
Increments
Vaden Masrani, a senior research scientist in machine learning, and Ben Chugg, a PhD student in statistics, get into trouble arguing about everything except machine learning and statistics. Coherence is somewhere on the horizon.
Bribes, suggestions, love-mail and hate-mail all welcome at incrementspodcast@gmail.com.
Latest episodes

Sep 18, 2023 • 1h 18min
#54 - Ask Us Anything III: Emotional Epistemology
Back again with AUA #3 - we're getting there people! Only, uhh, seven questions to go? Incremental progress baby. Plus, we see a good old Vaden and Ben fight in this one! Thank God, because things were getting a little stale with Vaden hammering on longtermism and Ben on cliodynamics. We cover:
Is hypnosis a real thing?
Types of universality contained within the genetic code
Pressures associated with turning political/philosophical ideas into personal identities
How do emotions/feelings interface with our rational/logical mind? How should they?
Vaden's (hopefully one-off) experience with Bipolar Type-1 and psychosis
Is problem solving the sole purpose of thinking? Vaden says yes (with many caveats!) and Ben says wtf no you fool. Then we argue about how to watch TV.
Questions
(Neil Hudson) Are there any theories as to the type of universality achievable via the genetic code (in BOI it is presumed to fall short of coding for all possible life forms)?
(Neil Hudson) Wd be gd to get your take on: riffing on the Sperber/Mercier social thesis v. individual, if one is scarce private space/time then the need to constantly avow one’s public identity may “swamp” the critical evaluation of arguments one hears? Goes to seeking truth v status
(Arun Kannan) What are your thoughts on inexplicit knowledge (David Deutsch jargon) and more broadly emotions/feelings in the mind ? How do these interplay with explicit ideas / thoughts ? What should we prioritize ? If we don't prioritize one over the other, how to resolve conflicts between them ? Any tips, literature, Popperian wisdom you can share on this ?
(Tom Nassis) Is the sole purpose of all forms of thinking problem-solving? Or can thinking have purposes other than solving a problem?
Quotes
Reach always has an explanation. But this time, to the best of my knowledge, the explanation is not yet known. If the reason for the jump in reach was that it was a jump to universality, what was the universality? The genetic code is presumably not universal for specifying life forms, since it relies on specific types of chemicals, such as proteins. Could it be a universal constructor? Perhaps. It does manage to build with inorganic materials sometimes, such as the calcium phosphate in bones, or the magnetite in the navigation system inside a pigeon’s brain. Biotechnologists are already using it to manufacture hydrogen and to extract uranium from seawater. It can also program organisms to perform constructions outside their bodies: birds build nests; beavers build dams. Perhaps it would it be possible to specify, in the genetic code, an organism whose life cycle includes building a nuclear-powered spaceship. Or perhaps not. I guess it has some lesser, and not yet understood, universality.
In 1994 the computer scientist and molecular biologist Leonard Adleman designed and built a computer composed of DNA together with some simple enzymes, and demonstrated that it was capable of performing some sophisticated computations. At the time, Adleman’s DNA computer was arguably the fastest computer in the world. Further, it was clear that a universal classical computer could be made in a similar way. Hence we know that, whatever that other universality of the DNA system was, the universality of computation had also been inherent in it for billions of years, without ever being used – until Adleman used it.
Beginning of Infinity, p.158 (emph added)
References
Derren brown makes people forget their stop
Bari Weiss's conversation with Freddie deBoer on psychosis, bipolar, and mental health. This conversation addresses the New York Times article which views having schizophrenia, bipolar, etc as no better or worse than not having schizophrenia, bipolar, etc. Also contains Vaden's favorite euphemism of 2022: "Nonconsensus Realities"
Sad existentialist cat
Send Vaden an email with a thought you have not designed to solve a problem at incrementspodcast.com
Socials
Follow us on Twitter at @IncrementsPod, @BennyChugg, @VadenMasrani
Come join our discord server! DM us on twitter or send us an email to get a supersecret link
Toss us some coin over hur (patreon subscription approach or the ko-fi, just give us cash you animal approach), and click dem like buttons on youtube over hur.
Support Increments

Aug 14, 2023 • 1h 34min
#53 - Ask Us Anything II: Disagreements and Decisions
Ask us anything? Ask us everything! Back at it again with AUA Part 2/N. We wax poetic and wane dramatic on a number of subjects, including:
Ben's dark and despicable hidden historicist tendencies
Expounding upon (one of our many) critiques of Bayesian Epistemology
Ben's total abandonment of all of his principles
Similarities and differences between human and computer decision making
What can the critical rationalist community learn from Effective Altruism?
Ben's new best friend Peter Turchin
How to have effective disagreements and not take gleeful petty jabs at friends and co-hosts.
Questions
(Michael) A critique of Bayesian epistemology is that it "assigns scalars to feelings" in an ungrounded way. It's not clear to me that the problem-solving approach of Deutsch and Popper avoid this, because even during the conjecture-refutation process, the person needs to at some point decide whether the current problem has been solved satisfactorily enough to move on to the next problem. How is this satisfaction determined, if not via summarizing one's internal belief as a scalar that surpasses some threshold? If not this (which is essentially assigning scalars to feelings), by what mechanism is a problem determined to be solved?
(Michael) Is the claim that "humans create new choices whereas machines are constrained to choose within the event-space defined by the human" equivalent to saying "humans can perform abstraction while machines cannot?" Not clear what "create new choices" means, given that humans are also constrained in their vocabulary (and thus their event-space of possible thoughts)
(Lulie) In what ways could the critical rationalist culture improve by looking to EA?
(Scott) What principles do the @IncrementsPod duo apply to navigating effective conversations involving deep disagreement?
(Scott) Are there any contexts where bayesianism has utility? (steelman)
(Scott) What is Vaden going to do post graduation?
Quotes
“The words or the language, as they are written or spoken,” he wrote, “do not seem to play any role in my mechanism of thought. The psychical entities which seem to serve as elements in thought are certain signs and more or less clear images which can be ‘voluntarily’ reproduced and combined...this combinatory play seems to be the essential feature in productive thought— before there is any connection with logical construction in words or other kinds of signs which can be communicated to others.” (Einstein)
Contact us
Follow us on Twitter at @IncrementsPod, @BennyChugg, @VadenMasrani
Check us out on youtube at https://www.youtube.com/channel/UC_4wZzQyoW4s4ZuE4FY9DQQ
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Send Ben an email asking him why god why over at incrementspodcast.comSupport Increments

Jul 10, 2023 • 1h 13min
#52 - Ask Us Anything I: Computation and Creativity
The conversation takes a deep dive into the complexities of creativity and its definition, especially within AI. They discuss philosophical perspectives on human understanding and computational universality, touching on intriguing parallels with Turing machines. Financial considerations of podcasting lead to a reflection on integrity and monetization. Unique insights into how self-doubt and unconscious thought play crucial roles in creativity are examined, alongside the challenges of evaluating AI-generated creativity and the nuances that differentiate it from human creativity.

May 29, 2023 • 1h 12min
#51 - Truth, Moose, and Refrigerated Eggplant: Critiquing Chapman's Meta-Rationality
Vaden comes out swinging against David Chapman's work on meta-rationality. Is Chapman pointing out a fatal flaw, or has Popper solved these problems long ago? Do moose see cups? Does Ben see cups? What the f*** is a cup?
We discuss
Chapman's concept of nebulosity
Whether this concept is covered by Popper
The relationship of nebulosity and the vagueness of language
The correspondence theory of truth
If the concept of "problem situation" saves us from Chapman's critique
Why "conjecture and criticism" isn't everything
References
The excellent Do Explain podcast. Go listen, right now!
In the cells of the eggplant, David Chapman
Chapman's website
Jake Orthwein on Do Explain, Part I
Chapman Quotes
Reasonableness is not interested in universality. It aims to get practical work done in specific situations. Precise definitions and absolute truths are rarely necessary or helpful for that. Is this thing an eggplant? Depends on what you are trying to do with it. Is there water in the refrigerator? Well, what do you want it for? What counts as baldness, fruit, red, or water depends on your purposes, and on all sorts of details of the situation. Those details are so numerous and various that they can’t all be taken into account ahead of time to make a general formal theory. Any factor might matter in some situation. On the other hand, nearly all are irrelevant in any specific situation, so determining whether the water in an eggplant counts, or if Alain is bald, is usually easy.
David Chapman, When will you go bald?
Do cow hairs that have come out of the follicle but that are stuck to the cow by friction, sweat, or blood count as part of the cow? How about ones that are on the verge of falling out, but are stuck in the follicle by only the weakest of bonds? The reasonable answer is “Dude! It doesn’t matter!”
David Chapman, Objects, objectively
We use words as tools to get things done; and to get things done, we improvise, making use of whatever materials are ready to hand. If you want to whack a piece of sheet metal to bend it, and don’t know or care what the “right” tool is (if there even is one), you might take a quick look around the garage, grab a large screwdriver at the “wrong” end, and hit the target with its hard rubber handle. A hand tool may have one or two standard uses; some less common but pretty obvious ones; and unusual, creative ones. But these are not clearly distinct categories of usage.
David Chapman, The purpose of meaning
Popper Quotes
Observation is always selective. It needs a chosen object, a definite task, an interest, a point of view, a problem. And its description presupposes a descriptive language, with property words; it presupposes similarity and classification, which in their turn presuppose interests, points of view, and problems. ‘A hungry animal’, writes Katz, ‘divides the environment into edible and inedible things. An animal in flight sees roads to escape and hiding places . . . Generally speaking, objects change . . . according to the needs of the animal.’ We may add that objects can be classified, and can become similar or dissimilar, only in this way—by being related to needs and interests. This rule applies not only to animals but also to scientists. For the animal a point of view is provided by its needs, the task of the moment, and its expectations; for the scientist by his theoretical interests, the special problem under investigation, his conjectures and anticipations, and the theories which he accepts as a kind of background: his frame of reference, his "horizon of expectations".
Conjectures and Refutations p. 61 (italics added)
I believe that there is a limited analogy between this situation and the way we ‘use our terms’ in science. The analogy can be described in this way. In a branch of mathematics in which we operate with signs defined by implicit definition, the fact that these signs have no ‘definite meaning’ does not affect our operating with them, or the precision of our theories. Why is that so? Because we do not overburden the signs. We do not attach a ‘meaning’ to them, beyond that shadow of a meaning that is warranted by our implicit definitions. (And if we attach to them an intuitive meaning, then we are careful to treat this as a private auxiliary device, which must not interfere with the theory.) In this way, we try to keep, as it were, within the ‘penumbra of vagueness’ or of ambiguity, and to avoid touching the problem of the precise limits of this penumbra or range; and it turns out that we can achieve a great deal without discussing the meaning of these signs; for nothing depends on their meaning. In a similar way, I believe, we can operate with these terms whose meaning wehave learned ‘operationally’. We use them, as it were, so that nothing depends upon their meaning, or as little as possible. Our ‘operational definitions’ have the advantage of helping us to shift the problem into a field in which nothing or little depends on words. Clear speaking is speaking in such a way that words do not matter.
OSE p. 841 (italics in original)
Frege’s opinion is different; for he writes: “A definition of a concept ... must determine unambiguously of any object whether or not it falls under the concept . . . Using a metaphor, we may say: the concept must have a sharp boundary.” But it is clear that for this kind of absolute precision to be demanded of a defined concept, it must first be demanded of the defining concepts, and ultimately of our undefined, or primitive, terms. Yet this is impossible. For either our undefined or primitive terms have a traditional meaning (which is never very precise) or they are introduced by so-called “implicit definitions”—that is, through the way they are used in the context of a theory. This last way of introducing them—if they have to be “introduced”—seems to be the best. But it makes the meaning of the concepts depend on that of the theory, and most theories can be interpreted in more than one way. As a result, implicity defined concepts, and thus all concepts which are defined explicitly with their help, become not merely “vague” but systematically ambiguous. And the various systematically ambiguous interpretations (such as the points and straight lines of projective geometry) may be completely distinct.
Unending Quest, p. 27 (italics added)
What I do suggest is that it is always undesirable to make an effort to increase precision for its own sake—especially linguistic precision—since this usually leads to loss of clarity, and to a waste of time and effort on preliminaries which often turn out to be useless, because they are bypassed by the real advance of the subject: one should never try to be more precise than the problem situation demands. ... One further result is, quite simply, the realization that the quest for precision, in words or concepts or meanings, is a wild-goose chase. There simply is no such thing as a precise concept (say, in Frege’s sense), though concepts like “price of this kettle” and “thirty pence” are usually precise enough for the problem context in which they are used.
Unending Quest, p. 22 (italics in original)
Contact us
Follow us on Twitter at @IncrementsPod, @BennyChugg, @VadenMasrani
Check us out on youtube at https://www.youtube.com/channel/UC_4wZzQyoW4s4ZuE4FY9DQQ
Come join our discord server! DM us on twitter or send us an email to get a supersecret link
How nebulous is your eggplant? Tell us at incrementspodcast@gmail.com. Support Increments

Apr 24, 2023 • 2h 1min
#50 - On the Evolutionary Origins of Storytelling, Art, and Science
Fifty godd*** episodes! 'Tis been a ride full of debate, drinks, questionable arguments, Ben becoming both a dualist and a social media addict, and Vaden stalwartly not changing his mind about a single thing.
To celebrate, we dive into a thesis which connects many strands of what we've discussed over the years: Brian Boyd's work on art and fiction. Boyd provides an evolutionary account of why we're heavily invested in both creating and consuming fictional narratives. If this was simply a fun habit without any real advantage, such a propensity would have been selected against long ago because creating fiction requires an enormous amount of time. This raises the question: What is the advantage of fiction? Why is producing it adaptive?
Brian Boyd is a distinguished professor emeritus at the University of Auckland. His most well-known for his scholarship on Vladimir Nabokov, and is currently writing a biography on Karl Popper. You can understand why Vaden got so excited about him.
Note:
We spend a lot of time giving background context for Boyd's theory - if you want to skip all that and get right to the theory itself, we've added chapter markers to take you there.
Added after publishing : Looks like chapter markers aren't working correctly on some players, discussion of theory begins at 00:40:43
We discuss
Reflections on our 50th episode!
Non-evolutionary theories of art and fiction, and why they fail
Boyd's thesis that art results from playing with pattern and information
Fiction as a kind of art which results from playing with social information
How these theories explain why art is adaptive
The link between art and creativity
How Boyd's theory improves on the two other major evolutionary theories of art
References
On the Origin of Stories
Stacks of Stories, Stories of Stacks. Essay from the book Stalking Nabokov
Steven Pinker's thesis on art
Geoffrey Miller's thesis
Quotes
We crave information. But because we have a much more open-ended curiosity than other animals, we have a special appetite for pattern. We crave the high yield of novel kinds of pattern. So we not only chase and tussle, we not only play physically, but we also play cognitively, with patterns of the kinds of information that matter most to us: sound, sight, and, in our ultrasocial species, social information. We play with the rhythm and pitch and shape of sounds in music and song; with colors and shapes in drawing and painting and mudpies or sandcastles; and with patterns of social information in pretend play and story. In the social world, we see patterns of identity (who are they?), personality (what are they like?), society (whom are they related to? whom do they team up with? how do they rank?). In the world of events, we see patterns of cause and effect. In the world of social events, we see patterns of intention, action, and outcome. (Stacks of Stories, Stories of Stacks - Boyd)
To sum up: I’ve explored the hypothesis that art—or at least many forms of art—exploit visual aesthetics for no direct adaptive reason. Making and looking at art does not, and probably never did, result in more surviving offspring. There are, to be sure, adaptive explanations why certain visual patterns give human beings aesthetic, intellectual and sexual pleasure: they are cues to understandable, safe, productive, nutritious or fertile things in the world. And since we are a toolmaking, technological species, one of the things that we can do with our ingenuity, aside from trapping animals, detoxifying plants, conspiring against our enemies and so on, is to create purified, concentrated, supernormal, artificial sources of these visual pleasures, just for the sheer enjoyment experienced by both maker and viewer. (Pinker)
In the 1950s, when Desmond Morris supplied chimpanzees in his care with paint, brushes, and paper, they threw themselves into painting provided they received no external reward. Those who were offered food would make a few perfunctory strokes and break off quickly to seek another tasty morsel. But those whose motivation remained uncorrupted by “payment” developed a fierce commitment to painting. They painted intensely, persisting, while the session lasted, until they thought a sheet finished, though they would never glance at their work later. (On the Origin of Stories, pg 94)
Our capacity to understand other minds so well, which arises especially from our cooperative disposition, allows us to understand false belief: we appreciate clearly that others may not know information relevant to the situation that we happen to know. That also means that we realize * we * may not know what we need to know, and that realization drives human curiosity. (Stacks of Stories, Stories of Stacks - Boyd)
Very young children do not readily think offline, away from the here and now. They do not easily recall their recent past, but they can easily use the present props of toys, whether homemade or manufactured, to conjure up scenarios involving agents that hook their attention. They learn to think in a sustained fashion in ways decoupled from the here and now, first by using physical props as fellow agents, then gradually by raiding the readymade stories and characters of their culture. By building on our sociality, fiction stretches our imaginations, taking us from our immediate present along tracks we can easily follow offline because they are the fresh tracks of agents. (Stacks of Stories, Stories of Stacks - Boyd)
In the 1989 TV movie The Naked Lie the unpleasant and self-centered Webster shows no sympathy for a prostitute who has been killed. When Victoria asks him, “What if it were your sister?” he sneers: “I don’t have a sister, but if I did, she wouldn’t be a hooker.” Later in the movie Victoria muses to another character: “You know that sister Webster doesn’t have? Well, she doesn’t know how lucky she is.” We easily follow Victoria’s initial counterfactual, Webster’s counterfactual refutation of her condition, and Victoria’s comically contradictory counterfactual consequence, the sister who, because she does not exist, cannot know how lucky she is not to do so if she has to suffer Webster as her brother. Stories help train us to explore possibility as well as actuality, effortlessly and even playfully, and that capacity makes all the difference. (On the Origin of Stories, pg 188)
Contact us
Follow us on Twitter at @IncrementsPod, @BennyChugg, @VadenMasrani
Check us out on youtube at https://www.youtube.com/channel/UC_4wZzQyoW4s4ZuE4FY9DQQ
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What patterns have you been playing with recently? Tell us your story over at incrementspodcast@gmail.com
Image Credit: Kinza Riza, from the Atlantic article. Support Increments

Mar 22, 2023 • 1h 25min
#49 - AGI: Could The End Be Nigh? (With Rosie Campbell)
When big bearded men wearing fedoras begin yelling at you that the end is nigh and superintelligence is about to kill us all, what should you do? Vaden says don't panic, and Ben is simply awestruck by the ability to grow a beard in the first place.
To help us think through the potential risks and rewards of ever more impressive machine learning models, we invited Rosie Campbell on the podcast. Rosie is on the safety team at OpenAI and, while she's more worried about the existential risks of AI than we are, she's just as keen on some debate over a bottle of wine.
We discuss:
Whether machine learning poses an existential threat
How concerned we should be about existing AI
Whether deep learning can get us to artificial general intelligence (AGI)
If AI safety is simply quality assurance
How can we test if an AI system is creative?
References:
Mathgen: Randomly generated math papers
Contact us
Follow us on Twitter at @IncrementsPod, @BennyChugg, @VadenMasrani
Follow Rosie at @RosieCampbell or https://www.rosiecampbell.xyz/
Check us out on youtube at https://www.youtube.com/channel/UC_4wZzQyoW4s4ZuE4FY9DQQ
Come join our discord server! DM us on twitter or send us an email to get a supersecret link
Prove you're creative by inventing the next big thing and then send it to us at incrementspodcast@gmail.comSpecial Guest: Rosie Campbell.Support Increments

Feb 24, 2023 • 1h 1min
#48 (C&R Chap. 18) - Utopia and Violence
You may, perchance, have noticed that the sweeping utopian movements of the past did not end well. And most of them involved an horrific amount of violence. Is this connection just chance, or is there something inherent to utopian thinking which leads to violent ends? We turn to Chapter 18 of Conjectures and Refutations where Popper gives us his spicy take.
We discuss
How do you "see" your early memories?
Vaden corrects the record on a few points
Rationality grounded in humility versus goal-oriented rationality
If ends can be decided rationally
How and if goal-oriented rationality leads to violence
Working to reduce concrete evils versus working to achieve abstract goods
** Link to chapter **:
https://sci-hub.ru/https://www.jstor.org/stable/20672078
Quotes
A rationalist, as I use the word, is a man who attempts to reach decisions by argument and perhaps, in certain cases, by compromise, rather than by violence. He is a man who would rather be unsuccessful in convincing another man by argument than successful in crushing him by force, by intimidation and threats, or even by persuasive propaganda.
Pg. 478
I believe that we can avoid violence only in so far as we practise this attitude of reasonableness when dealing with one another in social life; and that any other attitude is likely to produce violence—even a one-sided attempt to deal with others by gentle persuasion, and to convince them by argument and example of those insights we are proud of possessing, and of whose truth we are absolutely certain. We all remember how many religious wars were fought for a religion of love and gentleness; how many bodies were burned alive with the genuinely kind intention of saving souls from the eternal fire of hell. Only if we give up our authoritarian attitude in the realm of opinion, only if we establish the attitude of give and take, of readiness to learn from other people, can we hope to control acts of violence inspired by piety and duty.
Pg. 479
In the latter case political action will be rational only if we first determine the final ends of the political changes which we intend to bring about. It will be rational only relative to certain ideas of what a state ought to be like. Thus it appears that as a preliminary to any rational political action we must first attempt to become as clear as possible about our ultimate political ends; for example the kind of state which we should consider the best; and only afterwards can we begin to determine the means which may best help us to realize this state, or to move slowly towards it, taking it as the aim of a historical process which we may to some extent influence and steer towards the goal selected. Now it is precisely this view which I call Utopianism. Any rational and non-selfish political action, on this view, must be preceded by a determination of our ultimate ends, not merely of intermediate or partial aims which are only steps towards our ultimate end, and which therefore should be considered as means rather than as ends; therefore rational political action must be based upon a more or less clear and detailed description or blueprint of our ideal state, and also upon a plan or blueprint of the historical path that leads towards this goal.
Pg. 481-482
The Utopian method, which chooses an ideal state of society as the aim which all our political actions should serve, is likely to produce violence can be shown thus. Since we cannot determine the ultimate ends of political actions scientifically, or by purely rational methods, differences of opinion concerning what the ideal state should be like cannot always be smoothed out by the method of argument. They will at least partly have the character of religious differences. And there can hardly be tolerance between these different Utopian religions. Utopian aims are designed to serve as a basis for rational political action and discussion, and such action appears to be possible only if the aim is definitely decided upon. Thus the Utopianist must win over, or else crush, his Utopianist competitors who do not share his own Utopian aims and who do not profess his own Utopianist religion.
Pg. 483
Work for the elimination of concrete evils rather than for the realization of abstract goods. Do not aim at establishing happiness by political means. Rather aim at the elimination of concrete miseries. Or, in more practical terms: fight for the elimination of poverty by direct means—for example, by making sure that everybody has a minimum income. Or fight against epidemics and disease by erecting hospitals and schools of medicine. Fight illiteracy as you fight criminality. But do all this by direct means. Choose what you consider the most urgent evil of the society in which you live, and try patiently to convince people that we can get rid of it.
Pg. 485
But do not try to realize these aims indirectly by designing and working for a distant ideal of a society which is wholly good. However deeply you may feel indebted to its inspiring vision, do not think that you are obliged to work for its realization, or that it is your mission to open the eyes of others to its beauty. Do not allow your dreams of a beautiful world to lure you away from the claims of men who suffer here and now. Our fellow men have a claim to our help; no generation must be sacrificed for the sake of future generations, for the sake of an ideal of happiness that may never be realized. In brief, it is my thesis that human misery is the most urgent problem of a rational public policy and that happiness is not such a problem. The attainment of happiness should be left to our private endeavours.
Pg. 485
It is a fact, and not a very strange fact, that it is not so very difficult to reach agreement by discussion on what are the most intolerable evils of our society, and on what are the most urgent social reforms. Such an agreement can be reached much more easily than an agreement concerning some ideal form of social life. For the evils are with us here and now. They can be experienced, and are being experienced every day, by many people who have been and are being made miserable by poverty, unemployment, national oppression, war and disease. Those of us who do not suffer from these miseries meet every day others who can describe them to us. This is what makes the evils concrete. This is why we can get somewhere in arguing about them; why we can profit here from the attitude of reasonableness. We can learn by listening to concrete claims, by patiently trying to assess them as impartially as we can, and by considering ways of meeting them without creating worse evils
Pg. 485
I believe that it is quite true that we can judge the rationality of an action only in relation to some aims or ends. But this does not necessarily mean that the rationality of a political action can be judged only in relation to an _historical end._
Pg. 486
The appeal of Utopianism arises from the failure to realize that we cannot make heaven on earth. What I believe we can do instead is to make life a little less terrible and a little less unjust in each generation. A good deal can be achieved in this way. Much has been achieved in the last hundred years. More could be achieved by our own generation. There are many pressing problems which we might solve, at least partially, such as helping the weak and the sick, and those who suffer under oppression and injustice; stamping out unemployment; equalizing opportunities; and preventing international crime, such as blackmail and war instigated by men like gods, by omnipotent and omniscient leaders. All this we might achieve if only we could give up dreaming about distant ideals and fighting over our Utopian blueprints for a new world and a new man.
Pg. 487
** References **
EA Forum post showing data on forecasting accuracy across different time horizons: https://forum.effectivealtruism.org/posts/hqkyaHLQhzuREcXSX/data-on-forecasting-accuracy-across-different-time-horizons#Calibrations
Vox article talking about PELTIV's: https://www.vox.com/future-perfect/23569519/effective-altrusim-sam-bankman-fried-will-macaskill-ea-risk-decentralization-philanthropy
Contact us
Follow us on Twitter at @IncrementsPod, @BennyChugg, @VadenMasrani
Check us out on youtube at https://www.youtube.com/channel/UC_4wZzQyoW4s4ZuE4FY9DQQ
Come join our discord server! DM us on twitter or send us an email to get a supersecret link
Do you see your sweeping utopian blueprints in first person or third person? Send these blueprints over to incrementspodcast@gmail.com
Image credit: Engin_AkyurtSupport Increments

Jan 16, 2023 • 1h 33min
#47 (Bonus) - Dualism, Reductionism, and Explanation Pancakes
Dive into a captivating discussion on the mind-body problem and the tensions between dualism and materialism. Explore the nature of consciousness, identity, and the implications of emerging technologies like cloning. Learn about Karl Popper's three worlds and how mathematics serves as a universal language in communicating with extraterrestrials through the Voyager record. Plus, gain practical insights on mental health and the power of presence, empathy, and shared experiences in fostering connection.

44 snips
Dec 19, 2022 • 1h 59min
#46 (Bonus) - Arguing about probability (with Nick Anyos)
We make a guest appearance on Nick Anyos' podcast to talk about effective altruism, longtermism, and probability. Nick (very politely) pushes back on our anti-Bayesian credo, and we get deep into the weeds of probability and epistemology.
You can find Nick's podcast on institutional design here, and his substack here.
We discuss:
The lack of feedback loops in longtermism
Whether quantifying your beliefs is helpful
Objective versus subjective knowledge
The difference between prediction and explanation
The difference between Bayesian epistemology and Bayesian statistics
Statistical modelling and when statistics is useful
Links
Philosophy and the practice of Bayesian statistics by Andrew Gelman and Cosma Shalizi
EA forum post showing all forecasts beyond a year out are uncalibrated.
Vaclav smil quote where he predicts a pandemic by 2021:
The following realities indicate the imminence of the risk. The typical frequency of influenza pan- demics was once every 50–60 years between 1700 and 1889 (the longest known gap was 52 years, between the pandemics of 1729–1733 and 1781–1782) and only once every 10–40 years since 1889. The recurrence interval, calculated simply as the mean time elapsed between the last six known pandemics, is about 28 years, with the extremes of 6 and 53 years. Adding the mean and the highest interval to 1968 gives a span between 1996 and 2021. We are, probabilistically speaking, very much inside a high-risk zone.
- Global Catastropes and Trends, p.46
Reference for Tetlock's superforecasters failing to predict the pandemic. "On February 20th, Tetlock’s superforecasters predicted only a 3% chance that there would be 200,000+ coronavirus cases a month later (there were)."
Contact us
Follow us on Twitter at @IncrementsPod, @BennyChugg, @VadenMasrani
Check us out on youtube at https://www.youtube.com/channel/UC_4wZzQyoW4s4ZuE4FY9DQQ
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Errata
At the beginning of the episode Vaden says he hasn't been interviewed on another podcast before. He forgot his appearence on The Declaration Podcast in 2019, which will be appearing as a bonus episode on our feed in the coming weeks.
Sick of hearing us talk about this subject? Understandable! Send topic suggestions over to incrementspodcast@gmail.com.
Photo credit: James O’Brien for Quanta MagazineSupport Increments

Oct 31, 2022 • 53min
#45 - Four Central Fallacies of AI Research (with Melanie Mitchell)
We were delighted to be joined by Davis Professor at the Sante Fe Insitute, Melanie Mitchell! We chat about our understanding of artificial intelligence, human intelligence, and whether it's reasonable to expect us to be able to build sophisticated human-like automated systems anytime soon.
Follow Melanie on twitter @MelMitchell1 and check out her website: https://melaniemitchell.me/
We discuss:
AI hype through the ages
How do we know if machines understand?
Winograd schemas and the "WinoGrande" challenge.
The importance of metaphor and analogies to intelligence
The four fallacies in AI research:
1. Narrow intelligence is on a continuum with general intelligence
2. Easy things are easy and hard things are hard
3. The lure of wishful mnemonics
4. Intelligence is all in the brain
Whether embodiment is necessary for true intelligence
Douglas Hofstadter's views on AI
Ray Kurzweil and the "singularity"
The fact that Moore's law doesn't hold for software
The difference between symbolic AI and machine learning
What analogies have to teach us about human cognition
Errata
Ben mistakenly says that Eliezer Yudkowsky has bet that everyone will die by 2025. It's actually by 2030. You can find the details of the bet here: https://www.econlib.org/archives/2017/01/my_end-of-the-w.html.
References:
NY Times reporting on Perceptrons.
The WinoGrande challenge paper
Why AI is harder than we think
The Singularity is Near, by Ray Kurzweil
Contact us
Follow us on Twitter at @IncrementsPod, @BennyChugg, @VadenMasrani
Check us out on youtube at https://www.youtube.com/channel/UC_4wZzQyoW4s4ZuE4FY9DQQ
Come join our discord server! DM us on twitter or send us an email to get a supersecret link
Eliezer was more scared than Douglas about AI, so he wrote a blog post about it. Who wrote the blog post, Eliezer or Douglas? Tell us at over at incrementspodcast@gmail.com.Special Guest: Melanie Mitchell.Support Increments
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