouTube](https://www.youtube.com/watch?v=aZK80rg_ONo))) Like Wind in a Vast, Empty Sky - Nondual Meditation]</ref>, qualia, words, images, feelings, senses in space and time in experience and so on<ref>[[Fastest Way To Enlightenment (A Complete Guide And Routine For Liberation) - YouTube]([Fastest Way To Enlightenment (A Complete Guide And Routine For Liberation) - YouTube]([Fastest Way To Enlightenment (A Complete Guide And Routine For Liberation) - YouTube]([Fastest Way To Enlightenment (A Complete Guide And Routine For Liberation) - YouTube](https://www.youtube.com/watch?v=vBKEnnRTeSg)))) Fastest Way To Enlightenment (A Complete Guide And Routine For Liberation)]</ref><ref>[https://twitter.com/nickcammarata/status/1626670108608196608 https://twitter.com/nickcammarata/status/1650041873396903937 Density of experience, Nick Cammarata on Shinzen Young, 2022]</ref><ref>[[The Thickness of Mind Stuff | guided meditation [Advanced] - YouTube](https://www.youtube.com/watch?v=wFYf7LC7d80) The Thickness of Mind Stuff | guided meditation, Roger Thisdell, 2022]</ref> ====Global==== Network theory analysis interaction with everything in environment ===Total freedom, potentiality for any symbolic or nonsymbolic structure=== In the ultimately deconstructed state, our minds are free to think anything about reality, they can have any bayesian priors in the statespace of consciousness. As we explore the world we collapse this superposition into various concrete forms as we explore various ways of looking at the world in divfferent stories we tell ourselves. The more overall symmetrical an experience is neurophenomenologically, the more free, the more relieving, the more pleasant it is, the more psychological valence it has. ===Intelligence===