The Environment Always Wins: The Myth of Pure Voice

4–6 minutes

There’s a certain kind of cultural panic that tells you more about the panickers than about the thing they are panicking about. The current hysteria over AI-inflected prose is a good example.

The argument, insofar as it deserves the name, goes roughly like this: LLMs produce prose with identifiable features – a certain blandness, a fondness for the em dash, a tendency toward tidy three-part structure. Writers who use these tools risk absorbing those features. The authentic human voice is therefore under threat. Something precious is being diluted by contact with the machine.

This is sentimental rubbish, and it is worth saying so clearly before doing anything else – and a sort of virtue signalling.

Audio: NotebookLM summary podcast of this topic.

I use LLMs daily. For research, for editorial pushback, for smoothing passages that have gone awry. This means I spend hours a day reading a particular kind of output. You’d have to be delusional not to admit it has effects. Certain phrasings start feeling natural that didn’t before. Certain rhythms begin to recur. Certain words might not have otherwise come into use. I notice this and note it without particular alarm, because I’ve read enough to know that this is just what environments do.

Read nothing but McCarthy for a month, and your sentences will start hunting for the spare declarative. Spend a year editing academic philosophy, and you will catch yourself reaching for ‘insofar as’ and ‘it’s worth noting’ in casual conversation. Live in a city long enough, and its cadences work their way into your syntax. This isn’t contamination, the negative moralist dispersion. It’s how language acquisition works for as long as one is alive and reading. Voice isn’t a spring. It’s a river, a moving accumulation of every tributary it has passed through.

The prestige game being played by the anti-LLM faction isn’t difficult to spot. When Dostoyevsky shapes a young writer’s cadence, we call it influence and treat it as evidence of a serious literary education. When a game world shapes a child’s imagination – I homeschooled my son in the manner of unschooling, and his primary corpus for years was World of Warcraft and its attendant lore before shifting to Dark Souls – and that child ends up reading Dante and Milton unprompted in year seven, the same mechanism has clearly operated. The source was not canonical, the outcome was. But the respectable hierarchy of influences cannot easily accommodate this, because the hierarchy was never really about the mechanism. It was about the cultural status of the inputs.

The more interesting observation isn’t about those of us who use these tools. It’s about those who conspicuously do not.

A minor genre has emerged – charitably, I’ll call it a genre because cult feels morally loaded – consisting of writers anxiously purging their prose of anything that might read as AI-generated. It’s worth noting that they have read the lists. Telltale signs of LLM authorship: excessive hedging, em dashes, transitional summaries, the phrase ‘it is worth noting’. And so they scrub, redact, replace, and perform a kind of stylistic hygiene that’s a creative decision made in direct response to LLM discourse.

These writers aren’t free of the machine’s influence. They’re among the most thoroughly shaped by it. They simply have the more theatrical relationship – the counter-imitator, the purity-performer, the one who reorganises their entire aesthetic in orbit around the thing they claim to reject.

Thomas Moore, in Care of the Soul, observes that a child raised by an alcoholic parent tends to become either an alcoholic or a committed teetotaller. He presents this as a dichotomy, which is too neat, but the underlying point holds. Reactions are still relata – see what happens when you read too much philosophy and logic? The teetotaller has organised their life around the bottle as surely as the alcoholic has. Both are defined by it.

Opposition is one of influence’s favourite disguises.

The fair objection is that LLM influence may differ from other influences in kind rather than just in kind. Dostoyevsky is strange. Bernhard is strange to the point of pathology. A canonical prose style is idiosyncratic by definition, which is why it’s worth absorbing. In contrast, LLM output aims for plausible fluency and statistical centrality. Its pull may be more homogenising than the pull of a singular authorial sensibility.

That’s a real point. The environment in question has a centripetal force toward the mean that most literary influences lack.

But conceding the point doesn’t really rescue the panic. It just specifies the kind of influence involved. The mechanism remains identical to every other case of environmental absorption. And ‘this influence tends toward the generic’ is an ironically generic critique of a particular environment’s character rather than a claim that the environment is doing something ontologically unprecedented to the notion of authorship.

The question that actually matters aesthetically is not was this touched by AI? It is what did the writer do with the environment they inhabited? That’s always been the question. It remains the question. The machinery has changed; the problem of influence has not.

What the current schism actually reveals is not that AI is doing something new to writing. It’s that we’ve been operating with a fairy tale about what writing is. The fairy tale holds that voice is self-originating, that somewhere beneath the reading AND the editing AND the genre conventions AND the institutional pressures AND the decade of a particular editor’s feedback, there is a pristine you, unconditioned and pure, expressing itself directly onto the page.

This was always false. Writers have always been patchworks of absorbed environments. The only difference now is that one of the environments is a machine, and the machine is new enough that people haven’t yet learned to be comfortable with what it reveals about the rest.

The environment always wins. The only interesting question is which environments you choose, and what you make of them.

NotebookLM Infographic on this topic.

Architecture of Encounter: Attention, Affordance, Salience, and Valence

What do attention, affordance, salience, and valence have to do with meaning, and what is the architecture of encounter?

I’m still trying to figure out how to simplify these concepts. How am I doing?

  • 0:00 Introduction and Encounter
  • 0:52 Attention
  • 1:53 What is Affordance?
  • 3:13 What is Salience?
  • 4:12 Example: Salience Connexion and Context (My ex-wife)
  • 4:44 What is Valence?
  • 5:38 What is Meaning?
  • 6:23 Example: Southern Hospitality (Salience and Meaning)

Short and sweet.

The Church of Pareto: How Economics Learned to Love Collapse

—or—How the Invisible Hand Became a Throttling Grip on the Throat of the Biosphere

As many frequent visitors know, I am a recovering economist. I tend to view economics through a philosophical lens. Here. I consider the daft nonsense of Pareto optimality.

Audio: NotebookLM podcast of this content.

There is a priesthood in modern economics—pious in its equations, devout in its dispassion—that gathers daily to prostrate before the altar of Pareto. Here, in this sanctum of spreadsheet mysticism, it is dogma that an outcome is “optimal” so long as no one is worse off. Never mind if half the world begins in a ditch and the other half in a penthouse jacuzzi. So long as no one’s Jacuzzi is repossessed, the system is just. Hallelujah.

This cult of cleanliness, cloaked in the language of “efficiency,” performs a marvellous sleight of hand: it transforms systemic injustice into mathematical neutrality. The child working in the lithium mines of the Congo is not “harmed”—she simply doesn’t exist in the model. Her labour is an externality. Her future, an asterisk. Her biosphere, a rounding error in the grand pursuit of equilibrium.

Let us be clear: this is not science. This is not even ideology. It is theology—an abstract faith-based system garlanded with numbers. And like all good religions, it guards its axioms with fire and brimstone. Question the model? Heretic. Suggest the biosphere might matter? Luddite. Propose redistribution? Marxist. There is no room in this holy order for nuance. Only graphs and gospel.

The rot runs deep. William Stanley Jevons—yes, that Jevons, patron saint of unintended consequences—warned us as early as 1865 that improvements in efficiency could increase, not reduce, resource consumption. But his paradox, like Cassandra’s prophecy, was fated to be ignored. Instead, we built a civilisation on the back of the very logic he warned would destroy it.

Then came Simon Kuznets, who—bless his empirically addled soul—crafted a curve that seemed to promise that inequality would fix itself if we just waited politely. We called it the Kuznets Curve and waved it about like a talisman against the ravages of industrial capitalism, ignoring the empirical wreckage that piled up beneath it like bones in a trench.

Meanwhile, Pareto himself, that nobleman of social Darwinism, famously calculated that 80% of Italy’s land was owned by 20% of its people—and rather than challenge this grotesque asymmetry, he chose to marvel at its elegance. Economics took this insight and said: “Yes, more of this, please.”

And so the model persisted—narrow, bloodless, and exquisitely ill-suited to the world it presumed to explain. The economy, it turns out, is not a closed system of rational actors optimising utility. It is a planetary-scale thermodynamic engine fuelled by fossil sunlight, pumping entropy into the biosphere faster than it can absorb. But don’t expect to find that on the syllabus.

Mainstream economics has become a tragic farce, mouthing the language of optimisation while presiding over cascading system failure. Climate change? Not in the model. Biodiversity collapse? A regrettable externality. Intergenerational theft? Discounted at 3% annually.

We are witnessing a slow-motion suicide cloaked in the rhetoric of balance sheets. The Earth is on fire, and the economists are debating interest rates.

What we need is not reform, but exorcism. Burn the models. Salt the axioms. Replace this ossified pseudoscience with something fit for a living world—ecological economics, systems theory, post-growth thinking, anything with the courage to name what this discipline has long ignored: that there are limits, and we are smashing into them at speed.

History will not be kind to this priesthood of polite annihilation. Nor should it be.

Excess Deaths Attributable to Capitalism

A System Built on Exploitation and Neglect

Capitalism, often celebrated for its ability to generate wealth and innovation, also brings with it a darker legacy: the untold millions of lives prematurely lost due to its systemic failures. Capitalism can be attributed to more than 10 million excess deaths per year, and these numbers will continue to increase. These deaths are not simply unfortunate byproducts but are structurally baked into the system itself. Whether through poverty, healthcare inequality, environmental destruction, or war, capitalism’s logic of profit maximisation places human life at the mercy of market forces, with devastating consequences.

Audio: NotebookLM podcast on this topic.

Friedrich Engels famously referred to these preventable deaths as social murder, a term that highlights how capitalism creates conditions in which certain populations are systematically neglected, deprived, and ultimately destroyed. Today, Engels’ critique is more relevant than ever as we examine the staggering human toll that capitalism has left in its wake, often invisible in the glow of GDP figures and economic growth.


Poverty and Hunger: The Silent Killers

One of the most pervasive ways capitalism generates excess deaths is through poverty and hunger. Despite the extraordinary wealth produced by capitalist economies, millions still die from hunger-related causes every year. According to the World Health Organization (WHO), around 9 million people die annually from hunger and malnutrition, mostly in regions where capitalist-driven global inequality has made basic necessities unaffordable or inaccessible.[1]

Capitalism’s defenders often point to rising standards of living as evidence of the system’s success, but this narrative suffers from survivorship bias. The success stories of those who have benefited from capitalist growth obscure the countless lives that have been lost to the system’s structural inequalities. As Engels noted, these deaths are not natural or inevitable—they are preventable. They occur because the capitalist system concentrates wealth in the hands of a few while leaving vast populations to suffer without access to food, healthcare, or basic resources.

This disparity in wealth and access to resources creates a global system of social murder, where the deaths of the poor are written off as collateral damage in the pursuit of profit. These deaths are not merely unfortunate consequences; they are inherent to the capitalist system’s prioritisation of wealth accumulation over human life.


Healthcare Inequality and Preventable Deaths

The lack of access to adequate healthcare is another major driver of deaths attributable to capitalism. In the United States, the richest nation in the world, an estimated 500,000 deaths between 1990 and 2010 were linked to healthcare inequality, according to a Lancet study.[2] Globally, millions die each year from preventable causes—such as pneumonia, diarrhoea, and malaria—because market-driven healthcare systems fail to provide for those without the means to pay.

In a for-profit healthcare system, those without money are often denied life-saving treatment. Healthcare becomes a commodity, rather than a human right. This commodification of care creates deadly disparities, where a wealthy few receive world-class medical attention while millions die from treatable conditions. Engels’ notion of social murder is evident here as well: the system does not kill through direct violence but by neglecting the vulnerable.

This situation is exacerbated by the ongoing commodification of healthcare through privatisation and austerity measures, which strip public systems of resources and force them to operate on capitalist principles. The result is a world where profit motives dictate who lives and who dies.


Environmental Destruction and Climate Change: Capitalism’s Long-Term Death Toll

Capitalism’s unrelenting focus on short-term profit also drives environmental destruction, contributing to a growing death toll linked to climate change. The WHO estimates that by 2030, climate change will cause approximately 250,000 additional deaths each year, driven by heat stress, malnutrition, and the spread of diseases like malaria and diarrhoea.[3] These figures are conservative, as the cascading effects of climate-induced migration and conflict are difficult to quantify.

David Harvey’s concept of accumulation by dispossession is central to understanding how capitalism contributes to environmental devastation. Capitalist economies extract and commodify natural resources, often at the expense of local populations who bear the brunt of environmental degradation. Deforestation, mining, and fossil fuel extraction displace communities and destroy ecosystems, creating conditions that lead to death, displacement, and disease.

This environmental violence is compounded by disaster capitalism, a term coined by Naomi Klein to describe how capitalist interests exploit crises like natural disasters or financial collapses for profit.[4] The destruction of vulnerable communities by climate change is not simply a tragedy—it is a consequence of capitalist expansion into every corner of the planet, sacrificing human and ecological health for economic gain.


War and Imperialism: Capitalism’s Violent Expansion

The human toll of capitalism extends beyond poverty and environmental degradation to include the millions of lives lost to wars driven by capitalist interests. The illegal invasion of Iraq in 2003, for example, led to hundreds of thousands of deaths, many of which were tied to the geopolitical aims of securing control over oil reserves. Wars like Iraq are not isolated failures of policy but integral to the functioning of a global capitalist system that seeks to dominate resources and expand markets through military force.

David Harvey’s theory of new imperialism explains how capitalist economies rely on the expansion of markets and the extraction of resources from other nations, often through military means.[5] The military-industrial complex, as described by President Dwight D. Eisenhower, thrives under capitalism, profiting from perpetual war and the destruction of human life.

The death toll of wars driven by capitalist expansion is staggering. From the millions killed in conflicts over resources to the long-term destabilisation of regions like the Middle East, these deaths are directly tied to capitalism’s global ambitions. The victims of these wars—like those who suffer from poverty and environmental destruction—are casualties of a system that prioritises wealth and power over human life.


Conclusion: Reckoning with Capitalism’s Death Toll

The deaths attributable to capitalism are not abstract or incidental; they are the direct consequences of a system that places profit above all else. From hunger and poverty to healthcare inequality, environmental destruction, and war, the capitalist system has claimed millions of lives—lives that could have been saved under a more just and equitable economic model.

The true success of capitalism, then, is not in its ability to generate wealth for the few, but in its capacity to obscure the structural violence that sustains it. By framing poverty, healthcare inequality, and environmental destruction as unfortunate consequences of “market forces,” capitalism avoids accountability for the millions it leaves behind.

It is time to reckon with this hidden death toll. Only by facing the human cost of capitalism can we begin to imagine a future where economic systems prioritise human life over profit. The victims of capitalism are not just numbers—they are the casualties of a system that, as Engels pointed out, murders through neglect, exploitation, and greed.


Endnotes:

[1]: World Health Organization, “Hunger and Malnutrition: Key Facts,” 2022.
[2]: “The Lancet Public Health,” Study on healthcare inequality in the U.S., 2010.
[3]: World Health Organization, “Climate Change and Health,” 2022.
[4]: Naomi Klein, The Shock Doctrine: The Rise of Disaster Capitalism (Picador, 2007), pp. 9-10.
[5]: David Harvey, The New Imperialism (Oxford University Press, 2005), pp. 145-147.