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would seem to result in particular patterns of mental and physical relaxation). We might succinctly explain how a resonance network trying to minimize dissonance could implement the free energy principle. Namely, we could maximize “accuracy – complexity” in the following way: If complex models require complex networks of resonance to be implemented, then there might be an inherent dissonance cost to complexity. More symmetrical configurations lower this cost, which makes more compact and coherent models preferable. At the same time, to take care of the accuracy, prediction errors themselves might be implemented with dissonance (e.g. via out-of-phase communication between layers of the hierarchy). Together, these two effects favor both accurate and simple models. An interesting contrast that illustrates this duality between the computational and implementational level of abstraction is that between the effects of DMT and 5-MeO-DMT(Gómez-Emilsson 2020a). Particularly, DMT seems to give rise to the chaotic generation of information and this can be seen in something as simple as the style of the tracer effects it induces (richly-colored flip-flopping between positive and negative afterimages). 5-MeO-DMT’s tracer effects are generally monochromatic and the same color as that of the input(Gómez-Emilsson 2020b). We hypothesize that DMT’s effects at the implementation level can be understood as the result of competing clusters of coherence across the hierarchy, whereas the main attractors of 5-MeO-DMT seem to involve global coherence. Modulating the average synaptic path length in a system of coupled oscillators can give rise to this sort of effect. By randomly adding connections to a network of coupled oscillators one first sees an emergent state of many competing patches of synchrony, and then, after a threshold is crossed, one starts seeing global synchrony emerge. Despite both drugs making the brain “more interconnected”, the slight difference in just how interconnected it makes it, may be the difference between the colorful chaos of DMT and the peaceful nothingness of 5-MeO-DMT. The competing clusters of coherence across the hierarchy can evolve to adapt to each other. The DMT realm is more of an ecosystem than it is a state per se (ex: Hyperspace Lexicon). And due to the duality between dissonance minimization and prediction error minimization, avoiding updating one’s belief in the direction of these realms being real causes intense cognitive dissonance. Some level of belief updating to fit the content of the hallucinations might be very difficult to resist. Indeed, the forced coherence across the layers of the hierarchy would be bypassing one’s normal ability to resist information coming from the lower layers. On peak experiences such as those induced by 5-MeO-DMT, global coherence will generally have the effect of dissolving internal boundaries. In turn, due to the duality proposed, belief updating in the direction of extreme simplicity is very difficult to resist. Global annealing without sensorial chaos results in the minimization of model complexity; high accuracy is taken care of thanks to the low information content of the state. As a consequence, one experiences very high-valence, high-energy, high-symmetry states of consciousness that come along with

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text:
belief updating towards ideas with close to zero information content. The high-valence nature of the state can be very useful to heal dissonance in the network, so therapeutic benefits seem very promising (notwithstanding the somewhat forced belief updates the state induces). Unfortunately a nearby attractor of the globally coherent states is when there are two incompatible coherent states competing with one another. This can result in extremely negative valence and belief updating in the direction of “everything being bad”. We now see how the typical belief changes caused by these two drugs have a dual counterpart in how they feel. I am of the opinion that a commitment towards truth and careful attention to one’s state of mind can prevent (or at least substantially lessen) the epistemological failure modes of these drugs. But since this kind of model is not known by the general population, for most people these drugs do tend to act as “epistemological hand grenades”. See Appendix A & B at the bottom of this article for examples of each of these failure modes. Now on to the therapeutic applications: practicing loving-kindness meditation consistently for weeks before a trip seems to substantially change its phenomenal character. It feels that metta practice over time anneals a consonant metronome which can become massively amplified during a psychedelic experience. In turn, a brightly shinning metta metronome emits “healing waves of energy” within one’s world-simulation (I know how crazy this sounds!), which impact the contents of one’s subconscious in ways that reduces their internal dissonance. Similar benefits can be obtained from other meditation practices, as long as their emphasis is on high-valence and coherent states of mind. See also: Buddhist Annealing (video). Importantly, you can “work smart” if you manage to use the seeds of consonance as the nucleation sources for alignment cascades. This can heal at a very deep level, and it is what people are talking about when they say things like “all is love”. A secular Good Annealing Manual would ideally have very detailed information for how to move around in the state-space of consciousness. Apparently, equanimity is also highly beneficial during psychedelic experiences. But rather than merely repeating the mantras that everyone in the psychedelic community chants (“just let go”, “surrender”, “accept”), we can use a More Dakka approach and aim to maximize equanimity rather than merely invoking it. Taking psilocybin during a meditation retreat in which you do a lot of equanimity exercises will allow you to “let go” with much greater skill than what you could do in normal everyday life. As a result, one is able to “learn one’s lessons” with much greater ease and a lot less resistance. This, I think, is generally good. After all, the point is not to punish oneself, but to learn from one’s mistakes. In turn, Shinzen Young says that experiencing pleasure with equanimity is very healing. By not grasping, one is letting the consonant waves propagate freely throughout one’s nervous system, which results in positive annealing. So

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text:
a possible therapeutic modality might be to combine peak states together with high levels of equanimity. If we want to bump the therapeutic effect sizes of psychedelic psychotherapy, this is the sort of thing I consider to be very promising. I conclude by providing some annealing targets that are generically good for one’s mental health. Practice them consistently before a psychedelic experience so that they can be the nucleation points of sane and hedonically beneficial psychedelic annealing. Being bathed by love is good. Being bathed by love and equanimity at the same time is even better. Being bathed by love and all Seven Factors of Awakening at the same time might be still even better. The ceiling of wholesome happiness is not currently known by science. It is probably much higher than we can imagine. If you found this talk inspiring, generative, or clarifying for your own work, please cite it! If you want to see more work like this and help us transform the alchemy of consciousness into a chemistry of the mind, please consider donating to QRI. Every dollar takes us closer to being able to empirically test these models and use them to develop technology to alleviate suffering in bulk. Appendix A A case study of a psychiatrist case who self-medicated his depression with a regiment of 1g of DMT (along with MAOIs) and 4mg of clonazepam a day: “On arrival, the patient was nonverbal, combative, and required six security guards to restrain him. When less restrictive measures failed, he was given propofol 1,000 mg IV, ketamine 500 mg IM, midazolam 5 mg IV, diazepam 20 mg IV, and fentanyl 4 mg IV with minimal effect.” “Psychiatry was consulted after the patient’s delirium resolved and he was medically stabilized as he exhibited symptoms of mania and psychosis. He was pressured in his speech, hyperreligious, and delusional. He believed that demons were leeching into his soul and asked the medical staff for an exorcism. It was recommended that the patient be admitted to the behavioral health unit for mood stabilization.” How can I help my friend understand that what he is seeing is a side effect of smoking DMT on a daily basis? (from Quora – note: it is impossible for me to verify the accuracy of this report). From the comment thread: “He has been smoking it every day and night for the past 3 months that I know of. He sees these little beings everywhere and says they are trying to destroy his house pushing it over. He also says they spray mace and fairy dust and little balls in his face and other peoples too. He doesn’t believe that nobody else sees this happening, he says we have all been compromised and can’t be trusted. I’m worried about him and also his girlfriend that has to deal with him and he’s delusional. His daughter is scared to come home, his parents want to have him committed, and he doesn’t believe it has anything to do

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with dmt! He absolutely believes it is real.” “He is always under the influence of DMT, he smokes it all day every day. He says it no longer makes him hallucinate like when he first tried it, now it just takes away pain . NOT TRUE!! it’s like now he believes that this altered state of mind is reality and he’s losing everything. He is even destroying his own house to get them out from behind the walls.the other night he stood up and started stabbing his ceiling saying he was going to get them. It’s very disturbing to see him like this.” “He’s doing about the same. Last time I went to see him he was showing me how the moon was following him into his back yard and then back to the front yard . He also sees a bunch of drones in the sky that I can’t see. He still doesn’t believe that we can’t see the walls and countertops moving, or feel the fairy dust being sprayed in our faces.” The YouTube channel C.U.E. COMPREHENSIVELY UNCOVERING EVIDENCE seems to exemplify quite accurately what DMT-induced overfitting looks like (e.g. see his DMT-informed numerological musings) Reddit user ClockJoule: see an interview with him about his daily DMT use and the beliefs that he developed as a consequence: Magic Mushroom Cloud – THE MAN WHO SMOKED DMT FOR 120 DAYS STRAIGHT. Report(s): A warning to my fellow psychonauts regarding hyperspace entities (wall of text alert!) – excerpt: “It all culminated in one long, elaborate, and highly dramatic visionary experience in which I was essentially ‘recruited,’ initiated in some grand ceremony alongside a large group of others presumably in my same situation (which may have just been “actors” ). It was all part of some kind of vast organization, which could best be described as ‘universal consciousness transcendental cosmic hippie space religion.’ [Read Lehar’s warning against believing what the DMT entities tell you]. It all had a very attractive but vaguely cult-like Scientology kind of feel to it. They even had their own music (which was actually pretty cool; see my comments on “the director” in part 4 for more details), propaganda, regular meetings and rituals, the whole works. They even seemed to revere a deity of some sort, their version of The Source (more detail on that in part 5), but this whole experience was so full of illusion and misdirection that I have no idea what their ‘deity’ really was, nor their true relation to it.” “I’ve gone on way to long already and need to start wrapping things up here, but long story short, in light of their new demands of allegiance, and through a separate series of bizarre synchronicities in ‘real life’ (what that means to me now, I have no idea) that I still can’t quite explain, I began to have some serious doubts and questions that needed answers. As I reflected on all that they had taught me, I began to realize that there

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text:
were some major gaps in my knowledge, and that I had unwittingly filled in a lot of the blanks with my own speculation while assuming the picture I was being given was much more complete than it actually was. To summarize, over a series of increasingly confrontational and unpleasant experiences, I became less and less satisfied with their vague and evasive answers to my direct (and I think perfectly reasonable) questions, and we had something of a falling out, to put it very mildly. They eventually dropped all pretenses and flat-out turned on me, beginning a long period of harsh punishment.” “The results weren’t pretty. Their facade began to crumble as I saw through more and more of what I now recognized as deceptive illusions. What truly lay behind it was hideous, repulsive, monstrously evil, relentlessly manipulative, filled with petty malicious intent, and not nearly as righteous, enlightened, or omnipotent as they pretended to be. I’m actually still pretty uncomfortable with going into detail regarding what followed, but suffice it to say that I’ve basically been to hell and back. They did everything they could to ‘punish’ me, and some of the things they came up with were uniquely and creatively traumatic. If they had put half as much effort and sophistication into ‘teaching’ me as they did into attacking and tormenting me, I probably would still be happily and obliviously under their control today, a fresh new convert of their admittedly impressive sci-fi space religion.” “It took all the willpower I had just to stay focused and not become a completely broken wreck through all of this. Most of the ‘abilities’ I had acquired under their guidance gradually faded away over the course of a few weeks, with the exception of a number of lucid dream skills that I had picked up along the way. As I began to approach something resembling recovery, all kinds of memories and perspective started coming back to me that I had lost along the way (which may have been intentionally withheld from me). I felt like a toxic fog had been lifted from me, and everything looked so different now. I looked back on the last couple years of my life, especially the preceding four months or so, and was shocked to find that it wasn’t what I thought it was.” “I had seen some mind-blowingly incredible things and progressed in so many ways in what I thought represented cognitive and spiritual development, but the consequences were now apparent. Without realizing it, my personality had changed so much, and not for the better. I had alienated myself from many of my close friends, my romantic relationship had suffered, I had been much more depressed than I wanted to admit, and I had spent way too much of my free time alone and in the dark, becoming obsessed with progressively darker and weirder esoteric knowledge. I had been able to maintain a token amount of social interaction, just enough to convince myself I was

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text:
still ‘normal,’ but it frequently left me feeling drained, and bored with the mere ‘meat puppets’ in this material plane who were but a pale reflection of what existed beyond it.” Appendix B What Happens When You Take Too Much 5-MeO-DMT - What Does Underfitting Look like Leo Gura went on a month-long daily 5-MeO-DMT retreat. Here is my analysis of his retreat report: 5-MeO-DMT Awakenings: From Naïve Realism to Symmetrical Enlightenment. And here is Adeptus Psychonautica commenting on one of his most concerning videos. Martin Ball: Another advocate of 5-MeO-DMT who claims that the highest truth is that we are all God, and that all of the hallucinatory content of DMT is egoic distraction from this truth (see what he thinks of Terence Mckenna). He, like many in this cluster, seems to believe that the only truth worth knowing about is oneness and that this can only be known directly, at first with 5-MeO-DMT, and then through a process of integration of the experiences into one’s everyday life. Here is an interview he did with Adeptus Psychonautica. Also, hereis Leo talking to Martin (do you count one or two persons in that video?). While I agree that oneness is really important (and indeed I have written extensively about philosophy of personal identity and I generally advocate for Open Individualism), I do not think that realizing we are God is going to solve everything. In particular, we still need ruthlessly pragmatic solutions to the problem of intense suffering. Insofar as non-duality is used as a mood-enhancer, it seems to be unreliable. Oneness can lead to bad trips of loneliness, a fact that tends to be brushed off by its advocates. My assessment is that this effect is the result of negative valence rather than an inherent effect of the concept (or truth?) of oneness. Shaman Oak’s Bad LSD Experience – NIRVANA SUCKS video is a rather typical version of this effect and it highlights its true underlying cause: since he took the LSD during a comedown from cocaine, his entire trip was colored by the negative valence of that state. The world “felt inherently lonely” because it had depression qualia all over it. Amplified and magnified through the kaleidoscopic funhouse of LSD’s annealing dynamics, such a feeling of loneliness can look universal and omniprevalent “no matter how you look at it”. But if you were to replace that feeling with something blissful, then the concept of oneness would be experienced as wonderful and enlightening. It is always important to remember the Tyranny of the Intentional Object: ideas and beliefs seem to us as having inherent goodness or badness, but how this is implemented under the surface relies on hedonic tone/valence “painting” those ideas. As David Pearce likes to say, “take care of happiness and the meaning of life will take care of itself”. Counterexamples: We do know a number of people who have used these compounds extensively and who do not seem to exhibit noticeable underfitting or overfitting. In particular,

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we have interviewed someone who took 5-MeO-DMT in high doses everyday for six months and who does not seem to suffer from any serious epistemological issues (they contacted me because they had read my analysis of Gura’s month-long experiment and wanted to share their even more extreme experience). The same person has extensive experience (including daily use for months) with DMT, Salvia, DPT and their combinations. They can still hold a technically demanding job and sustain a family despite this. Needless to say, such a level of psychological robustness is exceedingly rare. Appendix C The Abstract of the Other Talks DMTX as a 21st Century Mystery School A talk by Carl Hayden Smith This talk will focus on the prospects of being one of the first participants in the world to try DMTX (X=Extended) at Imperial College London (ICL). After being part of the DMT phase 1 and phase 2 trials (over the last 5 years) this research now moves into a whole new level of immersion. During this experiment the peak of the DMT state will be extended thanks to a continuous intravenous drip feeding of the entheogen. This arguably turns this ancient medicine into a new form of technology. Early findings of the research from Chris Timmerman (ICL) suggests that nnDMT produces the same brain signature as the dreaming state. During the extended state we may be better able to explore the hypothesis from Andrew Gallimore that nnDMT actually opens up an entirely novel, orthogonal reality. The DMTX experiment potentially means that nnDMT could become the base layer of our subjective reality, being combined, exponentially, with everything in life. What are the implications of this? Is there a danger that the psychedelic state is being overly romanticised and that DMTX could be regarded as a new form of bio chemical VR? How will DMTX help with the integration problem? Maybe the problem of bringing our insight back from the liminal space isn’t that these experiences defy verbalization, but that our languages are not yet sufficient enough to describe these experiences. Increased cortical signal diversity during psychedelic states and visually realistic neural network models of hallucinations A talk by Michael Schartner Global states of consciousness – such as general anaesthesia or REM sleep – can be characterised by metrics of signal diversity, showing that diverse cortical activity is a hallmark of consciousness. We found that signal diversity is elevated in classical psychedelic states, possibly explained by a larger repertoire of brain states – which would be in line with reports about openness, novel associations and levelled salience of all experiences during psychedelic states. This coarse description of the brain as a dynamical system with various degrees of diversity in activity is only one dimension to characterise such global states of consciousness. Neural network models of visual perception and its pharmacological perturbation may provide a more mechanistic model, showing how the balanced integration of prior and sensory information into conscious perception is regulated by serotonin. Note: I am still open

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to e.g. the external reality of DMT beings. I find it unlikely, but evidence could convince me otherwise. We are not dogmatic about the models we present. Rather, they simply are the current “best fit” for the available evidence in conjunction with parsimony considerations (yes, we could even say that this model is what minimizes our free energy!). Cheers! Tags CSHW, Meditation, Mental Health, Neuroacoustics, Neuroscience, Psychedelics, STV, Valence Atasoy, Selen, Isaac Donnelly, and Joel Pearson. 2016. “Human Brain Networks Function in Connectome-Specific Harmonic Waves.” Nature Communications 7 (1): 10340. https://doi.org/10.1038/ncomms10340. Carhart-Harris, R. L., and K. J. Friston. 2019. “REBUS and the Anarchic Brain: Toward a Unified Model of the Brain Action of Psychedelics.” Edited by Eric L. Barker. Pharmacological Reviews 71 (3): 316–44. https://doi.org/10.1124/pr.118.017160. Gomez-Emilsson, Andres. 2017. “Quantifying Bliss: Talk Summary.” Qualia Computing. https://qualiacomputing.com/2017/06/18/quantifying-bliss-talk-summary/. Gómez-Emilsson, Andrés. 2020a. “5-MeO-DMT Vs. N,n-DMT: The 9 Lenses,” July. https://www.qri.org/blog/5meo-vs-dmt. ———. 2020b. “Modeling Psychedelic Tracers with QRI’s Psychophysics Toolkit: The Tracer Replication Tool,” October. https://www.qri.org/blog/psychophysics-toolkit. Johnson, Michael. 2017. “Why We Seek Out Pleasure: The Symmetry Theory of Homeostatic Regulation.” Blog. OpenTheory. https://opentheory.net/2017/05/why-we-seek-out-pleasure-the-symmetry-theory-of-homeostatic-regulation. ———. 2019. “Neural Annealing: Toward a Neural Theory of Everything.” Blog. OpenTheory. https://opentheory.net/2019/11/neural-annealing-toward-a-neural-theory-of-everything/. Luppi, Andrea I., Jakub Vohryzek, Morten L. Kringelbach, Pedro A. M. Mediano, Michael M. Craig, Ram Adapa, Robin L. Carhart-Harris, et al. 2020. Distributed Harmonic Patterns of Structure-Function Dependence Orchestrate Human Consciousness. Preprint. https://doi.org/10.1101/2020.08.10.244459. Roland R Griffiths, Michael A Carducci, Matthew W Johnson. 2016. “Psilocybin Produces Substantial and Sustained Decreases in Depression and Anxiety in Patients with Life-Threatening Cancer: A Randomized Double-Blind Trial.” Journal of Psychopharmacology 30 (12): 1181–97. https://doi.org/10.1177/0269881116675513. Ross, Stephen, Anthony Bossis, Jeffrey Guss, Gabrielle Agin-Liebes, Tara Malone, Barry Cohen, Sarah E Mennenga, et al. 2016. “Rapid and Sustained Symptom Reduction Following Psilocybin Treatment for Anxiety and Depression in Patients with Life-Threatening Cancer: A Randomized Controlled Trial.” Journal of Psychopharmacology 30 (12): 1165–80. https://doi.org/10.1177/0269881116675512. Safron, Adam. 2020. On the Varieties of Conscious Experiences: Altered Beliefs Under Psychedelics (ALBUS). Preprint. PsyArXiv. https://doi.org/10.31234/osf.io/zqh4b. Simler, Kevin. 2021. “Neurons Gone Wild | Melting Asphalt.” https://meltingasphalt.com/neurons-gone-wild/. Yaden, David B., and Roland R. Griffiths. 2021. “The Subjective Effects of Psychedelics Are Necessary for Their Enduring Therapeutic Effects.” ACS Pharmacology & Translational Science 4 (2): 568–72. https://doi.org/10.1021/acsptsci.0c00194. References Citation For attribution, please cite this work as Gómez-Emilsson (2021, May 8). Healing Trauma With Neural Annealing. Retrieved from https://www.qri.org/blog/Neural-Annealing BibTeX citation @misc{gómez-emilsson2021healing, author = {Gómez-Emilsson, Andrés}, title = {Healing Trauma With Neural Annealing}, url = {https://www.qri.org/blog/Neural-Annealing}, year = {2021} } Digital Sentience Requires Solving the Boundary Problem Digital computers will remain unconscious until they recruit physical fields for holistic computing using well-defined topological boundaries. Andrés Gómez-Emilsson ../people/andrés-gómez-emilsson (Qualia Research Institute)https://www.qri.org/ Jun, 20 2022 Contents Marr’s Levels of Analysis and the Being/Form Boundary Algorithmic Structuring as a Constraint What We Want: Meaningful Boundaries Holistic (Field) Computing From Soap Bubbles to ISING-Solvers Meeting Schedulers Implemented with Lasers Intelligence: Collecting and Applying Self-Organizing Principles Meta-Intelligence Are Neural Cellular Automata Conscious? Exotic States of Consciousness Vibe-To-Shape-And-Back Topological Pockets The Balloons’ Case The General Case Getting Holistic Behavior Out of

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a Topological Pocket Self Mirroring Cut From the Same Fabric In a Nutshell See also: Acknowledgements Tags What do we desire for a theory of consciousness? We want it to explain why and how the structure of our experience is computationally relevant. Why would nature bother to wire, not only information per se, but our experiences in richly structured ways that seem to track task-relevant computation (though at times in elusive ways)? I think we can derive an explanation here. It is both very theoretically satisfying and literally mind-bending. This allows us to rule out vast classes of computing systems as having no more than computationally trivial conscious experiences. We have richly textured bound experiences precisely because the boundaries that individuate us also allow us to act as individuals in many ways. This individual behavior can reflect features of the state of the entire organism in energy-efficient ways. Evolution can recruit this individual, yet holistic, behavior due to its computational advantages. We think that the boundary might be the result of topological segmentation in physical fields. Marr’s Levels of Analysis and the Being/Form Boundary One lens we can use to analyze the possibility of sentience in systems is this conceptual boundary between “being” and “form”. Here “being” refers to the interiority of things- their intrinsic likeness. “Form” on the other hand refers to how they appear from the outside. Where you place the being/form boundary influences how you make sense of the world around you. One factor that seems to be at play for where you place the being/form boundary is your implicit background assumptions about consciousness. In particular, how you think of consciousness in relation to Marr’s levels of analysis: If you locate consciousness at the computational (or behavioral) level, then the being/form boundary might be computation/behavior. In other words, sentience simply is the performance of certain functions in certain contexts. If you locate it at the algorithmic level, then the being/form boundary might become algorithm/computation. Meaning that what matters for the inside is the algorithm, whereas the outside (the form) is the function the algorithm produces. And if you locate it at the implementation level, you will find that you identify being with specific physical situations (such as phases of matter and energy) and form as the algorithms that they can instantiate. In turn, the being/form boundary looks like crystals & bubbles & knots of matter and energy vs. how they can be used from the outside to perform functions for each other. How you approach the question of whether a given chatbot is sentient will drastically depend on where you place the being/form boundary. Many arguments against the sentience of particular computer systems are based on algorithmic inadequacy. This, for example, takes the form of choosing a current computational theory of mind (e.g. global workspace theory) and checking if the algorithm at play has the bare bones you’d expect a mind to have. This is a meaningful kind of analysis. And if you locate the being/form boundary

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text:
at the algorithmic level then this is the only kind of analysis that seems to make sense. What stops people from making successful arguments concerning the implementation level of analysis is confusion about the function for consciousness. So which physical systems are or aren’t conscious seems to be inevitably an epiphenomenalist construct. Meaning that drawing boundaries around systems with specific functions is an inherently fuzzy activity and any criteria we choose for whether a system is performing a certain function will be at best a matter of degree (and opinion). But before we get there, it’s important to point out the usefulness of reasoning about the algorithmic layer: Algorithmic Structuring as a Constraint I think that most people who believe that digital sentience is possible will concede that at least in some situations The Chinese Room is not conscious. The extreme example is when the content of the Chinese Room turns out to be literally a lookup table. Here a simple algorithmic concern is sufficient to rule out its sentience: a lookup table does not have an inner state! And what you do, from the point of view of its inner workings, is the same no matter if you relabel which input goes with what output. Whatever is inscribed in the lookup table (with however many replies and responses as part of the next query) is not something that the lookup table structurally has access to! The lookup table is, in an algorithmic sense, blind to what it is and what it does1. It has no mirror into itself. Algorithmic considerations are important. To not be a lookup table, we must have at least some internal representations. We must consider constraints on “meaningful experience”, such as probably having at least some of, or something analogous to: a decent number of working memory slots (and types), a good size of visual field, resolution of color in terms of Just Noticeable Differences, and so on. If your algorithm doesn’t even try to “render” its knowledge in some information-rich format, then it may lack the internal representations needed to really “understand”. Put another way: imagine that your experience is like a Holodeck. Ask the question of what is the lower bound on the computational throughput of each sensory modality and their interrelationships. Then see if the algorithm you think can “understand” has internal representations of that kind at all. Steel-manning algorithmic concerns involves taking a hard look at the number of degrees of freedom of our inner world-simulation (in e.g. free-wheeling hallucinations) and making sure that there are implicit or explicit internal representations with roughly similar computational horsepower as those sensory channels. I think that this is actually an easy constraint to meet relative to the challenge of actually creating sentient machines. But it’s a bare minimum. You can’t let yourself be fooled by a lookup table. In practice, the AI researchers will just care about metrics like accuracy, meaning that they will use algorithmic systems with complex internal representations like ours only

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text:
if it computationally pays off to do so! (Hanson in Age of EM makes the bet it that it is worth simulating a whole high-performing human’s experience; Scott points out we’d all be on super-amphetamines). Me? I’m extremely skeptical that our current mindstates are algorithmically (or even thermodynamically!) optimal for maximally efficient work. But even if normal human consciousness or anything remotely like it was such a global optimum that any other big computational task routes around to it as an instrumental goal, I still think we would need to check if the algorithm does in fact create adequate internal representations before we assign sentience to it. Thankfully I don’t think we need to go there. I think that the most crucial consideration is that we can rule out a huge class of computing systems ever being conscious by identifying implementation-level constraints for bound experiences. Forget about the algorithmic level altogether for a moment. If your computing system cannot build a bound experience from the bottom up in such a way that it has meaningful holistic behavior, then no matter what you program into it, you will only have “mind dust” at best. What We Want: Meaningful Boundaries In order to solve the boundary problem we want to find “natural” boundaries in the world to scaffold off of those. We take on the starting assumption that the universe is a gigantic “field of consciousness” and the question of how atoms come together to form experiences becomes how this field becomes individuated into experiences like ours. So we need to find out how boundaries arise in this field. But these are not just any boundary, but boundaries that are objective, frame-invariant, causally-significant, and computationally-useful. That is, boundaries you can do things with. Boundaries that explain why we are individuals and why creating individual bound experiences was evolutionarily adaptive; not only why it is merely possible but also advantageous. My claim is that boundaries with such properties are possible, and indeed might explain a wide range of puzzles in psychology and neuroscience. The full conceptually satisfying explanation results from considering two interrelated claims and understanding what they entail together. The two interrelated claims are: Topological boundaries are frame-invariant and objective features of physics Such boundaries are causally significant and offer potential computational benefits I think that these two claims combined have the potential to explain the phenomenal binding/boundary problem (of course assuming you are on board with the universe being a field of consciousness). They also explain why evolution was even capable of recruiting bound experiences for anything. Namely, that the same mechanism that logically entails individuation (topological boundaries) also has mathematical features useful for computation (examples given below). Our individual perspectives on the cosmos are the result of such individuality being a wrinkle in consciousness (so to speak) having non-trivial computational power. In technical terms, I argue that a satisfactory solution to the boundary problem (1) avoids strong emergence(D. Chalmers 2006), (2) sidesteps the hard problem of consciousness(D. J. Chalmers 2007),

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text:
(3) prevents the complication of epiphenomenalism, and (4) is compatible with the modern scientific world picture. And the technical reason why topological segmentation provides the solution is that with it: (1) no strong emergence is required because behavioral holism is only weakly emergent on the laws of physics, (2) we sidestep the hard problem via panpsychism, (3) phenomenal binding is not epiphenomenal because the topological segments have holistic causal effects (such that evolution would have a reason to select for them), and (4) we build on top of the laws of physics rather than introduce new clauses to account for what happens in the nervous system. In this post you’ll get a general walkthrough of the solution. The fully rigorous, step by step, line of argumentation will be presented elsewhere. Please see the video for the detailed breakdown of alternative solutions to the binding/boundary problem and why they don’t work. Holistic (Field) Computing A very important move that we can make in order to explore this space is to ask ourselves if the way we think about a concept is overly restrictive. In the case of computation, I would claim that the concept is either applied extremely vaguely or that making it rigorous makes its application so narrow that it loses relevance. In the former case we have the tendency for people to equate consciousness with computation in a very abstract level (such as “resource gathering” and “making predictions” and “learning from mistakes”). In the latter we have cases where computation is defined in terms of computable functions. The conceptual mistake to avoid is to think that just because you can compute a function with a Turing machine, that therefore you are creating the same inner (bound or not) physical states along the way. And while yes, it would be possible to approximate the field behavior we will discuss below with a Turing machine, it would be computationally inefficient (as it would need to simulate a massively parallel system) and lack the bound inner states (and their computational speedups) needed for sentience. The (conceptual engineering) move I’m suggesting we make is to first of all enrich our conception of computation. To notice that we’ve lived with an impoverished notion all along. I suggest that our conception of computation needs to be broad enough to include bound states as possible meaningful inputs, internal steps and representations, and outputs. This enriched conception of computation would be capable of making sense of computing systems that work with very unusual inputs and outputs. For instance, it has no problem thinking of a computer that takes as input chaotic superfluid helium and returns soap bubble clusters as outputs. The reason to use such exotic medium is not to add extra steps, but in fact to remove extra steps by letting physics do the hard work for you. (source) To illustrate just one example of what you can do with this enriched paradigm of computing I am trying to present to you, let’s now consider the

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