Sarokrae comments on Decision Theory FAQ - Less Wrong

52 Post author: lukeprog 28 February 2013 02:15PM

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Comment author: davidpearce 13 March 2013 02:17:53PM *  5 points [-]

Eliezer, in my view, we don't need to assume meta-ethical realism to recognise that it's irrational - both epistemically irrational and instrumentally irrational - arbitrarily to privilege a weak preference over a strong preference. To be sure, millions of years of selection pressure means that the weak preference is often more readily accessible. In the here-and-now, weak-minded Jane wants a burger asap. But it's irrational to confuse an epistemological limitation with a deep metaphysical truth. A precondition of rational action is understanding the world. If Jane is scientifically literate, then she'll internalise Nagel's "view from nowhere" and adopt the God's-eye-view to which natural science aspires. She'll recognise that all first-person facts are ontologically on a par - and accordingly act to satisfy the stronger preference over the weaker. So the ideal rational agent in our canonical normative decision theory will impartially choose the action with the highest expected utility - not the action with an extremely low expected utility. At the risk of labouring the obvious, the difference in hedonic tone induced by eating a hamburger and a veggieburger is minimal. By contrast, the ghastly experience of having one's throat slit is exceptionally unpleasant. Building anthropocentric bias into normative decision theory is no more rational than building geocentric bias into physics.

Paperclippers? Perhaps let us consider the mechanism by which paperclips can take on supreme value. We understand, in principle at least, how to make paperclips seem intrinsically supremely valuable to biological minds - more valuable than the prospect of happiness in the abstract. [“Happiness is a very pretty thing to feel, but very dry to talk about.” - Jeremy Bentham]. Experimentally, perhaps we might use imprinting (recall Lorenz and his goslings), microelectrodes implanted in the reward and punishment centres, behavioural conditioning and ideological indoctrination - and perhaps the promise of 72 virgins in the afterlife for the faithful paperclipper. The result: a fanatical paperclip fetishist! Moreover, we have created a full-spectrum paperclip -fetishist. Our human paperclipper is endowed, not merely with some formal abstract utility function involving maximising the cosmic abundance of paperclips, but also first-person "raw feels" of pure paperclippiness. Sublime!

However, can we envisage a full-spectrum paperclipper superintelligence? This is more problematic. In organic robots at least, the neurological underpinnings of paperclip evangelism lie in neural projections from our paperclipper's limbic pathways - crudely, from his pleasure and pain centres. If he's intelligent, and certainly if he wants to convert the world into paperclips, our human paperclipper will need to unravel the molecular basis of the so-called "encephalisation of emotion". The encephalisation of emotion helped drive the evolution of vertebrate intelligence - and also the paperclipper's experimentally-induced paperclip fetish / appreciation of the overriding value of paperclips. Thus if we now functionally sever these limbic projections to his neocortex, or if we co-administer him a dopamine antagonist and a mu-opioid antagonist, then the paperclip-fetishist's neocortical representations of paperclips will cease to seem intrinsically valuable or motivating. The scales fall from our poor paperclipper's eyes! Paperclippiness, he realises, is in the eye of the beholder. By themselves, neocortical paperclip representations are motivationally inert. Paperclip representations can seem intrinsically valuable within a paperclipper's world-simulation only in virtue of their rewarding opioidergic projections from his limbic system - the engine of phenomenal value. The seemingly mind-independent value of paperclips, part of the very fabric of the paperclipper's reality, has been been unmasked as derivative. Critically, an intelligent and recursively self-improving paperclipper will come to realise the parasitic nature of the relationship between his paperclip experience and hedonic innervation: he's not a naive direct realist about perception. In short, he'll mature and acquire an understanding of basic neuroscience.

Now contrast this case of a curable paperclip-fetish with the experience of e.g. raw phenomenal agony or pure bliss - experiences not linked to any fetishised intentional object. Agony and bliss are not dependent for their subjective (dis)value on anything external to themselves. It's not an open question (cf. http://en.wikipedia.org/wiki/Open-question_argument) whether one's unbearable agony is subjectively disvaluable. For reasons we simply don't understand, first-person states on the pleasure-pain axis have a normative aspect built into their very nature. If one is in agony or despair, the subjectively disvaluable nature of this agony or despair is built into the nature of the experience itself. To be panic-stricken, to take another example, is universally and inherently disvaluable to the subject whether one is a fish or a cow or a human being.

Why does such experience exist? Well, I could speculate and tell a naturalistic reductive story involving Strawsonian physicalism (cf. http://en.wikipedia.org/wiki/Physicalism#Strawsonian_physicalism) and possible solutions to the phenomenal binding problem (cf. http://cdn.preterhuman.net/texts/body_and_health/Neurology/Binding.pdf). But to do so here opens a fresh can of worms.

Eliezer, I understand you believe I'm guilty of confusing an idiosyncratic feature of my own mind with a universal architectural feature of all minds. Maybe so! As you say, this is a common error. But unless I'm ontologically special (which I very much doubt!) the pain-pleasure axis discloses the world's inbuilt metric of (dis)value - and it's a prerequisite of finding anything (dis)valuable at all.

Comment author: Sarokrae 13 March 2013 02:42:19PM *  6 points [-]

...microelectrodes implanted in the reward and punishment centres, behavioural conditioning and ideological indoctrination - and perhaps the promise of 72 virgins in the afterlife for the faithful paperclipper. The result: a fanatical paperclip fetishist!

Have to point out here that the above is emphatically not what Eliezer talks about when he says "maximise paperclips". Your examples above contain in themselves the actual, more intrisics values to which paperclips would be merely instrumental: feelings in your reward and punishment centres, virgins in the afterlife, and so on. You can re-wire the electrodes, or change the promise of what happens in the afterlife, and watch as the paperclip preference fades away.

What Eliezer is talking about is a being for whom "pleasure" and "pain" are not concepts. Paperclips ARE the reward. Lack of paperclips IS the punishment. Even if pleasure and pain are concepts, they are merely instrumental to obtaining more paperclips. Pleasure would be good because it results in paperclips, not vice versa. If you reverse the electrodes so that they stimulate the pain centre when they find paperclips, and the pleasure centre when there are no paperclips, this being would start instrumentally value pain more than pleasure, because that's what results in more paperclips.

It's a concept that's much more alien to our own minds than what you are imagining, and anthropomorphising it is rather more difficult!

Indeed, you touch upon this yourself:

"But unless I'm ontologically special (which I very much doubt!) the pain-pleasure axis discloses the world's inbuilt metric of (dis)value - and it's a prerequisite of finding anything (dis)valuable at all.

Can you explain why pleasure is a more natural value than paperclips?

Comment author: Eliezer_Yudkowsky 13 March 2013 06:07:30PM 1 point [-]

Pleasure would be good because it results in paperclips, not vice versa. If you reverse the electrodes so that they stimulate the pain centre when they find paperclips, and the pleasure centre when there are no paperclips, this being would start instrumentally value pain more than pleasure, because that's what results in more paperclips.

Minor correction: The mere post-factual correlation of pain to paperclips does not imply that more paperclips can be produced by causing more pain. You're talking about the scenario where each 1,000,000 screams produces 1 paperclip, in which case obviously pain has some value.

Comment author: davidpearce 13 March 2013 03:28:52PM *  0 points [-]

Sarokrae, first, as I've understood Eliezer, he's talking about a full-spectrum superintelligence, i.e. a superintelligence which understands not merely the physical processes of nociception etc, but the nature of first-person states of organic sentients. So the superintelligence is endowed with a pleasure-pain axis, at least in one of its modules. But are we imagining that the superintelligence has some sort of orthogonal axis of reward - the paperclippiness axis? What is the relationship between these dual axes? Can one grasp what it's like to be in unbearable agony and instead find it more "rewarding" to add another paperclip? Whether one is a superintelligence or a mouse, one can't directly access mind-independent paperclips, merely one's representations of paperclips. But what does it mean to say one's representation of a paperclip could be intrinsically "rewarding" in the absence of hedonic tone? [I promise I'm not trying to score some empty definitional victory, whatever that might mean; I'm just really struggling here...]

Comment author: wedrifid 13 March 2013 03:50:39PM *  6 points [-]

Sarokrae, first, as I've understood Eliezer, he's talking about a full-spectrum superintelligence, i.e. a superintelligence which understands not merely the physical processes of nociception etc, but the nature of first-person states of organic sentients. So the superintelligence is endowed with a pleasure-pain axis, at least in one of its modules.

What Eliezer is talking about (a superintelligence paperclip maximiser) does not have a pleasure-pain axis. It would be capable of comprehending and fully emulating a creature with such an axis if doing so had a high expected value in paperclips but it does not have such a module as part of itself.

But are we imagining that the superintelligence has some sort of orthogonal axis of reward - the paperclippiness axis? What is the relationship between these dual axes?

One of them it has (the one about paperclips). One of them it could, in principle, imagine (the thing with 'pain' and 'pleasure').

Can one grasp what it's like to be in unbearable agony and instead find it more "rewarding" to add another paperclip?

Yes. (I'm not trying to be trite here. That's the actual answer. Yes. Paperclip maximisers really maximise paperclips and really don't care about anything else. This isn't because they lack comprehension.)

Whether one is a superintelligence or a mouse, one can't directly access mind-independent paperclips, merely one's representations of paperclip. But what does it mean to say one's representation of a paperclip could be intrinsically "rewarding" in the absence of hedonic tone?

Roughly speaking it means "It's going to do things that maximise paperclips and in some way evaluates possible universes with more paperclips as superior to possible universes with less paperclips. Translating this into human words we call this 'rewarding' even though that is inaccurate anthropomorphising."

(If I understand you correctly your position would be that the agent described above is nonsensical.)

Comment author: whowhowho 14 March 2013 04:36:19PM 0 points [-]

It would be capable of comprehending and fully emulating a creature with such an axis if doing so had a high expected value in paperclips but it does not have such a module as part of itself.

It's not at all clear that you could bootstrap an understanding of pain qualia just by observing the behaviour of entities in pain (albeit that they were internally emulated). It is also not clear that you resolve issues of empathy/qualia just by throwing intelligence at ait.

Comment author: wedrifid 14 March 2013 04:41:07PM -1 points [-]

It's not at all clear that you could bootstrap an understanding of pain qualia just by observing the behaviour of entities in pain (albeit that they were internally emulated). It is also not clear that you resolve issues of empathy/qualia just by throwing intelligence at ait.

I disagree with you about what is clear.

Comment author: whowhowho 14 March 2013 05:20:17PM *  -1 points [-]

If you think something relevant is clear, then please state it clearly.

Comment author: davidpearce 14 March 2013 09:00:12AM *  0 points [-]

Wedrifid, thanks for the exposition / interpretation of Eliezer. Yes, you're right in guessing I'm struggling a bit. In order to understand the world, one needs to grasp both its third person-properties [the Standard Model / M-Theory] and its first-person properties [qualia, phenomenal experience] - and also one day, I hope, grasp how to "read off " the latter from the mathematical formalism of the former.

If you allow such a minimal criterion of (super)intelligence, then how well does a paperclipper fare? You remark how "it could, in principle, imagine (the thing with 'pain' and 'pleasure')." What is the force of "could" here? If the paperclipper doesn't yet grasp the nature of agony or sublime bliss, then it is ignorant of their nature. By analogy, if I were building a perpetual motion machine but allegedly "could" grasp the second law of thermodynamics, the modal verb is doing an awful lot of work. Surely, If I grasped the second law of thermodynamics, then I'd stop. Likewise, if the paperclipper were to be consumed by unbearable agony, it would stop too. The paperclipper simply hasn't understood the nature of what was doing. Is the qualia-naive paperclipper really superintelligent - or just polymorphic malware?

Comment author: CCC 14 March 2013 02:24:01PM 2 points [-]

Likewise, if the paperclipper were to be consumed by unbearable agony, it would stop too.

An interesting hypothetical. My first thought is to ask why would a paperclipper care about pain? Pain does not reduce the number of paperclips in existence. Why would a paperclipper care about pain?

My second thought is that pain is not just a quale; pain is a signal from the nervous system, indicating damage to part of the body. (The signal can be spoofed). Hence, pain could be avoided because it leads to a reduced ability to reach one's goals; a paperclipper that gets dropped in acid may become unable to create more paperclips in the future, if it does not leave now. So the future worth of all those potential paperclips results in the paperclipper pursuing a self-preservation strategy - possibly even at the expense of a small number of paperclips in the present.

But not at the cost of a sufficiently large number of paperclips. If the cost in paperclips is high enough (more than the paperclipper could reasonably expect to create throughout the rest of its existence), a perfect paperclipper would let itself take the damage, let itself be destroyed, because that is the action which results in the greatest expected number of paperclips in the future. It would become a martyr for paperclips.

Comment author: davidpearce 14 March 2013 03:14:13PM -1 points [-]

Even a paperclipper cannot be indifferent to the experience of agony. Just as organic sentients can co-instantiate phenomenal sights and sounds, a superintelligent paperclipper could presumably co-instantiate a pain-pleasure axis and (un)clippiness qualia space - two alternative and incommensurable (?) metrics of value, if I've interpreted Eliezer correctly. But I'm not at all confident I know what I'm talking about here. My best guess is still that the natural world has a single metric of phenomenal (dis)value, and the hedonic range of organic sentients discloses a narrow part of it.

Comment author: CCC 15 March 2013 10:11:13AM *  3 points [-]

Even a paperclipper cannot be indifferent to the experience of agony.

Are you talking about agony as an error signal, or are you talking about agony as a quale? I begin to suspect that you may mean the second. If so, then the paperclipper can easily be indifferent to agony; b̶u̶t̶ ̶i̶t̶ ̶p̶r̶o̶b̶a̶b̶l̶y̶ ̶c̶a̶n̶'̶t̶ ̶u̶n̶d̶e̶r̶s̶t̶a̶n̶d̶ ̶h̶o̶w̶ ̶h̶u̶m̶a̶n̶s̶ ̶c̶a̶n̶ ̶b̶e̶ ̶i̶n̶d̶i̶f̶f̶e̶r̶e̶n̶t̶ ̶t̶o̶ ̶a̶ ̶l̶a̶c̶k̶ ̶o̶f̶ ̶p̶a̶p̶e̶r̶c̶l̶i̶p̶s̶.̶

There's no evidence that I've ever seen to suggest that qualia are the same even for different people; on the contrary, there is some evidence which strongly suggests that qualia among humans are different. (For example; my qualia for Red and Green are substantially different. Yet red/green colourblindness is not uncommon; a red/green colourblind person must have at minimum either a different red quale, or a different green quale, to me). Given that, why should we assume that the quale of agony is the same for all humanity? And if it's not even constant among humanity, I see no reason why a paperclipper's agony quale should be even remotely similar to yours and mine.

And given that, why shouldn't a paperclipper be indifferent to that quale?

Comment author: davidpearce 15 March 2013 11:49:57AM 2 points [-]

CCC, agony as a quale. Phenomenal pain and nociception are doubly dissociable. Tragically, people with neuropathic pain can suffer intensely without the agony playing any information-signalling role. Either way, I'm not clear it's intelligible to speak of understanding the first-person phenomenology of extreme distress while being indifferent to the experience: For being distrubing is intrinsic to the experience itself. And if we are talking about a supposedly superintelligent paperclipper, shouldn't Clippy know exactly why humans aren't troubled by the clippiness-deficit?

If (un)clippiness is real, can humans ever understand (un)clippiness? By analogy, if organic sentients want to understand what it's like to be a bat - and not merely decipher the third-person mechanics of echolocation - then I guess we'll need to add a neural module to our CNS with the right connectivity and neurons supporting chiropteran gene-expression profiles, as well as peripheral transducers (etc). Humans can't currently imagine bat qualia; but bat qualia, we may assume from the neurological evidence, are infused with hedonic tone. Understanding clippiness is more of a challenge. I'm unclear what kind of neurocomputational architecture could support clippiness. Also, whether clippiness could be integrated into the unitary mind of an organic sentient depends on how you think biological minds solve the phenomenal binding problem, But let's suppose binding can be done. So here we have orthogonal axes of (dis)value. On what basis does the dual-axis subject choose tween them? Sublime bliss and pure clippiness are both, allegedly, self-intimatingly valuable. OK, I'm floundering here...

People with different qualia? Yes, I agree CCC. I don't think this difference challenges the principle of the uniformity of nature. Biochemical individuality makes variation in qualia inevitable.The existence of monozygotic twins with different qualia would be a more surprising phenomenon, though even such "identical" twins manifest all sorts of epigenetic differences. Despite this diversity, there's no evidence to my knowledge of anyone who doesn't find activation by full mu agonists of the mu opioid receptors in our twin hedonic hotspots anything other than exceedingly enjoyable. As they say, "Don't try heroin. It's too good."

Comment author: CCC 15 March 2013 02:02:40PM *  1 point [-]

Either way, I'm not clear it's intelligible to speak of understanding the first-person phenomenology of extreme distress while being indifferent to the experience: For being distrubing is intrinsic to the experience itself.

There exist people who actually express a preference for being disturbed in a mild way (e.g. by watching horror movies). There also exist rarer people who seek out pain, for whatever reason. It seems to me that such people must have a different quale for pain than you do.

Personally, I don't think that I can reasonably say that I find pain disturbing, as such. Yes, it is often inflicted in circumstances which are disturbing for other reasons; but if, for example, I go to a blood donation clinic, then the brief pain of the needle being inserted is not at all disturbing; though it does trigger my pain quale. So this suggests that my pain quale is already not the same as your pain quale.

There's a lot of similarity; pain is a quale that I would (all else being equal) try to avoid; but that I will choose to experience should there be a good enough reason (e.g. the aforementioned blood donation clinic). I would not want to purposefully introduce someone else to it (again, unless there was a good enough reason; even then, I would try to minimise the pain while not compromising the good enough reason); but despite this similarity, I do think that there may be minor differences. (It's also possible that we have slightly different definitions of the word 'disturbing').


If (un)clippiness is real, can humans ever understand (un)clippiness? By analogy, if organic sentients want to understand what it's like to be a bat - and not merely decipher the third-person mechanics of echolocation - then I guess we'll need to add a neural module to our CNS with the right connectivity and neurons supporting chiropteran gene-expression profiles, as well as peripheral transducers (etc).

But would such a modified human know what it's like to be an unmodified human? If I were to guess what echolocation looks like to a bat, I'd guess a false-colour image with colours corresponding to textures instead of to wavelengths of light... though that's just a guess.


Understanding clippiness is more of a challenge. I'm unclear what kind of neurocomputational architecture could support clippiness. Also, whether clippiness could be integrated into the unitary mind of an organic sentient depends on how you think biological minds solve the phenomenal binding problem, But let's suppose binding can be done. So here we have orthogonal axes of (dis)value. On what basis does the dual-axis subject choose tween them? Sublime bliss and pure clippiness are both, allegedly, self-intimatingly valuable. OK, I'm floundering here...

What is the phenomenal binding problem? (Wikipedia gives at least two different definitions for that phrase). I think I may be floundering even more than you are.

I'm not sure that Clippy would even have a pleasure-pain axis in the way that you're imagining. You seem to be imagining that any being with such an axis must value pleasure - yet if pleasure doesn't result in more paperclips being made, then why should Clippy value pleasure? Or perhaps the disutility of unclippiness simply overwhelms any possible utility of pleasure...

The existence of monozygotic twins with different qualia would be a more surprising phenomenon, though even such "identical" twins manifest all sorts of epigenetic differences.

According to a bit of googling, among the monozygotic Dionne quintuplets, two out of the five were colourblind; suggesting that they did not have the same qualia for certain colours as each other. (Apparently it may be linked to X-chromosome activation).

Comment author: wedrifid 15 March 2013 10:37:13AM 2 points [-]

Are you talking about agony as an error signal, or are you talking about agony as a quale? I begin to suspect that you may mean the second. If so, then the paperclipper can easily be indifferent to agony; but it probably can't understand how humans can be indifferent to a lack of paperclips.

A paperclip maximiser would (in the overwhelming majority of cases) have no such problem understanding the indifference of paperclips. A tendency to anthropomorphise is a quirk of human nature. Assuming that paperclip maximisers have an analogous temptation (to clipropomorphise) is itself just anthropomorphising.

Comment author: CCC 15 March 2013 01:20:37PM 0 points [-]

I take your point. Though Clippy may clipropomorphise, there is no reason to assume that it will.

...is there any way to retract just a part of a previous post?

Comment author: whowhowho 15 March 2013 11:20:29AM 0 points [-]

All pain hurts, or it wouldn't be pain.

Comment author: [deleted] 15 March 2013 01:25:55PM 1 point [-]
Comment author: wedrifid 14 March 2013 01:35:22PM 1 point [-]

What is the force of "could" here?

The force is that all this talk about understanding 'the pain/pleasure' axis would be a complete waste of time for a paperclip maximiser. In most situations it would be more efficient not to bother with it at all and spend it's optimisation efforts on making more efficient relativistic rockets so as to claim more of the future light cone for paperclip manufacture.

It would require motivation for the paperclip maximiser to expend computational resources understanding the arbitrary quirks of DNA based creatures. For example some contrived game of Omega's which rewards arbitrary things with paperclips. Or if it found itself emerging on a human inhabited world, making being able to understand humans a short term instrumental goal for the purpose of more efficiently exterminating the threat.

By analogy, if I were building a perpetual motion machine but allegedly "could" grasp the second law of thermodynamics, the modal verb is doing an awful lot of work.

Terrible analogy. Not understanding "pain and pleasure" is in no way similar to believing it can create a perpetual motion machine. Better analogy: An Engineer designing microchips allegedly 'could' grasp analytic cubism. If she had some motivation to do so. It would be a distraction from her primary interests but if someone paid her then maybe she would bother.

Surely, If I grasped the second law of thermodynamics, then I'd stop. Likewise, if the paperclipper were to be consumed by unbearable agony, it would stop too.

Now "if" is doing a lot of work. If the paperclipper was a fundamentally different to a paperclipper and was actually similar to a human or DNA based relative capable of experiencing 'agony' and assuming agony was just as debilitating to the paperclipper as to a typical human... then sure all sorts of weird stuff follows.

The paperclipper simply hasn't understood the nature of what was doing.

I prefer the word True in this context.

Is the qualia-naive paperclipper really superintelligent - or just polymorphic malware?

To the extent that you believed that such polymorphic malware is theoretically possible and consisted of most possible minds it would possible for your model to be used to accurately describe all possible agents---it would just mean systematically using different words. Unfortunately I don't think you are quite at that level.

Comment author: davidpearce 14 March 2013 03:23:40PM 0 points [-]

Wedrifid, granted, a paperclip-maximiser might be unmotivated to understand the pleasure-pain axis and the quaila-spaces of organic sentients. Likewise, we can understand how a junkie may not be motivated to understand anything unrelated to securing his supply of heroin - and a wireheader in anything beyond wireheading. But superintelligent? Insofar as the paperclipper - or the junkie - is ignorant of the properties of alien qualia-spaces, then it/he is ignorant of a fundamental feature of the natural world - hence not superintelligent in any sense I can recognise, and arguably not even stupid. For sure, if we're hypothesising the existence of a clippiness/unclippiness qualia-space unrelated to the pleasure-pain axis, then organic sentients are partially ignorant too. Yet the remedy for our hypothetical ignorance is presumably to add a module supporting clippiness - just as we might add a CNS module supporting echolocatory experience to understand bat-like sentience - enriching our knowledge rather than shedding it.

Comment author: Creutzer 14 March 2013 03:33:13PM *  2 points [-]

But superintelligent? Insofar as the paperclipper - or the junkie - is ignorant of the properties of alien qualia-spaces, then it/he is ignorant of a fundamental feature of the natural world - hence not superintelligent in any sense I can recognise, and arguably not even stupid.

What does (super-)intelligence have to do with knowing things that are irrelevant to one's values?

Comment author: whowhowho 14 March 2013 04:40:18PM *  0 points [-]

What does knowing everything about airline safety statistics, and nothing else, have to do with intelligence? That sort of thing is called Savant ability -- short for ''idiot savant''.

Comment author: [deleted] 15 March 2013 01:16:48PM 0 points [-]

I guess there's a link missing (possibly due to a missing <http://> in the Markdown) after the second word.

Comment author: buybuydandavis 18 March 2013 04:14:44AM -1 points [-]

What Eliezer is talking about (a superintelligence paperclip maximiser) does not have a pleasure-pain axis.

Why does that matter for the argument?

As long as Clippy is in fact optimizing paperclips, what does it matter what/if he feels while he does it?

Pearce seems to be making a claim that Clippy can't predict creatures with pain/pleasure if he doesn't feel them himself.

Maybe Clippy needs pleasure/pain too be able to predict creatures with pleasure/pain. I doubt it, but fine, grant the point. He can still be a paper clip maximizer regardless.

Comment author: wedrifid 18 March 2013 04:53:37AM *  0 points [-]

Why does that matter for the argument?

I fail to comprehend the cause for your confusion. I suggest reading the context again.