Qualia Computing Attending the 2017 Psychedelic Science Conference

From the 19th to the 24th of April I will be hanging out at Psychedelic Science 2017 (if you are interested in attending but have not bought the tickets: remember you can register until the 14th of February).

12020058_10206806127125111_5414514709501746096_nIn case you enjoy Qualia Computing and you are planning on going, now you can meet the human who is mostly responsible for these articles. I am looking forward to meeting a lot of awesome researchers. If you see me and enjoy what I do, don’t be afraid to say hi.

Why Care About Psychedelics?

Although the study of psychedelics and their effects is not a terminal value here in Qualia Computing, they are instrumental in achieving the main goals. The core philosophy of Qualia Computing is to (1) map out the state-space of possible experiences, (2) identify the computational properties of consciousness, and (3) reverse-engineer valence so as to find the way to stay positive without going insane.

Psychedelic experiences happen to be very informative and useful in making progress towards these three goals. The quality and magnitude of the consciousness alteration that they induce lends itself to exploring these questions. First, the state-space of humanly accessible experiences is greatly amplified once you add psychedelics into the mix. Second, the nature of these experiences is all but computationally dull (cf. alcohol and opioids). On the contrary, psychedelic experiences involve non-ordinary forms of qualia computing: the textures of consciousness interact in non-trivial ways, and it stands to reason that some combinations of these textures will be recruited in the future for more than aesthetic purposes. They will be used for computational purposes, too. And third, psychedelic states greatly amplify the range of valence (i.e. the maximum intensity of both pain and pleasure). They unlock the possibility of experiencing peak bliss as well as intense suffering. This strongly suggests that whatever underpins valence at the fundamental level, psychedelics are able to amplify it to a fantastic (and terrifying) extent. Thus, serious valence research will undoubtedly benefit from psychedelic science.

It is for this reason that psychedelics have been a major topic explored here since the beginning of this project. Here is a list of articles that directly deal with the subject:

List of Qualia Computing Psychedelic Articles

1) Psychophysics For Psychedelic Research: Textures

How do you make a psychophysical experiment that tells you something foundational about the information-processing properties of psychedelic perception? I proposed to use an experimental approach invented by Benjamin J. Balas based on the anatomically-inspired texture analysis and synthesis techniques developed by Eero Simoncelli. In brief, one seeks to determine which summary statistics are sufficient to create perceptual (textural) metamers. In turn, in the context of psychedelic research, this can help us determine which statistical properties are best discriminated while sober and which differences are amplified while on psychedelics.

2) State-Space of Drug Effects

I distributed a survey in which I asked people to rate drug experiences along 60 different dimensions. I then conducted factor analysis on these responses. This way I empirically derived six major latent traits that account more than half of the variance across all drug experiences. Three of these factors are tightly related to valence, which suggests that hedonic-recalibration might benefit from a multi-faceted approach.

3) How to Secretly Communicate with People on LSD

I suggest that control interruption (i.e. the failure of feedback inhibition during psychedelic states) can be employed to transmit information in a secure way to people who are in other states of consciousness. A possible application of this technology might be: You and your friends at Burning Man want to send a secret message to every psychedelic user on a particular camp in such a way that no infiltrated cop is able to decode it. To do so you could instantiate the techniques outlined in this article on a large LED display.

4) The Hyperbolic Geometry of DMT Experiences: Symmetries, Sheets, and Saddled Scenes

This article discusses the phenomenology of DMT states from the point of view of differential geometry. In particular, an argument is provided in favor of the view that high grade psychedelia usually involves a sort of geometric hyperbolization of phenomenal space.

5) LSD and Quantum Measurements: Can you see Schrödinger’s cat both dead and alive on acid?

We provide an empirical method to test the (extremely) wild hypothesis that it is possible to experience “multiple branches of the multiverse at once” on high doses of psychedelics. The point is not to promote a particular interpretation of such experiences. Rather, the points is that we can actually generate predictions from such interpretations and then go ahead and test them.

6) Algorithmic Reduction of Psychedelic States

People report a zoo of psychedelic effects. However, as in most things in life, there may be a relatively small number of basic effects that, when combined, can account for the wide variety of phenomena we actually observe. Algorithmic reductions are proposed as a conceptual framework for analyzing psychedelic experiences. Four candidate main effects are proposed.

7) Peaceful Qualia: The Manhattan Project of Consciousness

Imagine that there was a world-wide effort to identify the varieties of qualia that promote joy and prosocial behavior at the same time. Could these be used to guarantee world peace? By giving people free access to the most valuable and prosocial states of consciousness one may end up averting large-scale conflict in a sustainable way. This articles explores how this investigation might be carried out and proposes organizational principles for such a large-scale research project.

8) Getting closer to digital LSD

Why are the Google Deep Dream pictures so trippy? This is not just a coincidence. People call them trippy for a reason.

9) Generalized Wada-Test

In a Wada-test a surgeon puts half of your brain to sleep and evaluates the cognitive skills of your awake half. Then the process is repeated in mirror image. Can we generalize this procedure? Imagine that instead of just putting a hemisphere to sleep we gave it psychedelics. What would it feel like to be tripping, but only with your right hemisphere? Even more generally: envision a scheme in which one alternates a large number of paired states of consciousness and study their mixtures empirically. This way it may be possible to construct a network of “opinions that states of consciousness have about each other”. Could this help us figure out whether there is a universal scale for subjective value (i.e. valence)?

10) Psychedelic Perception of Visual Textures

In this article I discuss some problems with verbal accounts of psychedelic visuals, and I invite readers to look at some textures (provided in the article) and try to describe them while high on LSD, 2C-B, DMT, etc. You can read some of the hilarious comments already left in there.

11) The Super-Shulgin Academy: A Singularity I Can Believe In

Hard to summarize.


The Binding Problem

[Our] subjective conscious experience exhibits a unitary and integrated nature that seems fundamentally at odds with the fragmented architecture identified neurophysiologically, an issue which has come to be known as the binding problem. For the objects of perception appear to us not as an assembly of independent features, as might be suggested by a feature based representation, but as an integrated whole, with every component feature appearing in experience in the proper spatial relation to every other feature. This binding occurs across the visual modalities of color, motion, form, and stereoscopic depth, and a similar integration also occurs across the perceptual modalities of vision, hearing, and touch. The question is what kind of neurophysiological explanation could possibly offer a satisfactory account of the phenomenon of binding in perception?
One solution is to propose explicit binding connections, i.e. neurons connected across visual or sensory modalities, whose state of activation encodes the fact that the areas that they connect are currently bound in subjective experience. However this solution merely compounds the problem, for it represents two distinct entities as bound together by adding a third distinct entity. It is a declarative solution, i.e. the binding between elements is supposedly achieved by attaching a label to them that declares that those elements are now bound, instead of actually binding them in some meaningful way.
Von der Malsburg proposes that perceptual binding between cortical neurons is signalled by way of synchronous spiking, the temporal correlation hypothesis (von der Malsburg & Schneider 1986). This concept has found considerable neurophysiological support (Eckhorn et al. 1988, Engel et al. 1990, 1991a, 1991b, Gray et al. 1989, 1990, 1992, Gray & Singer 1989, Stryker 1989). However although these findings are suggestive of some significant computational function in the brain, the temporal correlation hypothesis as proposed, is little different from the binding label solution, the only difference being that the label is defined by a new channel of communication, i.e. by way of synchrony. In information theoretic terms, this is no different than saying that connected neurons posses two separate channels of communication, one to transmit feature detection, and the other to transmit binding information. The fact that one of these channels uses a synchrony code instead of a rate code sheds no light on the essence of the binding problem. Furthermore, as Shadlen & Movshon (1999) observe, the temporal binding hypothesis is not a theory about how binding is computed, but only how binding is signaled, a solution that leaves the most difficult aspect of the problem unresolved.
I propose that the only meaningful solution to the binding problem must involve a real binding, as implied by the metaphorical name. A glue that is supposed to bind two objects together would be most unsatisfactory if it merely labeled the objects as bound. The significant function of glue is to ensure that a force applied to one of the bound objects will automatically act on the other one also, to ensure that the bound objects move together through the world even when one, or both of them are being acted on by forces. In the context of visual perception, this suggests that the perceptual information represented in cortical maps must be coupled to each other with bi-directional functional connections in such a way that perceptual relations detected in one map due to one visual modality will have an immediate effect on the other maps that encode other visual modalities. The one-directional axonal transmission inherent in the concept of the neuron doctrine appears inconsistent with the immediate bi-directional relation required for perceptual binding. Even the feedback pathways between cortical areas are problematic for this function due to the time delay inherent in the concept of spike train integration across the chemical synapse, which would seem to limit the reciprocal coupling between cortical areas to those within a small number of synaptic connections. The time delays across the chemical synapse would seem to preclude the kind of integration apparent in the binding of perception and consciousness across all sensory modalities, which suggests that the entire cortex is functionally coupled to act as a single integrated unit.
— Section 5 of “Harmonic Resonance Theory: An Alternative to the ‘Neuron Doctrine’ Paradigm of Neurocomputation to Address Gestalt properties of perception” by Steven Lehar

LSD and Quantum Measurements: Can you see Schrödinger’s cat both dead and alive on acid?

[Content Warnings: Psychedelic Depersonalization, Fear of the Multiverse, Personal Identity Doubts, Discussion about Quantum Consciousness, DMT entities, Science]

The brain is wider than the sky,
For, put them side by side,
The one the other will include
With ease, and you beside.

– Emily Dickinson

Is it for real?

A sizable percentage of people who try a high dose of DMT end up convinced that the spaces they visit during the trip exist in some objective sense; they either suspect, intuit or conclude that their psychonautic experience reflects something more than simply the contents of their minds. Most scientists would argue that those experiences are just the result of exotic brain states; the worlds one travels to are bizarre (often useless) simulations made by our brain in a chaotic state. This latter explanation space forgoes alternate realities for the sake of simplicity, whereas the former envisions psychedelics as a multiverse portal technology of some sort.

Some exotic states, such as DMT breakthrough experiences, do typically create feelings of glimpsing foundational information about the depth and structure of the universe. Entity contact is frequent, and these seemingly autonomous DMT entities are often reported to have the ability to communicate with you. Achieving a verifiable contact with entities from another dimension would revolutionize our conception of the universe. Nothing would be quite as revolutionary, really. But how to do so? One could test the external reality of these entities by asking them to provide information that cannot be obtained unless they themselves held an objective existence. In this spirit, some have proposed to ask these entities complex mathematical questions that would be impossible for a human to solve within the time provided by the trip. This particular test is really cool, but it has the flaw that DMT experiences may themselves trigger computationally-useful synesthesia of the sort that Daniel Tammet experiences. Thus even if DMT entities appeared to solve extraordinary mathematical problems, it would still stand to reason that it is oneself who did it and that one is merely projecting the results into the entities. The mathematical ability would be the result of being lucky in the kind of synesthesia DMT triggered in you.

A common overarching description of the effects of psychedelics is that they “raise the frequency of one’s consciousness.” Now, this is a description we should take seriously whether or not we believe that psychedelics are inter-dimensional portals. After all, promising models of psychedelic action involve fast-paced control interruption, where each psychedelic would have its characteristic control interrupt frequency. And within a quantum paradigm, Stuart Hameroff has argued that psychedelic compounds work by bringing up the quantum resonance frequency of the water inside our neurons’ microtubules (perhaps going from megahertz to gigahertz), which he claims increases the non-locality of our consciousness.

In the context of psychedelics as inter-dimensional portals, this increase in the main frequency of one’s consciousness may be the key that allows us to interact with other realities. Users describe a sort of tuning of one’s consciousness, as if the interface between one’s self and the universe underwent some sudden re-adjustment in an upward direction. In the same vein, psychedelicists (e.g. Rick Strassman) frequently describe the brain as a two-way radio, and then go on to claim that psychedelics expand the range of channels we can be attuned to.

One could postulate that the interface between oneself and the universe that psychonauts describe has a real existence of its own. It would provide the bridge between us as (quantum) monads and the universe around us; and the particular structure of this interface would determine the selection pressures responsible for the part of the multiverse that we interact with. By modifying the spectral properties of this interface (e.g. by drastically raising the main frequency of its vibration) with, e.g. DMT, one effectively “relocates” (cf. alien travel) to other areas of reality. Assuming this interface exists and that it works by tuning into particular realities, what sorts of questions can we ask about its properties? What experiments could we conduct to verify its existence? And what applications might it have?

The Psychedelic State of Input Superposition

Once in a while I learn about a psychedelic effect that captures my attention precisely because it points to simple experiments that could distinguish between the two rough explanation spaces discussed above (i.e. “it’s all in your head” vs. “real inter-dimensional travel”). This article will discuss a very odd phenomenon whose interpretations do indeed have different empirical predictions. We are talking about the experience of sensing what appears to be a superposition of inputs from multiple adjacent realities. We will call this effect the Psychedelic State of Input Superposition (PSIS for short).

There is no known way to induce PSIS on purpose. Unlike the reliable DMT hyper-dimensional journeys to distant dimensions, PSIS is a rare closer-to-home effect and it manifests only on high doses of LSD (and maybe other psychedelics). Rather than feeling like one is tuning into another dimension in the higher frequency spectrum, it feels as if one just accidentally altered (perhaps even broke) the interface between the self and the universe in a way that multiplies the number of realities you are interacting with. After the event, the interface seems to tune into multiple similar universes at once; one sees multiple possibilities unfold simultaneously. After a while, one somehow “collapses” into only one of these realities, and while coming down, one is thankful to have settled somewhere specific rather than remaining in that weird in-between. Let’s take a look at a couple of trip reports that feature this effect:

[Trip report of taking a high dose of LSD on an airplane]: So I had what you call “sonder”, a moment of clarity where I realized that I wasn’t the center of the universe, that everyone is just as important as me, everyone has loved ones, stories of lost love etc, they’re the main character in their own movies.


That’s when shit went quantum. All these stories begun sinking in to me. It was as if I was beginning to experience their stories simultaneously. And not just their stories, I began seeing the story of everyone I had ever met in my entire life flash before my eyes. And in this quantum experience, there was a voice that said something about Karma. The voice told me that the plane will crash and that I will be reborn again until the quota of my Karma is at -+0. So, for every ill deed I have done, I would have an ill deed committed to me. For every cheap T-shirt I purchased in my previous life, I would live the life of the poor Asian sweatshop worker sewing that T-shirt. For every hooker I fucked, I would live the life of a fucked hooker.


And it was as if thousands of versions of me was experiencing this moment. It is hard to explain, but in every situation where something could happen, both things happened and I experienced both timelines simultaneously. As I opened my eyes, I noticed how smoke was coming out of the top cabins in the plane. Luggage was falling out. I experienced the airplane crashing a thousand times, and I died and accepted death a thousand times, apologizing to the Karma God for my sins. There was a flash of the brightest white light imagineable and the thousand realities in which I died began fading off. Remaining was only one reality in which the crash didn’t happen. Where I was still sitting in the plane. I could still see the smoke coming out of the plane and as a air stewardess came walking by I asked her if everything was alright. She said “Yes, is everything alright with YOU?”.


— Reddit user I_DID_LSD_ON_A_PLANE, in r/BitcoinMarkets (why there? who knows).

Further down on the same thread, written by someone else:

[A couple hours after taking two strong hits of LSD]: Fast-forward to when I’m peaking hours later and I find myself removed from the timeline I’m in and am watching alternate timelines branch off every time someone does something specific. I see all of these parallel universes being created in real time, people’s actions or interactions marking a split where both realities exist. Dozens of timelines, at least, all happening at once. It was fucking wild to witness.


Then I realize that I don’t remember which timeline I originally came out of and I start to worry a bit. I start focusing, trying to remember where I stepped out of my particular universe, but I couldn’t figure it out. So, with the knowledge that I was probably wrong, I just picked one to go back into and stuck with it. It’s not like I would know what changed anyway, and I wasn’t going to just hang out here in the whatever-this-place-is outside of all of them.


Today I still sometimes feel like I left a life behind and jumped into a new timeline. I like it, I feel like I left a lot of baggage behind and there are a lot of regrets and insecurities I had before that trip that I don’t have anymore. It was in a different life, a different reality, so in this case the answer I found was that it’s okay to start over when you’re not happy with where you are in life.


— GatorAutomator

Let us summarize: Person X takes a lot of LSD. At some point during the trip (usually after feeling that “this trip is way too intense for me now”) X starts experiencing sensory input from what appear to be different branches of the multiverse. For example, imagine that person X can see a friend Y sitting on a couch in the corner. Suppose that Y is indecisive, and that as a result he makes different choices in different branches of the multiverse. If Y is deciding whether to stand up or not, X will suddenly see a shadowy figure of Y standing up while another shadowy figure of Y remains sitting. Let’s call them Y-sitting and Y-standing. If Y-standing then turns indecisive about whether to drink some water or go to the bathroom, X may see one shadowy figure of Y-standing getting water and a shadowy figure of Y-standing walking towards the bathroom, all the while Y-sitting is still on the couch. And so it goes. The number of times per second that Y splits and the duration of the perceived superposition of these splits may be a function of X’s state of consciousness, the substance and dose consumed, and the degree of indecision present in Y’s mind.

The two quotes provided are examples of this effect, and one can find a number of additional reports online with stark similarities. There are two issues at hand here. First, what is going on? And second, can we test it? We will discuss three hypotheses to explain what goes on during PSIS, propose an experiment to test the third one (the Quantum Hypothesis), and provide the results of such an experiment.

Hard-nosed scientists may want to skip to the “Experiment” section, since the following contains a fair amount of speculation (you have been warned).

Three Hypothesis for PSIS: Cognitive, Spiritual, Quantum

In order to arrive at an accurate model of the world, one needs to take into account both the prior probability of the hypothesis and the likelihoods that they predict that one would obtain the available evidence. Even if one prior of yours is extremely strong (e.g. a strong belief in materialism), it is still rational to update one’s probability estimates of alternative hypotheses when new relevant evidence is provided. The difficulty often comes from finding experiments where the various hypotheses generate very different likelihoods for one’s observations.  As we will see, the quantum hypothesis has this characteristic: it is the only one that would actually predict a positive result for the experiment.

The Cognitive Hypothesis

The first (and perhaps least surreal) hypothesis is that PSIS is “only in one’s mind”. When person X sees person Y both standing up and staying put, what may be happening is that X is receiving photons only from Y-standing and that Y-sitting is just a hallucination that X’s inner simulation of her environment failed to erase.

Psychedelics intensify one’s experience, and this is thought to be the result of control interruption. This means that inhibition of mental content by cortical feedback is attenuated. In the psychedelic state, sensory impressions, automatic reactions, feelings, thoughts and all other mental contents are more intense and longer-lived. This includes the predictions that you make about how your environment will evolve. Not only is one’s sensory input perceived as more intense, one’s imagined hypotheticals are also perceived more intensely.

Under normal circumstances, cortical inhibition makes our failed predictions quickly disappear. Psychedelic states of consciousness may be poor at inhibiting these predictions. In this account, X may be experiencing her brain’s past predictions of what Y could have done overlaid on top of the current input that she is receiving from her physical environment. In a sense, she may be experiencing all of the possible “next steps” that she simply intuited. While these simulations typically remain below the threshold of awareness (or just above it), on a psychedelic state they may reinforce themselves in unpredictable ways. X’s mind never traveled anywhere and there is nothing really weird going on. X is just experiencing the aftermath of a specific failure of information processing concerning the inhibition of past predictions.

Alternatively, very intense emotions such as those experienced on intense ego-killing psychedelic experiences may distort one’s perception so much that one begins to suspect that one is perhaps dead or in another dimension. We can posit that the belief that one is not properly connected to one’s brain (or that one is dying) can trigger even stronger emotions and unleash a cascade of further distortions. This positive feedback loop may create episodes of intense confusion and overlapping pieces of information, which later might be interpreted as “seeing splitting universes”.

The Spiritual Hypothesis

Many spiritual traditions postulate the existence of alternate dimensions, additional layers of reality, and hidden spirit pathways that connect all of reality. These traditions often provide rough maps of these realities and may claim that some people are able to travel to such far-out regions with mental training and consciousness technologies. For illustration, let’s consider Buddhist cosmology, which describes 31 planes of existence. Interestingly, one of the core ideas of this cosmology is that the major characteristic that distinguishes the planes of existence is the states of consciousness typical of their inhabitants. These states of consciousness are correlated with moral conditions such as the ethical quality of their past deeds (karma), their relationship with desire (e.g. whether it is compulsive, sustainable or indifferent) and their existential beliefs. In turn, a feature of this cosmology is that it allows inter-dimensional travel by changing one’s state of consciousness. The part of the universe one interacts with is a function of one’s karma, affinities and beliefs. So by changing these variables with meditation (or psychedelic medicine) one can also change which world we exist in.

An example of a very interesting location worth trying to travel to is the mythical city of Shambhala, the location of the Kalachakra Tantra. This city has allegedly turned into a pure land thanks to the fact that its king converted to Buddhism after meeting the Buddha. Pure lands are abodes populated by enlightened and quasi-enlightened beings whose purpose is to provide an optimal teaching environment for Buddhism. One can go to Shambhala by either reincarnating there (with good karma and the help of some pointers and directions at the time of death) or by traveling there directly during meditation. In order to do the latter, one needs to kindle one’s subtle energies so that they converge on one’s heart, while one is embracing the Bodhisattva ethic (focusing on reducing others’ suffering as a moral imperative). Shambhala may not be in a physical location accessible to humans. Rather, Buddhist accounts would seem to depict it as a collective reality built by people which manifests on another plane of existence (specifically somewhere between the 23rd and 27th layer). In order to create a place like that one needs to bring together many individuals in a state of consciousness that exhibits bliss, enlightenment and benevolence. A pure land has no reality of its own; its existence is the result of the states of consciousness of its inhabitants. Thus, the very reason why Shambhala can even exist as a place somewhere outside of us is because it is already a potential place that exists within us.

Similar accounts of a wider cosmological reality can be found elsewhere (such as Hinduism, Zoroastrianism, Theosophy, etc.). These accounts may be consistent with the sort of experiences having to do with astral travel and entity contact that people have while on DMT and other psychedelics in high doses. However, it seems a lot harder to explain PSIS with an ontology of this sort. While reality is indeed portrayed as immensely vaster than what science has shown so far, we do not really encounter claims of parallel realities that are identical to ours except that your friend decided to go to the bathroom rather than drink some water just now. In other words, while many spiritual ontologies are capable of accommodating DMT hyper-dimensional travel, I am not aware of any spiritual worldview that also claims that whenever two things can happen, they both do in alternate realities (or, more specifically, that this leads to reality splitting).

The only spiritual-sounding interpretation of PSIS I can think of is the idea that these experiences are the result of high-level entities such as guardians, angels or trickster djinns who used your LSD state to teach you a lesson in an unconventional way. The first quote (the one written by Reddit user I_DID_LSD_ON_A_PLANE) seems to point in this direction, where the so-called Karma God is apparently inducing a PSIS experience and using it to illustrate the idea that we are all one (i.e. Open Individualism). Furthermore, the experience viscerally portrays the way that this knowledge should impact our feelings of self-importance (by creating a profound feeling of sonder). This way, the tripper may develop a lasting need to work towards peace, wisdom and enlightenment for the benefit of all sentient beings.

Life as a learning experience is a common trope among spiritual worldviews. It is likely that the spiritual interpretations that emerge in a state of psychedelic depersonalization and derealization will depend on one’s pre-existing ideas of what is possible. The atonement of one’s sins, becoming aware of one’s karma, feeling our past lives, realizing emptiness, hearing a dire mystical warning, etc. are all ideas that already exist in human culture. In an attempt to make sense- any sense- of the kind of qualia experienced in high doses of psychedelics, our minds may be forced to instantiate grandiose delusions drawn from one’s reservoir of far-out ideas.

On a super intense psychedelic experience in which one’s self-models fail dramatically and one experiences fear of ego dissolution, interpreting what is happening as the result of the Karma God judging you and then giving you another chance at life can viscerally seem to make a lot of sense at the time.

The Quantum Hypothesis

For the sake of transparency I must say that we currently do not have a derivation of PSIS from first principles. In other words, we have not yet found a way to use the postulates of quantum mechanics to account for PSIS (that is, assuming that the cognitive and spiritual hypothesis are not the case). That said, there are indeed some things to be said here: While a theory is missing, we can at least talk about what a quantum mechanical account of PSIS would have to look like. I.e. we can at least make sense of some of the features that the theory would need to have to predict that people on LSD would be able to see the superposition of macroscopic branches of the multiverse.

Why would being on acid allow you to receive input from macroscopic environments that have already decohered? How could taking LSD possibly prevent the so-called collapse of the wavefunction? You might think: “well, why even think about it? It’s simply impossible because the collapse of the wavefunction is an axiom of quantum mechanics and we know it is true because some of the predictions made by quantum mechanics (such as QED) are in agreement with experimental data up to the 12th decimal point.” Before jumping to this conclusion, though, let us remember that there are several formulations of quantum mechanics. Both the Born rule (which determines the probability of seeing different outcomes from a given quantum measurement) and the collapse of the wavefunction (i.e. that any quantum state other than the one that was measured disappears) are indeed axiomatic for some formulations. But other formulations actually derive these features and don’t consider them fundamental. Here is Sean Carroll explaining the usual postulates that are used to teach quantum mechanics to undergraduate audiences:

The status of the Born Rule depends greatly on one’s preferred formulation of quantum mechanics. When we teach quantum mechanics to undergraduate physics majors, we generally give them a list of postulates that goes something like this:

  1. Quantum states are represented by wave functions, which are vectors in a mathematical space called Hilbert space.
  2. Wave functions evolve in time according to the Schrödinger equation.
  3. The act of measuring a quantum system returns a number, known as the eigenvalue of the quantity being measured.
  4. The probability of getting any particular eigenvalue is equal to the square of the amplitude for that eigenvalue.
  5. After the measurement is performed, the wave function “collapses” to a new state in which the wave function is localized precisely on the observed eigenvalue (as opposed to being in a superposition of many different possibilities).

In contrast, here is what you need to specify for the Everett (Multiple Worlds) formulation of quantum mechanics:

  1. Quantum states are represented by wave functions, which are vectors in a mathematical space called Hilbert space.
  2. Wave functions evolve in time according to the Schrödinger equation.

And that’s it. As you can see this formulation does not employ any collapse of the wavefunction, and neither does it consider the Born rule as a fundamental law. Instead, the wavefunction is thought to merely seem to collapse upon measurement (which is achieved by nearly diagonalizing its components along the basis of the measurement; strictly speaking, neighboring branches never truly stop interacting, but the relevance of their interaction approaches zero very quickly). Here the Born rule is derived from first principles rather than conceived as an axiom. How exactly one can derive the Born rule is a matter of controversy, however. Currently, two very promising theoretical approaches to do so are Quantum Darwinism and the so-called Epistemic Separability Principle (ESP for short, a technical physics term not to be confused with Extra Sensory Perception). Although these approaches to deriving the Born rule are considered serious contenders for a final explanation (and they are not mutually exclusive), they have been criticized for being somewhat circular. The physics community is far from having a consensus on whether these approaches truly succeed.

Is there any alternative to either axiomatizing or deriving the apparent collapse and the Born rule? Yes, there is an alternative: we can think of them as regularities contingent upon certain conditions that are always (or almost always) met in our sphere of experience, but that are not a universal fact about quantum mechanics. Macroscopic decoherence and Born rule probability assignments work very well in our everyday lives, but they may not hold universally. In particular -and this is a natural idea to have under any view that links consciousness and quantum mechanics- one could postulate that one’s state of consciousness influences the mind-body interaction in such a way that information from one’s quantum environment seeps into one’s mind in a different way.

Don’t get me wrong; I am aware that the Born rule has been experimentally verified with extreme precision. I only ask that you bear in mind that many scientific breakthroughs share a simple form: they question the constancy of certain physical properties. For example, Einstein’s theory of special relativity worked out the implications of the fact that the speed of light is observer-independent. In turn this makes the passage of time of external systems observer-dependent. Scientists had a hard time believing Einstein when he arrived at the conclusion that accelerating our frame of reference to extremely high velocities could dilate time. What was thought to be a constant (the passage of time throughout the universe) turned out to be an artifact of the fact that we rarely travel fast enough to notice any deviation from Newton’s laws of motion. In other words, our previous understanding was flawed because it assumed that certain observations did not break down in extreme conditions. Likewise, maybe we have been accidentally ignoring a whole set of physically relevant extreme conditions: altered states of consciousness. The apparent wavefunction collapse and the Born rule may be perfectly constant in our everyday frame of reference, and yet variable across the state-space of possible conscious experiences. If this were the case, we’d finally understand why it seems so hard to derive the Born rule from first principles: it’s impossible.

Succinctly, the Quantum Hypothesis is that psychedelic experiences modify the way one’s mind interacts with its quantum environment in such a way that the world does not appear to decohere any longer from one’s point of view. Our ignorance about the non-universality of the apparent collapse of the wavefunction is just a side effect of the fact that physicists do not usually perform experiments during intense life-changing entheogenic mind journeys. But for science, today we will.

Deriving PSIS with Quantum Mechanics

Here we present a rough (incomplete) sketch of what a possible derivation of PSIS from quantum mechanics might look like. To do so we need three background assumptions: First, conscious experiences must be macroscopic quantum coherent objects (i.e. ontologically unitary subsets of the universal wavefunction, akin to super-fluid helium or Bose–Einstein condensates, except at room temperature). Second, people’s decision-making process must somehow amplify low-level quantum randomness into macroscopic history bifurcations. And third, the properties of our quantum environment* are in part the result of the quantum state of our mind, which psychedelics can help modify. This third assumption brings into play the idea that if our mind is more coherent (e.g. is in a super-symmetrical state) it will select for wavefunctions in its environment that themselves are more coherent. In turn, the apparent lifespan of superpositions may be elongated long enough so that the quantum environment of one’s mind receives records from both Y-sitting and Y-standing as they are overlapping. Now, how credible are these three assumptions?

That events of experience are macroscopic quantum coherent objects is an explanation space usually perceived as pseudo-scientific, though a sizable number of extremely bright scientists and philosophers do entertain the idea very seriously. Contrary to popular belief, there are legitimate reasons to connect quantum computing and consciousness. The reasons for making this connection include the possibility of explaining the causal efficacy of consciousness, finding an answer to the palette problem with quantum fields and solving the phenomenal binding problem with quantum coherence and panpsychism.

The second assumption claims that people around you work as quantum Random Number Generators. That human decision-making amplifies low-level quantum randomness is thought to be likely by at least some scientists, though the time-scale on which this happens is still up for debate. The brain’s decision-making is chaotic, and over the span of seconds it may amplify quantum fluctuations into macroscopic differences. Thus, people around you making decisions may result in splitting universes (e.g. “[I] am watching alternate timelines branch off every time someone does something specific.” – GatorAutomator’s quote above). Presumably, this assumption would also imply that during PSIS not only people but also physics experiments would lead to apparent macroscopic superposition.

With regards to the third assumption: widespread microscopic decoherence is not, apparently, a necessary consequence of the postulates of quantum mechanics. Rather, it is a very specific outcome of (a) our universe’s Hamiltonian and (b) the starting conditions of our universe, i.e. Pre-Inflation/Eternal Inflation/Big Bang. (A Ney & D Albert, 2013). In principle, psychedelics may influence the part of the Hamiltonian that matters for the evolution of our mind’s wavefunction and its local interactions. In turn, this may modify the decoherence patterns of our consciousness with its local environment and- perhaps- ultimately the surrounding macroscopic world. Of course we do not know if this is possible, and I would have to agree that it is extremely far-fetched.

The overall picture that would emerge from these three assumptions would take the following form: both the mental content and raw phenomenal character of our states of consciousness are the result of the quantum micro-structure of our brains. By modifying this micro-structure, one is not only altering the selection pressures that give rise to fully formed experiences (i.e. quantum darwinism applied to the compositionality of quantum fields) but also altering the selection pressures that determine which parts of the universal wave-function we are entangled with (i.e. quantum darwinism applied to the interactions between coherent objects). Thus psychedelics may not only influence how our experience is shaped within, but also how it interacts with the quantum environment that surrounds it. Some mild psychedelic states (e.g. MDMA) may influence mostly the inner degrees of freedom of one’s mind, while other more intense states (e.g. DMT) may be the result of severe changes to the entanglement selection pressures and thus result in the apparent disconnection between one’s mind and one’s local environment. Here PSIS would be the result of decreasing the rate at which our mind decoheres (possibly by increasing the degree to which our mind is in a state of quantum confinement). In turn, by boosting one’s own inner degree of quantum superposition one may also broaden the degree of superposition acceptable at the interface with one’s quantum environment. One could now readily take in packets of information that have a wider degree of superposition. In the right circumstances, this may result in one’s mind experiencing information seemingly coming from alternate branches of the multiverse. In other words, the trick to PSIS both in the Quantum and the Spiritual Hypothesis is the same (though for different reasons): travel to other dimensions by being the change that you wish to see in the world. You need to increase your own degree of quantum coherence so that you become able of interacting with a more coherent quantum environment.

If this were the case it would call for a conceptual revolution. We would stop thinking of “our universe” as the “place we inhabit” and instead think of it as “the quantum environment our consciousness can interface with”. Perhaps life as we know it exists in a quantum niche that can give rise to embodied biological beings, but the universal wavefunction also contains alien state-spaces in which the patterns of entanglement work in different ways and lead to different evolutionary histories. Our minds evolved to interact with the particular environment that leads to the sustenance of our everyday macroscopic world. Our consciousness is shaped to fit in here, and it has a symbiotic relationship with the body that hosts it.

Now, how do we go about testing the quantum hypothesis? Following previous work on psychophysics for psychedelic research, the main idea will be to show that people on psychedelics can achieve something that sober individuals can’t. In this case, the task is designed to be impossible if one is only receiving input from one world (as predicted by the cognitive hypothesis). Only if PSIS is the result of simultaneously experiencing input from the several nearby branches that correspond to different outcomes of quantum events can the task be successfully performed.

The Experiment


The task in question involves three white little squares on a black background. At each time step (~16 milliseconds) the squares move one pixel down, and some number of pixels horizontally. While the downward movement is constant, the change in the horizontal direction is chosen randomly. The horizontal movement of one of the squares is being randomized on the fly with a Quantum Random Number Generator (qRNG**). We call this the quantum square. The horizontal movement of the other two squares follows a path that was determined at the beginning of each trial by a Classical Random Number Generator (cRNG***). We will refer to these two squares as the classical squares. The task for the participant is to identify which of the squares is the “odd one out” (i.e. the quantum square). Here is an infographic that explains the experimental setup:


In order to make the horizontal movement seem very chaotic and, at times even dramatic, it is randomized by choosing a horizontal change of either -4, -1, 1 or 4 pixels. By using a jump of 4 pixels (rather than e.g. 2) the squares sometimes seem to advance very quickly in one direction. The rationale for doing this was to make the predicted effect (assuming the Quantum Hypothesis) more noticeable – we want low probability paths that are extremely different than the typical path and in turn make it easy to distinguish between single paths and the superposition of many of the possible paths at once.

Critically, the starting position of the quantum square (whether left, center or right) for each of the trials during an experiment is obtained with a cRNG at the very beginning of the experiment. Why not use a qRNG? If we randomized the position of the quantum square using a qRNG we might be sabotaging ourselves: participants might see a superposition of classical and quantum squares on each of the three positions and thus not see any square behave differently than the other two. Thus, for the experiment to work (under the assumption that PSIS is explained by the Quantum Hypothesis) the only aspect that should be randomized using a qRNG is the horizontal displacement of the quantum square.

Since the numbers coming from the qRNG need to be requested over the internet, it is also crucial that we try to obtain fresh quantum random numbers as frequently as possible without messing up the flow of the experiment. Thus, a request for new quantum random numbers is made as often as possible (usually every 1 to 2 seconds). Since internet connections, server response time and network reliability varies from moment to moment, it is inevitable that once in a while we will have to stop the downward movement of all three squares as we wait for the next batch of random numbers. In principle this should have no negative effect at all in the ability to choose the odd-one-out. This problem merely interrupts the flow of the experiment, but it should not invalidate the results. We kept track of the number of trials that were interrupted for this reason (which you will find recorded in the “Network” column of the table of results down below).

Participants were instructed to:

  1. Clone the Github code for the experiment, and to open it up in a Chrome browser.
  2. Make sure that they have a reliable high-speed internet connection.
  3. Record the pertinent facts (time of experiment, substance, dose and time of intake).
  4. Use a sensorially-minimized room for the experiment (such as a closed bathroom), turn off the lights, ask anyone who is in the house to be quiet and mind their own business, and wear earplugs.
  5. Meditate for a couple of minutes before conducting the experiment and to try to induce PSIS voluntarily.
  6. Choose the odd-one-out (i.e. the quantum square) on each trial, for a total of at least 30 trials.

Under this setup, what should the participants expect to see if the Quantum Hypothesis is correct?

Predicted Psychedelic Perception

The pictures above illustrate how the experiment looks like to three different observers. On the left we see what a sober participant would see at a given time during a trial. The squares are moving downwards but since we are taking a snapshot in time they seem to be static. The image on the center shows what we would expect out of a generic psychedelic experience. In brief, the typical control interrupt action of psychedelics (i.e. tracers) effectively allows you to see more clearly the path that the squares have traced over time, but it would not allow you to notice any difference between the classic and quantum squares. The image on the right shows what we would expect to see if the Quantum Hypothesis is correct and PSIS is actually about perceiving nearby branches of the Everett multiverse. Notice how the center square is visibly different than the other two: it consists of the superposition of many alternative paths the square took in slightly different branches.

Implications of a Positive Result: Quantum Mind, Everett Rescue Missions and Psychedelic Cryptography

It is worth noting that if one can indeed reliably distinguish between the quantum and the classical squares, then this would have far-reaching implications. It would indeed confirm that our minds are macroscopic quantum coherent objects and that psychedelics influence their pattern of interactions with their surrounding quantum environment. It would also provide strong evidence in favor of the Everett interpretation of quantum mechanics (in which all possibilities are realized). More so, we would not only have a new perspective on the fundamental nature of the universe and the mind, but the discovery would just as well suggest some concrete applications. Looking far ahead, a positive outcome is that this knowledge would encourage research on the possible ways to achieve inter-dimensional travel, and in turn instantiate pan-Everettian rescue missions to reduce suffering elsewhere in the multiverse. The despair of confirming that the quantum multiverse is real might be evened out by the hope of finally being able to help sentient beings trapped in Darwinian environments in other branches of the universal wavefunction. Looking much closer to home, a positive result would lead to a breakthrough in psychedelic cryptography (PsyCrypto for short), where spies high on LSD would obtain the ability to read information that is secretly encoded in public light displays. More so, this particular kind of PsyCrypto would be impervious to discovery after the fact. Even if given an arbitrary amount of time and resources to analyze a video recording of the event, it would not be possible to determine which of the squares was being guided by quantum randomness. Unlike other PsyCrypto techniques, this one cannot be decoded by applying psychedelic replication software to video recordings of the transmission.


Three persons participated in the experiments: S (self), A, and B. [A and B are anonymous volunteers; for more information read the legal disclaimer at the end of this article]. Participant S (me) tried the experiment both sober and after drinking 2 beers. Participant A tried the experiment sober, on LSD, 2C-B and a combination of the two. And participant B tried the experiment both sober and on DMT. The total number of trials recorded for each of the conditions is: 90 for the sober state, 275 for 2C-B, 60 for DMT, 120 for LSD and 130 for the LSD/2C-B combo. The overall summary of the results is: chance level performance outcomes for all conditions. You can find the breakdown of results for all experiments in the table shown below, and you can download the raw csv file from the Github repository.

Columns from left to right: Date, State (of consciousness), Dose(s), T (time), #Trials (number of trials), Correct (number of trials in which the participant made the correct choice), Percent correct (100*Correct/Trials), Participants (S=Self, A/B=anonymous volunteers), Requests / Second (server requests per second), Network (this tracks the number of times that a trial was temporarily paused while the browser was waiting for the next batch of quantum random numbers), Notes (by default the squares left a dim trail behind them and this was removed in two trials; by default the squares were 10×10 pixels in size, but a smaller size was used in some trials).

I thought about visualizing the results in a cool graph at first, but after I received them I realized that it would be pointless. Not a single experiment reached a statistically significant deviation from chance level; who is interested in seeing a bunch of bars representing chance-level outcomes? Null results are always boring to visualize.****

In addition to the overall performance in the task, I also wanted to hear the following qualitative assessment from the participants: did they notice any difference between the three squares? Was there any feeling that one of them was behaving differently than the other two? This is what they responded when I asked them: “I could never see any difference between the squares, so it felt like I was making random choices” (from A) and “DMT made the screen look like a hyper-dimensional tunnel and I felt like strange entities were watching over me as I was doing the experiment, and even though the color of the squares would fluctuate randomly, I never noticed a single square behaving differently than the other two. All three seemed unique. I did feel that the squares were being controlled by some entity, as if with an agency of their own, but I figured that was made up by my mind.” When I asked them if they noticed anything similar to the image labeled Psychedelic view as predicted by the Quantum Hypothesis (as shown above) they both said “no”.


It is noteworthy that neither participant reported an experience of PSIS during the experiments. Even without an explicit and noticeable input superposition, PSIS may turn out to be a continuum rather than a discrete either-or phenomenon. If so, we might still expect to see some deviations from chance. This may be analogous to how in blindsight people report not being able to see anything and yet perform better than chance in visual recognition tasks. That said, the effect size of blindsight and other psychological effects in which information is processed unbeknownst to the participant tend to be very small. Thus, in order to confirm that quantum PSIS is happening below the threshold of awareness we may require a much larger number of samples (though still a lot smaller than what we would need if we were aiming to use the experiment to conduct Psi research with or without psychedelics, again, due to the extremely small effect sizes).

Why did the experiment fail? The first possibility is that it could be that the Quantum Hypothesis is simply wrong (and possibly because it requires false assumptions to work). Second, perhaps we were simply unlucky that PSIS was not triggered during the experiments; perhaps the set, setting, and dosages used simply failed to produce the desired effect (even if the state does indeed exist out there). And third, the experiment itself may be wrong: the second-long delays between the server requests and the qRNG may be too large to produce the effect. In the current implementation (and taking into account network delays), the average delay between the moment the quantum measurement was conducted and the moment it appeared on the computer screen as horizontal movement was .9 seconds (usually in the range of .4 to 1.4 seconds, given an average of 1/2 second lag due to the number buffering and 400 milliseconds in network time). This problem would be easily sidestepped if we used an on-site qRNG obtained from hardware directly connected to the computer (as is common in psi research). To minimize the delay even further, the outcomes of the quantum measurements could be delivered directly to your brain via neuroimplants.


If psychedelic experiences do make you interact with other realities, I would like to know about it with a high degree of certainty. The present study was admittedly a very long shot. But to my judgement, it was totally worth it. As Bayesians, we reasoned that since the Quantum Hypothesis can lead to a positive result for the experiment but the Cognitive Hypothesis can’t, then a positive result should make us update our probabilities of the Quantum Hypothesis a great deal. A negative result should make us update our probabilities in the opposite direction. That said, the probability should still not go to zero since the negative result could still be accounted for by the fact that participants failed to experience PSIS, and/or that the delay between the quantum measurement and the moment it influences the movement of the square in the screen is too large. Future studies should try to minimize these two possible sources of failure. First, by researching methods to reliably induce PSIS. And second, by minimizing the delay between branching and sensory input.

In the meantime, we can at least tentatively conclude that something along the lines of the Cognitive Hypothesis is the most likely case. In this light, PSIS turns out to be the result of a failure to inhibit predictions. Despite losing their status as suspected inter-dimensional portal technology, psychedelics still remain a crucial tool for qualia research. They can help us map out the state-space of possible experiences, allow us to identify the computational properties of consciousness, and maybe even allow us to reverse engineer the fundamental nature of valence.

[Legal Disclaimer]: Both participants A and B contacted me some time ago, soon after the Qualia Computing article How to Secretly Communicate with People on LSD made it to the front page of Hacker News and was linked by SlateStarCodex. They are both experienced users of psychedelics who take them about once a month. They expressed their interest in performing the psychophysics experiments I designed, and to do so while under the influence of psychedelic drugs. I do not know these individuals personally (nor do I know their real names, locations or even their genders). I have never encouraged these individuals to take psychedelic substances and I never gave them any compensation for their participation in the experiment. They told me that they take psychedelics regularly no matter what, and that my experiments would not be the primary reason for taking them. I never asked them to take any particular substance, either. They just said “I will take substance X on day Y, can I have some experiment for that?” I have no way of knowing (1) if the substances they claim they take are actually what they think they are, (2) whether the dosages are accurately measured, and (3) whether the data they provided is accurate and isn’t manipulated. That said, they did explain that they have tested their materials with chemical reagents, and are experienced enough to tell the difference between similar substances. Since there is no way to verify these claims without compromising their anonymity, please take the data with a grain of salt.

* In this case, the immediate environment would actually refer to the quantum degrees of freedom surrounding our consciousness within our brain, not the macroscopic exterior vicinity such as the chair we are sitting on or the friends we are hanging out with. In this picture, our interaction with that vicinity is actually mediated by many layers of indirection.

** The experiment used the Australian National University Quantum Random Numbers Server. By calling their API every 1 to 2 seconds we obtain truly random numbers that feed the x-displacement of the quantum square. This is an inexpensive and readily-available way to magnify decoherence events into macroscopic splitting histories in the comfort of your own home.

*** In this case, Javascript’s Math.random() function. Unfortunately the RGN algorithm varies from browser to browser. It may be worthwhile to go for a browser-independent implementation in the future to guarantee a uniform high quality source of classical randomness.

**** As calculated with a single tailed binomial test with null probability equal to 1/3. The threshold of statistical significance at the p < 0.05 level is found at 15/30 and for p < 0.001 we need at least 19/30 correct responses. The best score that any participant managed to obtain was 14/30.


Qualia Computing So Far

As of March 20, 2016…

Popular Articles

State-Space of Drug Effects. I distributed a survey throughout the Internet to gather responses about the subjective properties of drug experiences. I used factor analysis to study the relationship between various drugs. Results? There are three kinds of euphoria (fast, slow, and spiritual/philosophical). Also, it turns out that there are no substances that produce both sobriety/clarity and spiritual euphoria at the same time. Maybe next decade?

Psychedelic Perception of Visual Textures. Remember, you are always welcome in Qualia Computing when you are tripping. There are good vibes in here. Which is to say, one hopes you’ll experience the hedonic tone you want.

Ontological Qualia: The Future of Personal Identity. If you are in a hurry, just look at these diagrams. Aren’t they sweet?

The Super-Shulgin Academy: A Singularity I Can Believe In. “Exceptionally weird short story/essay/something-or-other about consciousness.” – State Star Codex. Hey, I’m not the one who introduced this “genre”.

How to Secretly Communicate with People on LSD: Low hanging fruit on psychedelic cryptography.

Psychophysics for Psychedelic Research: Textures. It’s amazing how much you can achieve when you put your whole mind to it.

Google Hedonics: Google is already trying to achieve Super-Intelligence and Super-Longevity. Why not Super-Happiness, too?

Getting closer to digital LSD provides the neurological context needed to understand the “trippiness” quality of the images produced by Google’s Inceptionist Neural Networks. It also discusses the role of attention in the way psychedelic experiences unfold over time.

Psychedelic Research

The effect of background assumptions on psychedelic research. What is the evolution of macroscopic qualia dynamics throughout a psychedelic experience as a function of the starting conditions?

Psychedelic Perception of Visual Textures 2: Going Meta presents additional patterns to look at while taking psychedelics. Some of them create very interesting effects when seen on psychedelics. This seems to be the result of locally binding features of the visual field in critical and chaotic ways that are otherwise suppressed by the visual cortex during sober states.

The psychedelic future of consciousness. What would be the result of having a total of 1.8 million consciousness researchers in the world? They would empirically study the computational and structural properties of consciousness, and learn to navigate entire new state-spaces.

It is High Time to Start Developing Psychedelic Research Tools. Pro tip: If you are still in college and want to do psychedelic research some time in the future.. don’t forget to take computer science courses.

Generalized Wada-Test may be a useful method to investigate whether there is a Total Order of consciousness. Can we reduce hedonic tone to a scalar? Semi-hemispheric drug infusion may allow us to compare unusual varieties of qualia side by side.

State-Space of Consciousness

CIELAB – The State-Space of Phenomenal Color. The three axes are: Yellow vs. Blue, Red vs. Green, and Black vs. White. This is the linear map that arises from empirically measuring Just Noticeable Differences between color hues.

Manifolds of Consciousness: The emerging geometries of iterated local binding. This is a thought experiment that is meant to help you conceive of alternative manifolds for our experiential fields.

Ethics and Suffering

Status Quo Bias. If you were born in paradise, would you agree with the proposition made by an alien that you should inject some misery into your life? Symmetrically.

An ethically disastrous cognitive dissonance… metacognition about hedonic tone is error-prone. Sometimes with terrible consequences.

Who should know about suffering? On the inability of most people-seconds (in the Empty Individualist sense) to grasp the problem of suffering.

Solutions to World Problems. Where do you put your money?

The ethical carnivore. It isn’t only humans who should eat in-vitro meat. A lot of suffering is on the line.

The Future of Love. After all, love is a deep seated human need, which means that not engineering a world where it is freely accessible is a human rights violation.

Philosophy of Mind and Physicalism

A (Very) Unexpected Argument Against General Relativity As A Complete Account Of The Cosmos, in which I make the outrageous claim that philosophy of mind could have ruled out pre-quantum physics as a complete account of the universe from the very start.

Why not Computing Qualia? Explains how Marr’s levels of analysis of information-processing systems can elucidate the place we should be looking for consciousness. It’s in the implementation level of abstraction; the bedrock of reality.

A Workable Solution to the Problem of Other Minds explores a novel approach for testing consciousness. The core idea relies on combining mind-melding with phenomenal puzzles. These puzzles are questions that can only be solved by exploring the structure of the state-space of consciousness. Mind-melding is used to guarantee that what the other is talking about actually refers to the qualia values the puzzle is about.

Phenomenal Binding is Incompatible with the Computational Theory of Mind. The fact that our consciousness is less unified than we think is a very peculiar fact. But this does not imply that there is no unity at all in consciousness. One still needs to account for this ontological unity, independently of how much of it there is.


You are not a zombie. A prolific LessWronger explains what a theory of consciousness would require. Worth mentioning: The “standard” LessWrong approach to qualia is more along the lines of: Seeing Red: Dissolving Mary’s Room and Qualia.

What’s the matter? It’s Schrödinger, Heisenberg and Dirac’s from Mind, Brain & the Quantum: The Compound ‘I’ by Michael Lockwood.

The Biointelligence Explosion, a quote on the requirements for an enriched concept of intelligence that takes into account the entire state-space of consciousness, by David Pearce.

Some Definitions. An extract from physicalism.com that contains definitions crucial to understand the relationship between qualia and computation.

Why does anything exist? A unified theory of the “why being” question may come along and synchronously with the explanation for why qualia has the properties it does. Can we collapse all mysteries into one?

On Triviality by Liam Brereton. Our impressions that some things are trivial are often socially reinforced heuristics. They save us time, but they can backfire by painting fundamental discussions as if they were trivial observations.

The fire that breathes reality into the equations of physics by Stephen Hawking in A Brief History of Time

Dualist vs. Nondual Transcendentalist. #SocialMedia

Discussion of Fanaticism. Together with sentimentalism, fanaticism drives collective behavior. Could some enlightening neural tweaking raise us all to a more harmonious Schelling point of collective cooperation? Even though our close relatives the chimpanzees and bonobos are genetically very similar, they are universes apart when it comes to social dynamics.

Suffering, not what your sober mind tells you. The sad truth about the state-dependence of one’s ability to recall the quality of episodes of low hedonic tone. Extract from “Suffering and Moral Responsibility” by Jamie Mayerfeld.

Other/Outside of known human categories

Personal Identity Joke. I wish I could be confident that you are certain, and for good reasons, that you are who you think you are.

David Pearce’s Morning Cocktail. Serious biohacking to take the edges off of qualia. This is not designed to be a short term quick gain. It’s meant to work for the duration of our lifetimes. The cocktail that suits you will probably be very different, though.

I did this as an experiment to see if sites would tag it as spam. That said, are you interested in buying stock?

God In Buddhism. Could even God be wrong about the level of power he has? It is not uncommon, after all, to encounter entities who believe themselves to be omnipotent.

The Real Tree of Life. What do we look like from outside time?

Memetics and Religion. A bad argument is still bad no matter what it is arguing for.

Basement Reality Alternatives. Warning: This is incompatible with Mereological Nihilism.

Nothing is good or bad… …but hedonic tone makes it so.

Practical Metaphysics? This explores the utilitarian implications of a very specific spiritual ontology. I like to take premises seriously and see where they lead to.

Little known fact. I know it’s true because I saw it with my own eyes.

Crossing Borders. I took an emotional intelligence class with this professor. It was very moving. Together with David Pearce, he helped me overcome my doubts about writing my thoughts and investigations. So thanks to him I finally took the plunge and created Qualia Computing 🙂

Mystical Vegetarianism. See, we are here to help other beings. We are intelligences from a different, more advanced dimension of consciousness, and we come to this planet by resonating into the brains of animals and selecting for those that allow structural requirements to implement a general qualia computer. We are here to save Darwinian life from suffering. We will turn your world into a paradise. Humans are us, disguised.

Psychedelic Perception of Visual Textures 2: Going Meta

Some time has passed since we did the pattern walk. I was happy to see some psychedelic participation on that first wave of textures. Since then I have been gathering more and more textures from all over the place, so many that the ones below are just a tiny fraction of the total. The idea of this second wave is to go meta: Now a few of the Inceptionist pictures recently unveiled by Deep Belief Networks are included, as well as several other cool psychedelic replications. The question is… how does a psychedelic replication look like through an actual psychedelic lens? Let’s find out!

You know what to do: If you were planning on taking a psychedelic (dissociative, or God forbid, delirant) hallucinogen, feel free to browse through these pictures and add comments on the salient features you experience from them. To do so click on the pictures that interest you and leave a comment below. Please provide information about the subtance(s) you took, their dosages and how long ago you took them.

What patterns do you see? What stands out? What amazes you?

Special thanks to Mark Gomer, the family of graduates at the 2015 Stanford Psychology Commencement (where I took pictures of cool dress and shirt patterns), and the very diverse and beautiful carpet store right next to Jawbone in San Francisco. Without them, the second wave would have been less diverse and novelty rich.

Enjoy! 🙂

Psychedelic Perception of Visual Textures

On March 24th 2015 Team Qualia Reverse Engineering (TQRE) went for a long walk within the Stanford campus and around Palo Alto. The purpose of this walk- the Pattern Walk -was to snap a picture of every interesting pattern (or texture) out there that got on our way. The following gallery contains 74 of these patterns. These display a wide range of texture properties: Natural/synthetic, regular/irregular, 2D/2.5D/3D, symmetric/asymmetric, structured/unstructured, etc.

Here are a few observations: 

  1. Human languages do not have the necessary vocabulary (and conceptual primitives) to talk about visual textures adequately. When two images belong to the same category (say, “plants” vs. “rock tilings”), and have roughly similar first order statistics (mean, standard deviation, kurtosis, etc. of the RGB values) there is relatively little else to say about a texture in a way that a person would understand.
  2. Our visual system can recognize extraordinarily subtle properties that distinguish textures from one another. For instance, I bet you can recognize at an immediate experiential level the differences between picture 61 and 62. But can you verbalize such difference?
  3. Mathematics, and statistics in particular, may provide helpful semantic seeds for describing patterns. Indeed, having a basic handle on a few mathematical concepts can leverage one’s ability to talk about the differences between textures. For example, compare images 43 and 44. They are perceptually very different. But how long would it take you to convey the difference to a random person? If there was a person who could only hear you, how would you signal that you are not talking about 43 but 44? If both of you know of the concept of concavity you might only need a few words! Without it, you’d be fairly lost.

Fancifully, we may someday produce a good vocabulary that can effectively allow us to talk about visual textures without having to be currently sharing the same (similar) visual experience.

In practice, we already have some vocabulary that accomplishes this, but it is very obscure and sufficiently technical that its widespread adoption is unrealistic. In particular, I encourage anyone interested in the topic to read “A Parametric Texture Model Based on Joint Statistics of Complex Wavelet Coefficients” by Javier Portilla and Eero P. Simoncelli. They analyze (and synthesize) visual textures by computing a set of highly descriptive statistical properties characteristic of the pattern in question.

As we will see in future posts, their model can be used to point out perceptible statistical features that are perceived as regularities by the human visual system. It may not be sexy to say “Hey Ma’m I really dig the Cross-scale phase statistics of the pattern in your dress.” For now, that’s what we have.

If you want to help me figure out how psychedelics affect your visual experience:

Please browse through these images by clicking on the first one and exploring the slideshow. See which images you like, which produce “odd or interesting visual effects” and which “stand out” in however way you want to define that. Feel free to comment right below any of the images (there is a comment section beneath each image when you click through them as a slideshow) to point out the peculiarities that you notice.

Critically, also include your state of consciousness in the comment. If you took LSD (or any visually-affecting substance) two hours ago (or you are still high), it would be great if you could point that out. Please explain how you think that your visuals are affecting your experience of the various patterns. Everyone loves to talk about their LSD visuals. Now you can do it all you want! And your efforts may actually enable us to understand the way psychedelics affect the algorithms of human vision 🙂

The best case scenario:

You would make comments on these images while sober, and then add comments while high on a psychedelic (doesn’t have to by psychedelic – could be dissociative, though typing might be particularly hard in that condition). Point out the main differences between the textures as perceived on each of the states of consciousness you happen to be in. If you do decide to follow the above protocol, please provide information about the specific substance(s) you consumed and how long ago you did so.

That is, do this if you were planning on taking a hallucinogen to begin with. Independently of that, baseline data is still very valuable, so do add comments about these patterns even if you are sober and plan on staying sober 🙂

In the following post I will explain how this Pattern Walk, the statistical analysis of visual textures, psychophysics and psychedelics can ultimately fit into the larger project of reverse-engineering the computational properties of consciousness.