Razib Khan's Unsupervised Learning

Razib Khan's Unsupervised Learning

The rise of the hopeful monsters: the true story of humanity

New revelations in human origins through genomics

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Razib Khan
Aug 20, 2026
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Human evolutionary genomics is going through the best of times and the worst of times. We know so much more than we did at the turn of the century, but we are so much less certain about the broad overall narrative of our species’ genesis within and without Africa. An elegant and legible story has given way to complexification; the scientific preference for parsimony has had to yield ground out of necessity to the simultaneous march of ancient DNA and computational genomics in the last 25 years. The elegant house of “Out of Africa,” constructed in the late 20th century via the synthesis of paleoanthropology and molecular genetics, is now looking a bit worn and shabby a generation into the new century. But there won’t be any tear down here; there’s nothing to replace our current understanding. We face an impasse as we grasp at novel findings and probe into the dark with uncertainty.

Today, our understanding of human evolutionary origins is undergoing repeated revisions and renovations. New wings are being added helter-skelter to an already sprawling edifice; alternative paths are being laid down by the startling findings of ancient DNA, with a fresh dab of theoretical paint here and there to cover up incongruities. Something new is coming into shape, but it is yet incomplete, and so ‌definitive answers elude our grasp. A host of powerful new techniques are bombarding the old orthodoxies with result after result, modification, update, and iteration. Now researchers have begun questioning exactly how well they understand the correct shape of the past that they once opined on with such certainty to the public. Over and over, the simple power of ancient DNA has thrown a wrench into the consensus models and established orthodoxies. A generation ago, we imagined that Homo sapiens, “thinking man,” emerged fully formed in Africa over 100,000 years ago and swept away all our monstrous kin before us through dint of our sheer genius. Today, it seems more likely that it was we who were the monsters out of the dark, the demons about which Neanderthal mothers would tell their little-ones.

The exceptional race (no more)

In 2002’s The Dawn of Human Culture, Stanford paleoanthropologist Richard Klein presented what at that time was the standard model of the recent origins of humanity. Some time before 50,000 years ago, a new form of human arose through some sort of mutational jump. Klein posited that our genius, our superiority, was because of a macromutation that enabled us to generate fully articulate language. Before the emergence of this new species of human, there were many varieties of human, or, more precisely, hominin. Neanderthals in Europe and Central Asia, various “archaic” lineages in eastern Eurasia, and also descendants of other Homo forms in Africa. Modern humans, whom many popular slogans would refer to as “Africans,” rapidly swept away all these varieties of humanity after 50,000 years.

And so it was for a decade. There were dissents; in 2006 Jeffrey Wall and Michael Hammer published Archaic admixture in the human genome. This paper reflected suspicion among many evolutionary geneticists that the orthodoxy promulgated was too pat and simplistic (see also Magnus Nordborg’s 1998 On the Probability of Neanderthal Ancestry). But‌ despite an underground counter-consensus, very few evolutionary geneticists were vocal on this issue in public, no matter the private grumblings they may have had (Gregory Cochran and Henry Harpending’s 2009 book, The 10000 Year Explosion: How Civilization Accelerated Human Evolution, was the exception to the rule). This all changed in 2010, when Svante Paabo and colleagues reported that Neanderthal whole genomes yielded strong evidence of several percent admixture into non-Africans, as well as the discovery of a new human lineage in eastern Eurasia, the Denisovans, who also contributed about 5% of the ancestry of Papuans.

Previous work had almost entirely been a matter of inference derived from contemporary populations. You looked at genetic variation in people alive today and worked backward to plausible models of how that variation could have arisen. In the 1980s, geneticists examined mitochondrial lineages, which represent the direct matrilineal genealogy. Geneticists noticed that all non-African populations nested within African genetic variation. They soon replicated this result with the Y chromosome, passed only through males, and the autosomes (markers on chromosomes 1 through 22) representing the whole genetic heritage. These results neatly dovetailed with the findings of paleoanthropologists like Chris Stringer of the British Museum of Natural History, who argued that modern human morphology, mostly exemplified by traits in human skulls, reflected continuity with African Homo, and not Neanderthals. Following the molecular genetic results, researchers applied similar phylogenetic methods to morphometric traits and discovered the same pattern of non-Africans nesting within African variation.

It was an immaculate and tidy story. The broader public became very familiar with this narrative not just because of the scientific literature, but through documentary series like Nova’s 1987 Children of Eve or Spencer Wells’ 2000 Journey of Man, the latter of which was viewed by tens of millions. It’s no surprise that the first ten minutes of Journey of Man lead up to Wells boarding a flight to Africa, where he reassures us that the human story began.

And that still seems to be much of the story. But not the entire story. Over the last few years, geneticists have concluded that a much higher fraction of non-African DNA was originally Neanderthal. In an interview with Dwarkesh Patel Harvard’s David Reich asserted that as much as 10-20% of the overall heritage of early non-Africans, just as they were expanding out of the Near East 50,000 years ago, may have been Neanderthal. How then is that today we detect only about 2% Neanderthal genes outside of Africa? The genome rapidly sheds genetically incompatible segments within a few thousand years via purifying selection. Because Neanderthals diverged from our predominantly African ancestors 600 to 700,000 years ago, their overall genetic makeup exhibited much more striking incompatibilities with the expanding Africans than occurs when different branches of our own species mix (the deepest division in our own lineage dates to about 200,000 years, when Khoisan ancestors diverged from everyone else). No doubt the same phenomenon applied to Denisovan admixture, which today in some Oceanian populations, like those in New Guinea or the indigenous populations of the Philippines, approaches 5% or so.

What does this all mean? Because natural selection changes allele frequencies in ways that are out of step with the overall genome, the signatures that we get from modern and ancient DNA are deceptive as to the demographic dynamics of early anatomically modern humans and the Neanderthals (and Denisovans) whom they encountered. All the evidence, both ancient and modern, points to a tiny non-African ancestry population between 50 and 60,000 years ago, a few thousand individuals at most (some models posit a bottleneck of 200 breeding individuals!). If 10-20% of the ancestry of the early modern human expansion, also known as the Initial Upper Paleolithic (IUP), was Neanderthal, that implies the integration of hundreds of Neanderthals, as opposed to ten or twenty. What might the cultural implications of this be? Perhaps early modern humans integrated some Neanderthal folkways, and even loan-words from the Neanderthal ur-language? The reduction of Neanderthal ancestry was a genomic-scale process that took approximately 1,000 years, during which cultural exchange could still have occurred in the mixed individuals.

Human evolutionary genomics is going through the best of times and the worst of times. We know so much more than we did at the turn of the century, but we are so much less certain about the broad overall narrative of our species’ genesis within and without Africa. An elegant and legible story has given way to complexification; the scientific preference for parsimony has had to yield ground out of necessity to the simultaneous march of ancient DNA and computational genomics in the last 25 years. The elegant house of “Out of Africa,” constructed in the late 20th century via the synthesis of paleoanthropology and molecular genetics, is now looking a bit worn and shabby a generation into the new century. But there won’t be any tear down here; there’s nothing to replace our current understanding. We face an impasse as we grasp at novel findings and probe into the dark with uncertainty.

Today, our understanding of human evolutionary origins is undergoing repeated revisions and renovations. New wings are being added helter-skelter to an already sprawling edifice; alternative paths are being laid down by the startling findings of ancient DNA, with a fresh dab of theoretical paint here and there to cover up incongruities. Something new is coming into shape, but it is yet incomplete, and so ‌definitive answers elude our grasp. A host of powerful new techniques are bombarding the old orthodoxies with result after result, modification, update, and iteration. Now researchers have begun questioning exactly how well they understand the correct shape of the past that they once opined on with such certainty to the public. Over and over, the simple power of ancient DNA has thrown a wrench into the consensus models and established orthodoxies. A generation ago, we imagined that Homo sapiens, “thinking man,” emerged fully formed in Africa over 100,000 years ago and swept away all our monstrous kin before us through dint of our sheer genius. Today, it seems more likely that it was we who were the monsters out of the dark, the demons about which Neanderthal mothers would tell their little-ones.

The exceptional race (no more)

In 2002’s The Dawn of Human Culture, Stanford paleoanthropologist Richard Klein presented what at that time was the standard model of the recent origins of humanity. Some time before 50,000 years ago, a new form of human arose through some sort of mutational jump. Klein posited that our genius, our superiority, was because of a macromutation that enabled us to generate fully articulate language. Before the emergence of this new species of human, there were many varieties of human, or, more precisely, hominin. Neanderthals in Europe and Central Asia, various “archaic” lineages in eastern Eurasia, and also descendants of other Homo forms in Africa. Modern humans, whom many popular slogans would refer to as “Africans,” rapidly swept away all these varieties of humanity after 50,000 years.

And so it was for a decade. There were dissents; in 2006 Jeffrey Wall and Michael Hammer published Archaic admixture in the human genome. This paper reflected suspicion among many evolutionary geneticists that the orthodoxy promulgated was too pat and simplistic (see also Magnus Nordborg’s 1998 On the Probability of Neanderthal Ancestry). But‌ despite an underground counter-consensus, very few evolutionary geneticists were vocal on this issue in public, no matter the private grumblings they may have had (Gregory Cochran and Henry Harpending’s 2009 book, The 10000 Year Explosion: How Civilization Accelerated Human Evolution, was the exception to the rule). This all changed in 2010, when Svante Paabo and colleagues reported that Neanderthal whole genomes yielded strong evidence of several percent admixture into non-Africans, as well as the discovery of a new human lineage in eastern Eurasia, the Denisovans, who also contributed about 5% of the ancestry of Papuans.

Previous work had almost entirely been a matter of inference derived from contemporary populations. You looked at genetic variation in people alive today and worked backward to plausible models of how that variation could have arisen. In the 1980s, geneticists examined mitochondrial lineages, which represent the direct matrilineal genealogy. Geneticists noticed that all non-African populations nested within African genetic variation. They soon replicated this result with the Y chromosome, passed only through males, and the autosomes (markers on chromosomes 1 through 22) representing the whole genetic heritage. These results neatly dovetailed with the findings of paleoanthropologists like Chris Stringer of the British Museum of Natural History, who argued that modern human morphology, mostly exemplified by traits in human skulls, reflected continuity with African Homo, and not Neanderthals. Following the molecular genetic results, researchers applied similar phylogenetic methods to morphometric traits and discovered the same pattern of non-Africans nesting within African variation.

It was an immaculate and tidy story. The broader public became very familiar with this narrative not just because of the scientific literature, but through documentary series like Nova’s 1987 Children of Eve or Spencer Wells’ 2000 Journey of Man, the latter of which was viewed by tens of millions. It’s no surprise that the first ten minutes of Journey of Man lead up to Wells boarding a flight to Africa, where he reassures us that the human story began.

And that still seems to be much of the story. But not the entire story. Over the last few years, geneticists have concluded that a much higher fraction of non-African DNA was originally Neanderthal. In an interview with Dwarkesh Patel Harvard’s David Reich asserted that as much as 10-20% of the overall heritage of early non-Africans, just as they were expanding out of the Near East 50,000 years ago, may have been Neanderthal. How then is that today we detect only about 2% Neanderthal genes outside of Africa? The genome rapidly sheds genetically incompatible segments within a few thousand years via purifying selection. Because Neanderthals diverged from our predominantly African ancestors 600 to 700,000 years ago, their overall genetic makeup exhibited much more striking incompatibilities with the expanding Africans than occurs when different branches of our own species mix (the deepest division in our own lineage dates to about 200,000 years, when Khoisan ancestors diverged from everyone else). No doubt the same phenomenon applied to Denisovan admixture, which today in some Oceanian populations, like those in New Guinea or the indigenous populations of the Philippines, approaches 5% or so.

What does this all mean? Because natural selection changes allele frequencies in ways that are out of step with the overall genome, the signatures that we get from modern and ancient DNA are deceptive as to the demographic dynamics of early anatomically modern humans and the Neanderthals (and Denisovans) whom they encountered. All the evidence, both ancient and modern, points to a tiny non-African ancestry population between 50 and 60,000 years ago, a few thousand individuals at most (some models posit a bottleneck of 200 breeding individuals!). If 10-20% of the ancestry of the early modern human expansion, also known as the Initial Upper Paleolithic (IUP), was Neanderthal, that implies the integration of hundreds of Neanderthals, as opposed to ten or twenty. What might the cultural implications of this be? Perhaps early modern humans integrated some Neanderthal folkways, and even loan-words from the Neanderthal ur-language? The reduction of Neanderthal ancestry was a genomic-scale process that took approximately 1,000 years, during which cultural exchange could still have occurred in the mixed individuals.

But the story here is not just about Neanderthals and Denisovans having contact with the dominant African lineage; within Africa itself, the narrative has become much more nuanced. Jeff Wall, co-author of the 2006 paper, has argued for 20 years that the genomes of modern Africans show evidence of archaic admixture as well. Africans are not truly pure humans because there is no such thing. All human lineages seem to have come about through a process of bifurcation and later fusion across varied branches, resulting in an evolutionary geometry more like a multifarious lattice than an expanding tree. But these results rest on inference and the suppositions of model building. While the oldest genomes from Europe date to 430,000 years ago in Sima de los Huesos, Spain, the most ancient African human DNA comes from Tanzania, at Mlambalasi, and dates to only 18,000 years before the present. Though an 18,000-year-old genome takes us into the Pleistocene and the Ice Age, it is not so ancient as to sample a sister lineage to that of modern humans. The power of ancient DNA is that it gives us precise and incontrovertible data as to the genomic sequence of ancient human lineages. In hindsight, it is clear that there were hints of archaic admixture in modern non-African lineages, but without the undeniable evidence of the sequence, researchers shrugged this off. Now, because scientists have abundant evidence of archaic admixture outside of Africa, they naturally give more credence to inferences of archaic admixture within Africa. It seems implausible if the story of human origins outside of Africa is plural, then within Africa, it would not be sui generis and singular. What researchers are hoping for ultimately to settle this question are genomes ancient enough to give direct and conclusive insights into the modern human genesis through divergence and admixture within the ancestral continent.

But until then, we have inference. Where in the past geneticists looked at single loci, like the mtDNA or the Y chromosome, today they scan and survey the entire genome, all 3 billion base pairs and millions upon millions of single nucleotide variants. A combination of 21st-century computation and DNA sequencing is now yielding results that are hard to even comprehend. Humanity as we understand it likely has origins that are far more bizarre and unexpected than we ever realized.

Hopeful monsters arise

There are moments when a single paper can transform our understanding of an entire discipline. When Rebecca Cann published Mitochondrial DNA and human evolution in 1987, the entire field of human origins reoriented itself for a generation. When Paabo’s team reported on the complete Neanderthal genome, which convinced most geneticists that modern humans have ancestry from this extinct lineage, it did not give rise to the same inflection point. But this paper began a reconsideration of old orthodoxies. A simple and stark phylogenetic tree was no longer sacrosanct; the human lineage clearly turned back on itself in interbreeding events repeatedly. The next step is going to be the publication of a paper that reports on the ancient genome of a deeply diverged African lineage. The African equivalent of Neanderthals. A human population that differs greatly from our ‌primary ancestral population. But until then, computational genomics, analyzing bigger and bigger datasets with greater and greater power, will have to march onward.

Neither Aaron Ragsdale’s A weakly structured stem for human origins in Africa and Trevor Cousin’s A structured coalescent model reveals deep ancestral structure shared by all modern humans, published in 2023 and 2025 respectively, landed as thunderously as Cann’s 1987 mitochondrial Eve paper, but they sketch out the outlines of a potential framework that is now dimly visible to geneticists for whom the world of big data and simulation are not exotic, but the water in which they swim. Just as Jeff Wall had anticipated the results of ancient DNA years earlier simply by looking at patterns of variation in modern populations, so both these publications reveal deep patterns in whole genome sequences that lay out a glimmer of the landscape of future understanding. Though using somewhat different methods and model assumptions, both arrive at the same shocking result: the modern African lineage is a hybrid of two extremely different hominin populations that diverged over 1 million years ago. Ragsdale posits a split between two populations 1.2 to 1.7 million years ago, and Cousins arrives at the bifurcation 1.5 million years ago. This congruent result draws from different computational statistics extracted from sequence data. What Ragsdale calls Stem 2 and Stem 1, Cousins refers to as Population B and Population A. Ragsdale’s more complex model is compatible with several recent admixtures between the two different lineages, with an admixture 120,000 years ago with the ancestors of the Khoisan and 100,000 years ago with the ancestors of all other modern humans. Cousins, in contrast, posits that the two diverged lineages combined 300,000 years ago, with population B contributing 20% ancestry to the proto-modern lineage within Africa and disappearing as an independent species, while population A’s Eurasian outriders continue on as Neanderthals and Denisovans.

Cousin’s paper also engages in an exploration of the functionally different contributions of population B and population A. Although population B contributed less overall and was purified across the human genome (as later Neanderthal and Denisovan ancestry would be), it still appeared more frequently in a few functional categories:

  • neuron cell-cell adhesion: 11.6×

  • startle response: 8.5×

  • neuron recognition: 6.2×

  • neurotransmitter transport: 3.7×

  • chemical synaptic transmission: 2.5×

  • circulatory-system processes: 2.2×

The two papers differ in a key assumption: the ubiquity of continuous gene flow (favored more by Ragsdale) across human populations within Africa or the possibility of deep separation between the two lineages a singular pulse admixture (assumed by Cousins). This is an argument that has emerged many times in the genetic literature over the last decade, and ‌without ancient genomes to resolve alternative likely models, the debate will carry on. But within 10-20 years, it seems almost certain that we will have much older African genomes. Even if we do not have the sequence of “African Neanderthals,” the genome of an ancestral modern human 150,000 years ago could resolve whether Ragsdale’s or Cousin’s model comes closer to describing the human past.

Whatever the truth of the matter may be, both teams, using different methods, appear to show that we cannot understand modern humanity without admitting that we may be unlikely hybrids, which the evolutionary developmental biologist Richard Goldschmidt termed “hopeful monsters.” A generation ago most paleoanthropologists assumed modern humans were sui generis in their genius, driving our cousins to extinction and breaking all the other branches of the hominin phylogenetic tree. Today, it seems more and more likely that we were the monsters who shattered the lattice of humanity, the unlikely scions of a bestial congress that gave rise not to abomination but hope of a new world, a primate that improbably brought together two long-lost human tribes in an unlikely but fortuitous fusion. Science is stranger than fiction in the end.

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