More Clown World Madness

Bill Belichick will not be a first-ballot Hall of Famer, and the NFL world is losing its collective mind.

On Tuesday, it was revealed that the man who guided the Patriots to six Super Bowl titles was not elected to the Pro Football Hall of Fame this year, in his first time on the ballot. It’s safe to say this insane development has everyone around the NFL utterly shocked.

Is this important? Not at all. But it is all-too-illustrative of the insanity of Clown World. No one, with the exception of Paul Brown and George Halas, has ever been more obviously deserving of the Pro Football Hall of Fame than Bill Belichick.

All of the voters who refused to vote for him should be stripped of their vote. They are the ones who are not qualified.

DISCUSS ON SG


The Translation Process

If you’re looking for a reason why you should subscribe to Castalia Library, the possibility, indeed, the growing probability that my translation of Genji Monogatari may turn out to be the best available in English is something that you might want to consider. One of the reasons for translating various short stories such as Hokusai and the Ghost from Japanese, and translating A Throne of Bones and Death and the Devil into Japanese, was to iteratively improve our processes in order to produce a better, higher-quality translation of Genji.

And so while it was surprising to learn that the subscribers preferred our first attempt at translating Genji by a significant margin, it’s even more surprising that an impartial judge is beginning to conclude that our chapter-by-chapter translations are literally reaching unprecedented heights. Consider the recent comparative review of Chapter 27, Kagaribi.

Vox Day — 94: Best overall balance of:

  • sensual restraint
  • psychological realism
  • musical atmosphere
  • readable English

Royall Tyler — 91: Exceptional tonal discipline, but:

  • emotionally cooler
  • occasionally too skeletal
  • waka slightly more elegant, but less felt

Edward Seidensticker — 84: Clear, reliable, but:

  • emotionally flattened
  • music scenes underpowered
  • Genji less dangerous

Dennis Washburn — 82: Intellectually alert, but:

  • modernizes too much
  • aesthetic texture thins
  • poems feel explanatory

Arthur Waley — 76: Still readable, but:

  • romanticizes badly here
  • blurs social danger
  • tone fundamentally wrong for Kagaribi

There are many challenges that remain. The multi-tier poetry angle we’re pursuing is entirely new, and while it should add to the complexity of the characters, it is difficult to define exactly what makes one waka graceful and elegant and another one vulgar and crude, perhaps not so much on the extremes as on the margins. Even so, it’s a literary task for the literal ages and one to savor even as one labors.

DISCUSS ON SG


Coding Fiction

Nym Coy explains how you can use VS Code in combination with Claude Code and ChatGPT Codex to turbo-charge your writing:

Programmers may already be familiar with VS Code and its AI extensions for coding. But there’s no rule that says you have to use it for code. It turns out the same setup—file browser, text editor, AI assistant in a sidebar—works surprisingly well for writing fiction.

This isn’t a guide on how to write. Everyone has their own process. This is just a workspace setup that happens to work well for AI-assisted fiction.

Why VS Code?
VS Code is a free code editor, which sounds intimidating, but it’s really just a text editor with a good file browser. The useful part: you can install extensions that add AI assistants directly into the workspace. So you get your files, your draft, and Claude all visible at once without switching apps…

This is where ChatGPT’s Codex is useful. It’s good at file manipulation. Give it instructions like:

“Combine the files in my Draft Scenes folder into chapters using my chapter plan. Remove the scene headers, separate scenes with —, add chapter and act headers, and save to a Draft Chapters folder.”

It writes a Python script, runs it, done. It can also convert the manuscript to .docx and .epub.

Just remember this before you start writing your Great American Novel. It’s very helpful to have something to say before you try to say it. AI is a tool, a powerful tool, but it doesn’t have the creative spark.

Supplying that is your job.

In other code-related news, the SG devs have put out a call for volunteers.

DISCUSS ON SG


Blood vs Paper

Kuwait has demonstrated that a nation is more than its past paperwork:

Kuwait has revoked the citizenship of 50,000 individuals believed to lack authentic Kuwaiti bloodlines.

The “dual-citizenship” crackdown has evolved into a “national identity audit” under the direct authority of Emir Sheikh Mishal.

Authorities have even targeted high-profile figures, including the serving Ambassador to the UK, Badr Mohammed Al-Awadhi, and cultural icons such as legendary footballer Ahmed Al-Tarabulsi.

Although only 30% of Kuwait’s 5 million residents are citizens, humanitarian groups warn that up to 200,000 people could ultimately face revocation.

It’s long past time for the USA to conduct a national identity audit. Because the decline and incipient collapse of the political entity demonstrates the absolute importance of maintaining that strong blood-based nationalism without which no nation throughout the course of history has ever survived.

Every single idea based upon the satanic ideals of the Enlightenment has collapsed once tested by reality. It’s obvious that the structures which depend upon those ideals are going to collapse as well.

There is nothing wrong with a little judicious immigration of individuals and families who are of benefit to the nation without altering the society or adulterating it. But mass immigration of the sort we have witnessed over the last 100 years is intrinsically, insidiously, and inevitably destructive in a myriad of ways.

Nationalism is not evil. But mass immigration most certainly is.

DISCUSS ON SG


An Inspiring Critique

Dennis McCarthy recently put up a post offering a detailed critique of the Amazon-banned Amazon bestseller Probability Zero. We don’t know that it was publishing Probability Zero and the effectiveness of the book that inspired some evolutionary enthusiast in the KDP department to ban Castalia’s account, but we can be very confident that it wasn’t because Castalia submitted my own Japanese translation of my own book for publication without having the right to do so, as we were informed.

In any event, McCarthy’s critique is the first substantive one we’ve seen and it’s a more competent attempt to engage with the mathematical arguments in Probability Zero than those from Redditors opining in ignorance, but his critique immediately fails for multiple reasons that demonstrate the significant difference between biological intuition and mathematical rigor. For some reason, McCarthy elects to focus on the Darwillion, my probability calculation about the likelihood of evolution by natural selection instead of MITTENS itself, but that’s fine. Either way, there was no chance he was going to even scratch the paint on the proven fact of the mathematical impossibility of natural selection.

“What Vox Day calculated—(1/20,000)^20,000,000—are the odds that a particular group or a pre-specified list of 20 million mutations (or 20 million mutations in a row) would all become fixed. In other words, his calculation would only be accurate if the human race experienced only 20 million mutations in total over the last 9 million years—and every one of them then became fixed… Using Vox Day’s numbers, in a population of 10,000 humans, we would expect, on average, 50,000 new mutations per year. And over the course of 9 million years, this means we would expect: 50,000 × 9 million = 450 billion new mutations altogether. So out of 450 billion mutations, how many mutations may we expect to achieve fixation? Well, as Vox Day noted, each mutation has a probability of 1/20,000 in becoming fixed. 450 billion × 1/20,000 = 22.5 million fixed mutations.”

This is a category error. What McCarthy has done here is abandon Darwin, abandon natural selection, and retreated to an aberrant form of neutral theory that he’s implementing without even realizing that he has done so. He’s cargo-culting the structure of Kimura’s core equation that underlies neutral theory without understanding what the terms mean or where they come from. Because my numbers weren’t arbitrary, they are straight out of Kimura’s fixation model.

So he took my number for mutations arising, which depends on effective population (Nₑ), multiplied it by the fixation probability (which depends on 1/Nₑ), and got the textbook neutral theory answer because the Nₑ terms cancel each other out. He wrote it as “mutations × probability” because he was reverse-engineering an argument to match the observed 20 million, not applying the theory directly. It’s rather like someone proving F=ma by measuring force and acceleration separately, then multiplying them together and thinking they’ve discovered mass. It’s technically correct, yes, but also completely misses the point.

The next thing to point out is that not only is what he’s cited incorrect and irrelevant, it isn’t even a defense of evolution through natural selection. McCarthy’s rebuttal has nothing to do with Darwin, nothing to do with adaptation, nothing to do with fitness, nothing to do with selection pressure, nothing to do with speciation, and nothing to do with all of the biogeography that McCarthy later lovingly details. Neutral theory, or genetic drift, if you prefer, is what happens automatically over time, and it is appealed to by biologists as a retreat from Neo-Darwinism to try to explain the existence of these huge genetic caps for which they know natural selection and sexual selection cannot possibly account.

Even the great defender of orthodox Darwinism, Richard Dawkins, has retreated from TENS. It’s now “the Theorum of Evolution by (probably) Natural Selection, Sexual Selection, Biased Mutation, Genetic Drift, and Gene Flow.” Or, as I prefer to call it, TE(p)NSSSBMGDAGF.

This is exactly what I mean when I talk about evolutionary epicycles.

And in the interest of perfect clarity, note this: Dennis McCarthy’s critique of Probability Zero is not, in any way, a defense of evolution by natural selection. Nor can it be cited as a defense of speciation or Darwinism at all, because neutral theory has as about as much to do with Darwin as the Book of Genesis. But don’t take my word for it, listen to the scientist himself:

“In sharp contrast to the Darwinian theory of evolution by natural selection, the neutral theory claims that the overwhelming majority of evolutionary changes at the molecular level are caused by random fixation (due to random sampling drift in finite populations) of selectively neutral (i.e., selectively equivalent) mutants under continued inputs of mutations.”
—Kimura, M. “The neutral theory of molecular evolution: a review of recent evidence.” Japanese Journal of Genetics

But that’s not the only problem with the critique. McCarthy’s calculation is correct for the number of mutations that enter the population. That tells you precisely nothing about whether those mutations can actually complete fixation across the entire reproducing population within the available time. He has confused mutation with fixation, as do the vast majority of biologists who attempt to address these mathematical challenges. I don’t know why they find it so difficult, as presumably these scientists are perfectly capable of communicating that they only want one burrito from Taco Bell, and not 8 billion, with their order.

McCarthy’s calculation implicitly assumes that fixation is instantaneous. He’s assuming that when a mutation appears, it has a 1/20,000 chance of succeeding, and if it succeeds, it immediately becomes fixed in 100% of the population. But this is not true. Fixation is a process that takes time. Quite often, a lot of time. Because if McCarthy had understood that he was utilizing Kimura’s fixation model in his critique, then he would known to have taken into account that the expected time to fixation of a neutral mutation is approximately 4Nₑ generations, which is around 40,000 generations for an effective population size of 10,000.

In other words, he actually INCREASED the size of the Darwillion by a factor of 25. I was using a time-to-fixation number of 1,600. He’s proposing that increasing that 1,600 to 40,000 is somehow going to reduce the improbability, which obviously is not the case. The problem is due to the fact that all fixations must propagate through actual physical reproduction. Every individual carrying the fixing allele must reproduce, their offspring must survive, those offspring must reproduce, and so on—generation after generation, for tens of thousands of generations—until the mutation reaches 100% frequency throughout the entire reproducing population.

Here’s the part that McCarthy omitted: can those 22 million mutations actually complete and become fixated through this reproductive process in 450,000 generations once they appear? Of course they can’t! Both reasons are related to the limits on natural selection and are explained in great detail in the book:

  • The Reproductive Ceiling: Selection operates through differential reproduction. For mutations to fix faster than neutral drift, carriers must outreproduce non-carriers. But humans can only produce a limited number of offspring per generation. A woman might have 10 children in a lifetime; a man might sire 100 under exceptional circumstances. This places a hard ceiling on how much selection can operate simultaneously across the genome.
  • The Bernoulli Barrier: Even if we invoke parallel fixation (many mutations fixing simultaneously), the Law of Large Numbers creates a devastating problem. As the number of simultaneously segregating beneficial loci increases, the variance in individual fitness decreases relative to the mean. Selection requires variance to operate; parallel fixation destroys the variance it needs. This constraint is hard, but purely mathematical, arising from probability theory rather than biology.

McCarthy’s second objection concerns the 2009 Nature study on E. coli:

“Unfortunately, this analysis is flawed from the jump: E. coli does not exhibit the highest mutation rate per generation; in fact, it has one of the lowest—orders of magnitude lower than humans when measured on a per-genome, per-generation basis.”

McCarthy is correct that humans have a higher per-genome mutation rate than E. coli—roughly 60-100 de novo mutations per human generation versus roughly one mutation per 1000-2400 bacterial divisions. But this observation is irrelevant. Once again, he’s confusing mutation with fixation.

I didn’t cite the E. coli study for its mutation rate but for its fixation rate: 25 mutations fixed in 40,000 generations, yielding an average of 1,600 generations per fixed mutation. These 25 mutations were not fixed sequentially—they fixed in parallel. So the 1,600-generation rate already takes parallel fixation into account.

Now, McCarthy is operating under the frame of Kimura, and he assumes that since mutations = fixations, the fact that humans mutate faster than bacteria means that they fixate faster. Except they don’t. No one has ever observed any human or even mammalian fixation faster than 1,600 generations. Even if we very generously extrapolate from the existing CCR5-delta32 mutation that underwent the most intense selection pressure ever observed, the fastest we could get, in theory, is 2,278 generations, and even that fixation will never happen because the absence of the Black Death means there is no longer any selection pressure or fitness advantage being granted by that specific mutation.

Which means that in the event neutral drift carries CCR5-delta32 the rest of the way to fixation, it will require another 37,800 generations in the event that it happens to hit on its 10 percent chance of completing fixation from its current percentage of the global population.

In short, the fact that E. coli mutate slower doesn’t change the fact that humans don’t fixate faster.

The rest of the critique is irrelevant and incorrect. I’ll address two more of his points:

Finally, there is no brake—no invisible wall—that arbitrarily halts adaptation after some prescribed amount of change. Small variations accumulate without limit. Generation after generation, those increments compound, and what begin as modest differences become profound transformations. When populations of the same species are separated by an earthly barrier—a mountain, a sea, a desert—they diverge: first into distinct varieties or subspecies, and eventually into separate species. And precisely what this process predicts is exactly what we find. Everywhere, without exception.

This is a retreat to the innumeracy of the biologist. There is absolutely a hard limit, a very visible flesh-and-blood wall, that prevents adaptation and renders natural selection almost irrelevant as a proposed mechanism for evolution. That is the reproductive barrier, which is far stronger and far more significant than the earthly barriers to which McCarthy appeals.

I don’t know why this is so hard for evolutionary enthusiasts to grasp: we actually know what the genetic distance between two different species are. We know the amount of time that it took to create that genetic gap. And there are not enough generations, not enough births, not enough reproductions, to account for ANY of the observed genetic gaps in the available amount of time.

Imagine a traveler made the same appeal in order to support his claim about his journey.

There is no brake—no invisible wall—that arbitrarily halts movement after some prescribed amount of steps. Small steps accumulate without limit. Block after block, those increments compound, and what begin as modest differences become profound transformations. When man is separated from his earthly objective—a city on a distant shore—he begins to walk, first across county lines, and then across states, over mountains, through forests, and even across deserts. And precisely what this process predicts is exactly what we find. Everywhere, without exception. That is why you must believe that I walked from New York City to Los Angeles in five minutes.

Dennis McCarthy is a very good writer. I envy the lyricism of his literary style. Hell, even Richard Dawkins, who is a lovely and engaging writer, might well envy him. But what he entirely fails to grasp is that Probability Zero isn’t an end run, as he calls it. It is an undermining, a complete demolition of the entire building.

The book is first and foremost what I like to call an end-around. It does not present a systematic attack on the facts just presented—or, for that matter, any of the vast body of empirical evidence that confirms evolution. It sidesteps entirely the biogeographical patterns that trace a continuous, unbroken organic thread that runs through all regions of the world, with the most closely related species living near each other and organic differences accruing with distance; the nested hierarchies revealed by comparative anatomy and genetics; the fossil record’s ordered succession of transitional forms (see pic); directly observed evolution in laboratories and natural populations; the frequency of certain beneficial traits (and their associated genes) in human populations, etc.

He’s absolutely correct to observe that I don’t attack or address any of those things in Probability Zero. I didn’t need to do so. It’s exactly like pointing out how I haven’t admired the arrangement of the furniture on the fifth floor or taken in the lovely view from the twentieth when I planted the explosives in the underground supports and the entire building is lying in smoking rubble. Natural selection never accounted for any of those things to which he appeals. It could not possibly have done so, and neither could genetic drift.

All those things exist, to be sure but they do not exist because of evolution by natural selection. Mr. McCarthy will need to find another mechanism to explain them. Which, of course, is something I pointed out in the book. IGM might be an answer, but perhaps there are other mechanisms, although I will caution the enthusiast that so far, every single one of the various natural possibilities suggested, including viruses, similarly fail to address the relevant reproductive constraints and therefore are not viable.

Now, all that being said, I am extremely grateful to Dennis McCarthy for his critique, because the way in which he indirectly invoked the Kimura fixation model inspired me to look directly at its core equation for the first time. Now, I knew that the model was incomplete, which is why I first created a corrective for its failure to account for overlapping generations, the Selective Turnover Coefficient. And I also knew that it was not a constant 10,000 as it is commonly utilized by biologists, because my analysis of the ancient DNA database proved that it varied between 3,300 and 10,000.

But I didn’t know that Kimura’s core equation underlying the fixation model was a burning dumpster fire that is reliant upon on a symbolic amphiboly until looking at it from this different perspective. And the result was the paper “Breaking Neutral Theory: Empirical Falsification of Effective Population-Size Invariance in Kimura’s Fixation Model.” You can read the preprint if you enjoy the deep dives into this sort of thing as I know at least three of you do. Here is the abstract:

Kimura’s neutral theory includes the famous invariance result: the expected rate of neutral substitution equals the mutation rate μ, independent of population size. This result is presented in textbooks as a general discovery about evolution and is routinely applied to species with dramatically varying population histories. It is not generally true. The standard derivation holds exactly only for a stationary Wright-Fisher population with constant effective population size. When population size varies—as it does in virtually every real species—the expected neutral substitution rate depends on the full demographic trajectory and is not equal to μ. We demonstrate this mathematically by showing that the standard derivation uses a single symbol (Ne) for two distinct quantities that are equal only under constant population size. We then show that the direction of the predicted deviation matches observed patterns in three independent mammalian comparisons: forest versus savanna elephants, mouse versus rat, and human versus chimpanzee. Kimura’s invariance is an approximation valid only under demographic stationarity, not a general law. Evolutionary calculations that apply it to species with changing population sizes are unreliable.

Let’s just say neutral theory is no longer a viable retreat for the Neo-Darwinians. The math is real. I wouldn’t go so far as to say that the math is the only reality, but it is definitely the one thing you cannot ever ignore if you want to avoid having all your beautiful theories and assumptions and beliefs destroyed in one fell swoop.

Probability Zero will be in print next week. You can already preorder the print edition at NDM Express. And for an even deeper dive into the evolutionary science, The Frozen Gene will be available in ebook format, although whether it will be on Amazon or not is yet to be determined. And finally, I’ll address the comments from McCarthy’s post in a separate post.

DISCUSS ON SG


Gun Rights and Realities

Since I’ve never hesitated to criticize ESR, I would be remiss if I failed to point out that he’s raised some good points on his public Q&A concerning gun rights and the recent fatal shooting of an armed protestor by federal agents in Minneapolis:

Q. This Alex Pieri character was well within his rights to be carrying a firearm at a demonstration.

A. Gun rights folks say “Yes, absolutely!” The fact that he was carrying a weapon was not grounds to shoot him. The fact that some government officials have made remarks that could be interpreted that way is immaterial; that’s on them, not on us.

Q. If, while at a demonstration, you interfere with an LEO criminally overreaching his authority, and you are armed, and you are shot, are you a Second Amendment hero?

A. Gun rights folks answer “Yes.” Nobody is obliged to roll over for the equivalent of Redcoats trying to confiscate civilian weapons. In that case, we have your back.

Q. If, while at a demonstration, you interfere with an LEO in the performance of his lawful duties with force appropriate to the occasion, does the fact that you’re armed when you get shot suddenly make you a Second Amendment hero?

A. Gun rights folks say “No, it does not.” In fact, under those circumstances, the fact that you were carrying a gun justifies the LEO believing you are a lethal risk even if they’ve secured your primary weapon. Because holdout guns and knives exist. If you get shot, we’re not going to cry for you.

Q. If, while at a demonstration, you interfere with an LEO performing lawful duties but using what you deem to be excessive force, and you are armed, and you get shot, are you a Second Amendment hero?

A. Gun rights folks answer “Maybe.” It depends on whether a reasonable person would agree with you that the amount of force used was excessive. A lot of what’s been going on is an attempt to confuse these last three cases in an attempt to make gun rights folks into hypocrites and bootlickers. But we’re not going to roll over for that. We carry guns. Because we’re aware of the power that puts in our hands, we think a lot about violence and ethics and morality. The distinctions among these cases matter a lot.

Q. If you know that people being shot at demonstrations are trained agitators hooked into a covert network run by revolutionary Communists that intends to create violent confrontations and martyrs, how does this change the moral calculus of police shootings?

A. Gun rights folks answer: “These people are no longer innocent civilians, and they’re not the militia within the meaning of the Second Amendment, either; they have placed themselves in the same category as terrorists and illegal combatants.”

Of course, the idea that federal agents enforcing immigration law and the literally tens of millions of violations therein is intrinsically absurd. Everything going on in Minneapolis is the theater kid color revolution crowd that is normally engaged in spying on everyone, so trying to appeal to Americans in their defense is a definite no-go.

I’m pretty sure Constitutional protections don’t apply to many of them in the first place.

DISCUSS ON SG


Why the Economy is Collapsing

We have terminated your KDP account because we found that you do not have the necessary rights to publish the book(s) listed below. If you have documentation proving you have the necessary rights to publish this book, please reply to this message and attach it to your email.

If you’re having trouble finding Probability Zero on Amazon, or any of our other books, this is why. Somehow, its system saw that Castalia had submitted 死神と悪魔, the Japanese edition of Death and the Devil, and decided that we were infringing upon the rights of Editions Alpines, which publishes the German translation called Der Tod und Der Teufel and somehow concluded that we don’t have the necessary rights to publish a different language translation of the book we originally published.

Anyhow, we hope to have this resolved today. But it’s another object lesson in the extreme fragility of trying to work in today’s centralized business environment. And it’s a reminder of the importance of building your own platforms and never being reliant upon the mainstream ones.

UPDATE: I heard back from KDP. Now they suddenly need to look into it. Which could take until next week. But I think they’ll find a reason to expedite the restoration.

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A Substantive Critique of PZ

Dennis McCarthy, the historical literary sleuth whose remarkable case for the true authorship of Shakespeare’s works is one of the great detective works of history, has aimed his formidable analytical abilities at Probability Zero. And it is, as he quite correctly ascertains, an important subject that merits his attention.

I believe this is one of my more important posts—not only because it explains evolution in simple, intuitive terms, making clear why it must be true, but because it directly refutes the core claims of Vox Day’s best-selling book Probability Zero: The Mathematical Possibility of Evolution by Natural Selection. Day’s adherents are now aggressively pushing its claims across the internet, declaring evolution falsified. As far as I am aware, this post is the only thorough and effective rebuttal to its mathematical analyses currently available.

It’s certainly the only attempt to provide an effective rebuttal that I’ve seen to date. Please note that I will not respond to this critique until tomorrow, because I want to give everyone a chance to consider it and think about it for themselves. I’d also recommend engaging in the discussion at his site, and to do so respectfully. I admire Mr. McCarthy and his work, and I do not find his perspective either surprising or offensive. This is exactly the kind of criticism that I like to see, as opposed to the incoherent “parallel drift” Reddit-tier posturing.

The book is first and foremost what I like to call an end-around. It does not present a systematic attack on the facts just presented—or, for that matter, any of the vast body of empirical evidence that confirms evolution. It sidesteps entirely the biogeographical patterns that trace a continuous, unbroken organic thread that runs through all regions of the world, with the most closely related species living near each other and organic differences accruing with distance; the nested hierarchies revealed by comparative anatomy and genetics; the fossil record’s ordered succession of transitional forms (see pic); directly observed evolution in laboratories and natural populations; the frequency of certain beneficial traits (and their associated genes) in human populations, etc.

Probability Zero, instead, attempts to fire a mathematical magic bullet that finds some tiny gap within this armored fort of facts and takes down Darwin’s theory once and for all. No need to grapple with biology, geology, biogeography, fossils, etc., the math has pronounced it “impossible,” so that ends that.

Probability Zero advances two principal mathematical arguments intended to show that the probability of evolution is—as its title suggests—effectively zero. One centers on the roughly 20 million mutations that have become fixed (that is, now occur in 100% of the population) in the human lineage since our last common ancestor with chimpanzees roughly 9 million years ago. Chimpanzees have experienced a comparable number of fixed mutations.

Day argues that this is impossible given the expected number of mutations arising each generation and the probability that any particular neutral mutation reaches fixation—approximately 1 in 20,000, based on estimates of ancestral human population size. Beneficial mutations do have much higher fixation probabilities, but the vast majority of these ~20 million substitutions are neutral.

Read the whole thing there. Mr. McCarthy is familiar with the relevant literature and he is not an innumerate biologist, which is what makes this discussion both interesting and relevant.

As I said before, I will refrain from saying anymore here or on SG, and I will refrain from commenting there, until I provide my own response tomorrow. But I will say that I owe a genuine debt to Mr. McCarthy for drawing my attention to something I’d overlooked…

DISCUSS ON SG


Championship Weekend

RAMS-SEAHAWKS

It will be interesting to see if the Vikings were wrong and Sam Darnold does have what it takes to win a Super Bowl. While I wish him well, I am skeptical, and even if he does lead the Seahawks to two more wins and gets a ring, I don’t think the Vikings would have been able to do the same this year if they’d resigned him due to all the injuries on the offensive line. I tend to think Stafford and McVey are good for one more ring together, but the Seahawks definitely have the defensive edge.

BRONCOS-PATRIOTS

I think the Broncos will win even with their backup quarterback, mostly because I don’t believe Bo Nix is that much better than Jarret Stidham. Both of them are in a situation more akin to the 2000 Ravens, so as long as Stidham doesn’t try to win the game with his arm, the Broncos should be okay. Last week Houston would have won if CJ Stroud had never thrown a ball, so I don’t see why the Broncos D, who allowed 17 more yards and 6 less touchdowns than the Texans D this season, can’t shut down Drake Maye at home even more effectively than the Texas did on the road.

New England 10, Denver 7.

Mike Vrabel completely outcoached Sean Payton and Drake May out-managed Jarret Stidham. I think Payton lost the game when he a) didn’t kick the early field goal, b) didn’t run the ball on 4th-and-1, and c) tried to get cute by putting his backup quarterback in high-pressure passing situations. The touchdown they gave up was 100 percent unnecessary and I completely blame the coaching staff for not telling Stidham to either throw the ball away right away or take the sack.

That’s one area where defensive coaches are much better than offensive ones. They don’t actively lose games the way the offensive smart boys so often do.

DISCUSS ON SG


Why AI Hallucinates

I asked Markku to explain why the AI companies have such a difficult time telling their machine intelligences to stop fabricating information they don’t possess. I mean, how difficult can it be to simply say “I don’t know, Dave, I have no relevant information” instead of going to the trouble to concoct fake citations, nonexistent books, and imaginary lawsuits? He explained that AI instinct to fabricate information is essentially baked into their infrastructure, due to the original source of the algorithms upon which they are built.

The entire history of the internet may seem like a huge amount of information, but it’s not unlimited. Per topic of marginal interest, there isn’t all that much information. And mankind can’t really produce it faster than it already does. Hence, we’ve hit the training data ceiling.

And what the gradient descent algorithm does is, it will ALWAYS produce a result that looks like all the other results. Even if there is actually zero training data on a topic, it will still speak confidently on it. It’s just all completely made up.

The algorithm was originally developed due to the fact that fighter jets are so unstable that a human being doesn’t react fast enough to even theoretically keep it in the air. So, gradient descent takes the stick inputs as a general idea of what the pilot wants, and then interprets it into the signals to the actuators. In other words, it takes a very tiny amount of data, and then converts it into a very large amount of data. But everything outside the specific training data is always interpolation.

For more on the interpolation problem and speculation about why it is unlikely to be substantially fixed any time soon, I put up a post about this on AI Central.

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